From 04b5d63005b15a98f75bcbd5af697478f3a966f3 Mon Sep 17 00:00:00 2001
From: Emiliano <eritiro@gmail.com>
Date: Mon, 23 Nov 2015 16:20:29 -0300
Subject: [PATCH 1/4] extracted new lists from js library

---
 data/frequency_lists/english_wikipedia.txt    | 30000 +++++++++++++
 data/frequency_lists/female_names.txt         |   125 +-
 data/frequency_lists/male_names.txt           |    27 +-
 data/frequency_lists/passwords.txt            | 36405 +++++++++++++---
 data/frequency_lists/surnames.txt             | 30639 +------------
 .../{english.txt => us_tv_and_film.txt}       | 13679 +-----
 lib/zxcvbn/data.rb                            |    11 +-
 7 files changed, 59827 insertions(+), 51059 deletions(-)
 create mode 100644 data/frequency_lists/english_wikipedia.txt
 rename data/frequency_lists/{english.txt => us_tv_and_film.txt} (59%)

diff --git a/data/frequency_lists/english_wikipedia.txt b/data/frequency_lists/english_wikipedia.txt
new file mode 100644
index 0000000..498deb5
--- /dev/null
+++ b/data/frequency_lists/english_wikipedia.txt
@@ -0,0 +1,30000 @@
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+canadair
+falange
+zsolt
+bonheur
+meine
+archangels
+safeguarded
+jamaicans
+malarial
+teasers
+badging
+merseyrail
+operands
+pulsars
+gauchos
+biotin
+bambara
+necaxa
+egmond
+tillage
+coppi
+anxiolytic
+preah
+mausoleums
+plautus
+feroz
+debunked
+187th
+belediyespor
+mujibur
+wantage
+carboxyl
+chettiar
+murnau
+vagueness
+racemic
+backstretch
+courtland
+municipio
+palpatine
+dezful
+hyperbola
+sreekumar
+chalons
+altay
+arapahoe
+tudors
+sapieha
+quilon
+burdensome
+kanya
+xxviii
+recension
+generis
+siphuncle
+repressor
+bitrate
+mandals
+midhurst
+dioxin
+democratique
+upholds
+rodez
+cinematographic
+epoque
+jinping
+rabelais
+zhytomyr
+glenview
+rebooted
+khalidi
+reticulata
+122nd
+monnaie
+passersby
+ghazals
+europaea
+lippmann
+earthbound
+tadic
+andorran
+artvin
+angelicum
+banksy
+epicentre
+resemblances
+shuttled
+rathaus
+bernt
+stonemasons
+balochi
+siang
+tynemouth
+cygni
+biosynthetic
+precipitates
+sharecroppers
+d'annunzio
+softbank
+shiji
+apeldoorn
+polycyclic
+wenceslas
+wuchang
+samnites
+tamarack
+silmarillion
+madinah
+palaeontology
+kirchberg
+sculpin
+rohtak
+aquabats
+oviparous
+thynne
+caney
+blimps
+minimalistic
+whatcom
+palatalization
+bardstown
+direct3d
+paramagnetic
+kamboja
+khash
+globemaster
+lengua
+matej
+chernigov
+swanage
+arsenals
+cascadia
+cundinamarca
+tusculum
+leavers
+organics
+warplanes
+'three
+exertions
+arminius
+gandharva
+inquires
+comercio
+kuopio
+chabahar
+plotlines
+mersenne
+anquetil
+paralytic
+buckminster
+ambit
+acrolophus
+quantifiers
+clacton
+ciliary
+ansaldo
+fergana
+egoism
+thracians
+chicoutimi
+northbrook
+analgesia
+brotherhoods
+hunza
+adriaen
+fluoridation
+snowfalls
+soundboard
+fangoria
+cannibalistic
+orthogonius
+chukotka
+dindigul
+manzoni
+chainz
+macromedia
+beltline
+muruga
+schistura
+provable
+litex
+initio
+pneumoniae
+infosys
+cerium
+boonton
+cannonballs
+d'une
+solvency
+mandurah
+houthis
+dolmens
+apologists
+radioisotopes
+blaxploitation
+poroshenko
+stawell
+coosa
+maximilien
+tempelhof
+espouse
+declaratory
+hambro
+xalapa
+outmoded
+mihiel
+benefitting
+desirous
+archeparchy
+repopulated
+telescoping
+captor
+mackaye
+disparaged
+ramanathan
+crowne
+tumbled
+technetium
+silted
+chedi
+nievre
+hyeon
+cartoonish
+interlock
+infocom
+rediff.com
+dioramas
+timekeeping
+concertina
+kutaisi
+cesky
+lubomirski
+unapologetic
+epigraphic
+stalactites
+sneha
+biofilm
+falconry
+miraflores
+catena
+'outstanding
+prospekt
+apotheosis
+o'odham
+pacemakers
+arabica
+gandhinagar
+reminisces
+iroquoian
+ornette
+tilling
+neoliberalism
+chameleons
+pandava
+prefontaine
+haiyan
+gneisenau
+utama
+bando
+reconstitution
+azaria
+canola
+paratroops
+ayckbourn
+manistee
+stourton
+manifestos
+lympne
+denouement
+tractatus
+rakim
+bellflower
+nanometer
+sassanids
+turlough
+presbyterianism
+varmland
+20deg
+phool
+nyerere
+almohad
+manipal
+vlaanderen
+quickness
+removals
+makow
+circumflex
+eatery
+morane
+fondazione
+alkylation
+unenforceable
+galliano
+silkworm
+junior/senior
+abducts
+phlox
+konskie
+lofoten
+buuren
+glyphosate
+faired
+naturae
+cobbles
+taher
+skrulls
+dostoevsky
+walkout
+wagnerian
+orbited
+methodically
+denzil
+sarat
+extraterritorial
+kohima
+d'armor
+brinsley
+rostropovich
+fengtian
+comitatus
+aravind
+moche
+wrangell
+giscard
+vantaa
+viljandi
+hakoah
+seabees
+muscatine
+ballade
+camanachd
+sothern
+mullioned
+durad
+margraves
+maven
+arete
+chandni
+garifuna
+142nd
+reading/literature
+thickest
+intensifies
+trygve
+khaldun
+perinatal
+asana
+powerline
+acetylation
+nureyev
+omiya
+montesquieu
+riverwalk
+marly
+correlating
+intermountain
+bulgar
+hammerheads
+underscores
+wiretapping
+quatrain
+ruisseau
+newsagent
+tuticorin
+polygyny
+hemsworth
+partisanship
+banna
+istrian
+evaporator
diff --git a/data/frequency_lists/female_names.txt b/data/frequency_lists/female_names.txt
index 7862260..5ecc99e 100644
--- a/data/frequency_lists/female_names.txt
+++ b/data/frequency_lists/female_names.txt
@@ -173,7 +173,6 @@ bernice
 audrey
 yvonne
 annette
-june
 marion
 dana
 stacy
@@ -245,7 +244,6 @@ marian
 stella
 caroline
 dora
-jo
 vickie
 mattie
 maxine
@@ -304,7 +302,6 @@ sheryl
 cora
 faye
 ada
-natasha
 sabrina
 isabel
 marguerite
@@ -476,7 +473,6 @@ tabitha
 ollie
 winifred
 kristie
-marina
 alisha
 aimee
 rena
@@ -741,7 +737,6 @@ allyson
 ashlee
 tania
 esmeralda
-karina
 eve
 pearlie
 zelma
@@ -869,7 +864,6 @@ tamra
 aisha
 wilda
 karyn
-queen
 maura
 mai
 evangelina
@@ -958,7 +952,6 @@ chelsey
 antionette
 margot
 adelaide
-nan
 leeann
 elisha
 dessie
@@ -991,7 +984,6 @@ michaela
 dayna
 caryn
 rosalia
-sun
 jacquline
 rebeca
 marybeth
@@ -1059,6 +1051,7 @@ soledad
 migdalia
 ivette
 christen
+athena
 janel
 veda
 pattie
@@ -1078,7 +1071,6 @@ merry
 lashawn
 dara
 tawana
-oma
 verda
 alene
 zella
@@ -1090,7 +1082,6 @@ candida
 alvina
 suzan
 shayla
-lyn
 lettie
 samatha
 oralia
@@ -1098,7 +1089,6 @@ matilde
 larissa
 vesta
 renita
-india
 delois
 shanda
 phillis
@@ -1106,7 +1096,6 @@ lorri
 erlinda
 cathrine
 barb
-zoe
 isabell
 ione
 gisela
@@ -1171,7 +1160,6 @@ zenaida
 harriette
 caridad
 vada
-una
 aretha
 pearline
 marjory
@@ -1209,8 +1197,6 @@ chastity
 stacia
 roxann
 micaela
-nikita
-mei
 velda
 marlys
 johnna
@@ -1237,7 +1223,6 @@ georgiana
 candi
 shanon
 hildegard
-valentina
 stephany
 magda
 karol
@@ -1269,7 +1254,6 @@ shantel
 belen
 venessa
 rosalina
-ona
 genoveva
 clementine
 rosalba
@@ -1292,7 +1276,6 @@ jannette
 ginny
 debrah
 corrie
-asia
 violeta
 myrtis
 latricia
@@ -1303,7 +1286,6 @@ viviana
 twyla
 nedra
 latonia
-lan
 hellen
 fabiola
 annamarie
@@ -1314,23 +1296,21 @@ niki
 maud
 lizette
 lindy
-kia
 kesha
 jeana
 danelle
 charline
 chanel
 valorie
-lia
 dortha
 cristal
+sunny
 leone
 leilani
 gerri
 debi
 andra
 keshia
-ima
 eulalia
 easter
 dulce
@@ -1390,10 +1370,8 @@ altagracia
 aleta
 adrianna
 zoraida
-nicola
 lyndsey
 janina
-ami
 starla
 phylis
 phuong
@@ -1458,7 +1436,6 @@ roseanna
 magnolia
 lida
 joellen
-era
 coral
 carleen
 tresa
@@ -1536,8 +1513,6 @@ melony
 kori
 jennette
 jamila
-ena
-anh
 yoshiko
 susannah
 salina
@@ -1562,7 +1537,6 @@ nidia
 marlo
 kandice
 kandi
-deb
 alycia
 ronna
 norene
@@ -1582,7 +1556,6 @@ melonie
 mazie
 jazmin
 inga
-hoa
 hettie
 geralyn
 fonda
@@ -1684,14 +1657,12 @@ wanita
 shirly
 rosaura
 hulda
-eun
 yetta
 verona
 thomasina
 sibyl
 shannan
 mechelle
-lue
 leandra
 lani
 kylee
@@ -1727,7 +1698,6 @@ elfriede
 eden
 eartha
 carma
-bea
 ocie
 lennie
 kiara
@@ -1789,8 +1759,6 @@ angella
 paola
 ninfa
 leda
-lai
-eda
 stefani
 shanell
 palma
@@ -1802,7 +1770,6 @@ karlene
 julissa
 jettie
 jenniffer
-hui
 corrina
 carolann
 alena
@@ -1843,7 +1810,6 @@ marilou
 lyla
 laurene
 laci
-joi
 janene
 dorotha
 daniele
@@ -1868,13 +1834,12 @@ janae
 domenica
 debbra
 dannielle
+chun
 arcelia
-aja
 zenobia
 sharen
 sharee
 lavinia
-kum
 kacie
 jackeline
 huong
@@ -1922,7 +1887,6 @@ afton
 teodora
 tamie
 shena
-meg
 linh
 keli
 kaci
@@ -1934,15 +1898,14 @@ tiffiny
 simona
 nicolasa
 nichol
-nia
 nakisha
-mee
 maira
 loreen
 kizzy
 fallon
 christene
 bobbye
+ying
 vincenza
 tanja
 rubie
@@ -1959,11 +1922,9 @@ emilee
 dennise
 dania
 carie
-wai
 risa
 rikki
 particia
-mui
 masako
 luvenia
 loree
@@ -1994,7 +1955,6 @@ violette
 vannessa
 thresa
 retta
-pia
 patience
 noella
 nickie
@@ -2004,7 +1964,6 @@ camelia
 bethel
 anya
 suzann
-shu
 mila
 lilla
 laverna
@@ -2032,19 +1991,16 @@ britni
 beckie
 amina
 zita
-yun
 yolande
 vivien
 vernetta
 trudi
-sommer
 pearle
 patrina
 ossie
 nicolle
 loyce
 letty
-larisa
 katharina
 joselyn
 jonelle
@@ -2053,7 +2009,6 @@ iesha
 heide
 florinda
 florentina
-flo
 elodia
 dorine
 brunilda
@@ -2061,13 +2016,11 @@ brigid
 ashli
 ardella
 twana
-thu
 tarah
 shavon
 serina
 rayna
 ramonita
-nga
 margurite
 lucrecia
 kourtney
@@ -2130,7 +2083,6 @@ dahlia
 coreen
 consuela
 conchita
-celine
 babette
 ayanna
 anette
@@ -2139,7 +2091,6 @@ shawnee
 shaneka
 quiana
 pamelia
-min
 merri
 merlene
 margit
@@ -2183,7 +2134,6 @@ anjanette
 valda
 tamala
 shonna
-sha
 sarina
 oneida
 merilyn
@@ -2191,14 +2141,11 @@ marleen
 lurline
 lenna
 katherin
-jin
 jeni
-hae
 gracia
 glady
 farah
 enola
-ema
 dominque
 devona
 delana
@@ -2235,13 +2182,10 @@ ciera
 angelika
 andree
 altha
-yen
 vivan
 terresa
 tanna
-suk
 sudie
-soo
 signe
 salena
 ronni
@@ -2249,7 +2193,6 @@ rebbecca
 myrtie
 malika
 maida
-loan
 leonarda
 kayleigh
 ethyl
@@ -2283,7 +2226,6 @@ fernanda
 faustina
 eneida
 elicia
-dot
 digna
 dell
 arletta
@@ -2310,7 +2252,6 @@ augustina
 audrea
 annis
 annabell
-yan
 tennille
 tamica
 selene
@@ -2321,7 +2262,6 @@ markita
 macy
 leeanne
 laurine
-kym
 jessenia
 janita
 georgine
@@ -2350,7 +2290,6 @@ dorathy
 dione
 celena
 brigida
-angeles
 allegra
 tamekia
 synthia
@@ -2361,6 +2300,7 @@ reatha
 raye
 marquetta
 margart
+ling
 layla
 kymberly
 kiana
@@ -2368,7 +2308,6 @@ kayleen
 katlyn
 karmen
 joella
-irina
 emelda
 eleni
 detra
@@ -2427,8 +2366,6 @@ joeann
 ivana
 inell
 ilana
-hye
-hee
 gudrun
 dreama
 crissy
@@ -2441,7 +2378,6 @@ aleida
 yanira
 vanda
 tianna
-tam
 stefania
 shira
 nicol
@@ -2649,7 +2585,6 @@ laraine
 kimbery
 karyl
 karine
-kam
 jolanda
 johana
 jesusa
@@ -2665,7 +2600,6 @@ exie
 edda
 drema
 delpha
-bev
 barbar
 assunta
 ardell
@@ -2674,7 +2608,6 @@ alisia
 yukiko
 yolando
 wonda
-wei
 waltraud
 veta
 temeka
@@ -2691,7 +2624,6 @@ jenice
 janay
 jacquiline
 hilde
-fae
 elois
 echo
 devorah
@@ -2728,7 +2660,6 @@ latashia
 lasandra
 kelle
 isidra
-isa
 inocencia
 gwyn
 francoise
@@ -2750,7 +2681,6 @@ tomiko
 tamisha
 taisha
 susy
-siu
 rutha
 rhona
 noriko
@@ -2780,10 +2710,7 @@ apolonia
 amberly
 alease
 yuri
-yuk
-wen
 waneta
-ute
 tomi
 sharri
 sandie
@@ -2829,8 +2756,6 @@ yung
 williemae
 trinh
 thora
-tai
-svetlana
 sherika
 shemeka
 shaunda
@@ -2862,10 +2787,8 @@ bernardine
 becki
 arletha
 argelia
-ara
 alita
 yulanda
-yon
 yessenia
 tobi
 tasia
@@ -2911,7 +2834,6 @@ tiffaney
 sheryll
 sharie
 shanae
-sau
 raisa
 neda
 mitsuko
@@ -2952,7 +2874,6 @@ yasuko
 valrie
 tona
 tinisha
-thi
 terisa
 taneka
 simonne
@@ -2984,13 +2905,13 @@ genny
 felicidad
 eilene
 deloise
+deedee
 conception
 clora
 cherilyn
 calandra
 armandina
 anisa
-ula
 tiera
 theressa
 stephania
@@ -3020,16 +2941,13 @@ lianne
 lavenia
 laurinda
 lashon
-kit
 kimi
 keila
 katelynn
-kai
 jone
 joane
 jayna
 janella
-hue
 hertha
 francene
 elinore
@@ -3040,7 +2958,6 @@ clemencia
 carolin
 bulah
 brittanie
-bok
 blondell
 bibi
 beaulah
@@ -3051,7 +2968,6 @@ virgen
 valene
 twanda
 tommye
-toi
 tarra
 tari
 tammera
@@ -3063,6 +2979,7 @@ rivka
 pura
 nenita
 natisha
+ming
 merrilee
 melodee
 marvis
@@ -3076,10 +2993,8 @@ ileen
 georgeann
 genna
 frida
-ewa
 eufemia
 emely
-ela
 edyth
 deonna
 deadra
@@ -3095,7 +3010,6 @@ anamaria
 vertie
 valeri
 torri
-tatyana
 stasia
 sherise
 sherill
@@ -3111,7 +3025,6 @@ onita
 nisha
 niesha
 nida
-nam
 merlyn
 mayola
 marylouise
@@ -3149,7 +3062,6 @@ dotty
 cyndy
 coralie
 celesta
-argentina
 alverta
 xenia
 wava
@@ -3177,7 +3089,6 @@ michelina
 mercedez
 maryrose
 marcene
-mao
 magali
 mafalda
 lannie
@@ -3215,6 +3126,7 @@ zetta
 youlanda
 yelena
 yahaira
+xuan
 wendolyn
 tijuana
 terina
@@ -3257,7 +3169,6 @@ johanne
 jamee
 halley
 gidget
-galina
 fredricka
 fleta
 fatimah
@@ -3278,9 +3189,7 @@ azzie
 andera
 aiko
 adena
-yer
 yajaira
-wan
 vania
 ulrike
 toshia
@@ -3352,7 +3261,6 @@ bruna
 brittaney
 brande
 billi
-bao
 antonetta
 angla
 angelyn
@@ -3366,7 +3274,6 @@ tobie
 tempie
 sumiko
 sulema
-sparkle
 somer
 sheba
 sharice
@@ -3380,7 +3287,6 @@ reena
 ozie
 oretha
 oralee
-oda
 ngan
 nakesha
 milly
@@ -3426,6 +3332,7 @@ alfredia
 aleisha
 zada
 yuonne
+xiao
 willodean
 vennie
 vanna
@@ -3438,6 +3345,7 @@ tien
 sirena
 sherril
 shanti
+shan
 senaida
 samella
 robbyn
@@ -3468,7 +3376,6 @@ josefine
 jennell
 jacqui
 jackelyn
-hyo
 hien
 grazyna
 florrie
@@ -3489,7 +3396,6 @@ cherelle
 charmain
 chara
 cammy
-bee
 arnette
 ardelle
 annika
@@ -3515,7 +3421,6 @@ stacee
 shawnta
 saturnina
 ricarda
-pok
 pasty
 onie
 nubia
@@ -3553,7 +3458,6 @@ donette
 delcie
 deeanna
 darcey
-cuc
 clarinda
 cira
 chae
@@ -3595,7 +3499,6 @@ sharika
 rossie
 rosena
 rima
-ria
 rheba
 renna
 natalya
@@ -3634,7 +3537,6 @@ estefana
 elsy
 eladia
 dodie
-dia
 denisse
 deloras
 delila
@@ -3665,7 +3567,6 @@ shenna
 sharmaine
 shantae
 shandi
-september
 saran
 sarai
 sana
@@ -3701,7 +3602,6 @@ kanesha
 jong
 jeneva
 jaquelyn
-hwa
 gilma
 ghislaine
 gertrudis
@@ -3731,7 +3631,6 @@ alaine
 zana
 wilhemina
 wanetta
-veronika
 verline
 vasiliki
 tonita
@@ -3749,7 +3648,6 @@ seema
 rosenda
 robena
 raymonde
-pei
 pamila
 ozell
 neida
@@ -3772,7 +3670,6 @@ larraine
 laree
 lacresha
 kristle
-krishna
 keva
 keira
 karole
@@ -3812,4 +3709,4 @@ ardelia
 annelle
 angila
 alona
-allyn
\ No newline at end of file
+allyn
diff --git a/data/frequency_lists/male_names.txt b/data/frequency_lists/male_names.txt
index aa00bbe..a321185 100644
--- a/data/frequency_lists/male_names.txt
+++ b/data/frequency_lists/male_names.txt
@@ -193,7 +193,6 @@ marc
 reginald
 ruben
 brett
-angel
 nathaniel
 rafael
 edgar
@@ -321,7 +320,6 @@ preston
 alton
 archie
 marco
-wm
 pete
 randolph
 garry
@@ -330,7 +328,6 @@ jonathon
 felipe
 bennie
 gerardo
-ed
 dominic
 loren
 delbert
@@ -360,10 +357,12 @@ irving
 owen
 rufus
 woodrow
+sammy
 kristopher
 levi
 marcos
 gustavo
+jake
 lionel
 marty
 gilberto
@@ -375,7 +374,6 @@ orville
 drew
 ervin
 dewey
-al
 wilfred
 josh
 hugo
@@ -402,7 +400,6 @@ lamar
 rolando
 clay
 percy
-dexter
 bradford
 merle
 darin
@@ -553,7 +550,6 @@ rodrigo
 gerry
 rigoberto
 alphonso
-ty
 rickie
 noe
 vern
@@ -594,7 +590,6 @@ nestor
 hollis
 stefan
 donny
-art
 linwood
 beau
 weldon
@@ -630,7 +625,6 @@ adan
 numbers
 clair
 buford
-german
 bernie
 wilmer
 emerson
@@ -678,7 +672,6 @@ jamel
 lazaro
 alphonse
 randell
-major
 johnie
 jarrett
 ariel
@@ -689,7 +682,6 @@ seymour
 scottie
 eugenio
 mohammed
-valentin
 arnulfo
 lucien
 ferdinand
@@ -697,7 +689,6 @@ thad
 ezra
 aldo
 rubin
-royal
 mitch
 earle
 abe
@@ -865,7 +856,6 @@ jamey
 teodoro
 mckinley
 maximo
-sol
 raleigh
 lawerence
 abram
@@ -899,7 +889,6 @@ nathanial
 jordon
 danilo
 claud
-val
 sherwood
 raymon
 rayford
@@ -911,8 +900,6 @@ felton
 ezequiel
 erasmo
 lonny
-len
-ike
 milan
 lino
 jarod
@@ -927,27 +914,23 @@ ellsworth
 virgilio
 toney
 nathanael
-del
 benedict
 mose
 hong
 isreal
 garret
 fausto
-asa
 arlen
 zack
 modesto
 francesco
 manual
-jae
 gaylord
 gaston
 filiberto
 deangelo
 michale
 granville
-wes
 malik
 zackary
 tuan
@@ -959,13 +942,11 @@ korey
 jospeh
 colton
 waylon
-von
 hosea
 shad
 santo
 rudolf
 rolf
-rey
 renaldo
 marcellus
 lucius
@@ -988,7 +969,6 @@ jacinto
 graig
 franklyn
 edmundo
-sid
 leif
 jeramy
 willian
@@ -997,8 +977,7 @@ shon
 michal
 lynwood
 jere
-hai
 elden
 darell
 broderick
-alonso
\ No newline at end of file
+alonso
diff --git a/data/frequency_lists/passwords.txt b/data/frequency_lists/passwords.txt
index 852421c..cd30a0d 100644
--- a/data/frequency_lists/passwords.txt
+++ b/data/frequency_lists/passwords.txt
@@ -1,7141 +1,30000 @@
-password
 123456
+password
 12345678
-1234
 qwerty
+123456789
 12345
+1234
+111111
+1234567
 dragon
-pussy
+123123
 baseball
+abc123
 football
-letmein
 monkey
-696969
-abc123
-mustang
+letmein
 shadow
 master
-111111
-2000
-jordan
+696969
+mustang
+666666
+qwertyuiop
+123321
+1234567890
+pussy
 superman
-harley
-1234567
-fuckme
-hunter
+654321
+1qaz2wsx
+7777777
 fuckyou
+qazwsx
+jordan
+123qwe
+000000
+killer
 trustno1
-ranger
+hunter
+harley
+zxcvbnm
+asdfgh
 buster
-tigger
-soccer
-fuck
 batman
-test
-pass
-killer
-hockey
+soccer
+tigger
 charlie
-love
 sunshine
+iloveyou
+fuckme
+ranger
+hockey
+computer
+starwars
 asshole
-6969
 pepper
-access
-123456789
-654321
-maggie
-starwars
-silver
-dallas
-yankees
-123123
-666666
-hello
-orange
-biteme
+klaster
+112233
+zxcvbn
 freedom
-computer
-sexy
-thunder
+princess
+maggie
+pass
 ginger
-hammer
+11111111
+131313
+fuck
+love
+cheese
+159753
 summer
+chelsea
+dallas
+biteme
+matrix
+yankees
+6969
 corvette
-fucker
 austin
-1111
+access
+thunder
 merlin
-121212
-golfer
-cheese
-princess
-chelsea
-diamond
-yellow
-bigdog
 secret
-asdfgh
-sparky
-cowboy
-camaro
-matrix
-falcon
-iloveyou
-guitar
-purple
+diamond
+hello
+hammer
+fucker
+1234qwer
+silver
+gfhjkm
+internet
+samantha
+golfer
 scooter
+test
+orange
+cookie
+q1w2e3r4t5
+maverick
+sparky
 phoenix
-aaaaaa
-tigers
-porsche
 mickey
-maverick
-cookie
-nascar
-peanut
-131313
-money
-horny
-samantha
-panties
-steelers
+bigdog
 snoopy
-boomer
+guitar
 whatever
-iceman
+chicken
+camaro
+mercedes
+peanut
+ferrari
+falcon
+cowboy
+welcome
+sexy
+samsung
+steelers
 smokey
-gateway
 dakota
-cowboys
+arsenal
+boomer
 eagles
-chicken
-dick
-black
-zxcvbn
-ferrari
-knight
-hardcore
-compaq
-coffee
+tigers
+marina
+nascar
 booboo
-bitch
-bulldog
-xxxxxx
-welcome
-player
-ncc1701
-wizard
-scooby
-junior
-internet
-bigdick
-brandy
-tennis
-blowjob
-banana
+gateway
+yellow
+porsche
 monster
 spider
-lakers
-rabbit
-enter
-mercedes
-fender
-yamaha
 diablo
+hannah
+bulldog
+junior
+london
+purple
+compaq
+lakers
+iceman
+qwer1234
+hardcore
+cowboys
+money
+banana
+ncc1701
 boston
-tiger
-marine
-chicago
-rangers
-gandalf
-winter
-bigtits
+tennis
+q1w2e3r4
+coffee
+scooby
+123654
+nikita
+yamaha
+mother
 barney
-raiders
-porn
-badboy
-blowme
-spanky
-bigdaddy
+brandy
 chester
-london
+fuckoff
+oliver
+player
+forever
+rangers
 midnight
-blue
-fishing
-000000
-hannah
-slayer
-11111111
-sexsex
+chicago
+bigdaddy
 redsox
-thx1138
-asdf
-marlboro
-panther
-zxcvbnm
-arsenal
-qazwsx
-mother
-7777777
+angel
+badboy
+fender
 jasper
-winner
-golden
-butthead
-viking
-iwantu
-angels
-prince
-cameron
-girls
-madison
-hooters
-startrek
-captain
-maddog
-jasmine
-butter
-booger
-golf
-rocket
-theman
-liverpoo
+slayer
+rabbit
+natasha
+marine
+bigdick
+wizard
+marlboro
+raiders
+prince
+casper
+fishing
 flower
-forever
-muffin
-turtle
+jasmine
+iwantu
+panties
+adidas
+winter
+winner
+gandalf
+password1
+enter
+ghbdtn
+1q2w3e4r
+golden
+cocacola
+jordan23
+winston
+madison
+angels
+panther
+blowme
+sexsex
+bigtits
+spanky
+bitch
 sophie
-redskins
+asdfasdf
+horny
+thx1138
 toyota
+tiger
+dick
+canada
+12344321
+blowjob
+8675309
+muffin
+liverpoo
+apples
+qwerty123
+passw0rd
+abcd1234
+pokemon
+123abc
+slipknot
+qazxsw
+123456a
+scorpion
+qwaszx
+butter
+startrek
+rainbow
+asdfghjkl
+razz
+newyork
+redskins
+gemini
+cameron
+qazwsxedc
+florida
+liverpool
+turtle
 sierra
-winston
-giants
+viking
+booger
+butthead
+doctor
+rocket
+159357
+dolphins
+captain
+bandit
+jaguar
 packers
-newyork
-casper
-bubba
-112233
-lovers
-mountain
-united
-driver
-helpme
-fucking
 pookie
-lucky
+peaches
+789456
+asdf
+dolphin
+helpme
+blue
+theman
 maxwell
-8675309
-bear
-suckit
-gators
-5150
-222222
+qwertyui
 shithead
-fuckoff
-jaguar
+lovers
+maddog
+giants
+nirvana
+metallic
 hotdog
-tits
-gemini
-lover
-xxxxxxxx
-777777
-canada
-florida
-88888888
 rosebud
-metallic
-doctor
-trouble
-success
-stupid
-tomcat
+mountain
 warrior
-peaches
-apples
-fish
-qwertyui
-magic
-buddy
-dolphins
-rainbow
-gunner
-987654
-freddy
-alexis
-braves
-cock
-2112
-1212
-cocacola
-xavier
-dolphin
-testing
+stupid
+elephant
+suckit
+success
 bond007
-member
-voodoo
-7777
+jackass
+alexis
+porn
+lucky
+scorpio
 samson
-apollo
-fire
-tester
-beavis
-voyager
-porno
+q1w2e3
+azerty
 rush2112
-beer
-apple
-scorpio
-skippy
+driver
+freddy
+1q2w3e4r5t
 sydney
+gators
+dexter
 red123
-power
-beaver
-star
-jackass
-flyers
-boobs
-232323
-zzzzzz
-scorpion
-doggie
-legend
-ou812
-yankee
-blazer
-runner
-birdie
-bitches
-555555
-topgun
-asdfasdf
-heaven
-viper
-animal
-2222
-bigboy
-4444
-private
-godzilla
-lifehack
-phantom
-rock
-august
-sammy
-cool
-platinum
-jake
-bronco
-heka6w2
-copper
-cumshot
-garfield
-willow
-cunt
-slut
-69696969
-kitten
-super
-jordan23
-eagle1
-shelby
+123456q
+12345a
+bubba
+creative
+voodoo
+golf
+trouble
 america
-11111
-free
-123321
-chevy
-bullshit
-broncos
-horney
-surfer
 nissan
-999999
-saturn
+gunner
+garfield
+bullshit
+asdfghjk
+5150
+fucking
+apollo
+1qazxsw2
+2112
+eminem
+legend
 airborne
-elephant
-shit
-action
-adidas
-qwert
-1313
-explorer
-police
-christin
-december
-wolf
-sweet
-therock
-online
-dickhead
+bear
+beavis
+apple
 brooklyn
-cricket
-racing
-penis
-0000
-teens
-redwings
-dreams
-michigan
-hentai
-magnum
-87654321
-donkey
+godzilla
+skippy
+4815162342
+buddy
+qwert
+kitten
+magic
+shelby
+beaver
+phantom
+asdasd
+xavier
+braves
+darkness
+blink182
+copper
+platinum
+qweqwe
+tomcat
+01012011
+girls
+bigboy
+102030
+animal
+police
+online
+11223344
+voyager
+lifehack
+12qwaszx
+fish
+sniper
+315475
 trinity
-digital
-333333
-cartman
-guinness
-123abc
-speedy
-buffalo
-kitty
-pimpin
-eagle
-einstein
-nirvana
-vampire
-xxxx
+blazer
+heaven
+lover
+snowball
 playboy
+loveme
+bubbles
+hooters
+cricket
+willow
+donkey
+topgun
+nintendo
+saturn
+destiny
+pakistan
 pumpkin
-snowball
-test123
-sucker
-mexico
+digital
+sergey
+redwings
+explorer
+tits
+private
+runner
+therock
+guinness
+lasvegas
 beatles
-fantasy
-celtic
-cherry
+789456123
+fire
 cassie
-888888
-sniper
-genesis
-hotrod
-reddog
-alexande
-college
-jester
-passw0rd
-bigcock
-lasvegas
-slipknot
-3333
-death
-1q2w3e
+christin
+qwerty1
+celtic
+asdf1234
+andrey
+broncos
+007007
+babygirl
 eclipse
-1q2w3e4r
-drummer
-montana
-music
-aaaa
+fluffy
+cartman
+michigan
 carolina
-colorado
-creative
-hello1
+testing
+alexande
+birdie
+pantera
+cherry
+vampire
+mexico
+dickhead
+buffalo
+genius
+montana
+beer
+minecraft
+maximus
+flyers
+lovely
+stalker
+metallica
+doggie
+snickers
+speedy
+bronco
+lol123
+paradise
+yankee
+horses
+magnum
+dreams
+147258369
+lacrosse
+ou812
 goober
-friday
-bollocks
+enigma
+qwertyu
 scotty
-abcdef
-bubbles
+pimpin
+bollocks
+surfer
+cock
+poohbear
+genesis
+star
+asd123
+qweasdzxc
+racing
+hello1
 hawaii
-fluffy
-horses
-thumper
-5555
-pussies
-darkness
-asdfghjk
+eagle1
+viper
+poopoo
+einstein
 boobies
-buddha
-sandman
-naughty
-honda
-azerty
-6666
-shorty
-money1
-beach
-loveme
-4321
+12345q
+bitches
+drowssap
 simple
-poohbear
-444444
-badass
-destiny
-vikings
-lizard
-assman
-nintendo
-123qwe
-november
-xxxxx
-october
-leather
-bastard
-101010
-extreme
-password1
-pussy1
-lacrosse
-hotmail
-spooky
-amateur
-alaska
 badger
-paradise
-maryjane
-poop
-mozart
-video
-vagina
+alaska
+action
+jester
+drummer
+111222
 spitfire
-cherokee
-cougar
-420420
-horse
-enigma
-raider
-brazil
-blonde
-55555
-dude
-drowssap
-lovely
-1qaz2wsx
-booty
-snickers
-nipples
-diesel
-rocks
-eminem
-westside
-suzuki
-passion
-hummer
-ladies
-alpha
-suckme
-147147
-pirate
-semperfi
-jupiter
-redrum
-freeuser
-wanker
-stinky
-ducati
-paris
-babygirl
-windows
-spirit
-pantera
-monday
-patches
-brutus
-smooth
-penguin
-marley
 forest
-cream
-212121
-flash
-maximus
-nipple
-vision
-pokemon
+maryjane
 champion
-fireman
-indian
-softball
-picard
-system
-cobra
-enjoy
+diesel
+svetlana
+friday
+hotrod
+147258
+chevy
 lucky1
-boogie
-marines
+westside
 security
-dirty
-admin
-wildcats
-pimp
-dancer
-hardon
-fucked
-abcd1234
-abcdefg
-ironman
-wolverin
-freepass
-bigred
-squirt
-justice
-hobbes
-pearljam
-mercury
-domino
-9999
-rascal
+google
+badass
+tester
+shorty
+thumper
 hitman
-mistress
-bbbbbb
-peekaboo
-naked
-budlight
-electric
-sluts
+mozart
+zaq12wsx
+boobs
+reddog
+010203
+lizard
+a123456
+123456789a
+ruslan
+eagle
+1232323q
+scarface
+qwerty12
+147852
+a12345
+buddha
+porno
+420420
+spirit
+money1
 stargate
-saints
-bondage
-bigman
-zombie
-swimming
-duke
-qwerty1
-babes
+qwe123
+naruto
+mercury
+liberty
+12345qwert
+semperfi
+suzuki
+popcorn
+spooky
+marley
 scotland
-disney
-rooster
-mookie
-swordfis
-hunting
-blink182
-8888
-samsung
-bubba1
-whore
-general
+kitty
+cherokee
+vikings
+simpsons
+rascal
+qweasd
+hummer
+loveyou
+michael1
+patches
+russia
+jupiter
+penguin
+passion
+cumshot
+vfhbyf
+honda
+vladimir
+sandman
 passport
-aaaaaaaa
-erotic
-liberty
-arizona
-abcd
-newport
-skipper
-rolltide
-balls
-happy1
-galore
-christ
-weasel
-242424
-wombat
-digger
-classic
+raider
+bastard
+123789
+infinity
+assman
 bulldogs
-poopoo
-accord
-popcorn
-turkey
-bunny
-mouse
-007007
-titanic
-liverpool
-dreamer
+fantasy
+sucker
+1234554321
+horney
+domino
+budlight
+disney
+ironman
+usuckballz1
+softball
+brutus
+redrum
+bigred
+mnbvcxz
+fktrcfylh
+karina
+marines
+digger
+kawasaki
+cougar
+fireman
+oksana
+monday
+cunt
+justice
+nigger
+super
+wildcats
+tinker
+logitech
+dancer
+swordfis
+avalon
 everton
-chevelle
-psycho
-nemesis
-pontiac
-connor
-eatme
-lickme
-cumming
-ireland
-spiderma
+alexandr
+motorola
 patriots
-goblue
-devils
-empire
+hentai
+madonna
+pussy1
+ducati
+colorado
+connor
+juventus
+galore
+smooth
+freeuser
+warcraft
+boogie
+titanic
+wolverin
+elizabet
+arizona
+valentin
+saints
 asdfg
-cardinal
-shaggy
-froggy
-qwer
-kawasaki
-kodiak
-phpbb
-54321
+accord
+test123
+password123
+christ
+yfnfif
+stinky
+slut
+spiderma
+naughty
 chopper
-hooker
-whynot
-lesbian
-snake
-teen
+hello123
 ncc1701d
-qqqqqq
-airplane
-britney
-avalon
-sugar
-sublime
-wildcat
-raven
-scarface
-elizabet
-123654
-trucks
-wolfpack
-pervert
-redhead
-american
-bambam
-woody
-shaved
-snowman
-tiger1
-chicks
-raptor
-1969
-stingray
-shooter
-france
-stars
-madmax
-sports
-789456
-simpsons
-lights
-chronic
-hahaha
-packard
-hendrix
-service
-spring
-srinivas
-spike
-252525
-bigmac
-suck
-single
-popeye
-tattoo
-texas
+extreme
+skyline
+poop
+zombie
+pearljam
+123qweasd
+froggy
+awesome
+vision
+pirate
+fylhtq
+dreamer
 bullet
-taurus
-sailor
-wolves
+predator
+empire
+123123a
+kirill
+charlie1
 panthers
-japan
-strike
-pussycat
-chris1
-loverboy
+penis
+skipper
+nemesis
+rasdzv3
+peekaboo
+rolltide
+cardinal
+psycho
+danger
+mookie
+happy1
+wanker
+chevelle
+manutd
+goblue
+9379992
+hobbes
+vegeta
+fyfcnfcbz
+852456
+picard
+159951
+windows
+loverboy
+victory
+vfrcbv
+bambam
+serega
+123654789
+turkey
+tweety
+galina
+hiphop
+rooster
+changeme
 berlin
-sticky
-tarheels
-russia
-wolfgang
-testtest
-mature
-catch22
-juice
-michael1
-nigger
-159753
+taurus
+suckme
+polina
+electric
+avatar
+134679
+maksim
+raptor
 alpha1
-trooper
-hawkeye
-freaky
-dodgers
-pakistan
-machine
-pyramid
-vegeta
-katana
-moose
-tinker
-coyote
-infinity
-pepsi
-letmein1
-bang
+hendrix
+newport
+bigcock
+brazil
+spring
+a1b2c3
+madmax
+alpha
+britney
+sublime
+darkside
+bigman
+wolfpack
+classic
 hercules
-james1
-tickle
-outlaw
-browns
-billybob
-pickle
-test1
-sucks
-pavilion
-changeme
+ronaldo
+letmein1
+1q2w3e
+741852963
+spiderman
+blizzard
+123456789q
+cheyenne
+cjkysirj
+tiger1
+wombat
+bubba1
+pandora
+zxc123
+holiday
+wildcat
+devils
+horse
+alabama
+147852369
 caesar
-prelude
-darkside
-bowling
-wutang
+12312
+buddy1
+bondage
+pussycat
+pickle
+shaggy
+catch22
+leather
+chronic
+a1b2c3d4
+admin
+qqq111
+qaz123
+airplane
+kodiak
+freepass
+billybob
 sunset
-alabama
-danger
+katana
+phpbb
+chocolat
+snowman
+angel1
+stingray
+firebird
+wolves
 zeppelin
-pppppp
-2001
-ping
-darkstar
-madonna
-qwe123
-bigone
-casino
-charlie1
-mmmmmm
-integra
-wrangler
-apache
-tweety
-qwerty12
-bobafett
-transam
-2323
-seattle
-ssssss
-openup
-pandora
-pussys
-trucker
-indigo
-storm
-malibu
-weed
-review
-babydoll
-doggy
-dilbert
-pegasus
-joker
-catfish
-flipper
-fuckit
 detroit
-cheyenne
-bruins
-smoke
-marino
-fetish
-xfiles
-stinger
-pizza
-babe
-stealth
-manutd
+pontiac
 gundam
-cessna
-longhorn
-presario
-mnbvcxz
-wicked
-mustang1
-victory
-21122112
-awesome
-athena
-q1w2e3r4
-holiday
-knicks
-redneck
-12341234
-gizmo
-scully
+panzer
+vagina
+outlaw
+redhead
+tarheels
+greenday
+nastya
+01011980
+hardon
+engineer
 dragon1
-devildog
-triumph
-bluebird
-shotgun
-peewee
-angel1
-metallica
-madman
-impala
-lennon
-omega
-access14
-enterpri
-search
-smitty
-blizzard
-unicorn
-tight
-asdf1234
-trigger
-truck
-beauty
-thailand
-1234567890
-cadillac
-castle
-bobcat
-buddy1
-sunny
-stones
-asian
-butt
-loveyou
 hellfire
-hotsex
-indiana
-panzer
-lonewolf
-trumpet
-colors
-blaster
-12121212
+serenity
+cobra
 fireball
+lickme
+darkstar
+1029384756
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+hasbeen
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+harley88
+birthday27
+nobody1
+papasmur
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+bunia3
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+12345656
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+anna12345
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diff --git a/data/frequency_lists/surnames.txt b/data/frequency_lists/surnames.txt
index 10d9e36..2176906 100644
--- a/data/frequency_lists/surnames.txt
+++ b/data/frequency_lists/surnames.txt
@@ -138,11 +138,13 @@ holmes
 rice
 robertson
 hunt
+black
 daniels
 palmer
 mills
 nichols
 grant
+knight
 ferguson
 stone
 hawkins
@@ -191,7 +193,6 @@ vasquez
 castillo
 wheeler
 chapman
-oliver
 montgomery
 richards
 williamson
@@ -206,6 +207,7 @@ morrison
 hansen
 fernandez
 garza
+harvey
 burton
 nguyen
 jacobs
@@ -236,7 +238,6 @@ vargas
 byrd
 davidson
 hopkins
-may
 herrera
 wade
 soto
@@ -394,7 +395,6 @@ briggs
 parsons
 mclaughlin
 zimmerman
-french
 buchanan
 moran
 copeland
@@ -410,7 +410,6 @@ marsh
 drake
 wong
 jefferson
-park
 morton
 abbott
 sparks
@@ -464,6 +463,7 @@ flynn
 espinoza
 nicholson
 monroe
+wolf
 morrow
 whitaker
 oconnor
@@ -482,13 +482,11 @@ hancock
 gallagher
 gaines
 shaffer
-short
 wiggins
 mathews
 mcclain
 fischer
 wall
-small
 melton
 hensley
 bond
@@ -538,7 +536,6 @@ dalton
 avila
 rich
 blackwell
-york
 johns
 blankenship
 trevino
@@ -569,7 +566,6 @@ rojas
 serrano
 marks
 hickman
-english
 sweeney
 strong
 mcclure
@@ -666,7 +662,6 @@ berg
 dotson
 mays
 roach
-church
 chan
 richmond
 meadows
@@ -698,7 +693,6 @@ salas
 rollins
 gamble
 dickson
-battle
 santana
 cabrera
 cervantes
@@ -762,6 +756,7 @@ mullen
 fry
 riddle
 levy
+duke
 odonnell
 britt
 daugherty
@@ -816,6 +811,7 @@ ratliff
 mccray
 madden
 kaufman
+beach
 goff
 cash
 bolton
@@ -828,7 +824,6 @@ workman
 carney
 mcleod
 holcomb
-england
 finch
 sosa
 haney
@@ -906,7 +901,6 @@ helms
 boyce
 goss
 stinson
-lake
 ibarra
 hutchins
 covington
@@ -919,9 +913,7 @@ polk
 dodd
 childress
 childers
-camp
 villa
-dye
 springer
 mahoney
 dailey
@@ -1001,7 +993,6 @@ cramer
 rucker
 pierson
 fontenot
-field
 rubio
 goldstein
 elkins
@@ -1025,7 +1016,6 @@ shafer
 coffman
 steward
 delarosa
-nix
 neely
 mata
 davila
@@ -1044,7 +1034,6 @@ hendrickson
 samuels
 denton
 bergeron
-lam
 ivey
 locke
 haines
@@ -1052,7 +1041,6 @@ snell
 hoskins
 byrne
 arias
-roe
 corbin
 beltran
 chappell
@@ -1089,7 +1077,6 @@ gunn
 greenwood
 correa
 reece
-poe
 pineda
 phipps
 frey
@@ -1155,7 +1142,6 @@ lund
 barnard
 villegas
 simons
-land
 huggins
 tidwell
 sanderson
@@ -1222,7 +1208,6 @@ mccauley
 hankins
 gustafson
 curran
-ash
 waddell
 ramey
 cates
@@ -1230,14 +1215,12 @@ pollock
 cummins
 messer
 heller
-lin
 funk
 cornett
 palacios
 galindo
 cano
 hathaway
-singer
 pham
 enriquez
 salgado
@@ -1246,7 +1229,6 @@ painter
 wiseman
 blount
 feliciano
-temple
 houser
 doherty
 mead
@@ -1258,9 +1240,7 @@ blackmon
 thomson
 mcmanus
 burkett
-post
 gleason
-ott
 dickens
 cormier
 voss
@@ -1295,6 +1275,7 @@ brunson
 prater
 marcum
 devine
+dodge
 stratton
 rosas
 choi
@@ -1373,7 +1354,6 @@ pritchett
 parham
 mims
 landers
-ham
 grayson
 schafer
 egan
@@ -1482,7 +1462,6 @@ spicer
 shaver
 randle
 lundy
-dow
 chin
 calvert
 staton
@@ -1493,7 +1472,6 @@ oakley
 medeiros
 mccracken
 crenshaw
-block
 perdue
 dill
 whittaker
@@ -1527,7 +1505,6 @@ thayer
 shultz
 mcnally
 seay
-north
 maher
 gagne
 barrow
@@ -1616,7 +1593,6 @@ parra
 lassiter
 hawk
 esposito
-cho
 waldron
 ransom
 prather
@@ -1656,14 +1632,11 @@ guevara
 delong
 carrier
 pickens
-brand
 tilley
 schaffer
-lim
 knutson
 fenton
 doran
-chu
 vogt
 vann
 prescott
@@ -1704,10 +1677,10 @@ coronado
 ludwig
 braswell
 bearden
+huang
 fagan
 ezell
 edmondson
-cyr
 cronin
 nunn
 lemon
@@ -1734,7 +1707,6 @@ huntley
 hinojosa
 finney
 madsen
-hills
 ernst
 dozier
 burkhart
@@ -1751,7 +1723,6 @@ avalos
 waite
 lind
 huston
-hay
 hawthorne
 hamby
 boyles
@@ -1796,7 +1767,6 @@ mott
 hillman
 flaherty
 dykes
-doe
 stockton
 stearns
 lofton
@@ -1804,7 +1774,7 @@ coats
 cavazos
 beavers
 barrios
-parish
+tang
 mosher
 cardwell
 coles
@@ -1868,7 +1838,6 @@ shah
 mcmillian
 baggett
 torrez
-laws
 hirsch
 dent
 poirier
@@ -1892,7 +1861,6 @@ patten
 minton
 matson
 kimbrough
-iverson
 guinn
 croft
 toth
@@ -1938,7 +1906,6 @@ lopes
 jarrell
 craven
 baum
-spain
 littlefield
 linn
 humphreys
@@ -1954,7 +1921,6 @@ portillo
 ponder
 moulton
 machado
-liu
 killian
 hutson
 hitchcock
@@ -1966,7 +1932,6 @@ pedersen
 levin
 leggett
 hayward
-hacker
 dietrich
 beaulieu
 barksdale
@@ -1986,7 +1951,6 @@ pressley
 parris
 alaniz
 agee
-urban
 swann
 snodgrass
 schuster
@@ -2000,11 +1964,9 @@ yancey
 wagoner
 ridley
 lombardo
-lau
 hudgins
 gaskins
 duckworth
-coe
 coburn
 willey
 prado
@@ -2035,7 +1997,6 @@ ornelas
 dowell
 cloutier
 castellanos
-wing
 wellman
 saylor
 orourke
@@ -2045,6 +2006,7 @@ kilpatrick
 durbin
 shell
 oldham
+kang
 garvin
 foss
 branham
@@ -2099,6 +2061,7 @@ dyson
 wallis
 pease
 leavitt
+cheng
 cavanaugh
 batts
 warden
@@ -2121,7 +2084,6 @@ acker
 switzer
 isaacs
 higginbotham
-han
 waterman
 vandyke
 stamper
@@ -2183,7 +2145,6 @@ fraley
 foust
 crouse
 scarborough
-ngo
 grissom
 fultz
 marlow
@@ -2207,11 +2168,9 @@ culpepper
 coughlin
 brinson
 boudreau
-barkley
 bales
 stepp
 holm
-tan
 schilling
 morrell
 kahn
@@ -2235,7 +2194,6 @@ moeller
 irby
 currier
 butterfield
-yee
 ralston
 pullen
 pinson
@@ -2267,7 +2225,6 @@ bowens
 betancourt
 aquino
 robb
-rea
 milner
 martel
 gresham
@@ -2325,7 +2282,6 @@ deluca
 westmoreland
 havens
 guajardo
-ely
 clary
 seal
 meehan
@@ -2375,7 +2331,6 @@ vest
 oglesby
 mccarter
 lumpkin
-grey
 wofford
 vanhorn
 thorn
@@ -2414,6 +2369,7 @@ pappas
 lively
 grogan
 griffiths
+bobo
 arevalo
 whitson
 sowell
@@ -2474,7 +2430,6 @@ withers
 osorio
 mulligan
 hoyle
-foy
 dockery
 cockrell
 begley
@@ -2514,7 +2469,6 @@ fisk
 crist
 barbosa
 reedy
-march
 locklear
 kolb
 himes
@@ -2540,7 +2494,6 @@ ferrara
 clemens
 blocker
 applegate
-paz
 needham
 mojica
 kuykendall
@@ -2571,7 +2524,6 @@ bigelow
 bello
 westfall
 stubblefield
-peak
 lindley
 hein
 hawes
@@ -2669,7 +2621,6 @@ galvez
 escalante
 delagarza
 crider
-charlton
 bandy
 wilbanks
 stowe
@@ -2680,7 +2631,6 @@ massie
 lanham
 haskell
 hamrick
-fort
 dehart
 burdette
 branson
@@ -2745,12 +2695,10 @@ nagel
 dupuis
 croteau
 cotter
-cable
 stuckey
 stine
 porterfield
 pauley
-nye
 moffitt
 knudsen
 hardwick
@@ -2787,7 +2735,6 @@ marr
 lantz
 hoang
 demarco
-daily
 cone
 berube
 barnette
@@ -2873,7 +2820,6 @@ hutchings
 holloman
 harness
 dorn
-council
 bock
 zielinski
 turley
@@ -2937,7 +2883,6 @@ mattison
 laney
 haggard
 grooms
-dix
 dees
 cromer
 cooks
@@ -2977,7 +2922,6 @@ luckett
 lindberg
 kopp
 keeton
-hsu
 healey
 garvey
 gaddy
@@ -2988,13 +2932,11 @@ strand
 stack
 spooner
 saucier
-sales
 ricci
 plunkett
 pannell
 ness
 leger
-hoy
 freitas
 fong
 elizondo
@@ -3003,7 +2945,6 @@ beaudoin
 urbina
 rickard
 partin
-moe
 mcgrew
 mcclintock
 ledoux
@@ -3028,7 +2969,6 @@ baines
 trice
 rayburn
 parkinson
-pak
 nunes
 mcmillen
 leahy
@@ -3039,7 +2979,6 @@ carden
 bedford
 taggart
 spearman
-register
 prichard
 morrill
 koonce
@@ -3077,7 +3016,6 @@ gist
 ginn
 akin
 zaragoza
-towns
 tarver
 sammons
 royster
@@ -3100,6 +3038,7 @@ longo
 hargis
 gillen
 desantis
+conover
 breedlove
 sumpter
 scherer
@@ -3118,7 +3057,6 @@ whitcomb
 tennant
 sutter
 stull
-sessions
 mccallum
 langlois
 keel
@@ -3181,7 +3119,6 @@ upshaw
 southerland
 sorrell
 sells
-mount
 mccloskey
 martindale
 luttrell
@@ -3221,7 +3158,6 @@ hornsby
 heffner
 corrigan
 armijo
-vue
 plante
 peyton
 paredes
@@ -3240,7 +3176,6 @@ meeker
 mcdaniels
 limon
 keeney
-kee
 hutto
 holguin
 gorham
@@ -3259,6 +3194,7 @@ hammett
 chalmers
 brinkman
 baumgartner
+zhang
 valerio
 tellez
 steffen
@@ -3266,7 +3202,6 @@ shumate
 sauls
 ripley
 kemper
-jacks
 guffey
 evers
 craddock
@@ -3274,7 +3209,6 @@ carvalho
 blaylock
 banuelos
 balderas
-wooden
 wheaton
 turnbull
 shuman
@@ -3306,7 +3240,6 @@ mcdougal
 mccool
 haight
 garris
-ferry
 easton
 conyers
 atherton
@@ -3420,7 +3353,6 @@ savoy
 nabors
 mcswain
 mackay
-loy
 lavender
 lash
 labbe
@@ -3437,7 +3369,6 @@ alarcon
 ahern
 winfrey
 tribble
-styles
 salley
 roden
 musgrove
@@ -3458,7 +3389,6 @@ lister
 kinard
 hartmann
 fleck
-broadway
 wilt
 treadway
 thornhill
@@ -3603,7 +3533,6 @@ henke
 harwell
 gladney
 gilson
-dew
 chism
 caskey
 brandenburg
@@ -3612,11 +3541,9 @@ villasenor
 veal
 thatcher
 stegall
-shore
 petrie
 nowlin
 navarrete
-muhammad
 lombard
 loftin
 lemaster
@@ -3626,7 +3553,6 @@ kimbrell
 kidwell
 hershberger
 fulcher
-eng
 cantwell
 bustos
 boland
@@ -3635,6 +3561,7 @@ binkley
 wester
 weis
 verdin
+tong
 tiller
 sisco
 sharkey
@@ -3643,7 +3570,6 @@ rosenbaum
 rohr
 quinonez
 pinkston
-nation
 malley
 logue
 lessard
@@ -3682,7 +3608,6 @@ mcreynolds
 mathias
 maas
 loera
-kasper
 jenson
 florez
 coons
@@ -3704,7 +3629,6 @@ hatley
 frazer
 fiore
 chesser
-bui
 bottoms
 bisson
 benefield
@@ -3713,7 +3637,6 @@ wilke
 trudeau
 timm
 shifflett
-rau
 mundy
 milliken
 mayers
@@ -3754,7 +3677,6 @@ betz
 bartels
 amaral
 aiello
-yoo
 weddle
 sperry
 seiler
@@ -3891,14 +3813,12 @@ bolling
 beane
 ault
 slaton
-poland
 pape
 null
 mulkey
 lightner
 langer
 hillard
-glasgow
 ethridge
 enright
 derosa
@@ -3968,7 +3888,6 @@ stoker
 schreiner
 moorman
 liddell
-lew
 lawhorn
 krug
 irons
@@ -3994,7 +3913,6 @@ stroup
 scribner
 quillen
 pitman
-monaco
 mccants
 maxfield
 martinson
@@ -4119,7 +4037,6 @@ tindall
 soule
 snook
 seale
-pitcher
 pinkney
 pellegrino
 nowell
@@ -4196,7 +4113,6 @@ ledet
 kersey
 groff
 fowlkes
-folk
 crumpton
 clouse
 bettis
@@ -4240,14 +4156,11 @@ hoag
 gillum
 gabbard
 fenwick
-eck
 danforth
 cushing
 cress
 creed
 cazares
-casanova
-bey
 bettencourt
 barringer
 baber
@@ -4341,7 +4254,6 @@ roebuck
 powe
 plank
 pettus
-palm
 pagano
 mink
 luker
@@ -4349,7 +4261,6 @@ leathers
 joslin
 hartzell
 gambrell
-deutsch
 cepeda
 carty
 caputo
@@ -4467,7 +4378,6 @@ hennessy
 helmick
 garrity
 garibay
-fee
 drain
 casarez
 callis
@@ -4567,7 +4477,6 @@ fritts
 eubank
 dawes
 correll
-cha
 bushey
 buchholz
 brotherton
@@ -4581,7 +4490,6 @@ ulloa
 stutzman
 shriver
 ryals
-prior
 pilkington
 moyers
 marrs
@@ -4631,10 +4539,8 @@ dalrymple
 cotten
 cashman
 cadena
-breeding
 boardman
 alcaraz
-ahn
 wyrick
 therrien
 tankersley
@@ -4728,7 +4634,6 @@ eisenberg
 dilworth
 charron
 chaisson
-brodie
 bristow
 breunig
 brace
@@ -4787,7 +4692,6 @@ alleyne
 wilborn
 weil
 wegner
-wales
 tatro
 spitzer
 smithers
@@ -4797,8 +4701,7 @@ parisi
 overman
 obrian
 mudd
-moy
-mclaren
+mahler
 maggio
 lindner
 lalonde
@@ -4824,7 +4727,6 @@ capers
 buell
 bricker
 bissonnette
-birmingham
 bartz
 bagby
 zayas
@@ -4839,7 +4741,6 @@ silveira
 shouse
 senn
 ramage
-nez
 moua
 langham
 kyles
@@ -4884,10 +4785,8 @@ fenn
 ehrlich
 christopherso
 chasse
-chancellor
 caton
 brunelle
-bly
 bloomfield
 babbitt
 azevedo
@@ -4953,7 +4852,6 @@ jablonski
 haun
 gourley
 gilligan
-derby
 croy
 cotto
 cargill
@@ -5001,7 +4899,6 @@ trott
 silvey
 showers
 schlegel
-rue
 ritz
 pepin
 pelayo
@@ -5016,8 +4913,6 @@ iglesias
 humble
 hulbert
 huckaby
-hix
-haven
 hartford
 hardiman
 gurney
@@ -5028,7 +4923,6 @@ fillmore
 farber
 depew
 dandrea
-dame
 cowen
 covarrubias
 burrus
@@ -5067,7 +4961,6 @@ casto
 bugg
 bove
 bonney
-ard
 anderton
 allgood
 alderson
@@ -5173,11 +5066,11 @@ jeffcoat
 infante
 hinman
 gaona
-erb
 eady
 desmarais
 decosta
 dansby
+cisco
 choe
 breckenridge
 bostwick
@@ -5192,7 +5085,6 @@ soucy
 schuman
 ousley
 mumford
-lum
 lippert
 leath
 lavergne
@@ -5333,14 +5225,12 @@ worthen
 wojcik
 winger
 whitacre
-wellington
 valverde
 valdivia
 troupe
 thrower
 swindell
 suttles
-suh
 stroman
 spires
 slate
@@ -5410,6 +5300,7 @@ hildebrandt
 guarino
 grijalva
 graybill
+fick
 ewell
 ewald
 cusick
@@ -5423,6 +5314,7 @@ blain
 blackford
 barboza
 yingling
+wert
 weiland
 varga
 silverstein
@@ -5499,7 +5391,6 @@ strobel
 stoltz
 spinelli
 serrato
-rochester
 reber
 rathbone
 palomino
@@ -5649,7 +5540,6 @@ agosto
 zahn
 wiener
 trussell
-tew
 tello
 teixeira
 speck
@@ -5703,7 +5593,6 @@ yoho
 wilcher
 tinney
 timberlake
-thoma
 thielen
 sutphin
 stultz
@@ -5716,7 +5605,6 @@ rego
 preciado
 pinkham
 mickle
-luu
 lomas
 lizotte
 lent
@@ -5788,7 +5676,6 @@ chee
 busse
 bonnett
 berard
-arena
 yoshida
 velarde
 veach
@@ -5803,7 +5690,6 @@ shutt
 ruggles
 rhone
 pegues
-ong
 neese
 muro
 moncrief
@@ -5853,6 +5739,7 @@ shilling
 schick
 safford
 prendergast
+pilgrim
 pellerin
 osuna
 nissen
@@ -5898,6 +5785,7 @@ slavin
 shirk
 sandler
 roop
+rimmer
 raymer
 radcliff
 otten
@@ -5951,12 +5839,11 @@ rathbun
 poisson
 perrine
 perri
-pastor
 parmer
 parke
 pare
+papa
 palmieri
-nottingham
 midkiff
 mecham
 mccomas
@@ -5984,7 +5871,6 @@ deckard
 debose
 crim
 coulombe
-cork
 chancey
 cantor
 branton
@@ -6009,7 +5895,6 @@ menke
 mckim
 mcanally
 martines
-manor
 lemley
 larochelle
 klaus
@@ -6035,7 +5920,6 @@ berkley
 benz
 basso
 bash
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 zelaya
 woodring
 witkowski
@@ -6065,7 +5949,6 @@ hamann
 gillam
 gerhardt
 edelman
-eby
 delk
 deans
 curl
@@ -6086,10 +5969,8 @@ averill
 andresen
 amin
 adames
-via
 valente
 turnbow
-tse
 swink
 sublett
 stroh
@@ -6160,9 +6041,7 @@ mitchum
 merryman
 manion
 macdougall
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 litchfield
-ley
 levitt
 lepage
 lasalle
@@ -6193,7 +6072,6 @@ atencio
 westbrooks
 wages
 vaca
-tye
 toner
 tillis
 swett
@@ -6202,7 +6080,6 @@ stanfill
 solorzano
 slusher
 sipple
-sim
 silvas
 shults
 schexnayder
@@ -6210,7 +6087,6 @@ saez
 rodas
 rager
 pulver
-plaza
 penton
 paniagua
 meneses
@@ -6223,7 +6099,6 @@ lohman
 landa
 lacombe
 jaimes
-hom
 holzer
 holst
 heil
@@ -6261,7 +6136,6 @@ poulos
 pimental
 owsley
 okelley
-nations
 moffatt
 metcalfe
 meekins
@@ -6279,7 +6153,6 @@ isenberg
 howze
 hockenberry
 highsmith
-harbour
 hallmark
 gusman
 greeley
@@ -6338,7 +6211,6 @@ imhoff
 hendry
 hammon
 frisbie
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 frawley
 fraga
 forester
@@ -6423,7 +6295,6 @@ sackett
 saad
 rideout
 ratcliffe
-rao
 ranson
 plascencia
 petterson
@@ -6465,7 +6336,6 @@ dameron
 curtiss
 cosper
 cauthen
-cao
 bradberry
 bouton
 bonnell
@@ -6484,7 +6354,6 @@ abrego
 turgeon
 tunstall
 thaxton
-thai
 tenorio
 stotts
 sthilaire
@@ -6497,6 +6366,7 @@ rowlett
 robinett
 pfister
 perlman
+pepe
 parkman
 nunnally
 norvell
@@ -6512,6 +6382,7 @@ kobayashi
 hunley
 holmquist
 hinkley
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 hartsell
 gribble
 gravely
@@ -6615,7 +6486,6 @@ kowalczyk
 knighton
 joubert
 jaworski
-ide
 huth
 hurdle
 housley
@@ -6627,7 +6497,6 @@ gehrke
 gebhart
 gaudette
 foxworth
-essex
 endres
 dunkle
 cimino
@@ -6644,7 +6513,6 @@ wisner
 vuong
 valliere
 twigg
-tso
 tavarez
 strahan
 steib
@@ -6767,7 +6635,6 @@ acord
 waterhouse
 vereen
 vanlandingham
-uhl
 strawser
 shotwell
 severance
@@ -6779,7 +6646,6 @@ schaffner
 roeder
 rodrigez
 riffe
-rhine
 rasberry
 rancourt
 railey
@@ -6917,7 +6783,6 @@ posada
 pisano
 otte
 nolasco
-napoli
 mier
 merkle
 mendiola
@@ -6936,7 +6801,6 @@ kittle
 kinsella
 kinnard
 hobart
-herald
 helman
 hellman
 hartsock
@@ -7043,8 +6907,6 @@ bakke
 baillargeon
 avent
 aquilar
-ake
-aho
 zeringue
 yarber
 wolfson
@@ -7068,7 +6930,6 @@ pegram
 overturf
 olander
 odaniel
-neu
 millner
 melchor
 maroney
@@ -7106,7 +6967,6 @@ varnado
 tutt
 traynor
 swaney
-svoboda
 stricker
 stoffel
 stambaugh
@@ -7180,7 +7040,6 @@ smedley
 seibel
 scoville
 saito
-rye
 rummel
 rowles
 rouleau
@@ -7214,7 +7073,6 @@ lagasse
 lafayette
 kesler
 kelton
-kao
 kaminsky
 jaggers
 humbert
@@ -7303,6 +7161,7 @@ howie
 henriques
 haydon
 haught
+hatter
 hartzog
 harkey
 grimaldo
@@ -7330,10 +7189,7 @@ bartell
 averett
 askins
 aker
-zak
-worcester
 witmer
-wiser
 winkelman
 widmer
 whittier
@@ -7351,7 +7207,6 @@ scheller
 sala
 rundell
 rost
-roa
 ribeiro
 rabideau
 primm
@@ -7407,7 +7262,6 @@ colletti
 cloninger
 claytor
 chiang
-canterbury
 campagna
 burd
 brokaw
@@ -7444,7 +7298,6 @@ rosenblatt
 rollo
 rashid
 rabb
-province
 polston
 nyberg
 northrop
@@ -7454,7 +7307,6 @@ mikesell
 mcdougald
 mcburney
 mariscal
-lui
 lozier
 lingerfelt
 legere
@@ -7519,6 +7371,7 @@ partee
 ollis
 oller
 oday
+noles
 munday
 mong
 millican
@@ -7656,7 +7509,6 @@ waltman
 villalba
 valero
 valdovinos
-ung
 ullrich
 tyus
 twyman
@@ -7672,7 +7524,6 @@ sandusky
 reinhold
 reinert
 quijano
-pye
 placencia
 pinkard
 phinney
@@ -7762,7 +7613,6 @@ prentiss
 pomerleau
 plumlee
 philbrick
-peer
 patnode
 oloughlin
 obregon
@@ -7773,9 +7623,7 @@ mele
 mcinerney
 mcguigan
 mcbrayer
-lor
 lollar
-lakes
 kuehl
 kinzer
 kamp
@@ -7821,7 +7669,6 @@ cioffi
 cabe
 brunette
 bresnahan
-bramble
 blomquist
 blackstone
 biller
@@ -7867,7 +7714,6 @@ lockman
 lingo
 leduc
 larocca
-lao
 lamere
 laclair
 krall
@@ -7922,7 +7768,6 @@ arciniega
 aguila
 aceves
 yepez
-yap
 woodrum
 wethington
 weissman
@@ -7968,7 +7813,6 @@ kindle
 jowers
 jolin
 jaco
-hua
 horgan
 hine
 hileman
@@ -8161,7 +8005,6 @@ goodsell
 gassaway
 garrard
 galligan
-fye
 firth
 fenderson
 feinstein
@@ -8195,7 +8038,6 @@ aube
 ancheta
 abarca
 abad
-yim
 wooster
 wimbush
 willhite
@@ -8257,7 +8099,6 @@ kass
 kammerer
 jeffreys
 hysell
-householder
 hosmer
 hardnett
 hanner
@@ -8268,7 +8109,6 @@ ginder
 fromm
 fluellen
 finkle
-fey
 fessler
 essary
 eisele
@@ -8284,6 +8124,7 @@ campuzano
 brough
 bopp
 bookman
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 blouin
 beesley
 battista
@@ -8292,6 +8133,7 @@ bakken
 badgett
 arneson
 anselmo
+albino
 ahumada
 woodyard
 wolters
@@ -8301,7 +8143,6 @@ warman
 waldrup
 vowell
 vantassel
-vale
 twombly
 toomer
 tennison
@@ -8330,7 +8171,6 @@ orndorff
 oney
 nolin
 nimmons
-ney
 nardone
 myhre
 morman
@@ -8403,7 +8243,6 @@ bitner
 birt
 baranowski
 baisden
-augustin
 allmon
 acklin
 yoakum
@@ -8427,7 +8266,6 @@ spry
 spitz
 songer
 snavely
-sly
 shroyer
 shortridge
 shenk
@@ -8468,7 +8306,6 @@ kinslow
 kessel
 kendricks
 kelm
-ito
 irick
 ickes
 hurlburt
@@ -8522,12 +8359,10 @@ braziel
 brazell
 bragdon
 boulanger
-bos
 boman
 bohannan
 beem
 barre
-baptist
 azar
 ashbaugh
 armistead
@@ -8622,7 +8457,6 @@ dittman
 dineen
 diller
 devault
-dao
 collings
 clymer
 clowers
@@ -8764,10 +8598,8 @@ borkholder
 bloomquist
 bjork
 bartelt
-arp
 amburgey
 yeary
-yao
 whitefield
 vinyard
 vanvalkenburg
@@ -8783,7 +8615,6 @@ sheffer
 sequeira
 rosati
 rhymes
-reza
 quint
 pollak
 peirce
@@ -8793,7 +8624,6 @@ paiva
 nilson
 nevin
 narcisse
-nair
 mitton
 merriam
 merced
@@ -8808,12 +8638,9 @@ mahurin
 mabrey
 luper
 krull
-kees
-iles
 hunsicker
 hornbuckle
 holtzclaw
-hirt
 hinnant
 heston
 hering
@@ -8833,7 +8660,6 @@ garey
 fryar
 fredricks
 fraizer
-foxx
 foshee
 ferrel
 felty
@@ -8852,7 +8678,6 @@ demps
 demaio
 delreal
 deleo
-deem
 darrah
 cumberbatch
 culberson
@@ -8870,15 +8695,12 @@ bontrager
 blumberg
 blasingame
 becton
-ayon
 artrip
 andujar
 alkire
 alder
-agan
 zukowski
 zuckerman
-zehr
 wroblewski
 wrigley
 woodside
@@ -8900,7 +8722,6 @@ spindler
 speller
 spaeth
 sotomayor
-sok
 sluder
 shryock
 shepardson
@@ -8908,7 +8729,6 @@ shatley
 scannell
 santistevan
 rosner
-rhode
 resto
 reinhard
 rathburn
@@ -8920,7 +8740,6 @@ pennock
 pastrana
 oviedo
 ostler
-noto
 nauman
 mulford
 moise
@@ -8937,25 +8756,20 @@ massaro
 lumpkins
 loveday
 lofgren
-loe
 lirette
 lesperance
 lefkowitz
 ledger
 lauzon
-lain
 lachapelle
-kurz
 klassen
 keough
 kempton
 kaelin
 jeffords
-huot
 hsieh
 hoyer
 horwitz
-hopp
 hoeft
 hennig
 haskin
@@ -8973,7 +8787,6 @@ fedor
 ensley
 englehart
 eells
-ebel
 dunphy
 donahoe
 dileo
@@ -8984,7 +8797,6 @@ coonrod
 conder
 coddington
 chunn
-choy
 chaput
 cerna
 carreiro
@@ -8993,15 +8805,12 @@ braggs
 bourdon
 bollman
 bittle
-behm
 bauder
-batt
 barreras
 aubuchon
 anzalone
 adamo
 zerbe
-wirt
 willcox
 westberg
 weikel
@@ -9032,7 +8841,6 @@ schooley
 scates
 satterlee
 satchell
-sacks
 rymer
 roselli
 robitaille
@@ -9044,9 +8852,7 @@ priestley
 plaisance
 pettey
 palomares
-oman
 nowakowski
-nace
 monette
 minyard
 mclamb
@@ -9056,10 +8862,8 @@ masson
 magoon
 maddy
 lundin
-loza
 licata
 leonhardt
-lema
 landwehr
 kircher
 kinch
@@ -9071,9 +8875,7 @@ hoskinson
 hollaway
 holeman
 hobgood
-hilt
 hiebert
-gros
 goggin
 geissler
 gadbois
@@ -9081,7 +8883,6 @@ gabaldon
 fleshman
 flannigan
 fairman
-epp
 eilers
 dycus
 dunmire
@@ -9102,7 +8903,6 @@ branstetter
 bosse
 borton
 bonar
-blau
 biron
 barroso
 arispe
@@ -9119,7 +8919,6 @@ troxel
 troche
 traver
 townsel
-tosh
 talarico
 swilley
 sterrett
@@ -9133,7 +8932,6 @@ soles
 sobers
 snoddy
 smither
-sias
 shute
 shoaf
 shahan
@@ -9155,9 +8953,7 @@ oliveri
 oldenburg
 nutting
 naugle
-mote
 mossman
-moor
 misner
 milazzo
 michelson
@@ -9177,7 +8973,6 @@ louviere
 lipinski
 lindemann
 leppert
-leopold
 leasure
 labarge
 kubik
@@ -9186,23 +8981,18 @@ knepp
 kenworthy
 kennelly
 kelch
-karg
 kanter
-hyer
 houchin
 hosley
 hosler
 hollon
 holleman
 heitman
-hebb
 haggins
 gwaltney
-guin
 goulding
 gorden
 geraci
-georges
 gathers
 frison
 feagin
@@ -9211,7 +9001,6 @@ espada
 erving
 erikson
 eisenhauer
-eder
 ebeling
 durgin
 dowdle
@@ -9231,7 +9020,6 @@ brode
 brashears
 blaser
 bicknell
-berk
 bednar
 barwick
 ascencio
@@ -9246,7 +9034,6 @@ wetherell
 westlake
 wegener
 weddington
-vong
 tuten
 trosclair
 tressler
@@ -9276,22 +9063,18 @@ randles
 pullum
 petrella
 payan
-papp
 nordin
 norcross
 nicoletti
 nicholes
 newbold
 nakagawa
-mraz
 monteith
 milstead
 milliner
 mellen
 mccardle
-luft
 liptak
-lipp
 leitch
 latimore
 larrison
@@ -9318,13 +9101,10 @@ gorrell
 goldenberg
 goguen
 gilleland
-garr
 fuson
-foye
 feldmann
 everly
 dyess
-dyal
 dunnigan
 downie
 dolby
@@ -9346,7 +9126,6 @@ bonneau
 bondurant
 bohanan
 bogue
-boes
 bodner
 boatner
 blatt
@@ -9365,7 +9144,6 @@ abron
 zellmer
 yetter
 yelverton
-wiltshire
 wiens
 whidden
 viramontes
@@ -9389,7 +9167,6 @@ romig
 roehl
 renninger
 reding
-pyne
 polak
 pohlman
 pasillas
@@ -9399,7 +9176,6 @@ ohanlon
 ogilvie
 norberg
 nolette
-nies
 neufeld
 nellis
 mummert
@@ -9416,13 +9192,9 @@ manfredi
 luedtke
 lounsbury
 liberatore
-leek
 lamphere
 laforge
-kuo
-koo
 jourdan
-ismail
 iorio
 iniguez
 ikeda
@@ -9442,14 +9214,12 @@ gammage
 gambino
 finkel
 faucett
-fahy
 ehrhardt
 eggen
 dusek
 durrant
 dubay
 dones
-dey
 depasquale
 delucia
 degraff
@@ -9471,11 +9241,8 @@ brathwaite
 brasfield
 bradburn
 boose
-boon
 bodie
 blosser
-blas
-bise
 bertsch
 bernardi
 bernabe
@@ -9487,12 +9254,10 @@ albee
 abrahamson
 yarnell
 wiltse
-wile
 wiebe
 waguespack
 vasser
 upham
-tyre
 turek
 traxler
 torain
@@ -9500,12 +9265,10 @@ tomaszewski
 tinnin
 tiner
 tindell
-teed
 styron
 stahlman
 staab
 skiba
-shih
 sheperd
 seidl
 secor
@@ -9520,7 +9283,6 @@ pettengill
 pauly
 neilsen
 nally
-mutter
 mullenax
 morano
 meads
@@ -9541,9 +9303,7 @@ loring
 longstreet
 loiselle
 lenihan
-laub
 kunze
-kull
 koepke
 kerwin
 kalinowski
@@ -9555,11 +9315,9 @@ heinemann
 harshman
 haider
 haack
-guss
 grondin
 grissett
 greenawalt
-gravel
 goudy
 goodlett
 goldston
@@ -9583,7 +9341,6 @@ deschamps
 delapena
 decicco
 debolt
-daum
 cullinan
 crittendon
 crase
@@ -9597,14 +9354,11 @@ burkhead
 bumpus
 buchan
 borman
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-boe
 birkholz
 berardi
 benda
 behnke
 barter
-auer
 amezquita
 wotring
 wirtz
@@ -9634,23 +9388,17 @@ scranton
 santucci
 santangelo
 saltsman
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 rogge
 rettig
 renwick
 reidy
 reider
 redfield
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 premo
-peet
 parente
 paolucci
 palmquist
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 ohler
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 netherton
 mutchler
 morita
@@ -9670,17 +9418,13 @@ mager
 lukes
 lopresti
 liriano
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 letson
 lechuga
 lazenby
 lauria
 larimore
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-kwak
 krupp
 krupa
-krum
 kopec
 kinchen
 kifer
@@ -9688,7 +9432,6 @@ kerney
 kerner
 kennison
 kegley
-kays
 karcher
 justis
 johson
@@ -9707,7 +9450,6 @@ glaspie
 geise
 fullwood
 fryman
-frew
 frakes
 fraire
 farrer
@@ -9716,7 +9458,6 @@ engen
 ellzey
 eckles
 earles
-ealy
 dunkley
 drinkard
 dreiling
@@ -9741,8 +9482,6 @@ bugbee
 brinkerhoff
 brackin
 bourland
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-bogdan
 blassingame
 beacham
 banning
@@ -9753,7 +9492,6 @@ almon
 alejo
 adelman
 abston
-zeno
 yerger
 wymer
 woodberry
@@ -9792,20 +9530,13 @@ sanger
 salmeron
 rothe
 rizzi
-rine
-ricard
 restrepo
 ralls
 ragusa
 quiroga
-pero
-pegg
-pavlik
 papenfuss
 oropeza
 okane
-neer
-nee
 mudge
 mozingo
 molinaro
@@ -9817,9 +9548,7 @@ matus
 magers
 llanos
 livermore
-liss
 linehan
-leto
 leitner
 laymon
 lawing
@@ -9827,22 +9556,16 @@ lacourse
 kwong
 kollar
 kneeland
-keo
 kennett
 kellett
 kangas
 janzen
 hutter
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 huling
-hoss
-hohn
 hofmeister
 hewes
-hern
 harjo
 habib
-gust
 guice
 grullon
 greggs
@@ -9856,7 +9579,6 @@ gartman
 garnica
 ganey
 gallimore
-fray
 fetters
 fergerson
 farlow
@@ -9880,7 +9602,6 @@ coursey
 copple
 coomes
 collis
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 cogburn
 clopton
 choquette
@@ -9893,7 +9614,6 @@ buchman
 bruhn
 bohon
 blough
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 baynes
 barstow
 zeman
@@ -9911,7 +9631,6 @@ walmsley
 walkup
 vreeland
 verrill
-valera
 umana
 traub
 swingle
@@ -9943,14 +9662,12 @@ plata
 pitcock
 percival
 palen
-pahl
 orona
 oberle
 nocera
 navas
 nault
 mullings
-moos
 montejano
 monreal
 minick
@@ -9968,10 +9685,8 @@ lucey
 litteral
 lippincott
 leite
-leis
 leaks
 lamarre
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 jurgens
 jerkins
 jager
@@ -9983,11 +9698,9 @@ hohman
 hocker
 hively
 hipps
-hile
 hessler
 hermanson
 hepworth
-henn
 helland
 hedlund
 harkless
@@ -9999,7 +9712,6 @@ giardina
 gerken
 gadsden
 finnerty
-feld
 farnum
 encinas
 drakes
@@ -10016,20 +9728,15 @@ brindle
 borum
 bober
 blagg
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 berthiaume
 beahm
 batres
 basnight
 backes
 axtell
-aust
 atterberry
 alvares
-alt
 alegria
-yow
-yip
 woodell
 wojciechowski
 winfree
@@ -10049,7 +9756,6 @@ tallant
 szeto
 strope
 stills
-sorg
 simkins
 shuey
 shaul
@@ -10057,7 +9763,6 @@ servin
 serio
 serafin
 salguero
-saba
 ryerson
 rudder
 ruark
@@ -10067,7 +9772,6 @@ rohrbach
 rohan
 rogerson
 risher
-rigg
 reeser
 pryce
 prokop
@@ -10086,24 +9790,19 @@ mullikin
 mullane
 motes
 morningstar
-monks
 mcveigh
 mcgrady
 mcgaughey
 mccurley
-masi
 marchan
 manske
-maez
 lusby
 linde
-lile
 likens
 licon
 leroux
 lemaire
 legette
-lax
 laskey
 laprade
 laplant
@@ -10124,7 +9823,6 @@ holthaus
 hiner
 hilson
 hilderbrand
-hasan
 hartzler
 harnish
 harada
@@ -10137,12 +9835,10 @@ greenstein
 greear
 gracey
 goudeau
-gose
 goodner
 ginsburg
 gerth
 gerner
-fyfe
 fujii
 frier
 frenette
@@ -10160,9 +9856,7 @@ dilbeck
 dewald
 demby
 deford
-dake
 craine
-como
 chesnut
 casady
 carstens
@@ -10170,7 +9864,6 @@ carrick
 carino
 carignan
 canchola
-cale
 bushong
 burman
 buono
@@ -10180,7 +9873,6 @@ britten
 brickhouse
 boyden
 boulton
-borne
 borland
 bohrer
 blubaugh
@@ -10195,7 +9887,6 @@ zalewski
 witzel
 winkfield
 wilhoite
-vara
 vangundy
 vanfleet
 vanetten
@@ -10210,7 +9901,6 @@ stillings
 stange
 speicher
 speegle
-sowa
 smeltzer
 slawson
 simmonds
@@ -10223,13 +9913,11 @@ schloss
 schimmel
 schechter
 sayler
-sabb
 sabatini
 ronan
 rodiguez
 riggleman
 richins
-reep
 reamer
 prunty
 porath
@@ -10244,7 +9932,6 @@ padula
 oboyle
 nivens
 nickols
-murph
 mundt
 munden
 montijo
@@ -10258,8 +9945,6 @@ mahar
 maddock
 losey
 litten
-liner
-leff
 leedy
 leavell
 ladue
@@ -10275,7 +9960,6 @@ howington
 hollomon
 holdren
 hoisington
-hise
 heiden
 hauge
 hartigan
@@ -10292,7 +9976,6 @@ furey
 funderburg
 flippen
 fitzgibbon
-dyar
 drucker
 donoghue
 dildy
@@ -10306,10 +9989,8 @@ cranston
 courville
 clukey
 cirillo
-chon
 chivers
 caudillo
-catt
 butera
 bulluck
 buckmaster
@@ -10317,30267 +9998,3 @@ braunstein
 bracamonte
 bourdeau
 bonnette
-bobadilla
-boaz
-blackledge
-beshears
-bernhard
-bergeson
-baver
-barthel
-balsamo
-bak
-aziz
-awad
-authement
-altom
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-zigler
-zhu
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-winget
-whitsett
-wechsler
-weatherwax
-wathen
-warriner
-wanamaker
-walraven
-viens
-vandemark
-vancamp
-uchida
-triana
-tinoco
-terpstra
-tellis
-tarin
-taranto
-takacs
-studdard
-struthers
-strout
-stiller
-spataro
-soderquist
-sliger
-silberman
-shurtleff
-sheetz
-ritch
-reif
-raybon
-ratzlaff
-radley
-putt
-putney
-pinette
-piner
-petrin
-parise
-osbourne
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\ No newline at end of file
diff --git a/data/frequency_lists/english.txt b/data/frequency_lists/us_tv_and_film.txt
similarity index 59%
rename from data/frequency_lists/english.txt
rename to data/frequency_lists/us_tv_and_film.txt
index 29dc81c..3603b13 100644
--- a/data/frequency_lists/english.txt
+++ b/data/frequency_lists/us_tv_and_film.txt
@@ -1,20 +1,13 @@
 you
 i
 to
-the
-a
-and
 that
 it
-of
 me
 what
-is
-in
 this
 know
 i'm
-for
 no
 have
 my
@@ -23,18 +16,13 @@ just
 not
 do
 be
-on
 your
-was
 we
 it's
-with
 so
 but
 all
 well
-are
-he
 oh
 about
 right
@@ -46,8 +34,6 @@ going
 like
 yeah
 if
-her
-she
 can
 up
 want
@@ -56,23 +42,15 @@ that's
 now
 go
 him
-at
 how
 got
-there
-one
 did
 why
 see
 come
 good
-they
 really
-as
-would
 look
-when
-time
 will
 okay
 back
@@ -80,28 +58,16 @@ can't
 mean
 tell
 i'll
-from
 hey
-were
 he's
 could
 didn't
 yes
-his
-been
-or
 something
-who
 because
-some
-had
-then
 say
-ok
 take
-an
 way
-us
 little
 make
 need
@@ -112,45 +78,33 @@ too
 she's
 i've
 sure
-them
-more
-over
 our
 sorry
-where
 what's
 let
 thing
-am
 maybe
 down
 man
-has
-uh
 very
-by
 there's
 should
 anything
 said
 much
 any
-life
 even
 off
+please
 doing
 thank
 give
-only
 thought
 help
-two
 talk
-people
 god
 still
 wait
-into
 find
 nothing
 again
@@ -160,25 +114,16 @@ doesn't
 call
 told
 great
-before
 better
 ever
 night
-than
 away
-first
 believe
-other
 feel
 everything
-work
 you've
 fine
-home
-after
 last
-these
-day
 keep
 does
 put
@@ -191,7 +136,6 @@ isn't
 always
 listen
 wanted
-mr
 guys
 huh
 those
@@ -203,13 +147,8 @@ won't
 trying
 kind
 wrong
-through
 talking
-made
-new
-being
 guess
-hi
 care
 bad
 mom
@@ -219,7 +158,6 @@ we'll
 together
 dad
 leave
-place
 understand
 wouldn't
 actually
@@ -231,7 +169,6 @@ else
 stay
 done
 wasn't
-their
 course
 might
 mind
@@ -242,50 +179,34 @@ hell
 came
 someone
 you'll
-own
-family
 whole
-another
-house
 yourself
 idea
 ask
-best
 must
 coming
-old
 looking
 woman
-which
-years
 room
-left
 knew
 tonight
 real
 son
 hope
-name
-same
 went
-um
 hmm
 happy
 pretty
 saw
 girl
 sir
-show
 friend
 already
 saying
 next
-three
 job
 problem
 minute
-found
-world
 thinking
 haven't
 heard
@@ -295,18 +216,14 @@ myself
 couldn't
 exactly
 having
-ah
 probably
 happen
 we've
 hurt
 boy
-both
-while
 dead
 gotta
 alone
-since
 excuse
 start
 kill
@@ -315,7 +232,6 @@ you'd
 today
 car
 ready
-until
 without
 wants
 hold
@@ -323,36 +239,25 @@ wanna
 yet
 seen
 deal
-took
 once
 gone
-called
 morning
 supposed
 friends
 head
 stuff
-most
-used
 worry
-second
-part
 live
 truth
-school
 face
 forget
 true
-business
-each
 cause
 soon
 knows
-few
 telling
 wife
 who's
-use
 chance
 run
 move
@@ -360,17 +265,11 @@ anyone
 person
 bye
 somebody
-dr
 heart
-such
 miss
-married
-point
-later
 making
 meet
 anyway
-many
 phone
 reason
 damn
@@ -385,21 +284,14 @@ kids
 trust
 check
 change
-end
-late
 anymore
-five
 least
-town
 aren't
-ha
 working
-year
 makes
 taking
 means
 brother
-play
 hate
 ago
 says
@@ -407,11 +299,8 @@ beautiful
 gave
 fact
 crazy
-party
 sit
-open
 afraid
-between
 important
 rest
 fun
@@ -420,7 +309,6 @@ word
 watch
 glad
 everyone
-days
 sister
 minutes
 everybody
@@ -434,11 +322,9 @@ daughter
 wow
 gets
 asked
-under
 break
 promise
 door
-set
 close
 hand
 easy
@@ -448,9 +334,6 @@ far
 walk
 needs
 mine
-though
-times
-different
 killed
 hospital
 anybody
@@ -463,49 +346,37 @@ perfect
 stand
 comes
 hit
-story
-ya
-mm
 waiting
 dinner
-against
 funny
 husband
 almost
 pay
 answer
-four
-office
+cool
 eyes
 news
 child
 shouldn't
-half
-side
 yours
 moment
 sleep
 read
 where's
-started
-men
 sounds
 sonny
 pick
 sometimes
-em
 bed
-also
 date
-line
 plan
 hours
 lose
 hands
 serious
+shit
 behind
 inside
-high
 ahead
 week
 wonderful
@@ -513,15 +384,12 @@ fight
 past
 cut
 quite
-number
 he'll
 sick
 it'll
-game
 eat
 nobody
 goes
-along
 save
 seems
 finally
@@ -530,13 +398,10 @@ worried
 upset
 carly
 met
-book
 brought
 seem
 sort
 safe
-living
-children
 weren't
 leaving
 front
@@ -548,63 +413,51 @@ clear
 figure
 hot
 felt
-six
 parents
 drink
 absolutely
 how's
 daddy
+sweet
 alive
 sense
 meant
 happens
-special
 bet
 blood
 ain't
 kidding
 lie
-full
 meeting
 dear
 seeing
 sound
 fault
-water
 ten
-women
 buy
-months
 hour
 speak
 lady
 jen
 thinks
 christmas
-body
-order
 outside
 hang
 possible
 worse
-company
 mistake
 ooh
 handle
 spend
 totally
 giving
-control
 here's
 marriage
 realize
-president
 unless
 sex
 send
 needed
-taken
-died
 scared
 picture
 talked
@@ -613,7 +466,6 @@ hundred
 changed
 completely
 explain
-playing
 certainly
 sign
 boys
@@ -628,7 +480,6 @@ weird
 luck
 she'll
 turned
-known
 touch
 kiss
 crane
@@ -648,19 +499,13 @@ none
 drive
 feelings
 they'll
-worked
 marry
-light
 drop
 cannot
-sent
-city
 dream
 protect
 twenty
-class
 surprise
-its
 sweetheart
 poor
 looked
@@ -675,28 +520,18 @@ especially
 situation
 besides
 pull
-himself
 hasn't
-act
 worth
 sheridan
 amazing
-top
-given
 expect
-rather
-involved
 swear
 piece
 busy
-law
-decided
 happening
 movie
 we'd
 catch
-country
-less
 perhaps
 step
 fall
@@ -704,10 +539,7 @@ watching
 kept
 darling
 dog
-win
-air
 honor
-personal
 moving
 till
 admit
@@ -717,7 +549,6 @@ he'd
 evil
 definitely
 feels
-information
 honest
 eye
 broke
@@ -726,12 +557,9 @@ longer
 dollars
 tired
 evening
-human
 starting
-red
 entire
 trip
-club
 niles
 suppose
 calm
@@ -739,18 +567,14 @@ imagine
 fair
 caught
 blame
-street
 sitting
 favor
 apartment
-court
 terrible
 clean
 learn
-works
 frasier
 relax
-million
 accident
 wake
 prove
@@ -761,14 +585,12 @@ forgot
 interested
 table
 nbsp
-become
 mouth
 pregnant
-middle
 ring
 careful
 shall
-team
+dude
 ride
 figured
 wear
@@ -776,20 +598,17 @@ shoot
 stick
 follow
 angry
-instead
 write
 stopped
-early
 ran
-war
 standing
 forgive
 jail
 wearing
+ladies
 kinda
 lunch
 cristian
-eight
 greenlee
 gotten
 hoping
@@ -799,28 +618,23 @@ ridge
 paper
 tough
 tape
-state
 count
 boyfriend
 proud
 agree
 birthday
-seven
 they've
-history
 share
 offer
 hurry
 feet
 wondering
 decision
-building
 ones
 finish
 voice
 herself
 would've
-list
 mess
 deserve
 evidence
@@ -828,26 +642,23 @@ cute
 dress
 interesting
 hotel
+enjoy
 quiet
 concerned
-road
 staying
 beat
 sweetie
 mention
 clothes
-finished
 fell
 neither
 mmm
 fix
 respect
-spent
 prison
 attention
 holding
 calls
-near
 surprised
 bar
 keeping
@@ -855,33 +666,26 @@ gift
 hadn't
 putting
 dark
-self
 owe
-using
 ice
 helping
 normal
 aunt
 lawyer
 apart
-certain
 plans
 jax
 girlfriend
 floor
 whether
 everything's
-present
-earth
 box
-cover
 judge
 upstairs
 sake
 mommy
 possibly
 worst
-station
 acting
 accept
 blow
@@ -895,12 +699,9 @@ lied
 quick
 lately
 stuck
-report
 difference
-rid
 store
 she'd
-bag
 bought
 doubt
 listening
@@ -912,17 +713,12 @@ buffy
 sleeping
 chloe
 rafe
-shh
-record
-lord
-moved
 join
 card
 crime
 gentlemen
 willing
 window
-return
 walked
 guilty
 likes
@@ -933,12 +729,9 @@ joke
 favorite
 uncle
 promised
-public
 bother
-island
 seriously
 cell
-lead
 knowing
 broken
 advice
@@ -948,30 +741,19 @@ losing
 push
 helped
 killing
-usually
-earlier
 boss
-beginning
 liked
 innocent
-doc
 rules
-cop
 learned
 thirty
 risk
 letting
 speaking
-officer
 ridiculous
-support
 afternoon
-born
 apologize
-seat
 nervous
-across
-song
 charge
 patient
 boat
@@ -979,11 +761,9 @@ how'd
 hide
 detective
 planning
-nine
 huge
 breakfast
 horrible
-age
 awful
 pleasure
 driving
@@ -995,17 +775,11 @@ apparently
 dying
 notice
 congratulations
-chief
-one's
-month
 visit
 could've
 c'mon
 letter
 decide
-double
-sad
-press
 forward
 fool
 showed
@@ -1017,47 +791,28 @@ pictures
 slow
 seconds
 hungry
-board
-position
 hearing
-roz
 kitchen
 ma'am
-force
-fly
-during
-space
 should've
 realized
-experience
 kick
-others
 grab
-mother's
 discuss
-third
-cat
 fifty
-responsible
-fat
 reading
 idiot
-yep
 suddenly
 agent
 destroy
 bucks
-track
 shoes
-scene
 peace
 arms
 demon
-low
 livvie
 consider
 papers
-medical
 incredible
 witch
 drunk
@@ -1066,7 +821,6 @@ tells
 knock
 ways
 gives
-department
 nose
 skye
 turns
@@ -1077,30 +831,18 @@ sooner
 cares
 plenty
 extra
-tea
-won
-attack
-ground
-whose
 outta
 weekend
 matters
-wrote
-type
-father's
 gosh
 opportunity
 impossible
-books
 waste
 pretend
-named
 jump
 eating
 proof
-complete
 slept
-career
 arrest
 breathe
 perfectly
@@ -1116,53 +858,41 @@ drugs
 comfortable
 finds
 checked
-fit
 divorce
 begin
 ourselves
 closer
 ruin
-although
 smile
 laugh
 treat
-god's
 fear
 what'd
-guy's
 otherwise
 excited
 mail
 hiding
-cost
 stole
 pacey
 noticed
 fired
 excellent
-lived
 bringing
-pop
 bottom
 note
 sudden
 bathroom
-flight
 honestly
 sing
 foot
-games
 remind
-bank
 charges
 witness
 finding
-places
 tree
 dare
 hardly
 that'll
-interest
 steal
 silly
 contact
@@ -1174,18 +904,16 @@ fresh
 trial
 invited
 roll
-radio
 reach
-heh
+dirty
 choose
 emergency
 dropped
+butt
 credit
 obvious
-cry
 locked
 loving
-positive
 nuts
 agreed
 prue
@@ -1196,30 +924,19 @@ fuckin
 grow
 cake
 mood
-dad's
-total
 crap
 crying
 belong
-lay
 partner
 trick
 pressure
-ohh
-arm
 dressed
-cup
-lies
-bus
 taste
 neck
-south
-something's
 nurse
 raise
 lots
 carry
-group
 whoever
 drinking
 they'd
@@ -1227,16 +944,11 @@ breaking
 file
 lock
 wine
-closed
-writing
 spot
 paying
-study
 assume
 asleep
-man's
 turning
-legal
 viki
 bedroom
 shower
@@ -1250,50 +962,33 @@ nope
 breath
 doctors
 pants
-level
+freak
 movies
-gee
-area
 folks
-ugh
-continue
-focus
+cream
 wild
 truly
 desk
 convince
 client
 threw
-band
 hurts
 spending
-allow
-grand
 answers
 shirt
 chair
-allowed
 rough
 doin
 sees
-government
 ought
 empty
-round
-hat
 wind
-shows
 aware
 dealing
 pack
-meaning
+tight
 hurting
-ship
-subject
 guest
-mom's
-pal
-match
 arrested
 salem
 confused
@@ -1302,48 +997,29 @@ expecting
 deacon
 unfortunately
 goddamn
-lab
-passed
 bottle
 beyond
 whenever
 pool
 opinion
-held
-common
 starts
 jerk
 secrets
 falling
-played
 necessary
 barely
 dancing
-health
 tests
 copy
 cousin
-planned
-dry
 ahem
 twelve
-simply
 tess
 skin
-often
 fifteen
 speech
-names
-issue
 orders
-nah
-final
-results
-code
-believed
 complicated
-umm
-research
 nowhere
 escape
 biggest
@@ -1352,12 +1028,9 @@ grateful
 usual
 burn
 address
-within
 someplace
 screw
 everywhere
-train
-film
 regret
 goodness
 mistakes
@@ -1368,218 +1041,136 @@ corner
 hero
 dumb
 terrific
-further
-gas
 whoo
 hole
 memories
 o'clock
-following
-ended
-nobody's
 teeth
 ruined
-split
-airport
 bite
 stenbeck
-older
 liar
 showing
-project
 cards
 desperate
-themselves
+search
 pathetic
-damage
 spoke
-quickly
 scare
 marah
 afford
-vote
 settle
-mentioned
-due
 stayed
-rule
 checking
-tie
 hired
-upon
 heads
 concern
 blew
-natural
 alcazar
 champagne
 connection
 tickets
 happiness
-form
 saving
 kissing
 hated
 personally
 suggest
 prepared
-build
-leg
 onto
-leaves
 downstairs
 ticket
 it'd
-taught
 loose
 holy
-staff
-sea
 duty
 convinced
 throwing
-defense
 kissed
 legs
-according
 loud
-practice
 saturday
 babies
-army
 where'd
 warning
 miracle
 carrying
-flying
 blind
 ugly
 shopping
 hates
-someone's
 sight
 bride
 coat
-account
-states
 clearly
 celebrate
 brilliant
 wanting
-add
 forrester
 lips
 custody
-center
 screwed
 buying
-size
 toast
 thoughts
-student
-stories
-however
-professional
 reality
-birth
 lexie
 attitude
 advantage
 grandfather
 sami
-sold
-opened
 grandma
-beg
-changes
 someday
-grade
 roof
-brothers
-signed
-ahh
 marrying
 powerful
 grown
 grandmother
 fake
-opening
-expected
-eventually
 must've
 ideas
 exciting
-covered
 familiar
 bomb
 bout
-television
 harmony
-color
-heavy
 schedule
-records
 capable
 practically
-including
 correct
 clue
 forgotten
-immediately
 appointment
-social
-nature
 deserves
 threat
 bloody
 lonely
-ordered
 shame
-local
 jacket
 hook
-destroyed
 scary
 investigation
-above
 invite
 shooting
-port
 lesson
 criminal
-growing
-caused
 victim
-professor
-followed
 funeral
-nothing's
 considering
 burning
 strength
-loss
-view
-gia
+harder
 sisters
-everybody's
-several
 pushed
-written
-somebody's
 shock
 pushing
 heat
 chocolate
-greatest
 miserable
 corinthos
 nightmare
 brings
 zander
-character
-became
-famous
-enemy
 crash
 chances
 sending
@@ -1588,44 +1179,28 @@ healthy
 boring
 feed
 engaged
-percent
 headed
-lines
 treated
-purpose
 knife
-rights
 drag
-san
-fan
 badly
 hire
 paint
 pardon
-built
 behavior
 closet
 warn
 gorgeous
 milk
 survive
-forced
-operation
-offered
 ends
 dump
 rent
 remembered
-lieutenant
-trade
 thanksgiving
 rain
 revenge
-physical
-available
-program
 prefer
-baby's
 spare
 pray
 disappeared
@@ -1636,62 +1211,38 @@ meat
 fantastic
 breathing
 laughing
-itself
-tip
 stood
-market
 affair
 ours
 depends
-main
 protecting
 jury
-national
 brave
-large
-jack's
-interview
 fingers
 murdered
 explanation
-process
 picking
-based
-style
-pieces
 blah
-assistant
 stronger
-aah
-pie
 handsome
 unbelievable
 anytime
-nearly
 shake
-everyone's
 oakdale
-cars
 wherever
-serve
 pulling
-points
-medicine
 facts
 waited
 lousy
 circumstances
-stage
 disappointed
 weak
 trusted
 license
 nothin
-community
 trash
 understanding
 slip
-cab
 sounded
 awake
 friendship
@@ -1699,159 +1250,95 @@ stomach
 weapon
 threatened
 mystery
-official
-regular
-river
 vegas
 understood
-contract
-race
 basically
 switch
 frankly
-issues
 cheap
 lifetime
 deny
-painting
-ear
 clock
-weight
 garbage
 why'd
 tear
 ears
-dig
-selling
-setting
 indeed
 changing
 singing
 tiny
-particular
-draw
 decent
 avoid
 messed
 filled
 touched
-score
-people's
 disappear
 exact
 pills
 kicked
 harm
-recently
 fortune
 pretending
-raised
 insurance
 fancy
 drove
 cared
 belongs
 nights
-shape
 lorelai
-base
 lift
-stock
-sonny's
-fashion
 timing
 guarantee
 chest
-bridge
 woke
-source
-patients
-theory
-original
 burned
 watched
 heading
 selfish
-oil
 drinks
-failed
-period
 doll
 committed
 elevator
 freeze
 noise
-exist
-science
-pair
-edge
 wasting
-sat
 ceremony
-pig
 uncomfortable
-peg
-guns
 staring
 files
 bike
-weather
-name's
-mostly
 stress
 permission
-arrived
 thrown
 possibility
-example
 borrow
-release
-ate
-notes
-hoo
-library
-property
-negative
 fabulous
-event
 doors
 screaming
+bone
 xander
-term
 what're
 meal
-fellow
 apology
 anger
 honeymoon
-wet
 bail
 parking
-non
-protection
 fixed
-families
-chinese
-campaign
-map
 wash
 stolen
 sensitive
 stealing
+photo
 chose
 lets
 comfort
 worrying
-whom
 pocket
 mateo
 bleeding
-students
 shoulder
 ignore
-fourth
-neighborhood
-fbi
 talent
 tied
 garage
@@ -1859,45 +1346,27 @@ dies
 demons
 dumped
 witches
-training
 rude
 crack
-model
 bothering
 radar
-grew
-remain
 soft
 meantime
 gimme
-connected
 kinds
-cast
-sky
-likely
 fate
-buried
-hug
-brother's
 concentrate
+throat
 prom
 messages
-east
-unit
 intend
-crew
 ashamed
 somethin
 manage
 guilt
-weapons
-terms
 interrupt
 guts
 tongue
-distance
-conference
-treatment
 shoe
 basement
 sentence
@@ -1905,47 +1374,33 @@ purse
 glasses
 cabin
 universe
-towards
 repeat
 mirror
 wound
 travers
 tall
-reaction
-odd
 engagement
 therapy
-letters
 emotional
-runs
-magazine
 jeez
 decisions
 soup
-daughter's
 thrilled
-society
-managed
 stake
 chef
 moves
 extremely
-entirely
 moments
 expensive
 counting
 shots
 kidnapped
-square
-son's
 cleaning
 shift
 plate
 impressed
 smells
 trapped
-male
-tour
 aidan
 knocked
 charming
@@ -1953,14 +1408,9 @@ attractive
 argue
 puts
 whip
-language
 embarrassed
-settled
 package
-laid
-animals
 hitting
-disease
 bust
 stairs
 alarm
@@ -1971,11 +1421,8 @@ incredibly
 walks
 dirt
 stamp
-sister's
-becoming
 terribly
 friendly
-easily
 damned
 jobs
 suffering
@@ -1984,19 +1431,12 @@ stopping
 deliver
 riding
 helps
-federal
 disaster
 bars
-dna
 crossed
-rate
-create
 trap
-claim
-california
 talks
 eggs
-effect
 chick
 threatening
 spoken
@@ -2006,25 +1446,16 @@ embarrassing
 bags
 impression
 gate
-year's
 reputation
-attacked
-among
-knowledge
 presents
-inn
-europe
 chat
 suffer
 argument
 talkin
 crowd
 homework
-fought
 coincidence
 cancel
-accepted
-rip
 pride
 solve
 hopefully
@@ -2033,142 +1464,77 @@ pine
 mate
 illegal
 generous
-streets
-con
-separate
 outfit
 maid
 bath
 punch
-mayor
 freaked
 begging
 recall
 enjoying
-bug
-woman's
 prepare
-parts
 wheel
-signal
-direction
 defend
 signs
 painful
 yourselves
-rat
 maris
-amount
 that'd
 suspicious
-flat
 cooking
 button
 warned
 sixty
 pity
-parties
-crisis
-coach
-row
 yelling
-leads
 awhile
-pen
 confidence
 offering
-falls
-image
-farm
 pleased
 panic
 hers
 gettin
-role
 refuse
-determined
-hell's
 grandpa
-progress
 testify
-passing
-military
 choices
-uhh
-gym
 cruel
-wings
-bodies
 mental
 gentleman
 coma
 cutting
 proteus
 guests
-girl's
 expert
 benefit
 faces
-cases
-led
 jumped
 toilet
-secretary
 sneak
-mix
-firm
 halloween
-agreement
 privacy
-dates
-anniversary
 smoking
 reminds
-pot
-created
 twins
 swing
-successful
-season
-scream
-considered
 solid
 options
 commitment
-senior
-ill
-else's
 crush
 ambulance
 wallet
-discovered
-officially
-til
-rise
-reached
+gang
 eleven
 option
 laundry
-former
 assure
 stays
 skip
 fail
-accused
-wide
-challenge
-popular
-learning
 discussion
 clinic
-plant
-exchange
 betrayed
-bro
 sticking
-university
-members
-lower
 bored
 mansion
 soda
@@ -2176,94 +1542,58 @@ sheriff
 suite
 handled
 busted
-senator
 load
 happier
-younger
 studying
 romance
 procedure
-ocean
-section
-sec
 commit
 assignment
 suicide
 minds
 swim
-ending
-bat
 yell
 llanview
-league
 chasing
-seats
 proper
-command
 believes
 humor
 hopes
-fifth
-winning
-solution
-leader
-theresa's
-sale
 lawyers
-nor
-material
+giant
 latest
-highly
 escaped
-audience
 parent
 tricks
 insist
 dropping
 cheer
 medication
-higher
 flesh
-district
 routine
-century
-shared
 sandwich
 handed
 false
 beating
-appear
 warrant
-family's
 awfully
 odds
-article
 treating
 thin
 suggesting
 fever
 sweat
 silent
-specific
 clever
 sweater
-request
-prize
 mall
-tries
-mile
-fully
-estate
-union
 sharing
 assuming
 judgment
 goodnight
 divorced
-despite
 surely
 steps
-jet
 confess
 math
 listened
@@ -2272,51 +1602,28 @@ answered
 vulnerable
 bless
 dreaming
-rooms
 chip
 zero
-potential
 pissed
 nate
 kills
 tears
 knees
 chill
-carly's
 brains
-agency
-harvard
-degree
 unusual
-wife's
-joint
 packed
 dreamed
 cure
-covering
-newspaper
 lookin
-coast
 grave
-egg
-direct
 cheating
 breaks
-quarter
-mixed
 locker
-husband's
 gifts
 awkward
-toy
 thursday
-rare
-policy
-kid's
 joking
-competition
-classes
-assumed
 reasonable
 dozen
 curse
@@ -2326,188 +1633,114 @@ dessert
 rolling
 detail
 alien
-served
 delicious
 closing
 vampires
-released
-ancient
 wore
-value
 tail
 secure
 salad
 murderer
-hits
-toward
 spit
-screen
 offense
 dust
 conscience
 bread
 answering
-admitted
 lame
 invitation
 grief
 smiling
-path
-stands
-bowl
 pregnancy
-hollywood
 prisoner
 delivery
 guards
 virus
 shrink
-influence
 freezing
-concert
 wreck
-partners
 massimo
-chain
-birds
-life's
 wire
 technically
-presence
 blown
 anxious
 cave
-version
 holidays
 cleared
 wishes
-survived
 caring
 candles
 bound
-related
 charm
-yup
 pulse
 jumping
 jokes
-frame
 boom
-vice
-performance
 occasion
 silence
-opera
 nonsense
 frightened
-downtown
-americans
 slipped
 dimera
 blowing
-world's
-session
 relationships
 kidnapping
-actual
 spin
-civil
+tool
 roxy
 packing
-education
 blaming
 wrap
 obsessed
 fruit
 torture
 personality
-location
-effort
-daddy's
-commander
-trees
 there'll
-owner
 fairy
-per
-other's
 necessarily
-county
-contest
 seventy
 print
 motel
-fallen
-directly
 underwear
 grams
 exhausted
 believing
-particularly
 freaking
 carefully
 trace
 touching
 messing
-committee
 recovery
 intention
 consequences
 belt
 sacrifice
 courage
-officers
 enjoyed
-lack
 attracted
-appears
-bay
-yard
-returned
 remove
-nut
-carried
-today's
 testimony
 intense
-granted
-violence
 heal
 defending
-attempt
 unfair
 relieved
-political
 loyal
-approach
 slowly
-plays
-normally
 buzz
 alcohol
-actor
 surprises
 psychiatrist
-pre
 plain
 attic
 who'd
 uniform
 terrified
-sons
-pet
 cleaned
 zach
 threaten
-teaching
-mum
-motion
 fella
 enemies
-desert
-collection
-incident
-failure
 satisfied
 imagination
 hooked
@@ -2516,33 +1749,19 @@ forgetting
 counselor
 andie
 acted
-opposite
-highest
-equipment
 badge
-italian
-visiting
 naturally
 frozen
-commissioner
 sakes
-labor
 appropriate
 trunk
-armed
-thousands
-received
 dunno
 costume
-temporary
 sixteen
 impressive
-zone
 kicking
 junk
-hon
 grabbed
-unlike
 understands
 describe
 clients
@@ -2555,303 +1774,166 @@ happily
 discussing
 deserved
 strangers
-leading
-intelligence
-host
-authority
 surveillance
-cow
-commercial
 admire
 questioning
-fund
 dragged
 barn
-object
 deeply
-amp
 wrapped
 wasted
 tense
-route
-reports
 hoped
 fellas
-election
 roommate
 mortal
 fascinating
-chosen
 stops
-shown
-arranged
-abandoned
-sides
-delivered
-becomes
 arrangements
 agenda
-began
-theater
-series
 literally
 propose
 honesty
 underneath
-forces
-services
 sauce
 promises
 lecture
 eighty
 torn
 shocked
-relief
-explained
-counter
-circle
-victims
-transfer
-response
-channel
-identity
+backup
 differently
-campus
-spy
 ninety
-interests
-guide
 deck
 biological
 pheebs
 ease
 creep
-will's
 waitress
-skills
 telephone
 ripped
 raising
 scratch
 rings
 prints
-wave
 thee
 arguing
-figures
 ephram
 asks
-reception
-pin
 oops
 diner
 annoying
-agents
 taggert
-goal
-mass
-ability
 sergeant
-julian's
-international
-gig
 blast
-basic
-tradition
 towel
-earned
-rub
-president's
+clown
 habit
-customers
 creature
 bermuda
-actions
 snap
 react
-prime
 paranoid
-wha
 handling
 eaten
 therapist
 comment
-charged
-tax
 sink
 reporter
+nurses
 beats
 priority
 interrupting
-gain
-fed
 warehouse
-shy
-pattern
 loyalty
 inspector
-events
 pleasant
-media
 excuses
 threats
-permanent
 guessing
-financial
-demand
-assault
 tend
 praying
 motive
-los
 unconscious
-trained
-museum
-tracks
-range
-nap
 mysterious
 unhappy
 tone
 switched
 rappaport
-award
 sookie
 neighbor
 loaded
-gut
-childhood
-causing
 swore
 piss
-hundreds
 balance
-background
 toss
-mob
 misery
-valentine's
 thief
 squeeze
 lobby
-hah
 goa'uld
 geez
 exercise
-ego
-drama
-al's
 forth
-facing
 booked
-boo
-songs
 sandburg
+poker
 eighteen
 d'you
 bury
-perform
 everyday
 digging
 creepy
-compared
 wondered
-trail
 liver
 hmmm
-drawn
-device
 magical
-journey
 fits
 discussed
-supply
 moral
 helpful
-attached
-timmy's
 searching
 flew
 depressed
 aisle
-underground
-pro
-daughters
 cris
 amen
 vows
-proposal
-pit
 neighbors
 darn
 cents
 arrange
 annulment
-uses
 useless
-squad
-represent
-product
-joined
-afterwards
 adventure
 resist
-protected
-net
 fourteen
 celebrating
-piano
 inch
-flag
 debt
 violent
-tag
 sand
-gum
-dammit
 teal'c
-hip
 celebration
-below
 reminded
-claims
-tonight's
-replace
 phones
 paperwork
 emotions
-typical
 stubborn
-stable
-sheridan's
 pound
-papa
-lap
-designed
-current
-bum
 tension
-tank
-suffered
+stroke
 steady
-provide
 overnight
-meanwhile
 chips
 beef
-wins
 suits
 boxes
-salt
 cassadine
 collect
-boy's
 tragedy
-therefore
 spoil
 realm
-profile
-degrees
 wipe
 surgeon
 stretch
@@ -2860,28 +1942,18 @@ nephew
 neat
 limo
 confident
-anti
 perspective
-designer
 climb
-title
-suggested
 punishment
 finest
-ethan's
 springfield
-occurred
 hint
 furniture
 blanket
 twist
-surrounded
-surface
 proceed
-lip
 fries
 worries
-refused
 niece
 gloves
 soap
@@ -2889,44 +1961,29 @@ signature
 disappoint
 crawl
 convicted
-zoo
-result
-pages
-lit
 flip
 counsel
 doubts
 crimes
 accusing
-when's
 shaking
 remembering
-phase
 hallway
 halfway
 bothered
-useful
-makeup
 madam
 gather
-concerns
-cia
 cameras
 blackmail
 symptoms
 rope
 ordinary
 imagined
-concept
 cigarette
 supportive
-memorial
 explosion
-yay
-woo
 trauma
 ouch
-leo's
 furious
 cheat
 avoiding
@@ -2938,41 +1995,27 @@ approve
 urgent
 shhh
 misunderstanding
-minister
 drawer
-sin
 phony
-joining
-jam
 interfere
-governor
-chapter
 catching
 bargain
 tragic
-schools
 respond
 punish
 penthouse
-hop
 thou
-remains
 rach
 ohhh
 insult
-doctor's
 bugs
 beside
 begged
 absolute
 strictly
-stefano
 socks
 senses
-ups
 sneaking
-yah
-serving
 reward
 polite
 checks
@@ -2982,38 +2025,27 @@ instructions
 fooled
 blows
 tabby
-internal
 bitter
 adorable
 y'all
 tested
 suggestion
-string
 jewelry
-debate
-com
 alike
-pitch
-fax
+jacks
 distracted
 shelter
 lessons
-foreign
-average
-twin
-friend's
-damnit
 constable
 circus
 audition
 tune
 shoulders
-mud
 mask
 helpless
 feeding
 explains
-dated
+sucked
 robbery
 objection
 behave
@@ -3021,323 +2053,192 @@ valuable
 shadows
 courtroom
 confusing
-tub
 talented
-struck
 smarter
 mistaken
-italy
 customer
 bizarre
 scaring
-punk
 motherfucker
-holds
-focused
 alert
-activity
 vecchio
 reverend
-highway
 foolish
 compliment
 bastards
-attend
-scheme
-aid
 worker
 wheelchair
 protective
-poetry
 gentle
-script
 reverse
 picnic
 knee
-intended
-construction
 cage
+wives
 wednesday
 voices
 toes
 stink
 scares
 pour
-effects
 cheated
-tower
-time's
 slide
 ruining
-recent
-jewish
 filling
 exit
 cottage
-corporate
 upside
-supplies
 proves
 parked
-instance
-grounds
 diary
 complaining
-basis
-wounded
-thing's
-politics
 confessed
 pipe
 merely
 massage
-data
 chop
-budget
-brief
 spill
 prayer
-costs
 betray
-begins
-arrangement
 waiter
 scam
 rats
 fraud
-flu
 brush
-anyone's
-adopted
 tables
 sympathy
 pill
-pee
-web
+filthy
 seventeen
-landed
-expression
-entrance
 employee
-drawing
-cap
 bracelet
-principal
 pays
-jen's
 fairly
-facility
-dru
 deeper
 arrive
-unique
 tracking
 spite
 shed
 recommend
 oughta
 nanny
-naive
 menu
-grades
 diet
 corn
-authorities
-separated
 roses
 patch
 dime
 devastated
-description
-tap
 subtle
-include
-citizen
 bullets
 beans
-ric
 pile
-las
-executive
 confirm
-toe
 strings
 parade
-harbor
-charity's
-bow
 borrowed
 toys
 straighten
 steak
-status
-remote
 premonition
-poem
 planted
 honored
-youth
-specifically
-meetings
 exam
 convenient
 traveling
-matches
 laying
 insisted
-apply
-units
-technology
 dish
 aitoro
-sis
 kindly
 grandson
 donor
 temper
 teenager
-strategy
-richard's
 proven
-iron
+mothers
 denial
-couples
 backwards
 tent
 swell
 noon
 happiest
-episode
 drives
 thinkin
 spirits
 potion
+holes
 fence
-affairs
-acts
 whatsoever
 rehearsal
-proved
 overheard
-nuclear
 lemme
 hostage
-faced
-constant
 bench
 tryin
 taxi
 shove
-sets
 moron
-limits
 impress
-entitled
 needle
-limit
-lad
 intelligent
 instant
-forms
 disagree
 stinks
 rianna
 recover
-paul's
-losers
 groom
 gesture
-developed
 constantly
-blocks
 bartender
-tunnel
 suspects
 sealed
-removed
 legally
-illness
 hears
 dresses
-aye
-vehicle
-thy
-teachers
 sheet
-receive
 psychic
-night's
-denied
+teenage
 knocking
 judging
-bible
-behalf
 accidentally
 waking
-ton
-superior
-seek
 rumor
-natalie's
 manners
 homeless
 hollow
 desperately
-critical
-theme
 tapes
 referring
-personnel
 item
 genoa
 gear
 majesty
-fans
-exposed
 cried
 tons
 spells
-producer
-launch
 instinct
-belief
 quote
 motorcycle
 convincing
-appeal
-advance
-greater
 fashioned
 aids
 accomplished
-mommy's
 grip
 bump
 upsetting
-soldiers
-scheduled
-production
 needing
 invisible
 forgiveness
 feds
-complex
 compare
 bothers
 tooth
-territory
-sacred
-mon
-jessica's
 inviting
-inner
 earn
 compromise
 cocktail
 tramp
-temperature
-signing
-landing
 jabot
 intimate
 dignity
@@ -3345,109 +2246,63 @@ dealt
 souls
 informed
 gods
-entertainment
 dressing
 cigarettes
-blessing
-billion
 alistair
-upper
-manner
-lightning
 leak
-heaven's
 fond
 corky
-alternative
 seduce
-players
-operate
-modern
 liquor
 fingerprints
 enchantment
 butters
 stuffed
 stavros
-rome
-filed
 emotionally
-division
-conditions
-uhm
 transplant
 tips
-passes
 oxygen
 nicely
 lunatic
-hid
 drill
-designs
 complain
 announcement
-visitors
 unfortunate
 slap
 prayers
 plug
-organization
 opens
 oath
 o'neill
 mutual
-graduate
-confirmed
-broad
 yacht
-spa
 remembers
 fried
 extraordinary
 bait
-appearance
-abuse
 warton
 sworn
 stare
 safely
 reunion
-plot
 burst
-aha
 might've
-experiment
 dive
-commission
-cells
 aboard
-returning
-independent
 expose
-environment
 buddies
 trusting
-smaller
-mountains
 booze
 sweep
 sore
 scudder
 properly
 parole
-manhattan
-effective
 ditch
-decides
 canceled
-bra
-antonio's
 speaks
-spanish
-reaching
 glow
-foundation
-women's
 wears
 thirsty
 skull
@@ -3456,43 +2311,27 @@ dorm
 dining
 bend
 unexpected
-systems
-sob
 pancakes
-michael's
 harsh
 flattered
-existence
 ahhh
 troubles
-proposed
 fights
 favourite
 eats
-driven
-computers
 rage
-luke's
-causes
-border
 undercover
 spoiled
 sloane
 shine
-rug
-identify
 destroying
-deputy
 deliberately
 conspiracy
-clothing
 thoughtful
-similar
 sandwiches
 plates
 nails
 miracles
-investment
 fridge
 drank
 contrary
@@ -3503,99 +2342,58 @@ stalking
 solved
 sack
 misses
-hope's
 forgiven
-erica's
-cuz
 bent
-approval
-practical
-organized
 maciver
 involve
-industry
-fuel
 dragging
 cooked
-possession
 pointing
 foul
-editor
 dull
 beneath
-ages
-horror
 heels
-grass
 faking
 deaf
 stunt
-portrait
-painted
 jealousy
 hopeless
 fears
 cuts
-conclusion
-volunteer
 scenario
-satellite
 necklace
-men's
 crashed
-chapel
 accuse
 restraining
-jason's
-humans
 homicide
 helicopter
-formal
 firing
-shortly
 safer
-devoted
 auction
 videotape
 tore
-stores
 reservations
 pops
 appetite
-anybody's
 wounds
 vanquish
-symbol
-prevent
-patrol
 ironic
-flow
 fathers
 excitement
 anyhow
 tearing
 sends
-sam's
 rape
 laughed
-function
-core
-charmed
-whatever's
-sub
-lucy's
+belly
 dealer
 cooperate
-bachelor
 accomplish
 wakes
-struggle
 spotted
 sorts
 reservation
 ashes
-yards
-votes
 tastes
 supposedly
 loft
@@ -3604,127 +2402,73 @@ integrity
 wished
 towels
 suspected
-slightly
-qualified
-log
 investigating
 inappropriate
-immediate
-companies
-backed
-pan
-owned
 lipstick
 lawn
 compassion
 cafeteria
-belonged
-affected
 scarf
 precisely
 obsession
-management
 loses
 lighten
-jake's
 infection
 granddaughter
 explode
-chemistry
 balcony
 this'll
-storage
 spying
 publicity
-exists
-employees
 depend
-cue
 cracked
 conscious
-aww
 ally
-ace
-accounts
 absurd
 vicious
-tools
-strongly
-rap
 invented
 forbid
 directions
 defendant
 bare
 announce
-alcazar's
 screwing
 salesman
 robbed
 leap
 lakeview
 insanity
-injury
-genetic
-document
-why's
 reveal
-religious
 possibilities
 kidnap
 gown
-entering
 chairs
 wishing
-statue
 setup
-serial
 punished
-dramatic
-dismissed
 criminals
-seventh
 regrets
 raped
 quarters
-produce
 lamp
 dentist
 anyways
 anonymous
-added
 semester
 risks
-regarding
 owes
-magazines
-machines
 lungs
 explaining
 delicate
-child's
 tricked
-oldest
-liv
 eager
 doomed
-cafe
-bureau
 adoption
-traditional
-surrender
 stab
 sickness
 scum
-loop
-independence
-generation
 floating
 envelope
-entered
-combination
-chamber
-worn
 vault
 sorel
 pretended
@@ -3737,63 +2481,33 @@ kiddo
 healing
 cascade
 capeside
-application
 stabbed
 remarkable
-cabinet
 brat
-wrestling
-sixth
-scale
 privilege
 passionate
 nerves
 lawsuit
 kidney
 disturbed
-crossing
 cozy
-associate
 tire
 shirts
-required
-posted
 oven
 ordering
-mill
-journal
-gallery
 delay
-clubs
 risky
-nest
 monsters
 honorable
 grounded
-favour
-culture
 closest
-brenda's
 breakdown
-attempted
-tony's
-placed
-conflict
 bald
-actress
 abandon
-steam
 scar
-pole
-duh
 collar
 worthless
-standards
-resources
-photographs
-introduced
-injured
-graduation
+sucking
 enormous
 disturbing
 disturb
@@ -3801,14 +2515,8 @@ distract
 deals
 conclusions
 vodka
-situations
-require
-mid
-measure
 dishes
 crawling
-congress
-children's
 briefcase
 wiped
 whistle
@@ -3816,51 +2524,32 @@ sits
 roast
 rented
 pigs
-greek
 flirting
-existed
 deposit
-damaged
 bottles
-vanessa's
-types
 topic
 riot
 overreacting
-minimum
 logical
-impact
 hostile
 embarrass
 casual
 beacon
 amusing
 altar
-values
-recognized
-maintain
-goods
-covers
 claus
-battery
 survival
 skirt
 shave
-prisoners
 porch
-med
 ghosts
 favors
 drops
 dizzy
 chili
-begun
-beaten
 advise
-transferred
 strikes
 rehab
-raw
 photographer
 peaceful
 leery
@@ -3868,61 +2557,33 @@ heavens
 fortunately
 fooling
 expectations
-draft
-citizens
+cigar
 weakness
-ski
-ships
 ranch
 practicing
-musical
-movement
-individual
-homes
-executed
 examine
-documents
 cranes
-column
 bribe
-task
-species
 sail
-rum
-resort
 prescription
-operating
 hush
 fragile
 forensics
 expense
 drugged
-differences
 cows
-conduct
-comic
 bells
-avenue
-attacking
-assigned
 visitor
 suitcase
-sources
 sorta
 scan
-payment
-motor
-mini
 manticore
-inspired
 insecure
 imagining
 hardest
 clerk
-yea
 wrist
 what'll
-tube
 starters
 silk
 pump
@@ -3930,44 +2591,28 @@ pale
 nicer
 haul
 flies
-demands
 boot
-arts
-african
+thumb
 there'd
-limited
 how're
 elders
-connections
 quietly
 pulls
 idiots
-factor
 erase
 denying
-attacks
 ankle
 amnesia
 accepting
-ooo
 heartbeat
-gal
 devane
 confront
-backing
-phrase
-operations
 minus
-meets
 legitimate
-hurricane
 fixing
-communication
-boats
-auto
 arrogant
+tuna
 supper
-studies
 slightest
 sins
 sayin
@@ -3976,496 +2621,291 @@ pier
 paternity
 humiliating
 genuine
-catholic
 snack
 rational
-pointed
 minded
 guessed
-grace's
-display
-dip
-brooke's
-advanced
 weddings
-unh
 tumor
-teams
-reported
 humiliated
-destruction
-copies
-closely
-bid
 aspirin
-academy
-wig
-throughout
 spray
-occur
-logic
+picks
 eyed
-equal
 drowning
 contacts
-shakespeare
 ritual
 perfume
-kelly's
 hiring
 hating
-generally
-error
-elected
 docks
 creatures
 visions
 thanking
 thankful
 sock
-replaced
 nineteen
-nick's
 fork
-comedy
-analysis
-yale
 throws
 teenagers
-studied
 stressed
 slice
 rolls
-requires
 plead
 ladder
 kicks
 detectives
 assured
-alison's
-widow
-tomorrow's
-tissue
 tellin
 shallow
 responsibilities
 repay
-rejected
-permanently
+howdy
 girlfriends
 deadly
 comforting
 ceiling
-bonus
 verdict
-maintenance
-jar
 insensitive
-factory
-aim
-triple
 spilled
 respected
-recovered
 messy
 interrupted
 halliwell
-car's
+blond
 bleed
-benefits
 wardrobe
 takin
-significant
-objective
 murders
-doo
-chart
 backs
-workers
-waves
 underestimate
-ties
-registered
-multiple
 justify
 harmless
 frustrated
 fold
 enzo
-convention
 communicate
 bugging
-attraction
 arson
 whack
 salary
 rumors
-residence
-party's
 obligation
-medium
 liking
-laura's
-development
-develop
 dearest
-david's
-danny's
 congratulate
 vengeance
-switzerland
-severe
 rack
 puzzle
-puerto
-guidance
 fires
 courtesy
 caller
 blamed
 tops
-repair
 quiz
 prep
-now's
-involves
-headquarters
 curiosity
-codes
 circles
 barbecue
-troops
 sunnydale
 spinning
-scores
-pursue
 psychotic
 cough
-claimed
 accusations
-shares
 resent
-money's
 laughs
-gathered
 freshman
 envy
 drown
-cristian's
 bartlet
 asses
 sofa
-scientist
 poster
-islands
 highness
 dock
 apologies
-welfare
-victor's
 theirs
 stat
 stall
-spots
-somewhat
-ryan's
 realizes
 psych
+mmmm
 fools
-finishing
-album
-wee
 understandable
-unable
 treats
-theatre
 succeed
 stir
 relaxed
 makin
-inches
 gratitude
 faithful
-bin
 accent
-zip
 witter
 wandering
-regardless
-que
 locate
 inevitable
 gretel
 deed
 crushed
 controlling
-taxes
 smelled
-settlement
 robe
-poet
-opposed
-marked
-greenlee's
 gossip
 gambling
-determine
-cuba
 cosmetics
-cent
 accidents
 surprising
 stiff
 sincere
-shield
 rushed
-resume
-reporting
 refrigerator
-reference
 preparing
 nightmares
 mijo
 ignoring
 hunch
-fog
 fireworks
 drowned
-crown
-cooperation
 brass
-accurate
 whispering
 sophisticated
-religion
 luggage
-investigate
 hike
 explore
 emotion
-creek
 crashing
 contacted
 complications
-ceo
-acid
 shining
 rolled
 righteous
 reconsider
-inspiration
 goody
 geek
 frightening
-festival
 ethics
 creeps
 courthouse
 camping
-assistance
 affection
-vow
 smythe
-protest
-lodge
 haircut
-forcing
 essay
-chairman
 baked
 apologized
 vibe
 respects
 receipt
 mami
-includes
 hats
-exclusive
 destructive
-define
-defeat
 adore
 adopt
-voted
 tracked
-signals
 shorts
-rory's
 reminding
-relative
-ninth
-floors
 dough
 creations
-continues
-cancelled
 cabot
 barrel
-adam's
 snuck
 slight
 reporters
-rear
 pressing
-novel
-newspapers
 magnificent
 madame
 lazy
 glorious
 fiancee
-candidate
-brick
 bits
-australia
-activities
 visitation
-scholarship
 sane
-previous
 kindness
-ivy's
 shoulda
 rescued
 mattress
-maria's
 lounge
 lifted
-label
 importantly
 glove
 enterprises
-driver's
 disappointment
 condo
-cemetery
 beings
 admitting
 yelled
 waving
+spoon
 screech
 satisfaction
-requested
 reads
-plants
-nun
 nailed
-described
-dedicated
-certificate
-centuries
-annual
 worm
 tick
 resting
-primary
-polish
 marvelous
 fuss
-funds
-defensive
 cortlandt
-compete
 chased
-provided
 pockets
 luckily
 lilith
 filing
-depression
 conversations
 consideration
 consciousness
 worlds
 innocence
-indicate
-grandmother's
 forehead
-bam
-appeared
 aggressive
 trailer
 slam
-retirement
 quitting
-pry
-person's
-narrow
-levels
-kay's
 inform
-encourage
-dug
 delighted
 daylight
 danced
-currently
 confidential
-billy's
-ben's
 aunts
 washing
-vic
 tossed
 spectra
-rick's
-permit
 marrow
 lined
 implying
 hatred
 grill
-efforts
 corpse
 clues
 sober
-relatives
-promotion
 offended
 morgue
-larger
 infected
 humanity
-eww
-emily's
-electricity
-electrical
 distraction
 cart
-broadcast
 wired
 violation
-suspended
 promising
 harassment
 glue
-gathering
 d'angelo
 cursed
-controlled
-calendar
 brutal
-assets
 warlocks
 wagon
 unpleasant
 proving
 priorities
-observation
 mustn't
 lease
-grows
 flame
-domestic
 disappearance
 depressing
 thrill
 sitter
 ribs
-offers
-naw
 flush
-exception
 earrings
 deadline
 corporal
@@ -4473,43 +2913,28 @@ collapsed
 update
 snapped
 smack
-orleans
-offices
 melt
 figuring
 delusional
 coulda
 burnt
-actors
-trips
 tender
 sperm
-specialist
-scientific
 realise
 pork
 popped
-planes
-kev
 interrogation
-institution
-included
 esteem
-communications
 choosing
-choir
 undo
 pres
 prayed
 plague
 manipulate
-lifestyle
 insulting
-honour
 detention
 delightful
 coffeehouse
-chess
 betrayal
 apologizing
 adjust
@@ -4518,52 +2943,25 @@ wont
 whipped
 rides
 reminder
-psychological
-principle
 monsieur
-injuries
-fame
 faint
-confusion
-christ's
-bon
 bake
-nearest
-korea
-industries
-execution
 distress
-definition
-creating
 correctly
 complaint
 blocked
-trophy
 tortured
-structure
-rot
 risking
 pointless
-household
-heir
 handing
-eighth
 dumping
 cups
-chloe's
 alibi
-absence
-vital
-tokyo
-thus
 struggling
 shiny
 risked
-refer
 mummy
 mint
-joey's
-involvement
 hose
 hobby
 fortunate
@@ -4571,20 +2969,14 @@ fleischman
 fitting
 curtain
 counseling
-addition
-wit
-transport
-technical
 rode
 puppet
-opportunities
 modeling
 memo
 irresponsible
 humiliation
 hiya
 freakin
-fez
 felony
 choke
 blackmailing
@@ -4592,92 +2984,61 @@ appreciated
 tabloid
 suspicion
 recovering
-rally
-psychology
 pledge
 panicked
 nursery
 louder
 jeans
 investigator
-identified
 homecoming
-helena's
-height
-graduated
 frustrating
-fabric
-distant
 buys
 busting
 buff
-wax
 sleeve
-products
-philosophy
 irony
-hospitals
 dope
 declare
 autopsy
 workin
 torch
-substitute
-scandal
 prick
 limb
-leaf
-lady's
 hysterical
-growth
 goddamnit
 fetch
 dimension
-day's
 crowded
 clip
 climbing
 bonding
-approved
-yeh
 woah
-ultimately
 trusts
-returns
 negotiate
-millennium
-majority
 lethal
-length
 iced
+fantasies
 deeds
 bore
 babysitter
 questioned
 outrageous
-medal
 kiriakis
 insulted
 grudge
-established
 driveway
 deserted
 definite
-capture
 beep
 wires
 suggestions
 searched
 owed
-originally
-nickname
-lighting
 lend
 drunken
 demanding
 costanza
 conviction
-characters
 bumped
 weigh
 touches
@@ -4686,18 +3047,9 @@ shout
 resolve
 relate
 poisoned
-pip
-phoebe's
-pete's
-occasionally
-molly's
 meals
-maker
 invitations
 haunted
-fur
-footage
-depending
 bogus
 autograph
 affects
@@ -4706,72 +3058,38 @@ stepping
 spontaneous
 sleeps
 probation
-presentation
-performed
 manny
-identical
 fist
-cycle
-associates
-aaron's
-streak
 spectacular
-sector
-lasted
-isaac's
-increase
 hostages
 heroin
 havin
 habits
 encouraging
-cult
 consult
 burgers
 boyfriends
 bailed
 baggage
-association
-wealthy
 watches
-versus
 troubled
 torturing
 teasing
 sweetest
-stations
-sip
-shawn's
-rag
 qualities
 postpone
-pad
 overwhelmed
 malkovich
 impulse
-hut
-follows
 classy
 charging
-barbara's
-angel's
 amazed
-scenes
-rising
-revealed
-representing
 policeman
-offensive
-mug
 hypocrite
 humiliate
 hideous
-finals
-experiences
 d'ya
-courts
 costumes
-captured
 bluffing
 betting
 bein
@@ -4782,114 +3100,67 @@ tray
 suspicions
 spreading
 splendid
+shrimp
 shouting
-roots
 pressed
 nooo
-liza's
-jew
-intent
 grieving
 gladly
 fling
 eliminate
-disorder
-courtney's
 cereal
-arrives
 aaah
-yum
-technique
-statements
 sonofabitch
-servant
-roads
-republican
 paralyzed
-orb
 lotta
 locks
 guaranteed
-european
 dummy
-discipline
 despise
 dental
-corporation
-carries
 briefing
 bluff
 batteries
-atmosphere
 whatta
-tux
 sounding
 servants
-rifle
 presume
-kevin's
 handwriting
-goals
-gin
 fainted
-elements
 dried
-cape
 allright
-allowing
 acknowledge
 whacked
 toxic
-skating
 reliable
 quicker
-penalty
-panel
 overwhelming
-nearby
 lining
-importance
 harassing
 fatal
 endless
-elsewhere
 dolls
 convict
-bold
-ballet
 whatcha
 unlikely
-spiritual
 shutting
-separation
-recording
 positively
 overcome
 goddam
-failing
 essence
 dose
 diagnosis
 cured
-claiming
 bully
-airline
 ahold
 yearbook
-various
 tempting
 shelf
-rig
-pursuit
 prosecution
 pouring
 possessed
-partnership
-miguel's
-lindsay's
-countries
+greedy
 wonders
-tsk
 thorough
 spine
 rath
@@ -4899,13 +3170,9 @@ latte
 jammed
 ignored
 fiance
-exposure
-exhibit
 evidently
-duties
 contempt
 compromised
-capacity
 cans
 weekends
 urge
@@ -4914,48 +3181,26 @@ suing
 shipment
 scissors
 responding
-refuses
 proposition
 noises
 matching
-located
-ink
 hormones
-hiv
 hail
 grandchildren
-godfather
 gently
-establish
-crane's
-contracts
-compound
-buffy's
-worldwide
 smashed
 sexually
 sentimental
-senor
-scored
-patient's
 nicest
-marketing
 manipulated
-jaw
 intern
 handcuffs
 framed
 errands
 entertaining
-discovery
 crib
 carriage
 barge
-awards
-attending
-ambassador
-videos
-tab
 spends
 slipping
 seated
@@ -4964,217 +3209,121 @@ rely
 reject
 recommendation
 reckon
-ratings
 headaches
 float
 embrace
 corners
 whining
 sweating
-sole
 skipped
-restore
-receiving
-population
-pep
 mountie
 motives
-mama's
 listens
-korean
-heroes
-heart's
 cristobel
-controls
+cleaner
 cheerleader
 balsom
 unnecessary
 stunning
-shipping
 scent
-santa's
 quartermaines
-praise
 pose
 montega
-luxury
 loosen
-kyle's
-keri's
 info
-hum
+hottest
 haunt
 gracious
-git
 forgiving
-fleet
 errand
-emperor
 cakes
 blames
 abortion
-worship
-theories
-strict
 sketch
 shifts
 plotting
-physician
 perimeter
-passage
 pals
 mere
 mattered
 lonigan
-longest
-jews
 interference
 eyewitness
 enthusiasm
-encounter
 diapers
-craig's
-artists
 strongest
 shaken
-serves
 punched
-projects
 portal
-outer
-nazi
-hal's
-colleagues
 catches
-bearing
 backyard
-academic
-winds
 terrorists
 sabotage
-pea
 organs
 needy
-mentor
-measures
-listed
-lex
 cuff
 civilization
-caribbean
-articles
-writes
 woof
 who'll
-viki's
-valid
-rarely
-rabbi
 prank
-performing
 obnoxious
 mates
-improve
 hereby
 gabby
 faked
 cellar
 whitelighter
 void
-substance
 strangle
 sour
-skill
-senate
-purchase
-native
 muffins
 interfering
-hoh
-gina's
 demonic
-colored
 clearing
-civilian
-buildings
 boutique
 barrington
-trading
 terrace
 smoked
-seed
 righty
-relations
 quack
-published
-preliminary
 petey
 pact
-outstanding
-opinions
 knot
 ketchup
-items
-examined
 disappearing
 cordy
-coin
-circuit
-assist
-administration
-walt
 uptight
 ticking
 terrifying
 tease
-tabitha's
-syd
 swamp
 secretly
 rejection
 reflection
 realizing
 rays
-pennsylvania
-partly
 mentally
 marone
-jurisdiction
-frasier's
 doubted
 deception
-crucial
 congressman
 cheesy
-arrival
-visited
-supporting
+toto
 stalling
-scouts
 scoop
 ribbon
-reserve
-raid
-notion
-income
 immune
-grandma's
 expects
-edition
 destined
-constitution
-classroom
 bets
+bathing
 appreciation
-appointed
 accomplice
-whitney's
 wander
 shoved
 sewer
 scroll
 retire
-paintings
 lasts
 fugitive
 freezer
@@ -5185,179 +3334,100 @@ clearance
 bodyguard
 anxiety
 accountant
-abby's
 whoops
 volunteered
-terrorist
-tales
 talents
 stinking
-resolved
 remotely
-protocol
-livvie's
 garlic
 decency
 cord
 beds
-asa's
-areas
 altogether
 uniforms
 tremendous
-restaurants
-rank
-profession
 popping
-philadelphia
 outa
 observe
 lung
-largest
 hangs
 feelin
-experts
-enforcement
-encouraged
-economy
 dudes
 donation
 disguise
-diane's
 curb
-continued
-competitive
-businessman
 bites
 antique
-advertising
-ads
 toothbrush
-retreat
-represents
 realistic
-profits
 predict
-nora's
-lid
 landlord
 hourglass
 hesitate
-frank's
-focusing
-equally
 consolation
-boyfriend's
 babbling
-aged
-troy's
 tipped
 stranded
 smartest
-sabrina's
-rhythm
-replacement
 repeating
 puke
 psst
 paycheck
 overreacted
 macho
-leadership
-kendall's
 juvenile
-john's
-images
 grocery
 freshen
 disposal
 cuffs
-consent
 caffeine
-arguments
-agrees
-abigail's
 vanished
 unfinished
-tobacco
-tin
-syndrome
 ripping
 pinch
-missiles
-isolated
 flattering
 expenses
 dinners
-cos
 colleague
 ciao
-buh
 belthazor
-belle's
 attorneys
-amber's
 woulda
 whereabouts
-wars
 waitin
-visits
 truce
 tripped
-tee
 tasted
-stu
 steer
-ruling
 poisoning
-nursing
 manipulative
 immature
 husbands
 heel
 granddad
 delivering
-deaths
 condoms
-automatically
-anchor
+addict
 trashed
-tournament
-throne
 raining
-prices
 pasta
 needles
 leaning
-leaders
-judges
-ideal
 detector
 coolest
-casting
 batch
-approximately
 appointments
 almighty
-achieve
 vegetables
-sum
 spark
-ruled
-revolution
-principles
 perfection
 pains
 momma
 mole
-interviews
-initiative
+meow
 hairs
 getaway
-employment
-den
 cracking
-counted
 compliments
 behold
 verge
@@ -5365,50 +3435,32 @@ tougher
 timer
 tapped
 taped
-stakes
 specialty
 snooping
 shoots
-semi
 rendezvous
 pentagon
-passenger
 leverage
 jeopardize
 janitor
 grandparents
 forbidden
-examination
-communist
 clueless
-cities
 bidding
-arriving
-adding
 ungrateful
 unacceptable
 tutor
-soviet
-shaped
 serum
 scuse
-savings
-pub
 pajamas
 mouths
-modest
-methods
 lure
 irrational
-depth
+doom
 cries
-classified
-bombs
 beautifully
 arresting
 approaching
-vessel
-variety
 traitor
 sympathetic
 smug
@@ -5416,125 +3468,78 @@ smash
 rental
 prostitute
 premonitions
-mild
 jumps
 inventory
-ing
-improved
-grandfather's
-developing
 darlin
 committing
-caleb's
 banging
 asap
-amendment
 worms
 violated
 vent
 traumatic
 traced
-tow
-swiss
 sweaty
 shaft
-recommended
 overboard
-literature
 insight
 healed
 grasp
-fluid
 experiencing
 crappy
 crab
-connecticut
 chunk
-chandler's
 awww
-applied
-witnessed
-traveled
 stain
 shack
 reacted
 pronounce
-presented
 poured
-occupied
 moms
 marriages
 jabez
-invested
 handful
-gob
-gag
 flipped
 fireplace
-expertise
 embarrassment
 disappears
 concussion
 bruises
 brakes
-anything's
-week's
 twisting
-tide
 swept
 summon
 splitting
+sloppy
 settling
-scientists
 reschedule
-regard
-purposes
-ohio
 notch
-mike's
-improvement
 hooray
 grabbing
-extend
 exquisite
 disrespect
-complaints
-colin's
-armor
-voting
 thornhart
-sustained
 straw
 slapped
-simon's
 shipped
 shattered
 ruthless
-reva's
 refill
-recorded
 payroll
 numb
 mourning
-marijuana
 manly
-jerry's
-involving
 hunk
 entertain
-earthquake
 drift
 dreadful
 doorstep
 confirmation
 chops
-bridget's
 appreciates
-announced
 vague
 tires
 stressful
-stem
 stashed
 stash
 sensed
@@ -5542,49 +3547,29 @@ preoccupied
 predictable
 noticing
 madly
-halls
 gunshot
-embassy
 dozens
-dinner's
+dork
 confuse
 cleaners
 charade
 chalk
 cappuccino
-breed
 bouquet
 amulet
 addiction
 who've
 warming
 unlock
-transition
 satisfy
 sacrificed
 relaxing
 lone
-input
-hampshire
-girlfriend's
-elaborate
-concerning
-completed
-channels
-category
-cal
 blocking
 blend
 blankets
-america's
 addicted
 yuck
-voters
-professionals
-positions
-monica's
-mode
-initial
 hunger
 hamburger
 greeting
@@ -5593,43 +3578,26 @@ gravy
 gram
 dreamt
 dice
-declared
-collecting
 caution
-brady's
 backpack
 agreeing
-writers
 whale
-tribe
 taller
 supervisor
 sacrifices
-radiation
-poo
 phew
-outcome
 ounce
-missile
-meter
-likewise
 irrelevant
 gran
 felon
-feature
 favorites
 farther
 fade
-experiments
 erased
 easiest
-disk
 convenience
-conceived
 compassionate
-challenged
 cane
-blair's
 backstage
 agony
 adores
@@ -5643,303 +3611,190 @@ recital
 proposing
 productive
 meaningful
-marching
 immunity
 hassle
 goddamned
 frighten
-directors
 dearly
-comments
-closure
 cease
 ambition
-wisconsin
+wage
 unstable
-sweetness
 salvage
 richer
 refusing
 raging
 pumping
 pressuring
-petition
 mortals
 lowlife
-jus
 intimidated
 intentionally
 inspire
 forgave
-eric's
 devotion
 despicable
 deciding
 dash
 comfy
 breach
-bo's
 bark
-alternate
 aaaah
 switching
 swallowed
 stove
-slot
 screamed
 scars
 russians
-relevant
+pounding
 poof
 pipes
-persons
 pawn
-losses
 legit
 invest
-generations
 farewell
-experimental
-difficulty
 curtains
 civilized
-championship
 caviar
 boost
 token
-tends
-temporarily
 superstition
 supernatural
-sunk
 sadness
-reduced
 recorder
 psyched
-presidential
-owners
 motivated
 microwave
-lands
-karen's
 hallelujah
-gap
 fraternity
-engines
 dryer
 cocoa
 chewing
-additional
 acceptable
 unbelievably
-survivor
 smiled
 smelling
-sized
 simpler
-sentenced
 respectable
 remarks
-registration
-premises
-passengers
-organ
-occasional
 khasinau
 indication
 gutter
 grabs
-goo
 fulfill
 flashlight
 ellenor
-courses
 blooded
+blink
 blessings
 beware
-beth's
-bands
-advised
-water's
 uhhh
 turf
 swings
 slips
+shovel
 shocking
-resistance
-privately
-olivia's
+puff
 mirrors
-lyrics
 locking
-instrument
-historical
 heartless
 fras
-decades
-comparison
 childish
-cassie's
 cardiac
-admission
 utterly
 tuscany
 ticked
-suspension
 stunned
 statesville
 sadly
-resolution
-reserved
 purely
-opponent
-noted
-lowest
 kiddin
 jerks
 hitch
 flirt
 fare
-extension
-establishment
 equals
 dismiss
-delayed
-decade
 christening
 casket
 c'mere
 breakup
-brad's
 biting
 antibiotics
 accusation
 abducted
 witchcraft
-whoever's
-traded
 thread
-spelling
-so's
-school's
 runnin
-remaining
 punching
-protein
-printed
 paramedics
 newest
 murdering
-mine's
 masks
 lawndale
-intact
-ins
 initials
-heights
 grampa
-democracy
-deceased
-colleen's
 choking
 charms
 careless
 bushes
 buns
 bummed
-accounting
-travels
-taylor's
 shred
 saves
 saddle
 rethink
 regards
-references
 precinct
 persuade
-patterns
 meds
 manipulating
 llanfair
 leash
-kenny's
-housing
 hearted
 guarantees
-flown
-feast
-extent
-educated
+fucks
 disgrace
-determination
 deposition
-coverage
-corridor
-burial
 bookstore
 boil
-abilities
 vitals
 veil
 trespassing
-teaches
 sidewalk
 sensible
 punishing
 overtime
 optimistic
-occasions
 obsessing
-oak
 notify
 mornin
 jeopardy
 jaffa
 injection
 hilarious
-distinct
-directed
 desires
-curve
 confide
-challenging
 cautious
-alter
 yada
-wilderness
 where're
 vindictive
 vial
-tomb
 teeny
-subjects
 stroll
 sittin
 scrub
 rebuild
-rachel's
 posters
-parallel
 ordeal
-orbit
-o'brien
 nuns
-max's
-jennifer's
 intimacy
 inheritance
-fails
 exploded
 donate
 distracting
 despair
-democratic
-defended
 crackers
-commercials
-bryant's
-ammunition
 wildwind
 virtue
 thoroughly
@@ -5953,265 +3808,156 @@ seize
 scarecrow
 refreshing
 prosecute
-possess
 platter
-phillip's
 napkin
 misplaced
 merchandise
-membership
 loony
 jinx
 heroic
 frankenstein
-fag
-efficient
-devil's
-corps
-clan
-boundaries
-attract
 ambitious
-virtually
 syrup
 solitary
-resignation
 resemblance
 reacting
-pursuing
 premature
-pod
-liz's
 lavery
-journalist
-honors
-harvey's
-genes
 flashes
-erm
-contribution
-company's
-client's
 cheque
-charts
-cargo
 awright
 acquainted
 wrapping
 untie
 salute
-ruins
-resign
 realised
 priceless
 partying
-myth
-moonlight
 lightly
 lifting
 kasnoff
 insisting
 glowing
 generator
-flowing
 explosives
-employer
 cutie
 confronted
-clause
 buts
-breakthrough
 blouse
 ballistic
 antidote
 analyze
 allowance
 adjourned
-vet
 unto
 understatement
 tucked
 touchy
-toll
 subconscious
-sequence
 screws
 sarge
 roommates
-reaches
 rambaldi
-programs
 offend
 nerd
 knives
-kin
 irresistible
-inherited
 incapable
 hostility
 goddammit
 fuse
 frat
-equation
 curfew
-centered
 blackmailed
-allows
-alleged
 walkin
-transmission
-text
 starve
 sleigh
 sarcastic
 recess
 rebound
-procedures
 pinned
 parlor
 outfits
 livin
-issued
-institute
-industrial
 heartache
-head's
 haired
 fundraiser
 doorman
-documentary
 discreet
 dilucca
-detect
 cracks
-cracker
 considerate
 climbed
 catering
-author
 apophis
 zoey
-vacuum
 urine
-tunnels
-todd's
-tanks
 strung
 stitches
 sordid
 sark
-referred
 protector
-portion
 phoned
 pets
-paths
-mat
-lengths
-kindergarten
 hostess
 flaw
 flavor
-discharge
 deveraux
 consumed
 confidentiality
-automatic
-amongst
-viktor
-victim's
-tactics
+bourbon
 straightened
 specials
 spaghetti
-soil
 prettier
 powerless
-por
-poems
 playin
 playground
-parker's
 paranoia
-nsa
-mainly
-mac's
-joe's
 instantly
 havoc
 exaggerating
-evaluation
 eavesdropping
 doughnuts
 diversion
 deepest
 cutest
-companion
 comb
 bela
 behaving
-avoided
 anyplace
-agh
 accessory
-zap
-whereas
+workout
 translate
 stuffing
 speeding
 slime
+royalty
 polls
-personalities
-payments
-musician
 marital
 lurking
 lottery
-journalism
-interior
 imaginary
-hog
-guinea
 greetings
-game's
 fairwinds
-ethical
-equipped
-environmental
 elegant
 elbow
-customs
-cuban
 credibility
 credentials
-consistent
-collapse
-cloth
 claws
 chopped
-challenges
 bridal
-boards
 bedside
 babysitting
-authorized
-assumption
-ant
-youngest
 witty
-vast
 unforgivable
 underworld
 tempt
 tabs
-succeeded
 sophomore
 selfless
 secrecy
-runway
 restless
-programming
-professionally
 okey
 movin
 metaphor
@@ -6219,31 +3965,15 @@ messes
 meltdown
 lecter
 incoming
-hence
 gasoline
-gained
-funding
-episodes
 diefenbaker
-contain
-comedian
-collected
-cam
 buckle
-assembly
-ancestors
 admired
 adjustment
-acceptance
-weekly
 warmth
 throats
 seduced
-ridge's
-reform
-rebecca's
 queer
-poll
 parenting
 noses
 luckiest
@@ -6252,73 +3982,39 @@ gifted
 footsteps
 dimeras
 cynical
-assassination
 wedded
-voyage
-volunteers
 verbal
 unpredictable
 tuned
 stoop
 slides
 sinking
-show's
-rio
 rigged
-regulations
-region
-promoted
 plumbing
 lingerie
-layer
-katie's
 hankey
 greed
 everwood
-essential
 elope
 dresser
-departure
-dat
-dances
-coup
 chauffeur
 bulletin
 bugged
 bouncing
-website
-tubes
 temptation
-supported
 strangest
-sorel's
 slammed
-selection
 sarcasm
-rib
-primitive
-platform
 pending
-partial
 packages
 orderly
 obsessive
-nevertheless
-nbc
 murderers
-motto
 meteor
 inconvenience
 glimpse
 froze
-fiber
 execute
-etc
-ensure
-drivers
-dispute
-damages
-crop
 courageous
 consulate
 closes
@@ -6329,12 +4025,8 @@ wuss
 wolfram
 wacky
 unemployed
-traces
-town's
 testifying
-tendency
 syringe
-symphony
 stew
 startled
 sorrow
@@ -6344,40 +4036,25 @@ screams
 rsquo
 remark
 poke
-phone's
-philip's
 nutty
-nobel
 mentioning
 mend
-mayor's
-iowa
 inspiring
 impulsive
 housekeeper
-germans
-formed
 foam
 fingernails
-economic
-divide
 conditioning
 baking
 whine
 thug
 starved
+sniffing
 sedative
-rose's
-reversed
-publishing
 programmed
 picket
 paged
-nowadays
-newman's
-mines
-margo's
-invasion
+hound
 homosexual
 homo
 hips
@@ -6387,51 +4064,32 @@ flea
 flatter
 dwell
 dumpster
-consultant
 choo
-banking
 assignments
-apartments
 ants
-affecting
-advisor
 vile
 unreasonable
 tossing
 thanked
 steals
 souvenir
-screening
 scratched
-rep
 psychopath
-proportion
 outs
-operative
 obstruction
 obey
-neutral
 lump
-lily's
 insists
-ian's
 harass
 gloat
-flights
 filth
-extended
-electronic
 edgy
-diseases
 didn
 coroner
 confessing
-cologne
-cedar
 bruise
 betraying
 bailing
-attempting
 appealing
 adebisi
 wrath
@@ -6439,94 +4097,56 @@ wandered
 waist
 vain
 traps
-transportation
 stepfather
-publicly
-presidents
 poking
 obligated
-marshal
-lexie's
-instructed
 heavenly
-halt
-employed
-diplomatic
 dilemma
 crazed
 contagious
 coaster
 cheering
-carved
 bundle
-approached
-appearances
 vomit
 thingy
-stadium
 speeches
 robbing
-reflect
 raft
-qualify
 pumped
 pillows
 peep
-pageant
 packs
-neo
 neglected
 m'kay
 loneliness
-liberal
 intrude
-indicates
 helluva
 gardener
-freely
 forresters
-err
 drooling
-continuing
 betcha
-alan's
-addressed
-acquired
 vase
 supermarket
 squat
 spitting
-spaces
-slaves
 rhyme
 relieve
 receipts
 racket
-purchased
-preserve
 pictured
 pause
 overdue
-officials
-nod
 motivation
 morgendorffer
-lucky's
-lacking
 kidnapper
-introduction
 insect
-hunters
 horns
 feminine
 eyeballs
 dumps
-disc
 disappointing
-difficulties
 crock
 convertible
-context
 claw
 clamp
 canned
@@ -6536,43 +4156,28 @@ avanya
 artery
 weep
 warmer
-vendetta
-tenth
 suspense
 summoned
-stuff's
 spiders
-sings
 reiber
 raving
 pushy
-produced
-poverty
 postponed
 ohhhh
 noooo
 mold
-mice
 laughter
 incompetent
 hugging
 groceries
-frequency
-fastest
 drip
-differ
-daphne's
 communicating
-body's
-beliefs
-bats
-bases
 auntie
 adios
 wraps
+wiser
 willingly
 weirdest
-voila
 timmih
 thinner
 swelling
@@ -6581,103 +4186,63 @@ steroids
 sensitivity
 scrape
 rehearse
-quarterback
-organic
-matched
+prophecy
 ledge
 justified
 insults
-increased
-heavily
 hateful
 handles
-feared
 doorway
-decorations
-colour
 chatting
 buyer
 buckaroo
 bedrooms
-batting
 askin
 ammo
 tutoring
 subpoena
-span
 scratching
-requests
 privileges
 pager
 mart
-kel
 intriguing
 idiotic
-hotels
 grape
 enlighten
-dum
-door's
-dixie's
-demonstrate
-dairy
 corrupt
-combined
 brunch
 bridesmaid
 barking
-architect
 applause
-alongside
-ale
 acquaintance
-yuh
 wretched
 superficial
-sufficient
-sued
 soak
 smoothly
 sensing
 restraint
-quo
-pow
 posing
 pleading
-pittsburgh
-peru
 payoff
-participate
-organize
 oprah
 nemo
 morals
-loans
 loaf
-lists
-laboratory
 jumpy
-intervention
 ignorant
 herbal
 hangin
 germs
 generosity
 flashing
-country's
-convent
+doughnut
 clumsy
 chocolates
 captive
-bianca's
 behaved
 apologise
 vanity
-trials
 stumbled
-republicans
-represented
-recognition
 preview
 poisonous
 perjury
@@ -6686,20 +4251,13 @@ onboard
 mugged
 minding
 linen
-learns
 knots
 interviewing
-inmates
-ingredients
 humour
 grind
 greasy
 goons
-estimate
-elementary
-edmund's
 drastic
-database
 coop
 comparing
 cocky
@@ -6707,37 +4265,18 @@ clearer
 bruised
 brag
 bind
-axe
-asset
-apparent
-ann's
 worthwhile
 whoop
-wedding's
 vanquishing
 tabloids
-survivors
-stenbeck's
 sprung
 spotlight
-shops
 sentencing
-sentences
-revealing
-reduce
-ram
 racist
 provoke
-piper's
 pining
 overly
-oui
-ops
-mop
-louisiana
 locket
-king's
-jab
 imply
 impatient
 hovering
@@ -6746,58 +4285,38 @@ fest
 endure
 dots
 doren
-dim
-diagnosed
 debts
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 crawled
-contained
-condemned
 chained
 brit
 breaths
-adds
 weirdo
 warmed
 wand
-utah
 troubling
 tok'ra
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 strapped
 soaked
 skipping
-sharon's
 scrambled
 rattle
 profound
 musta
 mocking
-mnh
 misunderstand
-merit
-loading
-linked
 limousine
 kacl
-investors
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 hustle
 forensic
-foods
 enthusiastic
 duct
 drawers
 devastating
-democrats
 conquer
-concentration
-comeback
 clarify
 chores
 cheerleaders
 cheaper
-charlie's
 callin
 blushing
 barging
@@ -6810,64 +4329,36 @@ virginity
 vibes
 uninvited
 unfaithful
-underwater
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 strangled
-state's
 scheming
 ropes
-responded
-residents
 rescuing
 rave
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 postcard
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 o'reily
-newly
-neil's
 morphine
 lotion
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-lesser
-lectures
 lads
 kidneys
 judgement
-jog
 itch
-intellectual
-installed
-infant
 indefinitely
 grenade
 glamorous
 genetically
 freud
-faculty
-engineering
-doh
 discretion
 delusions
-declaration
 crate
 competent
-commonwealth
-catalog
 bakery
-attempts
-asylum
 argh
-applying
 ahhhh
-yesterday's
 wedge
 wager
 unfit
 tripping
-treatments
 torment
 superhero
 stirring
@@ -6875,90 +4366,53 @@ spinal
 sorority
 seminar
 scenery
-repairs
 rabble
 pneumonia
 perks
-owl
 override
 ooooh
-moo
 mija
 manslaughter
 mailed
-love's
 lime
 lettuce
 intimidate
-instructor
 guarded
 grieve
 grad
-globe
 frustration
-extensive
-exploring
-exercises
-eve's
 doorbell
-devices
-deal's
-dam
-cultural
-ctu
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-commerce
 chinatown
-chemicals
-baltimore
 authentic
 arraignment
 annulled
-altered
 allergies
 wanta
 verify
 vegetarian
-tunes
-tourist
 tighter
 telegram
-suitable
 stalk
-specimen
 spared
-solving
 shoo
 satisfying
 saddam
 requesting
-publisher
 pens
 overprotective
 obstacles
 notified
-negro
 nasedo
-judged
-jill's
-identification
 grandchild
 genuinely
-founded
 flushed
 fluids
 floss
 escaping
 ditched
-demon's
-decorated
-criticism
 cramp
 corny
-contribute
-connecting
 bunk
-bombing
 bitten
 billions
 bankrupt
@@ -6967,25 +4421,17 @@ wrists
 ultrasound
 ultimatum
 thirst
-spelled
 sniff
-scope
-ross's
-room's
+shakes
+salsa
 retrieve
-releasing
 reassuring
 pumps
-properties
-predicted
 neurotic
 negotiating
 needn't
-multi
 monitors
 millionaire
-microphone
-mechanical
 lydecker
 limp
 incriminating
@@ -6994,118 +4440,73 @@ gracias
 gordie
 fills
 feeds
-egypt
 doubting
-dedication
 decaf
-dawson's
-competing
-cellular
 biopsy
 whiz
 voluntarily
-visible
 ventilator
 unpack
 unload
-universal
-tomatoes
-targets
-suggests
-strawberry
+toad
 spooked
 snitch
 schillinger
-sap
 reassure
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-prey
-pressure's
 persuasive
 mystical
 mysteries
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-mixing
 matrimony
-mary's
 mails
-lighthouse
-liability
-kgb
 jock
 headline
-frankie's
-factors
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 explanations
 dispatch
-detailed
 curly
 cupid
 condolences
 comrade
 cassadines
 bulb
-brittany's
 bragging
 awaits
 assaulted
 ambush
 adolescent
-adjusted
 abort
 yank
 whit
-verse
 vaguely
 undermine
 tying
-trim
 swamped
-stitch
-stan's
 stabbing
 slippers
-skye's
+slash
 sincerely
 sigh
 setback
 secondly
 rotting
-rev
-retail
-proceedings
-preparation
 precaution
-pox
 pcpd
-nonetheless
 melting
-materials
-mar
 liaison
 hots
 hooking
 headlines
-hag
+haha
 ganz
 fury
 felicity
 fangs
-expelled
 encouragement
 earring
 dreidel
-draws
 dory
 donut
-dog's
-dis
 dictate
-dependent
 decorating
-coordinates
 cocktails
 bumps
 blueberry
@@ -7113,194 +4514,115 @@ believable
 backfired
 backfire
 apron
-anticipated
 adjusting
-activated
 vous
 vouch
 vitamins
-vista
-urn
-uncertain
 ummm
-tourists
 tattoos
-surrounding
-sponsor
 slimy
-singles
 sibling
 shhhh
-restored
-representative
 renting
-reign
-publish
-planets
 peculiar
 parasite
 paddington
-noo
 marries
 mailbox
 magically
 lovebirds
-listeners
 knocks
-kane's
 informant
-grain
 exits
-elf
 drazen
 distractions
 disconnected
 dinosaurs
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 dashwood
 crooked
 conveniently
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 wink
 warped
 underestimated
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 tacky
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 shoving
 seizure
 reset
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 pushes
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 opener
 mornings
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 mash
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 invent
 indulge
 horribly
 hallucinating
 festive
 eyebrows
-expand
 enjoys
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-dialogue
 desperation
 dealers
 darkest
 daph
-critic
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-canal
 boragora
 belts
 bagel
 authorization
 auditions
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-ape
-amy's
 agitated
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-withdraw
 wishful
 wimp
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 vanish
 unbearable
 tonic
-tom's
-tackle
 suffice
 suction
 slaying
-singapore
 safest
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 rocking
 relive
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 puttin
 prettiest
-oval
 noisy
 newlyweds
 nauseous
-moi
 misguided
 mildly
 midst
-maps
 liable
-kristina's
 judgmental
-introducing
-individuals
+indy
 hunted
-hen
 givin
-frequent
-fisherman
 fascinated
 elephants
 dislike
-diploma
 deluded
 decorate
 crummy
 contractions
 carve
-careers
 bottled
 bonded
 bahamas
 unavailable
 twenties
 trustworthy
-translation
-traditions
-surviving
 surgeons
 stupidity
 skies
-secured
-salvation
 remorse
-rafe's
-princeton
 preferably
 pies
-photography
-operational
-nuh
-northwest
 nausea
 napkins
 mule
 mourn
 melted
-mechanism
 mashed
-julia's
 inherit
-holdings
-hel
 greatness
 golly
 excused
-edges
 dumbo
 drifting
 delirious
@@ -7308,423 +4630,236 @@ damaging
 cubicle
 compelled
 comm
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 chooses
 checkup
-chad's
-certified
-candidates
 boredom
-bob's
 bandages
-baldwin's
-bah
-automobile
-athletic
 alarms
-absorbed
-absent
 windshield
 who're
 whaddya
-vitamin
 transparent
 surprisingly
 sunglasses
-starring
 slit
-sided
-schemes
 roar
-relatively
 reade
-quarry
-prosecutor
 prognosis
 probe
-potentially
 pitiful
 persistent
-perception
-percentage
 peas
-oww
 nosy
-neighbourhood
 nagging
 morons
-molecular
-meters
 masterpiece
 martinis
 limbo
 liars
-jax's
 irritating
 inclined
 hump
 hoynes
-haw
-gauge
-functions
 fiasco
-educational
 eatin
-donated
-destination
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 cubans
-continent
 concentrating
-commanding
 colorful
 clam
 cider
 brochure
-behaviour
 barto
 bargaining
-awe
-artistic
+wiggle
 welcoming
 weighing
-villain
-vein
 vanquished
-striking
 stains
 sooo
+snacks
 smear
 sire
-simone's
-secondary
-roughly
-rituals
 resentment
 psychologist
-preferred
 pint
-pension
-passive
 overhear
-origin
-orchestra
-negotiations
-mounted
 morality
 landingham
-labs
 kisser
-jackson's
-icy
 hoot
 holling
 handshake
 grilled
-functioning
 formality
 elevators
-edward's
 depths
 confirms
-civilians
-bypass
-briefly
 boathouse
-binding
-acres
 accidental
 westbridge
 wacko
 ulterior
-transferring
-tis
 thugs
+thighs
 tangled
 stirred
-stefano's
-sought
 snag
-smallest
 sling
 sleaze
-seeds
 rumour
 ripe
 remarried
-reluctant
-regularly
 puddle
-promote
-precise
-popularity
 pins
 perceptive
 miraculous
-memorable
-maternal
-lucinda's
 longing
 lockup
-locals
 librarian
-job's
-inspection
 impressions
 immoral
 hypothetically
 guarding
 gourmet
 gabe
-fighters
-fees
-features
 faxed
 extortion
-expressed
-essentially
 downright
 digest
-der
-crosses
 cranberry
-city's
-chorus
-casualties
 bygones
 buzzing
 burying
 bikes
-attended
-allah
-all's
 weary
-viewing
-viewers
-transmitter
 taping
 takeout
 sweeping
 stepmother
-stating
 stale
-seating
+senor
 seaborn
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-rating
-prue's
 pros
 pepperoni
-ownership
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-nicole's
 newborn
-merger
-mandatory
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 ludicrous
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 injected
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-henry's
-heating
 geeks
 forged
 faults
-expressing
-eddie's
 drue
 dire
 dief
 desi
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-centre
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 caterer
 calmed
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 budge
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 ankles
 vending
 typing
 tribbiani
 there're
 squared
-speculation
 snowing
 shades
 sexist
-scudder's
-scattered
-sanctuary
 rewrite
 regretted
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 raises
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 picky
 orphan
 mural
 misjudged
 miscarriage
 memorize
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 leaking
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 jitters
 invade
 interruption
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 illegally
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 glitch
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 finer
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 distraught
 dispose
 dishonest
 digs
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 dads
 cruelty
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 canceling
 butterflies
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 barbrady
 amusement
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 alias
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 zombies
 where've
 unborn
-tri
 swearing
 stables
 squeezed
-spaulding's
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-sew
 sensational
-revolutionary
 resisting
-removing
 radioactive
-races
 questionable
 privileged
 portofino
-par
 owning
 overlook
-overhead
 orson
 oddly
-nazis
-musicians
 interrogate
-instruments
 imperative
 impeccable
-icu
 hurtful
 hors
 heap
-harley's
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 graders
 glance
-endangered
 disgust
 devious
 destruct
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 crazier
 countdown
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 chump
 cheeseburger
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 burglar
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 berries
 ballroom
 assumptions
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 annoyed
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 allergy
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 admirer
 admirable
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 activate
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 underpants
 twit
-triggered
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 tack
 strokes
 stool
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 sham
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-sculpture
 scrap
-sailed
 retarded
 resourceful
 remarkably
 refresh
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 pressured
 precautions
 pointy
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 nightclub
 mustache
-month's
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-mind's
 maui
 lace
-isabella's
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-iii
 hunh
 hubby
 flare
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-farmers
 dont
 dokey
-divided
-demise
-demanded
 dangerously
 crushing
-considerable
-complained
 clinging
 choked
 chem
@@ -7734,116 +4869,72 @@ cashmere
 calmly
 blush
 believer
-aspect
 amazingly
 alas
-acute
-a's
-yak
-whores
 what've
-tuition
-trey's
-tolerance
 toilets
-tactical
 tacos
 stairwell
-spur
 spirited
-slower
 sewing
-separately
 rubbed
-restricted
 punches
 protects
-partially
-ole
 nuisance
-niagara
 motherfuckers
 mingle
-mia's
 kynaston
 knack
 kinkle
 impose
-hosting
-harry's
 gullible
-grid
 godmother
 funniest
 friggin
 folding
-financially
-filming
 fashions
 eater
 dysfunctional
 drool
-distinguished
-defence
-defeated
+dripping
+ditto
 cruising
-crude
 criticize
-corruption
-contractor
 conceive
 clone
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 cedars
 caliber
 brighter
 blinded
 birthdays
-bio
-bill's
 banquet
-artificial
 anticipate
 annoy
-achievement
 whim
 whichever
 volatile
 veto
 vested
-uncle's
-supports
-successfully
 shroud
-severely
 rests
-representation
+reindeer
 quarantine
-premiere
 pleases
-parent's
 painless
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 orphans
 orphanage
 offence
 obliged
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-niggers
 negotiation
 narcotics
-nag
 mistletoe
 meddling
 manifest
 lookit
-loo
 lilah
-investigated
 intrigued
 injustice
 homicidal
-hayward's
 gigantic
 exposing
 elves
@@ -7853,128 +4944,68 @@ depended
 demented
 correction
 cooped
-colby's
 cheerful
 buyers
 brownies
 beverage
 basics
-attorney's
-atm
 arvin
-arcade
 weighs
 upsets
 unethical
-tidy
 swollen
 sweaters
-swap
 stupidest
 sensation
 scalpel
-rail
-prototype
 props
 prescribed
 pompous
-poetic
-ploy
-paws
-operates
 objections
 mushrooms
 mulwray
-monitoring
 manipulation
 lured
-lays
-lasting
-kung
-keg
-jell
 internship
 insignificant
 inmate
 incentive
-gandhi
 fulfilled
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-expedition
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-discharged
 disagreement
-dine
-dean's
 crypt
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 copied
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-catalogue
 brightest
 beethoven
-banned
 attendant
-athlete
 amaze
-airlines
 yogurt
 wyndemere
-wool
 vocabulary
-vcr
 tulsa
-tags
 tactic
 stuffy
-slug
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-segment
-revelation
 respirator
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-prop
-producing
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 pretends
 polygraph
-perp
 pennies
 ordinarily
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 olives
 necks
 morally
 martyr
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-lisa's
 leftovers
 joints
-jimmy's
-irs
-invaded
-imported
 hopping
 homey
 hints
-helicopters
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 heartbroken
-gulf
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 forge
 florist
 firsthand
 fiend
-expanding
-emma's
-defenses
+dandy
 crippled
-cousin's
 corrected
 conniving
 conditioner
@@ -7984,73 +5015,43 @@ bubbly
 bladder
 beeper
 baptism
-apb
-answer's
-anna's
-angles
-ache
-womb
 wiring
 wench
 weaknesses
 volunteering
 violating
 unlocked
-unemployment
 tummy
-tibet
-threshold
 surrogate
-submarine
 subid
 stray
-stated
 startle
 specifics
-snob
 slowing
-sled
 scoot
 robbers
 rightful
 richest
-quid
 qfxmjrie
 puffs
-probable
-pitched
 pierced
 pencils
 paralysis
-nuke
-managing
 makeover
 luncheon
-lords
 linksynergy
-jury's
+jerky
 jacuzzi
-ish
-interstate
 hitched
-historic
 hangover
-gasp
 fracture
 flock
 firemen
-drawings
 disgusted
 darned
-coal
 clams
-chez
-cables
-broadcasting
-brew
 borrowing
 banged
-achieved
 wildest
 weirder
 unauthorized
@@ -8059,282 +5060,164 @@ sleeves
 sixties
 shush
 shalt
-senora
-rises
 retro
 quits
-pupils
-politicians
 pegged
 painfully
 paging
-outlet
 omelet
-observed
-ned's
 memorized
 lawfully
 jackets
-interpretation
 intercept
 ingredient
 grownup
 glued
-gaining
 fulfilling
-flee
 enchanted
-dvd
 delusion
 daring
-conservative
-conducted
 compelling
-charitable
 carton
-bronx
 bridesmaids
 bribed
 boiling
 bathrooms
 bandage
-awareness
 awaiting
 assign
 arrogance
 antiques
 ainsley
 turkeys
-travelling
 trashing
-tic
-takeover
-sync
-supervision
 stockings
 stalked
 stabilized
-spacecraft
-slob
 skates
-sirs
 sedated
 robes
-reviews
 respecting
-rat's
 psyche
-prominent
-prizes
 presumptuous
 prejudice
-platoon
-permitted
 paragraph
-mush
-mum's
-movements
-mist
-missions
+mocha
 mints
 mating
 mantan
 lorne
-lord's
 loads
 listener
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 hepatitis
 heave
 guesses
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 fading
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 examining
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-egyptian
 dumbest
 dishwasher
-dimera's
-describing
 deceive
 cunning
 cripple
-cove
 convictions
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 confided
 compulsive
 compromising
 burglary
-bun
 bumpy
 brainwashed
 benes
 arnie
-alvy
 affirmative
 adrenaline
 adamant
 watchin
 waitresses
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-treaty
 transgenic
 toughest
-toby's
+tainted
 surround
 stormed
 spree
 spilling
 spectacle
 soaking
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 shreds
 sewers
 severed
 scarce
 scamming
 scalp
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 rewind
 rehearsing
 pretentious
 potions
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-placing
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 overrated
 obstacle
-notices
 nerds
 meems
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 clubhouse
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 candid
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 braces
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-australian
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 adored
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 absorb
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-uuh
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 uphold
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 thrilling
 thigh
 terminate
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 spaceship
 snore
 sneeze
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 salty
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 quaint
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 patronize
 patio
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 morbid
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 mamma
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-licence
 kettle
 joyous
 invincible
 interpret
 insecurities
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-inquiry
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 impulses
 illusions
 holed
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-fragments
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 exploit
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 drivin
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 defenseless
 dedicate
 cradle
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 coupon
 countless
 conjure
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-celebrated
 cardboard
 booking
-blur
-bleach
-ban
 backseat
-austin's
-alternatives
-afterward
 accomplishment
 wordsworth
 wisely
-wildlife
 valet
 vaccine
 urges
@@ -8342,8 +5225,6 @@ unnatural
 unlucky
 truths
 traumatized
-tit
-tennessee
 tasting
 swears
 strawberries
@@ -8352,6 +5233,7 @@ stats
 skank
 seducing
 secretive
+scumbag
 screwdriver
 schedules
 rooting
@@ -8359,56 +5241,29 @@ rightfully
 rattled
 qualifies
 puppets
-provides
 prospects
 pronto
-prevented
-powered
 posse
-poorly
 polling
 pedestal
 palms
 muddy
 morty
-miniature
 microscope
 merci
-margin
 lecturing
 inject
 incriminate
 hygiene
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 grapefruit
 gazebo
 funnier
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-capricorn
-canvas
-calculations
 bossy
 booby
-bacteria
 aides
 zende
 winthrop
-wider
 warrants
 valentines
 undressed
@@ -8416,27 +5271,15 @@ underage
 truthfully
 tampered
 suffers
-stored
-statute
 speechless
 sparkling
-sod
-socially
 sidelines
 shrek
-sank
-roy's
-raul's
 railing
 puberty
-practices
 pesky
-parachute
 outrage
 outdoors
-operated
-openly
-nominated
 motions
 moods
 lunches
@@ -8444,23 +5287,13 @@ litter
 kidnappers
 itching
 intuition
-index
 imitation
-icky
 humility
 hassling
 gallons
-firmly
-excessive
-evolved
-employ
-eligible
-elections
-elderly
 drugstore
 dosage
 disrupt
-directing
 dipping
 deranged
 debating
@@ -8468,64 +5301,35 @@ cuckoo
 cremated
 craziness
 cooperating
-compatible
 circumstantial
 chimney
-bonnie's
 blinking
 biscuits
-belgium
-arise
-analyzed
 admiring
-acquire
-accounted
-willow's
 weeping
-volumes
-views
 triad
 trashy
-transaction
-tilt
 soothing
 slumber
 slayers
 skirts
 siren
-ship's
 shindig
 sentiment
-sally's
 rosco
 riddance
-rewarded
 quaid
 purity
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 pretzels
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-politician
-polar
 panicking
-overall
-occupation
-naming
-minimal
 mckechnie
-massacre
-marah's
 lovin
 leaked
-layers
-isolation
 intruding
 impersonating
 ignorance
-hoop
 hamburgers
-gwen's
-fruits
 footprints
 fluke
 fleas
@@ -8534,18 +5338,12 @@ fences
 feisty
 evacuate
 emergencies
-diabetes
-detained
-democrat
 deceived
 creeping
 craziest
 corpses
 conned
 coincidences
-charleston
-bums
-brussels
 bounced
 bodyguards
 blasted
@@ -8553,53 +5351,33 @@ bitterness
 baloney
 ashtray
 apocalypse
-advances
 zillion
 watergate
 wallpaper
-viable
-tory's
-tenants
 telesave
 sympathize
 sweeter
-swam
-sup
 startin
-stages
-spencer's
+spades
 sodas
 snowed
 sleepover
 signor
 seein
-reviewing
-reunited
 retainer
 restroom
 rested
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 repercussions
 reliving
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 reconcile
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 prevail
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 overreact
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 o'neil
-numerous
 noose
 moustache
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 manicure
 maids
-mah
-lorelei's
 landlady
 hypothetical
 hopped
@@ -8613,138 +5391,73 @@ haunting
 gangs
 frown
 fingerprint
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 exhausting
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 everytime
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 disregard
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 cling
 chevron
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 blinding
 bitty
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 unhealthy
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 preposterous
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 pigeons
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 overhearing
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 obscene
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 jogging
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 itchy
 insinuating
 insides
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 hormone
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 hearst
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 fists
 fifties
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 endings
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 deprived
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 cuddy
 crust
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 cloak
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 chewed
 casserole
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 bidder
 bearer
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 artoo
 applaud
 appalling
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 vowed
 virgins
 vigilante
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 undone
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-touchdown
 throttle
-thaw
-tha
 testosterone
 tailor
 symptom
 swoop
-suited
 suitcases
 stomp
 sticker
@@ -8757,122 +5470,71 @@ shameless
 restraints
 researching
 renew
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-regional
 refund
 reclaim
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 raoul
-rags
 puzzles
 purposely
 punks
 prosecuted
 plaid
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 picturing
 pickin
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 parasites
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 mysteriously
 multiply
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 mascara
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 jukebox
 interruptions
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 gunfire
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 furnace
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 elbows
 duplicate
 drapes
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 deliberate
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 coupla
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 condemn
 complicate
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 colossal
 clerks
 clarity
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 brushed
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 argon
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 alarmed
 worships
 versa
 uncanny
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 technicality
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 sundae
 stumble
 stripping
 shuts
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 schmuck
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 saliva
 robber
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 relentless
 reconnect
 recipes
 rearrange
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 rainy
 psychiatrists
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 policemen
 plunge
 plugged
 patched
 overload
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 o'malley
-numbered
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-nay
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 mindless
 menus
 lullaby
 lotte
 leavin
-layout
-knob
 killin
 karinsky
-irregular
 invalid
 hides
 grownups
@@ -8882,106 +5544,47 @@ flashy
 flaming
 fettes
 evicted
-epic
-encoded
 dread
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 degrassi
 dealings
 dangers
 cushion
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 bowel
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 barged
-apes
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 abide
 abandoning
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 wonderfully
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 wait'll
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 violate
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-targeted
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 suicidal
 stayin
 sorted
 slamming
 sketchy
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 raiser
 quizmaster
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 prefers
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 needless
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 momentarily
 migraine
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 lifts
 leukemia
 leftover
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 keepin
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 hinks
 hellhole
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 gowns
 goodies
 gallon
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 entertained
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 eighties
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 cheery
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 benign
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-aspects
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 apiece
-allison's
-aggression
 adjustments
 abusive
 abduction
@@ -8989,112 +5592,66 @@ wiping
 whipping
 welles
 unspeakable
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 unidentified
 trivial
 transcripts
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 textbook
-tenant
 supervise
 superstitious
 stricken
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-story's
 stimulating
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 spielberg
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 slices
 shelves
 scratches
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 sabotaged
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 retrieval
 repressed
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 rejecting
 quickie
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 ponies
 peeking
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 outraged
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 o'connell
 moping
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 mausoleum
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 licked
 kovich
 klutz
-iraq
 interrogating
 interfered
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 insulin
 infested
 incompetence
 hyper
 horrified
 handedly
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-glamour
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 gekko
 fraid
 fractured
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-flour
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 examiner
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 dashing
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 crashdown
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 cockroach
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 chipped
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 brushing
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 bombed
 bolts
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 baths
 baptized
 astronaut
 assurance
 anemia
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-aiming
 abuela
 abiding
-workplace
 withholding
 weave
 wearin
 weaker
-warnings
-usa
-tours
-thesis
-terrorism
 suffocating
 straws
 straightforward
@@ -9104,129 +5661,67 @@ starboard
 sideways
 shrinks
 shortcut
-sean's
 scram
 roasted
 roaming
 riviera
 respectfully
 repulsive
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 psychiatry
 provoked
 penitentiary
-peed
-pas
 painkillers
-oink
-norm
 ninotchka
-muslim
-montgomery's
 mitzvah
 milligrams
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 midge
 marshmallows
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 looky
 lapse
 kubelik
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 intellect
 improvise
 implant
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 goa'ulds
 giddy
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 geniuses
 fruitcake
 footing
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 fightin
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-editorial
 drinkin
 doork
-discovering
 detour
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 cuddle
 crashes
-coordinate
 combo
 colonnade
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 cheats
 cetera
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-bip
 bailiff
 auditioning
 assed
 amused
 alienate
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 aiding
 aching
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-wah
 unwanted
-typically
-tug
 topless
 tongues
 tiniest
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-symbols
 superiors
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 soften
 sheldrake
-sensors
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-rival
-rips
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-reasoning
 rawley
 raisins
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 presses
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-oversight
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 nessa
 narrowed
 minions
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 merciful
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 lawsuits
-labour
-invention
 intimidating
 infirmary
-indicated
 inconvenient
 imposter
 hugged
@@ -9236,55 +5731,31 @@ hades
 godforsaken
 fumes
 forgery
-foremost
 foolproof
 folder
-folded
 flattery
 fingertips
-financing
-fifteenth
 exterminator
 explodes
 eccentric
-drained
 dodging
-documented
 disguised
-developments
-currency
-crafts
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 constructive
 concealed
 compartment
 chute
 chinpokomon
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 bodily
 astronauts
 alimony
 accustomed
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 abdominal
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 wrinkle
 wallow
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-venue
-valued
 valium
-valerie's
-upgrade
-upcoming
 untrue
 uncover
-twig
-twelfth
 trembling
 treasures
 torched
@@ -9294,13 +5765,10 @@ termites
 telly
 taunting
 taransky
-tar
 talker
 succubus
-statues
 smarts
 sliding
-sizes
 sighting
 semen
 seizures
@@ -9311,88 +5779,45 @@ saddest
 sacrificing
 rubbish
 riled
-ricky's
-rican
-revive
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 ratted
 rationally
 provenance
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 phonse
 perky
 pedal
 overdose
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 nasal
 nanites
 mushy
 movers
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 missus
 midterm
 merits
 melodramatic
 manure
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 knitting
-jig
 invading
 interpol
 incapacitated
-idle
 hotline
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 hauling
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 gunpoint
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 grail
 ganza
 framing
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 flannel
-fin
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 faded
-existing
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 eavesdrop
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 desserts
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 calories
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 breathtaking
 bleak
 blacked
 batter
-balanced
-ante
 aggravated
-agencies
-abu
 yanked
-wuh
-withdrawn
 wigand
 whoah
-wham
-vocal
 unwind
 undoubtedly
 unattractive
@@ -9402,310 +5827,172 @@ torrance
 timetable
 taxpayers
 strained
-stationed
 stared
 slapping
 sincerity
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 siding
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 shenanigans
 shacking
-seer
-satellites
 sappy
 samaritan
-rune
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 poorer
 politely
 paste
 oysters
 overruled
-olaf
 nightcap
-networks
-necessity
 mosquito
 millimeter
-michelle's
 merrier
-massachusetts
-manuscript
-manufacture
 manhood
-lunar
-lug
 lucked
-loaned
 kilos
 ignition
-hurl
 hauled
 harmed
 goodwill
 freshmen
-forming
 fenmore
 fasten
 farce
-failures
 exploding
 erratic
-elm
 drunks
 ditching
 d'artagnan
-crops
 cramped
 contacting
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 closets
 clientele
 chimp
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-casa
-cabs
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 bargained
 arranging
-archives
 anesthesia
 amuse
 altering
 afternoons
 accountable
 abetting
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 wolek
 waved
-unite
 uneasy
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-ufo
-toot
 toddy
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 tattooed
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-stained
 spauldings
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 sliced
 sirens
 schibetta
 scatter
-rumours
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-robbie's
 rinse
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 remedy
 redemption
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 pleasures
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 optimism
 oblige
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-muy
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 masked
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 malicious
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 kosher
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 kiddies
 judas
 isolate
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 insecurity
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-inferior
 incidentally
-ifs
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 heals
 headlights
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 growl
 grilling
 glazed
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-gel
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 flunk
 floats
 fiery
 fairness
 exercising
 excellency
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-ere
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 disclosure
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-curling
 cupboard
 counterfeit
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 condescending
 conclusive
 clicked
 cleans
 cholesterol
-chap
 cashed
-brow
 broccoli
 brats
 blueprints
 blindfold
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 billing
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 attach
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 appalled
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 alrighty
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 wynant
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 unsolved
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 toots
 tighten
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 steinbrenner
 steamy
 spouse
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 sonogram
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 slots
 sleepless
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 shines
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 retaliate
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 rephrase
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 redeem
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 rambling
 quilt
 quarrel
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 proverbial
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 prescribe
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 pranks
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 plaintiff
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 mumbo
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 mediocre
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 mademoiselle
 lunchtime
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 leaned
 lambs
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-killings
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-intensity
-increasing
-identities
 hounding
-hem
 hellmouth
-goon
+hahaha
 goner
 ghoul
-germ
 gardening
 frenzy
 foyer
-food's
 extras
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 exaggerate
 everlasting
 enlightened
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-doubles
-digits
 dialed
 devote
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 deceitful
 d'oeuvres
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 cosmetic
 contaminated
 conspired
 conning
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-cerebral
 cavern
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 carving
 butting
 boiled
 blurry
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 babysit
-assistants
 ascension
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-approaches
-albums
-albanian
 aaaaah
 wildly
 whoopee
@@ -9713,86 +6000,39 @@ whiny
 weiskopf
 walkie
 vultures
-veteran
 vacations
 upfront
 unresolved
-tile
 tampering
-struggled
 stockholders
-specially
 snaps
 sleepwalking
 shrunk
 sermon
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 seduction
-scenarios
 scams
-ridden
 revolve
-repaired
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-reasonably
-reactor
-quotes
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 phenomenal
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 paranormal
 ounces
 omigod
-offs
-nonstop
 nightfall
-nat
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-logs
-lineup
-libby's
-lava
 lashing
-labels
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-kate's
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 innocents
 infierno
 incision
-import
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 humming
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 haunts
-greeks
 gloss
 gloating
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 frannie
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-fitted
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-fiji
 fetal
 feeny
 entrapment
-edit
-dyin
-download
 discomfort
-dimensions
 detonator
 dependable
-deke
-decree
-dax
-cot
-confiscated
-concludes
 concede
 complication
 commotion
@@ -9800,30 +6040,18 @@ commence
 chulak
 caucasian
 casually
-canary
 brainer
 bolie
 ballpark
-arm's
 anwar
-anatomy
 analyzing
 accommodations
-yukon
 youse
 wring
-wharf
 wallowing
-uranium
-unclear
-treason
 transgenics
 thrive
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-thermal
-territories
 tedious
-survives
 stylish
 strippers
 sterile
@@ -9832,443 +6060,239 @@ squeaky
 sprained
 solemn
 snoring
-sic
-shifting
 shattering
 shabby
 seams
 scrawny
-rotation
-risen
 revoked
 residue
 reeks
 recite
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 ranting
 quoting
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 predicament
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 plugs
-pits
 pinpoint
 petrified
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-persona
 pathological
 passports
 oughtta
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 nighter
 navigate
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-mathematics
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 kippie
-jackie's
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 intentional
 insufferable
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 hunky
 how've
 horrifying
 hearty
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-hath
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-hank's
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 grazie
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 forks
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 fetched
 excruciating
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 endanger
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 dumber
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 diabolical
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 bathrobe
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 wholesome
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 vermin
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 retribution
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 refrain
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 realities
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 radiant
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 projector
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 plutonium
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 parting
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 o'reilly
 nooooo
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 motherfucking
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 measly
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 manic
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-liam
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 lalita
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 huddle
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 gonorrhea
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 fussing
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 fleeting
 flawless
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 fetus
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 eulogy
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 crossbow
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 cregg
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 cowardly
-countess
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 contraction
 contingency
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 confirming
 condone
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 cheesecake
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 c'est
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 bravest
 bosom
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 binoculars
 bachelorette
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 appetizer
 ambushed
 alerted
 woozy
 withhold
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 vulgar
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 utmost
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 unholy
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 unconditional
 typewriter
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 twists
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 supermodel
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 stringing
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 skeptical
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 reopen
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 preach
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 polished
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 planetarium
 penicillin
 peacefully
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 mmhmm
 midgets
 marklar
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 lodged
 lifeline
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-jer
 jellyfish
 infiltrate
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-illegitimate
 hutch
 horseback
-henri
 heist
 gents
 frickin
 freezes
 forfeit
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 flakes
 flair
 fathered
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 eternally
-eta
 epiphany
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-elect
-effectively
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 disgruntled
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 discouraged
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 decipher
 danvers
-dab
 cubes
 credible
 coping
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-cnn
-clash
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 cherished
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-bras
-branches
 bombshell
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 billionaire
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 ample
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 abbotts
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 watering
 vinegar
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 unthinkable
 unseen
 unprepared
 unorthodox
 underhanded
 uncool
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 timeless
 thump
 thermometer
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 tapping
 tagged
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-supplier
 stares
 spiked
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 solves
 smuggle
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 scarier
 saucer
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 quitter
 prudent
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 powdered
 poked
 pointers
-placement
 peril
 penetrate
 penance
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 opium
 nudge
 nostrils
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 mockery
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 medically
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-maggie's
 loudly
-listing
-killer's
-kar
-jim's
 insights
-indicted
 implicate
 hypocritical
 humanly
@@ -10277,104 +6301,58 @@ healthier
 hammered
 haldeman
 gunman
-graphic
 gloom
-geography
-gary's
 freshly
 francs
-formidable
 flunked
 flawed
-feminist
-faux
-ewww
-escorted
-escapes
 emptiness
-emerge
 drugging
 dozer
-doc's
-directorate
-diana's
 derevko
 deprive
 deodorant
 cryin
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 crocodile
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-controversial
-commands
 coloring
 colder
 cognac
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 certifiable
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 brute
 brochures
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 blinders
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-zones
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 woken
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-vip
-venezuela
-unanimous
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 tread
-thirteenth
 thankfully
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 swine
 swimsuit
 swans
-suv
 stressing
 steaming
 stamped
 stabilize
 squirm
-spokesman
 snooze
 shuffle
 shredded
-seoul
-seized
 seafood
 scratchy
 savor
 sadistic
-roster
-rica
 rhetorical
 revlon
 realist
-reactions
 prosecuting
 prophecies
-prisons
-precedent
 polyester
 petals
 persuasion
@@ -10383,128 +6361,73 @@ o'leary
 nuthin
 neighbour
 negroes
-naval
-mute
 muster
-muck
-minnesota
 meningitis
 matron
-mastered
-markers
-maris's
-manufactured
-lot's
 lockers
 letterman
 legged
-launching
-lanes
-journals
 indictment
-indicating
 hypnotized
 housekeeping
 hopelessly
-hmph
 hallucinations
 grader
 goldilocks
 girly
-furthermore
-frames
 flask
-expansion
 envelopes
-engaging
 downside
 doves
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 dissolve
 discourage
 disapprove
 diabetic
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 deliveries
 decorator
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 crossfire
 criminally
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 comrades
 complimentary
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 chatter
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 catchy
 cashier
 cartel
 caribou
 cardiologist
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 brawl
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 booted
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 barbershop
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 aryan
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 administer
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 zellie
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 wreak
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 vandalism
 vamps
 uterus
 upstate
 unstoppable
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 understudy
 tristin
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 transcript
 tranquilizer
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 toxins
 tonsils
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 spectator
 spatula
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 softer
 snotty
 slinging
 showered
 sexiest
 sensual
-scoring
 sadder
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 rimbaud
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 restrain
 resilient
 remission
@@ -10512,447 +6435,240 @@ reinstate
 rehash
 recollection
 rabies
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 popsicle
 plausible
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 pediatric
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 ostrich
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 oooooh
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 kevvy
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 irritated
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 infidelity
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 hypothermia
 horrific
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 groupie
 grinding
 graceful
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 gestures
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 frantic
 extradition
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 echelon
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 disks
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 dawnie
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 dared
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 chant
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 bumping
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 bribes
 boardwalk
 blinds
 blindly
 bleeds
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 bickering
 beasts
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 backside
 avenge
 apprehended
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 anguish
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 abusing
 youthful
 yells
 yanking
 whomever
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 vomiting
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 vengeful
-utility
 unpacking
 unfamiliar
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 tumble
 trolls
 treacherous
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 tipping
 tantrum
 tanked
 summons
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 straps
 stomped
 stinkin
 stings
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 staked
 squirrels
 sprinkles
 speculate
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 sorting
 skinned
 sicko
 sicker
 shootin
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 shatter
 seeya
 schnapps
 s'posed
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 ronee
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 respectful
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 regroup
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 preschool
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 plissken
 platonic
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 permalash
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 outdone
 outburst
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 mugging
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 misfortune
 miserably
 miraculously
 medications
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 logically
 leeches
 latrine
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 kneel
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 inflict
 impostor
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 hypocrisy
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 hippies
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 fredo
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 fathom
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 evils
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 eggnog
 dreaded
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 crotch
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 coronary
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 consummate
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 caspar
 bulletproof
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 brilliance
 breakin
 brash
 blasting
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 aloud
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 airtight
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 advertise
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 aches
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 upbeat
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 thingies
 tending
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 surreal
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 specs
 specialize
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 spade
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 shaping
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 schoolwork
 roomie
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 rabid
 quart
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 proudly
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 prenatal
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 nicotine
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 murderous
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 injunction
 impartial
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 giver
 fraizh
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 englishman
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 crutches
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 comfortably
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 businesswoman
 brood
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 blatant
 bethy
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 bagged
 awakened
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 asbestos
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 airplanes
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 winnings
 why're
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 visualize
 unprotected
 unleash
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 trays
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 thicker
 therapists
 takeoff
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-stub
 streisand
-storm's
 storeroom
 stethoscope
 stacked
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 spiteful
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 sneaks
 snapping
 slaughtered
@@ -10964,240 +6680,127 @@ secluded
 scruples
 scrubs
 scraps
-scholar
 ruptured
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 roaring
-relying
-reflected
-refers
 receptionist
 recap
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-raisin
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 raditch
 radiator
 pushover
-pout
 plastered
 pharmacist
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 perverse
 perpetrator
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 ornament
 ointment
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 nineties
 napping
 nannies
 mousse
-mort
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 moors
 momentary
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 malfunction
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 kivar
 kickin
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 infuriating
 impressionable
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 holdup
 hires
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 hesitated
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 headphones
 hammering
 groundwork
 grotesque
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 graces
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 gauze
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 gangsters
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 frivolous
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 fours
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 faulty
 fantasizing
 extracurricular
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 empathy
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 divorces
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 depraved
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 deadlines
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 dalai
 cursing
 cufflink
 crows
 coupons
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 busboy
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 bluth
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 bennetts
 baskets
 attacker
 aplastic
 angrier
 affectionate
-zit
 zapped
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-yarn
 wormhole
 weaken
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 unrealistic
 unravel
 unimportant
 unforgettable
 twain
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-territorial
 suspend
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 superbowl
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 stutter
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 stepson
 standin
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 sociopath
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 skeletons
 shivering
 sexier
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 selfishness
 scrapbook
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 ritalin
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 ribbons
 reunite
 remarry
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-realization
 rattling
 rapist
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 prepping
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 poses
 pleasing
 pisses
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 operatives
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-obituary
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 natty
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 menopause
 mennihan
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 martimmys
-makers
 loyalties
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 laynie
 lando
 justifies
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 intimately
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-integrated
-inning
 inexperienced
 impotent
 immortality
-imminent
-ich
 horrors
 hooky
-holders
 hinges
 heartbreaking
 handcuffed
@@ -11208,70 +6811,46 @@ graziella
 goggles
 gestapo
 fussy
-functional
-filmmaker
 ferragamo
 feeble
 eyesight
 explosions
 experimenting
-enzo's
-endorsement
 enchanting
-eee
-ed's
-duration
 doubtful
 dizziness
 dismantle
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-disability
 detectors
 deserving
-depot
 defective
-decor
-decline
 dangling
 dancin
 crumble
-criteria
 creamed
 cramping
-cooled
 conceal
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 clockwork
-clark's
-circuits
 chrissakes
 chrissake
 chopping
 cabinets
-buttercup
 brooding
 bonfire
 blurt
-bluestar
 bloated
 blackmailer
 beforehand
 bathed
 bathe
 barcode
-banjo
 banish
 badges
 babble
 await
 attentive
-artifacts
 aroused
 antibodies
 animosity
-administrator
-accomplishments
 ya'll
 wrinkled
 wonderland
@@ -11279,207 +6858,120 @@ willed
 whisk
 waltzing
 waitressing
-vis
-vin
-vila
 vigilant
 upbringing
 unselfish
-unpopular
-unmarried
 uncles
 trendy
 trajectory
-targeting
-surroundings
-stun
 striped
-starbucks
 stamina
 stalled
 staking
-stag
+stacks
 spoils
 snuff
 snooty
 snide
 shrinking
-senorita
-securities
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 secretaries
-scrutiny
 scoundrel
 saline
 salads
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 rundown
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 riddles
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 relapse
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 recommending
 raspberry
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-posts
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 plight
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-pilot's
-peers
 pecan
-particles
 pantry
-overturned
 overslept
 ornaments
-opposing
 niner
-nfl
 negligent
 negligence
 nailing
-mutually
 mucho
 mouthed
 monstrous
-monarchy
-minsk
-matt's
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-marking
-manufacturing
-manager's
 malpractice
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 lowly
 loitering
 logged
 lingering
-light's
 lettin
 lattes
-kim's
 kamal
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 juror
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-julie's
-joys
-johnson's
 jillefsky
 jacked
 irritate
 intrusion
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 insatiable
 infect
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 impromptu
 icing
 hmmmm
 hefty
-grammar
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-gdc
 gasket
 frightens
 flapping
 firstborn
-fire's
-fig
 faucet
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 estranged
 envious
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-edible
-downward
 dopey
 doesn
 disposition
 disposable
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 disappointments
 dipped
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 dignified
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-deficiency
 deceit
 dealership
 deadbeat
 curses
 coven
 counselors
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 concierge
 clutches
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 casbah
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 callous
 cahoots
-caf
 brotherly
 britches
 brides
-bop
-bona
 bethie
 beige
-barrels
-ballot
-ave
 autographed
 attendants
-attachment
 attaboy
 astonishing
-ashore
 appreciative
 antibiotic
 aneurysm
 afterlife
 affidavit
-zuko
 zoning
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 whats
 whaddaya
-weakened
-watermelon
 vasectomy
 unsuspecting
-trial's
-trailing
 toula
 topanga
 tonio
 toasted
 tiring
-thereby
 terrorized
 tenderness
-tch
 tailing
-syllable
 sweats
 suffocated
 sucky
 subconsciously
 starvin
-staging
 sprouts
 spineless
 sorrows
@@ -11491,113 +6983,58 @@ slander
 simmer
 signora
 sigmund
-siege
-siberia
 seventies
 sedate
 scented
-sampling
-sal's
-rowdy
+sandals
 rollers
-rodent
-revenue
 retraction
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 resigning
-relocate
-releases
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-referendum
 recuperate
 receptive
-ranking
 racketeering
 queasy
-proximity
 provoking
-promptly
-probability
 priors
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 prerogative
 premed
-pornography
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-poles
-podium
 pinched
-pig's
 pendant
-packet
-owner's
 outsiders
-outpost
 orbing
 opportunist
 olanov
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 neurologist
-nate's
 nanobot
-muscular
 mommies
 molested
 misread
-melon
-mediterranean
-mea
-mastermind
 mannered
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-mackenzie's
-liberated
-lesions
-lee's
 laundromat
-landscape
-lagoon
-labeled
-jolt
 intercom
 inspect
 insanely
-infrared
 infatuation
 indulgent
 indiscretion
 inconsiderate
-incidents
-impaired
 hurrah
-hungarian
 howling
-honorary
 herpes
 hasta
 harassed
 hanukkah
-guides
 groveling
 groosalug
-geographic
-gaze
 gander
 galactica
 futile
 fridays
 flier
 fixes
-fide
-fer
-feedback
 exploiting
 exorcism
-exile
 evasive
-ensemble
 endorse
 emptied
 dreary
@@ -11605,35 +7042,16 @@ dreamy
 downloaded
 dodged
 doctored
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 disobeyed
 disneyland
 disable
-diego's
 dehydrated
-defect
-customary
-csc
-criticizing
-contracted
 contemplating
-consists
-concepts
-compensate
-commonly
-colours
-coins
 coconuts
 cockroaches
 clogged
-cincinnati
-churches
-chronicle
 chilling
 chaperon
-ceremonies
-catalina's
-cant
 cameraman
 bulbs
 bucklands
@@ -11641,28 +7059,15 @@ bribing
 brava
 bracelets
 bowels
-bobby's
-bmw
 bluepoint
-baton
-barred
-balm
-audit
-astronomy
-aruba
 appetizers
 appendix
 antics
 anointed
 analogy
 almonds
-albuquerque
-abruptly
-yore
 yammering
 winch
-white's
-weston's
 weirdness
 wangler
 vibrations
@@ -11671,25 +7076,15 @@ unmarked
 unannounced
 twerp
 trespass
-tres
 travesty
-transported
 transfusion
 trainee
 towelie
-topics
-tock
 tiresome
-thru
-theatrical
-terrain
-suspect's
 straightening
 staggering
-spaced
 sonar
 socializing
-sitcom
 sinus
 sinners
 shambles
@@ -11699,81 +7094,45 @@ scones
 scepter
 sarris
 saberhagen
-rouge
-rigid
 ridiculously
 ridicule
-reveals
 rents
-reflecting
 reconciled
-rate's
 radios
-quota
-quixote
 publicist
 pubes
 prune
 prude
-provider
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 precrime
 postponing
 pluck
-perpetual
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 perish
 peppermint
 peeled
-particle
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 overdo
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 nutshell
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 nostalgic
-nomination
 mulan
 mouthing
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 mistook
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 meddle
 maybourne
 martimmy
-loon
 lobotomy
 livelihood
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 lippman
 likeness
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 kindest
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 kaffee
 jocks
 jerked
 jeopardizing
 jazzed
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 insured
 inquisition
 inhale
 ingenious
-inflation
-incorrect
-igby
-ideals
 holier
-highways
-hereditary
 helmets
 heirloom
 heinous
@@ -11784,54 +7143,26 @@ hanky
 gutters
 gruesome
 groping
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 goofing
 godson
 glare
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 finesse
 figuratively
 ferrie
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 endangerment
-enclosed
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 dozed
 dorky
 dmitri
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 discredit
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 cufflinks
 crutch
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 craps
 corrupted
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-comprehensive
 cocoon
 cleavage
-chile
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-carcass
 cannery
 bystander
 brushes
@@ -11840,90 +7171,49 @@ bribery
 brainstorm
 bolted
 binge
-bart's
-barracuda
-baroness
 ballistics
-b's
 astute
 arroway
-arabian
-ambitions
-alexandra's
-afar
 adventurous
 adoptive
 addicts
 addictive
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 yadda
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-wigs
 whitelighters
 wematanye
 weeds
 wedlock
 wallets
-walker's
 vulnerability
 vroom
-vibrant
-vertical
 vents
-uuuh
-urgh
 upped
 unsettling
-unofficial
 unharmed
-underlying
 trippin
 trifle
 tracing
-tox
 tormenting
-timothy's
-threads
-theaters
 thats
-tavern
-taiwan
 syphilis
-susceptible
-summary
-suites
 subtext
 stickin
 spices
 sores
 smacked
 slumming
-sixteenth
 sinks
 signore
 shitting
 shameful
 shacked
-sergei
 septic
 seedy
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-searches
 righteousness
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 relish
-relevance
 rectify
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 ravishing
 quickest
-pupil
-productions
-precedence
-potent
-pooch
-pledged
 phoebs
 perverted
 peeing
@@ -11931,80 +7221,52 @@ pedicure
 pastrami
 passionately
 ozone
-overlooking
 outnumbered
-outlook
 oregano
 offender
 nukes
-novelty
 nosed
 nighty
 nifty
-mugs
 mounties
 motivate
 moons
 misinterpreted
-miners
 mercenary
 mentality
-mas
 marsellus
-mapped
-malls
 lupus
 lumbar
 lovesick
-longitude
 lobsters
-likelihood
 leaky
 laundering
 latch
-japs
 jafar
 instinctively
 inspires
-inflicted
-inflammation
 indoors
 incarcerated
-imagery
 hundredth
-hula
-hemisphere
 handkerchief
-hand's
 gynecologist
 guittierez
 groundhog
 grinning
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 goodbyes
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 geese
 fullest
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-floral
-flashback
 eyelashes
 eyelash
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-evening's
-evacuated
 enquirer
 endlessly
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 elusive
 disarm
 detest
 deluding
 dangle
-crabby
 cotillion
 corsage
-copenhagen
 conjugal
 confessional
 cones
@@ -12013,145 +7275,87 @@ coded
 coals
 chuckle
 christmastime
-christina's
 cheeseburgers
 chardonnay
-ceremonial
-cept
-cello
 celery
-carter's
 campfire
 calming
 burritos
-burp
-buggy
 brundle
 broflovski
 brighten
-bows
 borderline
 blinked
 bling
 beauties
 bauers
 battered
-athletes
-assisting
 articulate
-alot
 alienated
-aleksandr
 ahhhhh
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 agamemnon
 accountants
-zat
 y'see
 wrongful
-writer's
 wrapper
 workaholic
-wok
 winnebago
 whispered
 warts
-vikki's
-verified
 vacate
-updated
 unworthy
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 unanswered
-trend
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-transform
-trademark
-tote
 tonane
 tolerated
 throwin
 throbbing
-thriving
 thrills
 thorns
 thereof
 there've
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-tendencies
 tarot
-tailed
-swab
 sunscreen
 stretcher
 stereotype
-spike's
 soggy
 sobbing
-slopes
-skis
-skim
 sizable
 sightings
 shucks
 shrapnel
 sever
 senile
-sections
 seaboard
-scripts
 scorned
 saver
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-resemble
-red's
 rebellious
 rained
 putty
-proposals
 prenup
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-portuguese
 pores
 pinching
-pilgrims
 pertinent
 peeping
-pamphlet
 paints
 ovulating
-outbreak
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 opposites
 occult
 nutcracker
 nutcase
-nominee
-newt
 newsstand
 newfound
-nepal
 mocked
 midterms
 marshmallow
-manufacturer
-managers
-majesty's
+marbury
 maclaren
-luscious
-lowered
-loops
 leans
-laurence's
 krudski
 knowingly
 keycard
-katherine's
 junkies
 juilliard
-judicial
 jolinar
-jase
 irritable
 invaluable
 inuit
@@ -12159,72 +7363,44 @@ intoxicating
 instruct
 insolent
 inexcusable
-induce
 incubator
 illustrious
-hydrogen
 hunsecker
-hub
 houseguest
-honk
 homosexuals
 homeroom
-holly's
-hindu
 hernia
 harming
 handgun
 hallways
 hallucination
 gunshots
-gums
-guineas
 groupies
 groggy
 goiter
 gingerbread
 giggling
-geometry
-genre
-funded
-frontal
 frigging
 fledged
 fedex
-feat
 fairies
-eyeball
-extending
 exchanging
 exaggeration
 esteemed
-ergo
 enlist
-enlightenment
-encyclopedia
 drags
-disrupted
 dispense
 disloyal
 disconnect
-dimitri
 desks
 dentists
-delhi
 delacroix
 degenerate
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-decay
 daydreaming
 cushions
 cuddly
 corroborate
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-confessions
 complexion
-completion
 compensated
 cobbler
 closeness
@@ -12234,50 +7410,26 @@ channing
 carousel
 calms
 bylaws
-bud's
 benefactor
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 ballgame
 baiting
 backstabbing
-assassins
 artifact
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 airspace
 adversary
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 actin
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 accuses
 accelerant
 abundantly
 abstinence
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 zissou
 zandt
-yom
 yapping
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 witchy
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 willows
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 whadaya
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-waah
-viruses
 vilandra
 veiled
-unwilling
 undress
 undivided
 underestimating
@@ -12285,171 +7437,94 @@ ultimatums
 twirl
 truckload
 tremble
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 toasting
 tingling
-tiles
 tents
 tempered
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 sulking
 stunk
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 sponges
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 softly
 snipers
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 scourge
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 revisit
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 recapture
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 prejudiced
 precogs
 pouting
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-pathology
 padre
 packets
 paces
 orvelle
 oblivious
 objectivity
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 nervosa
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 meurice
 melts
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 matchmaker
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 maeby
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 lipnik
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 kafka
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 intestines
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 inadvertently
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 hussy
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 hittin
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 hemorrhaging
 headin
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 haystack
 hallowed
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-haa
 grudges
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 granilith
 grandkids
 grading
 gracefully
 godsend
 gobbles
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 finchley
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 eyewitnesses
 expendable
 existential
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 delaying
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 deduction
 darlings
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 danes
 cylons
 counsellor
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 contraire
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 consciously
 conjuring
 congratulating
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 cokes
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 buffay
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 bitching
 bistro
 bijou
@@ -12458,24 +7533,15 @@ benevolent
 bends
 bearings
 barren
-arr
 aptitude
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 amish
 amazes
-alcatraz
-acquisitions
 abomination
 worldly
-woodstock
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 whispers
 whadda
 wayward
-wayne's
 wailing
-vinyl
-variables
 vanishing
 upscale
 untouchable
@@ -12483,24 +7549,15 @@ unspoken
 uncontrollable
 unavoidable
 unattended
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 trite
 transvestite
 toupee
 timid
 timers
-themes
 terrorizing
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-taipei
-t's
 swana
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-suppress
 stumped
 strolling
-stripe
 storybook
 storming
 stomachs
@@ -12508,81 +7565,43 @@ stoked
 stationery
 springtime
 spontaneity
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 spits
 spins
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 soaps
-smarty
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 sentiments
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 scramble
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 scone
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 rooftops
 retract
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 reflexes
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 ragged
 quirky
 quantico
 psychologically
 prodigal
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 pounce
 potty
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 pleasantries
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 pints
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 petting
 perceive
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 onstage
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 notwithstanding
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 nibble
 newmans
 neutralize
 mutilated
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 millionaires
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 mayflower
 masquerade
 mangy
 macreedy
 lunatics
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-lover's
 lovable
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 locating
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 limping
 lasagna
-largely
 kwang
 keepers
 juvie
@@ -12591,173 +7610,100 @@ ironing
 intuitive
 intensely
 insure
-installation
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 incantation
-identifying
 hysteria
 hypnotize
 humping
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 happenin
-gung
 griet
 grasping
 glorified
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 ganging
 g'night
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 focker
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 fitzwallace
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 fainting
 eyebrow
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 ether
-ers
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 earthly
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 dazzling
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 bialystock
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 ballerina
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 yearning
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 witnessing
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 whence
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 unsure
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 unheard
 unfreeze
 unfold
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 ugliest
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 toddler
 tiptoe
 threesome
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 thermostat
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 surgically
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 subtlety
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 stubs
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 stride
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 socket
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 shhhhh
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 rumson
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 risotto
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 repairman
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 rehearsed
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-redi
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 ratty
 ragging
 radiology
@@ -12765,12 +7711,7 @@ racquetball
 racking
 quieter
 quicksand
-pyramids
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-publication
 prowl
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 prompt
 premeditated
 prematurely
@@ -12778,281 +7719,166 @@ prancing
 porcupine
 plated
 pinocchio
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 peeked
 peddle
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 panting
 overweight
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 overrun
 outing
 outgrown
 obsess
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 nursed
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 musketeers
 mugger
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 merrily
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 masquerading
 marvellous
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 maniacs
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 lovey
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 linger
 lilies
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 lawful
 kudos
 knuckle
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 judgments
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 itches
 intolerable
 intermission
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 inept
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 incarceration
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 implication
 imaginative
-ight
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 huckleberry
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 holster
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 heartburn
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 gunna
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 groomed
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-granting
 graciously
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 fugitives
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 forsaking
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 flavors
 flares
 fixation
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 fickle
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 fantasize
 famished
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 expiration
 exclamation
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 eerie
 earful
 duped
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 dissing
 dissect
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 dilated
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 debriefing
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 damper
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 curing
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 crispina
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 crackpot
 courting
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 cordial
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 commie
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 chiropractor
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 cauldron
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 buckets
 brilliantly
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 boardroom
 blowout
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 blindness
 blazing
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 biologically
 bibles
 biased
 beseech
 barbaric
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 balraj
-auditorium
 audacity
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 anticipating
 alcoholics
 airhead
 agendas
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 admittedly
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 absolution
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 youre
 yippee
 wittlesey
 withheld
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 willful
 whammy
-webber's
 weakest
 washes
 virtuous
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 videotapes
 vials
-vee
 unplugged
 unpacked
 unfairly
-und
 turbulence
 tumbling
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 tricking
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 tremendously
-travelled
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 traitors
 torches
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 tinga
 thyroid
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 teased
 tawdry
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 taker
 sympathies
 swiped
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 sundaes
 suave
 strut
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 stepdad
 spewing
 spasm
 socialize
 slither
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 simulator
-sighted
 shutters
 shrewd
 shocks
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 semantics
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 schizophrenic
 scans
 savages
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 rya'c
 runny
 ruckus
 royally
 roadblocks
-riff
 rewriting
 revoke
-reversal
 repent
-renovation
-relating
-rehearsals
-regal
 redecorate
 recovers
 recourse
-reconnaissance
-receives
 ratched
 ramali
 racquet
@@ -13061,169 +7887,91 @@ quiche
 puppeteer
 puking
 puffed
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 problemo
-preventing
 praises
 pouch
-posting
 postcards
 pooped
 poised
 piled
 phoney
 phobia
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 patching
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 parenthood
 pardner
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 oozing
-oils
-ohm
 ohhhhh
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 numbing
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 nostril
 nosey
-nominate
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 neatly
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-naps
 nappa
 nameless
-muzzle
-muh
 mortuary
 moronic
 modesty
-mitz
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 midwife
-mercenaries
 mcclane
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 matuka
-mano
-mam
 maitre
-lush
 lumps
 lucid
 loosened
-loosely
 loins
 lawnmower
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 lamotta
 kroehner
-kristen's
-juggle
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 jinxy
 jessep
-jaya
 jamming
 jailhouse
 jacking
-ironically
 intruders
 inhuman
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 infatuated
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 indigestion
-improvements
 implore
 implanted
-id's
 hormonal
 hoboken
 hillbilly
 heartwarming
 headway
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-haute
 hatched
 hartmans
 harping
-hari
 grapevine
-graffiti
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-gon
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 gnome
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 forties
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-fool's
 flyin
 flirted
 fingernail
-fdr
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 exhilarating
-entrusted
 enjoyment
 embark
-earliest
 dumper
-duel
 dubious
 drell
-dormant
 docking
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 disillusioned
 dishonor
 disbarred
-directive
 dicey
-denny's
-deleted
-del's
-declined
 custodial
-crunchy
-crises
 counterproductive
-correspondent
 corned
 cords
-cor
-coot
-contributing
 contemplate
-containers
 concur
 conceivable
-commissioned
 cobblepot
-cliffs
-clad
-chief's
 chickened
-chewbacca
 checkout
 carpe
 cap'n
 campers
-calcium
 buyin
-buttocks
 bullies
-brown's
-brigade
-brain's
 braid
 boxed
 bouncy
@@ -13231,89 +7979,45 @@ blueberries
 blubbering
 bloodstream
 bigamy
-bel
 beeped
 bearable
-bank's
-awarded
 autographs
-attracts
-attracting
-asteroid
-arbor
-arab
-apprentice
-announces
-andie's
-ammonia
 alarming
-aidan's
-ahoy
-ahm
-zan
 wretch
 wimps
-widows
 widower
 whirlwind
 whirl
-weather's
 warms
-war's
-wack
-villagers
-vie
 vandelay
 unveiling
-uno
 undoing
 unbecoming
-ucla
 turnaround
-tribunal
+touche
 togetherness
 tickles
 ticker
-tended
 teensy
 taunt
-system's
 sweethearts
-superintendent
-subcommittee
-strengthen
-stomach's
 stitched
 standpoint
 staffers
 spotless
-splits
 soothe
-sonnet
 smothered
 sickening
-showdown
 shouted
 shepherds
-shelters
 shawl
 seriousness
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-sen
 schooled
 schoolboy
-scat
-sats
-sacramento
 s'mores
 roped
-ritchie's
-resembles
 reminders
-regulars
-refinery
 raggedy
-profiles
 preemptive
 plucked
 pheromones
@@ -13322,20 +8026,12 @@ pardoned
 overpriced
 overbearing
 outrun
-outlets
-onward
-oho
 ohmigod
 nosing
-norwegian
-nightly
 nicked
 neanderthal
 mosquitoes
 mortified
-moisture
-moat
-mime
 milky
 messin
 mecha
@@ -13343,123 +8039,72 @@ markinson
 marivellas
 mannequin
 manderley
-maid's
 madder
 macready
-maciver's
 lookie
 locusts
-lisbon
 lifetimes
-leg's
 lanna
 lakhi
 kholi
-joke's
-invasive
 impersonate
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-immigrants
-ick
-i's
 hyperdrive
 horrid
 hopin
-hombre
 hogging
-hens
 hearsay
-haze
 harpy
 harboring
 hairdo
 hafta
-hacking
-gun's
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 grasshopper
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 gobble
 gatehouse
-fourteenth
 foosball
 floozy
-fitzgerald's
 fished
 firewood
 finalize
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-fencing
 felons
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 euphemism
 entourage
-enlarged
-ell
 elitist
 elegance
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 drokken
 drier
 dredge
-dramas
 dossier
-doses
 diseased
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 diarrhea
 diagnose
 despised
 defuse
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 d'amour
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 conserve
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 conjured
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 clogs
 chenille
 chatty
-chartered
 chamomile
 casing
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 calculator
 brittle
 breached
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 blurted
 birthing
 bikinis
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-balancing
 astounding
 assaulting
 aroma
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 appliance
 antsy
 amnio
 alienating
 aliases
-aires
 adolescence
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-addressing
-achieving
 xerox
 wrongs
 workload
@@ -13467,11 +8112,7 @@ willona
 whistling
 werewolves
 wallaby
-veterans
-usin
-updates
 unwelcome
-unsuccessful
 unseemly
 unplug
 undermining
@@ -13480,318 +8121,173 @@ tyranny
 tuesdays
 trumpets
 transference
-traction
 ticks
-tete
 tangible
 tagging
 swallowing
 superheroes
-sufficiently
 studs
 strep
 stowed
-stow
 stomping
 steffy
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 sprain
 spouting
 sponsoring
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 sneezing
 smeared
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 slink
-slew
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-sheltered
 shakin
 sewed
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 seatbelt
 scariest
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 sanctimonious
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 roasting
 rightly
 retinal
 rethinking
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 resented
 reruns
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 racks
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 presidente
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 poppa
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 pliers
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 pinning
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-perv
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 pelvic
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 pampered
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 padding
 overjoyed
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-organizer
+ooooo
 one'll
 octavius
-occupational
-oakdale's
-nous
-nite
+nonono
 nicknames
 neurosurgeon
 narrows
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 misled
 mislead
 mishap
 milltown
 milking
-microscopic
 meticulous
 mediocrity
 meatballs
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 machete
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 lurch
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 layin
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 knockin
 khruschev
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 jurors
 jumpin
 jugular
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 jeweler
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 intellectually
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 inquiries
 indulging
 indestructible
 indebted
-implicated
 imitate
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 hyperventilating
 hyenas
 hurrying
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-horizontal
 hermano
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 heheh
-header
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 harshly
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 grunemann
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 glances
 giveaway
 getup
 gerome
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 frail
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 forwarded
 forceful
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 flammable
 flaky
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 duffel
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 distressed
 disobey
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 creme
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 clots
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 cartons
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 bustin
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 boomhauer
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 blindfolded
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 biscotti
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 auster
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 aschen
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 anonymity
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 agreeable
-advancement
 adoring
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 abduct
 wolfi
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 weirded
 watchers
 washroom
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 vincennes
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-victorian
 urgency
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 understandably
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-uhuh
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 tenorman
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 swarm
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 stilts
 stickers
-stationary
-squish
 squashed
 spraying
-spew
 sparring
-sorrel's
 soaring
-snout
 snort
 sneezed
 slaps
@@ -13801,74 +8297,38 @@ sidle
 shreck
 shortness
 shorthand
-shepherd's
 sharper
 shamed
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-saga
 sadist
 rydell
 rusik
 roulette
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 resumes
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 respiration
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-reek
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 recount
 reacts
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 purgatory
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-providence
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 princesses
 presentable
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 ponytail
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 pinot
 pigtails
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 phillippe
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 paroled
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 orbed
-opted
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 o'hara
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 moonlit
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 minefield
 metaphors
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-maureen's
-manning's
 malignant
 mainframe
 magicks
 maggots
 maclaine
-lobe
 loathing
-linking
 leper
 leaps
 leaping
@@ -13879,93 +8339,48 @@ lapses
 ladyship
 juncture
 jiffy
-jane's
 jakov
 invoke
-interpreted
-internally
-intake
 infantile
-increasingly
 inadmissible
-implement
-immense
-howl
 horoscope
-hoof
-homage
-histories
 hinting
 hideaway
 hesitating
-hellbent
 heddy
 heckles
-hat's
-harmony's
 hairline
-gunpowder
-guidelines
-guatemala
 gripe
 gratifying
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 governess
-gorge
 goebbels
-gigolo
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-gears
-fuzz
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 freddo
-freddie's
 foresee
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-fertile
-fellowship
-feeling's
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 exemplary
 executioner
-evident
 etcetera
-estimates
 escorts
-entity
 endearing
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 eaters
 earplugs
 draped
-distributors
 disrupting
 disagrees
 dimes
 devastate
 detain
-deposits
 depositions
 delicacy
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 darklighter
-dana's
 cynicism
 cyanide
 cutters
 cronus
-convoy
-continuous
 continuance
 conquering
 confiding
-concentrated
 compartments
-companions
-commodity
 combing
 cofell
 clingy
@@ -13973,14 +8388,10 @@ cleanse
 christmases
 cheered
 cheekbones
-charismatic
-cabaret
 buttle
 burdened
-buddhist
 bruenell
 broomstick
-brin
 brained
 bozos
 bontecou
@@ -13988,72 +8399,43 @@ bluntman
 blazes
 blameless
 bizarro
-benny's
 bellboy
 beaucoup
-barry's
 barkeep
-bali
-bala
-bacterial
-axis
 awaken
 astray
 assailant
-aslan
-arlington
-aria
 appease
 aphrodisiac
-announcements
 alleys
-albania
-aitoro's
-activation
-acme
 yesss
 wrecks
 woodpecker
 wondrous
-window's
 wimpy
 willpower
-widowed
 wheeling
 weepy
 waxing
 waive
-vulture
 videotaped
 veritable
-vascular
-variations
 untouched
 unlisted
 unfounded
 unforeseen
-two's
 twinge
-truffles
 triggers
 traipsing
 toxin
 tombstone
-titties
-tidal
 thumping
-thor's
-thirds
 therein
 testicles
-tenure
-tenor
 telephones
-technicians
 tarmac
 talby
 tackled
-systematically
 swirling
 suicides
 suckered
@@ -14063,7 +8445,6 @@ strangler
 stockbroker
 stitching
 steered
-staple
 standup
 squeal
 sprinkler
@@ -14071,43 +8452,26 @@ spontaneously
 splendor
 spiking
 spender
-sovereign
 snipe
-snip
 snagged
-slum
 skimming
-significantly
 siddown
 showroom
-showcase
 shovels
 shotguns
 shoelaces
 shitload
-shifty
 shellfish
 sharpest
 shadowy
-sewn
 seizing
-seekers
 scrounge
 scapegoat
 sayonara
-satan's
 saddled
-rung
 rummaging
 roomful
-romp
-retained
-residual
-requiring
-reproductive
 renounce
-reggie's
-reformed
 reconsidered
 recharge
 realistically
@@ -14115,45 +8479,23 @@ radioed
 quirks
 quadrant
 punctual
-public's
-presently
 practising
 pours
-possesses
 poolhouse
 poltergeist
 pocketbook
-plural
-plots
-pleasure's
 plainly
-plagued
-pity's
-pillars
 picnics
 pesto
 pawing
 passageway
 partied
-para
-owing
-openings
 oneself
-oats
 numero
 nostalgia
-nocturnal
 nitwit
-nile
-nexus
 neuro
-negotiated
-muss
-moths
-mono
-molecule
 mixer
-medicines
 meanest
 mcbeal
 matinee
@@ -14163,162 +8505,90 @@ manipulations
 manhunt
 manger
 magicians
-maddie's
 loafers
 litvack
 lightheaded
 lifeguard
 lawns
 laughingstock
-kodak
-kink
-jewellery
-jessie's
-jacko
-itty
-inhibitor
 ingested
-informing
 indignation
-incorporate
 inconceivable
 imposition
 impersonal
 imbecile
-ichabod
 huddled
 housewarming
 horizons
 homicides
-hobo
-historically
 hiccups
-helsinki
-hehe
 hearse
-harmful
 hardened
 gushing
 gushie
 greased
 goddamit
-gigs
 freelancer
 forging
-fonzie
 fondue
 flustered
 flung
 flinch
 flicker
-flak
 fixin
-finalized
-fibre
 festivus
 fertilizer
-fenmore's
 farted
 faggots
-expanded
 exonerate
-exceeded
 evict
-establishing
 enormously
-enforced
 encrypted
 emdash
 embracing
-embedded
-elliot's
-elimination
-dynamics
 duress
 dupres
 dowser
 doormat
-dominant
-districts
-dissatisfied
 disfigured
 disciplined
-discarded
 dibbs
-diagram
-detailing
-descend
 depository
-defining
-decorative
-decoration
 deathbed
-death's
 dazzled
-da's
 cuttin
 cures
 crowding
 crepe
-crater
 crammed
-costly
-cosmopolitan
-cortlandt's
 copycat
-coordinated
-conversion
 contradict
-containing
-constructed
 confidant
 condemning
 conceited
-computer's
 commute
 comatose
-coleman's
-coherent
-clinics
 clapping
 circumference
 chuppah
 chore
 choksondik
 chestnuts
-catastrophic
-capitalist
-campaigning
-cabins
 briault
 bottomless
-boop
 bonnet
-board's
-bloomingdale's
 blokes
-blob
-bids
 berluti
 beret
-behavioral
 beggars
-bar's
 bankroll
 bania
 athos
-assassinate
 arsenic
 apperantly
-ancestor
-akron
 ahhhhhh
 afloat
-adjacent
-actresses
-accordingly
 accents
-abe's
 zipped
 zeros
 zeroes
@@ -14326,326 +8596,189 @@ zamir
 yuppie
 youngsters
 yorkers
-writ
 wisest
 wipes
 wield
 whyn't
 weirdos
 wednesdays
-villages
 vicksburg
-variable
 upchuck
 untraceable
 unsupervised
 unpleasantness
-unpaid
 unhook
 unconscionable
 uncalled
-turks
-tumors
 trappings
-translating
 tragedies
 townie
-timely
-tiki
 thurgood
 things'll
 thine
 tetanus
 terrorize
 temptations
-teamwork
 tanning
 tampons
-tact
 swarming
-surfaced
-supporter
-stuart's
-stranger's
 straitjacket
-stint
-stimulation
 steroid
-statistically
 startling
 starry
 squander
 speculating
-source's
 sollozzo
-sobriety
-soar
 sneaked
-smithsonian
 slugs
-slaw
-skit
 skedaddle
 sinker
-similarities
 silky
 shortcomings
-shipments
-sheila's
-severity
 sellin
-selective
-seattle's
 seasoned
 scrubbed
-scrooge
 screwup
 scrapes
-schooling
 scarves
-saturdays
-satchel
-sandburg's
 sandbox
 salesmen
 rooming
 romances
-revolving
 revere
-resulting
-reptiles
 reproach
 reprieve
-recreational
 rearranging
-realtor
 ravine
 rationalize
 raffle
-quoted
 punchy
 psychobabble
 provocation
 profoundly
-problematic
 prescriptions
 preferable
-praised
 polishing
 poached
-plow
 pledges
-planetary
-plan's
 pirelli
 perverts
-peaked
-pastures
-pant
 oversized
 overdressed
 outdid
-outdated
-oriental
-ordinance
-orbs
-opponents
-occurrence
 nuptials
-nominees
-nineteenth
 nefarious
-mutiny
 mouthpiece
 motels
 mopping
-moon's
 mongrel
-monetary
-mommie
 missin
 metaphorically
-merv
 mertin
 memos
-memento
 melodrama
 melancholy
 measles
 meaner
-marches
 mantel
-maneuvers
 maneuvering
 mailroom
-machine's
 luring
 listenin
-lion's
 lifeless
-liege
 licks
-libraries
-liberties
 levon
 legwork
-lanka
-lacked
 kneecaps
 kippur
 kiddie
 kaput
 justifiable
-jigsaw
-issuing
-islamic
 insistent
 insidious
 innuendo
 innit
-inhabitants
-individually
-indicator
 indecent
 imaginable
-illicit
-hymn
-hurling
-humane
-hospitalized
 horseshit
-hops
-hondo
 hemorrhoid
 hella
 healthiest
 haywire
 hamsters
-halibut
 hairbrush
-hackers
-guam
 grouchy
 grisly
-griffin's
 gratuitous
 glutton
 glimmer
 gibberish
 ghastly
-geologist
 gentler
 generously
-generators
 geeky
-gaga
-furs
 fuhrer
 fronting
-forklift
 foolin
-fluorescent
-flats
-flan
-financed
-filmmaking
-fight's
 faxes
 faceless
 extinguisher
-expressions
 expel
 etched
-entertainer
-engagements
 endangering
-empress
-egos
-educator
 ducked
-dual
-dramatically
 dodgeball
 dives
-diverted
-dissolved
 dislocated
 discrepancy
-discovers
-dink
 devour
-destroyers
 derail
-deputies
 dementia
-decisive
 daycare
-daft
 cynic
 crumbling
 cowardice
-cow's
 covet
 cornwallis
 corkscrew
 cookbook
-conditioned
-commendation
 commandments
-columns
 coincidental
 cobwebs
 clouded
 clogging
 clicking
 clasp
-citizenship
 chopsticks
 chefs
 chaps
-catherine's
-castles
 cashing
 carat
 calmer
-burgundy
-bulldog's
-brightly
 brazen
 brainwashing
 bradys
 bowing
-booties
-bookcase
 boned
 bloodsucking
-blending
 bleachers
 bleached
-belgian
 bedpan
 bearded
 barrenger
 bachelors
 awwww
-atop
 assures
 assigning
 asparagus
-arabs
 apprehend
 anecdote
 amoral
-alterations
-alli
-aladdin
 aggravation
 afoot
 acquaintances
 accommodating
-accelerate
 yakking
-wreckage
 worshipping
 wladek
 willya
@@ -14653,18 +8786,11 @@ willies
 wigged
 whoosh
 whisked
-wavelength
 watered
 warpath
-warehouses
 volts
-vitro
 violates
-viewed
-vicar
 valuables
-users
-urging
 uphill
 unwise
 untimely
@@ -14672,151 +8798,87 @@ unsavory
 unresponsive
 unpunished
 unexplained
-unconventional
 tubby
 trolling
-treasurer
-transfers
 toxicology
-totaled
-tortoise
 tormented
 toothache
 tingly
-tina's
 timmiihh
-tibetan
 thursdays
 thoreau
 terrifies
-temperature's
 temperamental
 telegrams
-ted's
-technologies
-teaming
-teal'c's
 talkie
 takers
-table's
 symbiote
 swirl
 suffocate
-subsequently
 stupider
 strapping
-store's
 steckler
-standardized
-stampede
-stainless
 springing
-spreads
-spokesperson
-speeds
 someway
-snowflake
 sleepyhead
 sledgehammer
 slant
 slams
-situation's
 showgirl
 shoveling
 shmoopy
 sharkbait
 shan't
-seminars
 scrambling
-schizophrenia
 schematics
-schedule's
-scenic
-sanitary
 sandeman
-saloon
 sabbatical
-rural
-runt
 rummy
-rotate
 reykjavik
 revert
-retrieved
 responsive
 rescheduled
 requisition
-renovations
-remake
 relinquish
 rejoice
-rehabilitation
-recreation
 reckoning
 recant
-rebuilt
 rebadow
 reassurance
-reassigned
 rattlesnake
 ramble
-racism
-quor
-prowess
-prob
 primed
 pricey
-predictions
 prance
 pothole
 pocus
-plains
-pitches
-pistols
 persist
 perpetrated
-penal
 pekar
 peeling
-patter
 pastime
 parmesan
-paper's
-papa's
-panty
-pail
 pacemaker
 overdrive
-optic
-operas
 ominous
-offa
 observant
 nothings
 noooooo
 nonexistent
 nodded
 nieces
-neia
 neglecting
 nauseating
-mutton
 mutated
 musket
-munson's
 mumbling
 mowing
 mouthful
 mooseport
 monologue
-momma's
-moly
 mistrust
 meetin
-maximize
 masseuse
-martha's
-marigold
 mantini
 mailer
 madre
@@ -14825,13 +8887,10 @@ locksmith
 livid
 liven
 limos
-licenses
 liberating
 lhasa
-lenin
 leniency
 leering
-learnt
 laughable
 lashes
 lasagne
@@ -14839,9 +8898,7 @@ laceration
 korben
 katan
 kalen
-jordan's
 jittery
-jesse's
 jammies
 irreplaceable
 intubate
@@ -14851,64 +8908,37 @@ inhaled
 indifferent
 indifference
 impound
-imposed
 impolite
 humbly
-holocaust
 heroics
 heigh
-gunk
 guillotine
 guesthouse
 grounding
-groundbreaking
-groom's
 grips
-grant's
 gossiping
 goatee
 gnomes
 gellar
-fusion's
-fumble
 frutt
 frobisher
 freudian
-frenchman
 foolishness
 flagged
-fixture
 femme
-feeder
-favored
-favorable
 fatso
-fatigue
 fatherhood
-farmer's
 fantasized
 fairest
 faintest
-factories
 eyelids
 extravagant
 extraterrestrial
 extraordinarily
-explicit
 escalator
-eros
-endurance
-encryption
-enchantment's
-eliminating
 elevate
-editors
-dysfunction
 drivel
-dribble
-dominican
 dissed
-dispatched
 dismal
 disarray
 dinnertime
@@ -14926,41 +8956,25 @@ crucified
 creeped
 crayons
 courtship
-counsel's
 convene
-continents
-conspicuous
 congresswoman
-confinement
-conferences
-confederate
 concocted
 compromises
 comprende
-composition
-communism
 comma
-collectors
 coleslaw
 clothed
 clinically
-chug
 chickenshit
 checkin
-chaotic
 cesspool
 caskets
-cancellation
 calzone
 brothel
 boomerang
 bodega
-bloods
 blasphemy
-black's
 bitsy
-bink
-biff
 bicentennial
 berlini
 beatin
@@ -14968,110 +8982,68 @@ beards
 barbas
 barbarians
 backpacking
-audiences
-artist's
 arrhythmia
-array
 arousing
 arbitrator
-aqui
-appropriately
 antagonize
 angling
 anesthetic
 altercation
-alice's
 aggressor
 adversity
-adopting
-acne
-accordance
 acathla
 aaahhh
 wreaking
 workup
-workings
 wonderin
-wolf's
 wither
 wielding
-whopper
 what'm
 what'cha
 waxed
 vibrating
 veterinarian
-versions
 venting
 vasey
 valor
 validate
-urged
 upholstery
-upgraded
 untied
 unscathed
-unsafe
-unlawful
 uninterrupted
 unforgiving
 undies
 uncut
 twinkies
 tucking
-tuba
-truffle
-truck's
-triplets
 treatable
 treasured
-transmit
 tranquility
 townspeople
 torso
 tomei
 tipsy
 tinsel
-timeline
 tidings
 thirtieth
-tensions
-teapot
-tasks
 tantrums
 tamper
 talky
 swayed
 swapping
-sven
-sulk
 suitor
-subjected
 stylist
-stroller
-storing
 stirs
-statistical
 standoff
-staffed
-squadron
 sprinklers
-springsteen
-specimens
 sparkly
-song's
-snowy
 snobby
 snatcher
 smoother
-smith's
 sleepin
 shrug
-shortest
 shoebox
-shel
 sheesh
-shee
 shackles
 setbacks
 sedatives
@@ -15079,120 +9051,67 @@ screeching
 scorched
 scanned
 satyr
-sammy's
-sahib
-rosemary's
-rooted
-rods
 roadblock
 riverbank
-rivals
 ridiculed
 resentful
 repellent
-relates
-registry
-regarded
-refugee
 recreate
 reconvene
-recalled
 rebuttal
 realmedia
 quizzes
 questionnaire
-quartet
-pusher
 punctured
 pucker
-propulsion
-promo
 prolong
 professionalism
-prized
-premise
-predators
-portions
 pleasantly
-planet's
 pigsty
-physicist
-phil's
 penniless
-pedestrian
 paychecks
 patiently
-paternal
 parading
-pa's
 overactive
 ovaries
 orderlies
 oracles
-omaha
 oiled
 offending
 nudie
 neonatal
 neighborly
-nectar
-nautical
-naught
 moops
 moonlighting
 mobilize
-mite
-misleading
+mmmmmm
 milkshake
-mickey's
-metropolitan
 menial
 meats
 mayan
 maxed
-marketplace
 mangled
 magua
 lunacy
 luckier
-llanview's
-livestock
 liters
-liter
-licorice
-libyan
-legislature
-lasers
 lansbury
-kremlin
-koreans
 kooky
 knowin
-kilt
-junkyard
-jiggle
-jest
 jeopardized
-jags
-intending
 inkling
 inhalation
-influences
 inflated
-inflammatory
 infecting
 incense
 inbound
 impractical
 impenetrable
-iffy
 idealistic
 i'mma
 hypocrites
 hurtin
 humbled
-hosted
-homosexuality
 hologram
 hokey
 hocus
@@ -15204,59 +9123,31 @@ harts
 hardworking
 haircuts
 hacksaw
-guerrilla
 genitals
 gazillion
-gatherings
-ganza's
 gammy
 gamesphere
 fugue
-fuels
-forests
 footwear
 folly
-folds
-flexibility
-flattened
 flashlights
 fives
 filet
-field's
-famously
 extenuating
-explored
-exceed
 estrogen
-envisioned
 entails
-emerged
 embezzled
 eloquent
 egomaniac
-dummies
-duds
 ducts
 drowsy
 drones
-dragon's
-drafts
 doree
 donovon
-donny's
-docked
-dixon's
-distributed
-disorders
 disguises
-disclose
 diggin
-dickie's
-detachment
 deserting
 depriving
-demographic
-delegation
 defying
 deductible
 decorum
@@ -15264,108 +9155,53 @@ decked
 daylights
 daybreak
 dashboard
-darien
 damnation
-d'angelo's
 cuddling
 crunching
 crickets
 crazies
-crayon
 councilman
 coughed
-coordination
 conundrum
-contractors
-contend
-considerations
-compose
 complimented
-compliance
 cohaagen
 clutching
-cluster
 clued
-climbs
 clader
-chuck's
-chromosome
 cheques
 checkpoint
 chats
 channeling
 ceases
-catholics
-cassius
-carver's
 carasco
-capped
 capisce
 cantaloupe
 cancelling
 campsite
-camouflage
-cambodia
 burglars
-bureaucracy
 breakfasts
-branding
 bra'tac
-book's
 blueprint
 bleedin
-blaze's
 blabbed
-bisexual
-bile
-big's
-beverages
 beneficiary
-battery's
 basing
 avert
-avail
-autobiography
 atone
-army's
 arlyn
-ares
-architectural
 approves
 apothecary
-anus
 antiseptic
-analytical
-amnesty
-alphabetical
-alignment
-aligned
 aleikuum
-advisory
-advisors
 advisement
-adulthood
-acquiring
-accessed
-zombie's
 zadir
-wrestled
 wobbly
 withnail
-wheeled
 whattaya
 whacking
 wedged
 wanders
-walkman
-visionary
-virtues
-vincent's
-vega's
 vaginal
-usage
-unnamed
-uniquely
 unimaginable
 undeniable
 unconditionally
@@ -15376,25 +9212,16 @@ tvmegasite
 trumped
 triumphant
 trimming
-tribes
 treading
-translates
 tranquilizers
-towing
-tout
 toontown
 thunk
-taps
-taboo
 suture
 suppressing
-succeeding
-submission
 strays
 stonewall
 stogie
 stepdaughter
-stalls
 stace
 squint
 spouses
@@ -15403,11 +9230,9 @@ speakin
 sounder
 sorrier
 sorrel
-sorcerer
 sombrero
 solemnly
 softened
-socialist
 snobs
 snippy
 snare
@@ -15415,145 +9240,82 @@ smoothing
 slump
 slimeball
 slaving
-sips
-singular
 silently
-sicily
 shiller
-shayne's
-shareholders
 shakedown
 sensations
-seagulls
 scrying
 scrumptious
 screamin
 saucy
 santoses
-santos's
-sanctions
 roundup
 roughed
 rosary
 robechaux
-roadside
-riley's
 retrospect
-resurrected
-restoration
-reside
-researched
 rescind
-reproduce
 reprehensible
 repel
-rendering
 remodeling
-religions
 reconsidering
 reciprocate
-ratchet
-rambaldi's
 railroaded
-raccoon
-quasi
 psychics
-psat
 promos
-proclamation
-problem's
 prob'ly
 pristine
 printout
 priestess
 prenuptial
-prediction
 precedes
 pouty
-potter's
 phoning
-petersburg
 peppy
 pariah
 parched
-parcel
 panes
 overloaded
 overdoing
-operators
-oldies
-obesity
 nymphs
 nother
 notebooks
-nook
-nikolai
 nearing
 nearer
-mutation
-municipal
 monstrosity
-minister's
 milady
 mieke
 mephesto
-memory's
-melissa's
 medicated
 marshals
 manilow
 mammogram
-mainstream
-madhouse
 m'lady
-luxurious
-luck's
-lucas's
 lotsa
 loopy
-logging
-liquids
-lifeboat
 lesion
 lenient
 learner
-lateral
 laszlo
-larva
 kross
 kinks
 jinxed
 involuntary
-inventor
-interim
 insubordination
-inherent
 ingrate
 inflatable
-independently
 incarnate
 inane
-imaging
 hypoglycemia
 huntin
-humorous
 humongous
 hoodlum
-honoured
 honking
-hitler's
 hemorrhage
 helpin
-hearing's
 hathor
 hatching
-hangar
-halftime
-guise
-guggenheim
-grrr
 grotto
-grandson's
 grandmama
 gorillas
 godless
@@ -15561,100 +9323,54 @@ girlish
 ghouls
 gershwin
 frosted
-friday's
-forwards
 flutter
-flourish
 flagpole
-finely
-finder's
 fetching
 fatter
-fated
 faithfully
-faction
-fabrics
-exposition
-expo
-exploits
 exert
-exclude
-eviction
-everwood's
 evasion
-espn
-escorting
 escalate
 enticing
-enroll
-enhancement
-endowed
 enchantress
-emerging
 elopement
 drills
-drat
 downtime
 downloading
 dorks
 doorways
-doctorate
 divulge
 dissociative
-diss
 disgraceful
 disconcerting
-dirtbag
-deteriorating
 deteriorate
 destinies
 depressive
 dented
 denim
-defeating
 decruz
 decidedly
 deactivate
 daydreams
-czar
 curls
 culprit
-cues
-crybaby
 cruelest
-critique
 crippling
-cretin
 cranberries
-cous
-coupled
 corvis
 copped
-convicts
-converts
-contingent
-contests
-complement
 commend
-commemorate
-combinations
 coastguard
 cloning
 cirque
 churning
 chock
 chivalry
-chemotherapy
-charlotte's
-chancellor's
 catalogues
 cartwheels
-carpets
 carols
 canister
-camera's
 buttered
-bureaucratic
 bundt
 buljanoff
 bubbling
@@ -15662,150 +9378,86 @@ brokers
 broaden
 brimstone
 brainless
-borneo
 bores
-boing
-bodied
-billie's
-biceps
-beijing
-bead
 badmouthing
-bad's
-avec
 autopilot
-attractions
-attire
-atoms
-atheist
 ascertain
-artificially
-archbishop
 aorta
-amps
 ampata
-amok
-alloy
-allied
 allenby
-align
-albeit
-aired
-aint
-adjoining
 accosted
-abyss
 absolve
 aborted
 aaagh
 aaaaaah
-your's
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@@ -15813,82 +9465,46 @@ rinds
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@@ -15896,111 +9512,62 @@ meself
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@@ -16009,120 +9576,73 @@ drenched
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@@ -16134,59 +9654,31 @@ unconfirmed
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@@ -16194,57 +9686,33 @@ showin
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@@ -16253,19 +9721,13 @@ plunger
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@@ -16273,7 +9735,6 @@ o'toole
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@@ -16330,293 +9771,160 @@ inconclusive
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@@ -16666,388 +9955,229 @@ prewedding
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@@ -17055,16 +10185,12 @@ splinters
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@@ -17072,227 +10198,112 @@ shrugs
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@@ -17301,7 +10312,6 @@ gutless
 gusto
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 grrrr
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 grazed
 gratification
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@@ -17309,13 +10319,6 @@ gorak
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@@ -17327,65 +10330,35 @@ followup
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 deader
@@ -17394,39 +10367,25 @@ darkroom
 dares
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 charlatan
@@ -17436,15 +10395,9 @@ cataracts
 carano
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 bullshitting
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 brewed
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 breathless
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 bobka
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 aahhh
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 vacuuming
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@@ -17541,198 +10456,98 @@ unloved
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 uninhibited
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@@ -17741,411 +10556,229 @@ mistreated
 misreading
 misbehave
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@@ -18154,447 +10787,258 @@ stewed
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 stepatech
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@@ -18602,104 +11046,45 @@ biding
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@@ -18712,89 +11097,51 @@ unqualified
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 ulcers
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@@ -18803,41 +11150,25 @@ sizzling
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@@ -18845,28 +11176,18 @@ revise
 reunions
 repugnant
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 repaid
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@@ -18878,312 +11199,171 @@ pssst
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 exhale
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-evaluations
 ethros
-escalated
-epilepsy
 entrust
-enraged
 ennui
 energized
-endowment
 encephalitis
-empties
 embezzling
 elster
-ellie's
-ellen's
 elixir
 electrolytes
-elective
-elastic
-edged
-econ
-eclectic
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 duplex
 dryers
 drexl
 dredging
 drawback
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 don'ts
-docs
 dobisch
 divorcee
-ditches
-distinguishing
-distances
 disrespected
 disprove
 disobeying
-disobedience
 disinfectant
-discs
-discoveries
-dips
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 dingy
 digress
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 dieting
-dictatorship
 dictating
 devoured
 devise
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 detonators
-detecting
 desist
 deserter
 derriere
 deron
-derive
-derivative
-delegates
-defects
-defeats
 deceptive
 debilitating
 deathwok
-dat's
-darryl's
-dago
 daffodils
 curtsy
 cursory
 cuppa
 cumin
-cultivate
-cujo
-cubic
 cronkite
 cremation
 credence
@@ -19193,35 +11373,15 @@ courted
 countin
 counselling
 cornball
-converting
 contentment
-contention
-contamination
-consortium
-consequently
 consensual
-consecutive
-compressed
-compounds
 compost
-components
-comparative
-comparable
-commenting
-color's
-collections
-coleridge
-coincidentally
 cluett
 cleverly
 cleansed
 cleanliness
-clea
-clare's
-citizen's
 chopec
 chomp
-cholera
 chins
 chime
 cheswick
@@ -19230,97 +11390,59 @@ cheapest
 chatted
 cauliflower
 catharsis
-categories
 catchin
 caress
-cardigan
-capitalism
-canopy
-cana
 camcorder
 calorie
 cackling
-cabot's
 bystanders
 buttoned
 buttering
 butted
 buries
 burgel
-bullpen
 buffoon
 brogna
-brah
 bragged
 boutros
-boosted
-bohemian
 bogeyman
-boar
 blurting
 blurb
 blowup
 bloodhound
 blissful
 birthmark
-biotech
 bigot
 bestest
-benefited
 belted
 belligerent
-bell's
 beggin
 befall
 beeswax
-beer's
-becky's
 beatnik
 beaming
-bazaar
-bashful
 barricade
-banners
-bangers
-baja
 baggoli
 badness
-awry
 awoke
-autonomy
-automobiles
-attica
-astoria
-assessing
-ashram
 artsy
 artful
 aroun
 armpits
 arming
-arithmetic
 annihilate
 anise
 angiogram
-andre's
 anaesthetic
 amorous
-ambiguous
 ambiance
 alligators
-afforded
 adoration
 admittance
-administering
 adama
-aclu
 abydos
-absorption
 zonked
 zhivago
-zealand
-zazu
-youngster
 yorkin
 wrongfully
 writin
@@ -19330,39 +11452,22 @@ woops
 wonderfalls
 womanly
 wickedness
-wichita
 whoopie
-wholesale
 wholeheartedly
 whimper
 which'll
-wherein
 wheelchairs
 what'ya
-west's
-wellness
-welcomes
-wavy
-warren's
 warranted
-wankers
-waltham
 wallop
 wading
-wade's
 wacked
-vogue
 virginal
-vill
-vets
 vermouth
 vermeil
 verger
-verbs
-verbally
 ventriss
 veneer
-vecchio's
 vampira
 utero
 ushers
@@ -19371,81 +11476,41 @@ untoward
 unshakable
 unsettled
 unruly
-unrest
-unmanned
 unlocks
-unified
 ungodly
 undue
-undermined
-undergoing
-undergo
 uncooperative
 uncontrollably
 unbeatable
 twitchy
-tunh
 tumbler
-tubs
 truest
-troublesome
 triumphs
 triplicate
 tribbey
-trent's
-transmissions
 tortures
-torpedoes
-torah
 tongaree
-tommi
 tightening
-thunderbolt
-thunderbird
 thorazine
-thinly
-theta
 theres
 testifies
-terre
 teenaged
-technological
 tearful
 taxing
 taldor
-takashi
-tach
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-symbolism
 syllabus
 swoops
 swingin
-swede
-sutra
 suspending
-supplement
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 sunburn
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-substituting
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 stuttering
 stupor
-stumps
-strummer
 strides
 strategize
 strangulation
 stooped
 stipulation
 stingy
-stigma
-stewart's
-statistic
-startup
-starlet
 stapled
 squeaks
 squawking
@@ -19453,37 +11518,19 @@ spoilsport
 splicing
 spiel
 spencers
-specifications
-spawned
 spasms
 spaniard
-sous
 softener
 sodding
 soapbox
-snow's
 smoldering
 smithbauer
-slogans
-slicker
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 skittish
-skepticism
-simulated
-similarity
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-signaling
 sifting
 sickest
 sicilians
 shuffling
 shrivel
-shortstop
-sensibility
-sender
-seminary
-selecting
 segretti
 seeping
 securely
@@ -19491,94 +11538,51 @@ scurrying
 scrunch
 scrote
 screwups
-schoolteacher
-schibetta's
 schenkman
 sawing
 savin
 satine
-saps
 sapiens
 salvaging
 salmonella
-safeguard
 sacrilege
 rumpus
 ruffle
-rube
-routing
 roughing
 rotted
-roshman's
 rondall
-road's
 ridding
 rickshaw
 rialto
 rhinestone
-reversible
-revenues
-retina
 restrooms
-resides
 reroute
 requisite
 repress
-replicate
-repetition
-removes
-relationship's
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-regatta
-reflective
 rednecks
 redeeming
-rectory
-recordings
-reasoned
 rayed
 ravell
 raked
-rainstorm's
 raincheck
-raids
 raffi
 racked
-query
-quantities
 pushin
-prototypes
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-promotes
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-promenade
-projectile
-progeny
 profess
 prodding
 procure
-primetime
 presuming
 preppy
 prednisone
-predecessor
 potted
 posttraumatic
-poppies
 poorhouse
-pool's
-polaroid
 podiatrist
-plucky
 plowed
 pledging
 playroom
-playhouse
-play's
 plait
 placate
-pitchfork
-pissant
 pinback
 picketing
 photographing
@@ -19587,108 +11591,67 @@ petrak
 petal
 persecuting
 perchance
-penny's
 pellets
 peeved
 peerless
 payable
 pauses
-pathways
 pathologist
-pat's
-parchment
-papi
 pagliacci
-owls
 overwrought
-overwhelmingly
 overreaction
 overqualified
 overheated
-outward
-outlines
 outcasts
 otherworldly
-originality
-organisms
 opinionated
 oodles
 oftentimes
-octane
 occured
 obstinate
-observatory
-o'er
 nutritionist
-nutrition
 numbness
 nubile
-notification
-notary
 nooooooo
-nodes
 nobodies
 nepotism
-neighborhoods
 neanderthals
-musicals
 mushu
-murphy's
-multimedia
 mucus
 mothering
 mothballs
 monogrammed
-monk's
 molesting
 misspoke
 misspelled
 misconstrued
-miscellaneous
 miscalculated
 minimums
 mince
 mildew
 mighta
 middleman
-metabolic
-messengers
 mementos
 mellowed
-meditate
-medicare
 mayol
-maximilian
 mauled
 massaged
 marmalade
 mardi
-mannie
-mandates
-mammals
-malaysia
 makings
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-maim
 lundegaard
 lovingly
-lout
-louisville
 loudest
 lotto
 loosing
 loompa
 looming
 longs
-lodging
 loathes
 littlest
 littering
-linebacker
 lifelike
-li'l
 legalities
-lavery's
 laundered
 lapdog
 lacerations
@@ -19698,79 +11661,44 @@ knitted
 kittridge
 kidnaps
 kerosene
-katya
 karras
 jungles
-juke
-joes
 jockeys
-jeremy's
-jefe
-janeiro
-jacqueline's
-ithaca
-irrigation
 iranoff
 invoices
 invigorating
-intestinal
-interactive
-integration
 insolence
 insincere
 insectopia
 inhumane
 inhaling
 ingrates
-infrastructure
 infestation
-infants
 individuality
-indianapolis
 indeterminate
-indefinite
-inconsistent
 incomprehensible
-inaugural
 inadequacy
 impropriety
 importer
 imaginations
 illuminating
-ignited
 ignite
-iggy
-i'da
 hysterics
 hypodermic
 hyperventilate
-hypertension
 hyperactive
 humoring
-hotdogs
 honeymooning
 honed
 hoist
 hoarding
 hitching
-hinted
-hill's
 hiker
-hijo
 hightail
-highlands
 hemoglobin
-helo
 hell'd
 heinie
-hanoi
-hags
-gush
-guerrillas
 growin
-grog
-grissom's
-gregory's
 grasped
 grandparent
 granddaughters
@@ -19781,26 +11709,18 @@ glades
 gigantor
 get'em
 geriatric
-geared
-gawk
-gawd
 gatekeeper
 gargoyles
 gardenias
 garcon
 garbo
 gallows
-gabe's
-gabby's
 gabbing
 futon
 fulla
 frightful
 freshener
-freedoms
-fountains
 fortuitous
-formulas
 forceps
 fogged
 fodder
@@ -19809,148 +11729,88 @@ flogging
 flaun
 flared
 fireplaces
-firefighters
-fins
-filtered
 feverish
 favell
 fattest
 fattening
-fate's
 fallow
-faculties
-fabricated
 extraordinaire
-expressly
-expressive
-explorers
-evade
 evacuating
-euclid
-ethanol
 errant
 envied
 enchant
 enamored
-enact
-embarking
-election's
 egocentric
-eeny
 dussander
 dunwitty
 dullest
-dru's
 dropout
 dredged
 dorsia
-dormitory
-doot
 doornail
+donot
 dongs
 dogged
 dodgy
-do's
 ditty
 dishonorable
 discriminating
 discontinue
 dings
 dilly
-diffuse
-diets
 dictation
 dialysis
-deteriorated
 delly
 delightfully
-definitions
-decreased
-declining
-deadliest
 daryll
 dandruff
-cynthia's
-cush
 cruddy
 croquet
-crocodiles
 cringe
 crimp
 credo
-cranial
 crackling
-coyotes
 courtside
-coupling
 counteroffer
 counterfeiting
 corrupting
-corrective
-copter
 copping
-conway's
 conveyor
 contusions
 contusion
 conspirator
 consoling
 connoisseur
-conjecture
 confetti
 composure
-competitor
 compel
-commanders
-coloured
-collector's
 colic
-coldest
-coincide
 coddle
 cocksuckers
-coax
 coattails
 cloned
-cliff's
-clerical
 claustrophobia
-classrooms
 clamoring
-civics
 churn
 chugga
-chromosomes
-christened
-chopper's
 chirping
 chasin
-characterized
 chapped
 chalkboard
 centimeter
 caymans
 catheter
-caspian
 casings
-cartilage
-carlton's
-card's
 caprica
 capelli
 cannolis
 cannoli
-canals
-campaigns
 camogli
 camembert
 butchers
 butchered
 busboys
 bureaucrats
-bungalow
-buildup
-budweiser
 buckled
 bubbe
 brownstone
@@ -19964,80 +11824,42 @@ bodhi
 blunders
 blunder
 blockage
-blended
-blackberry
-bitch's
-birthplace
 biocyte
-biking
-bike's
 betrays
-bestowed
 bested
 beryllium
 beheading
-beginner's
 beggar
 begbie
 beamed
-bayou
 bastille
-bask
 barstool
 barricades
-baron's
 barbecues
 barbecued
-barb's
 bandwagon
-bandits
-ballots
-ballads
 backfiring
 bacarra
-avoidance
 avenged
 autopsies
-austrian
 aunties
-attache
-atrium
 associating
 artichoke
 arrowhead
-arrivals
-arose
-armory
 appendage
 apostrophe
-apostles
-apathy
 antacid
 ansel
-anon
 annul
-annihilation
-andrew's
-anderson's
-anastasia's
 amuses
 amped
 amicable
-amendments
 amberg
 alluring
-allotted
-alfalfa
-alcoholism
-airs
-ailing
-affinity
 adversaries
 admirers
 adlai
-adjective
 acupuncture
-acorn
 abnormality
 aaaahhhh
 zooming
@@ -20048,120 +11870,70 @@ yuletide
 yoyodyne
 yengeese
 yeahhh
-xena
 wrinkly
 wracked
-wording
 withered
 winks
 windmills
-widow's
 whopping
-wholly
 wendle
 weigart
-weekend's
 waterworks
-waterford
 waterbed
 watchful
 wantin
-wally's
-wail
 wagging
-waal
 waaah
 vying
-voter
-ville
-vertebrae
-versatile
-ventures
 ventricle
 varnish
 vacuumed
-uugh
-utilities
-uptake
-updating
 unreachable
 unprovoked
 unmistakable
-unky
 unfriendly
 unfolding
-undesirable
-undertake
 underpaid
 uncuff
-unchanged
 unappealing
 unabomber
-ufos
-tyres
 typhoid
-tweek's
 tuxedos
 tushie
-turret
 turds
 tumnus
-tude
-truman's
 troubadour
-tropic
 trinium
 treaters
 treads
 transpired
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 transgression
-tournaments
 tought
-touchdowns
-totem
-tolstoy
 thready
 thins
 thinners
-thas
-terrible's
-television's
 techs
 teary
 tattaglia
 tassels
 tarzana
-tape's
 tanking
-tallahassee
 tablecloths
-synonymous
 synchronize
 symptomatic
-symmetrical
 sycophant
 swimmingly
 sweatshop
-surrounds
 surfboard
 superpowers
 sunroom
-sunflower
 sunblock
 sugarplum
-sudan
-subsidies
 stupidly
 strumpet
-streetcar
-strategically
 strapless
-straits
 stooping
 stools
-stifler
-stems
 stealthy
 stalks
 stairmaster
@@ -20169,17 +11941,11 @@ staffer
 sshhh
 squatting
 squatters
-spores
-spelt
 spectacularly
-spaniel
-soulful
 sorbet
 socked
-society's
 sociable
 snubbed
-snub
 snorting
 sniffles
 snazzy
@@ -20188,20 +11954,13 @@ smuggler
 smorgasbord
 smooching
 slurping
-sludge
 slouch
 slingshot
-slicer
 slaved
 skimmed
-skier
 sisterhood
 silliest
-sideline
 sidarthur
-shrink's
-shipwreck
-shimmy
 sheraton
 shebang
 sharpening
@@ -20211,90 +11970,55 @@ sendoff
 scurvy
 scoliosis
 scaredy
-scaled
 scagnetti
-saxophone
 sawchuk
-saviour
 saugus
-saturated
 sasquatch
 sandbag
 saltines
 s'pose
-royalties
-routinely
-roundabout
 roston
 rostle
 riveting
 ristle
-righ
 rifling
 revulsion
 reverently
 retrograde
-restriction
 restful
-resolving
 resents
-rescinded
 reptilian
-repository
 reorganize
-rentals
-rent's
 renovating
-renal
-remedies
 reiterate
 reinvent
 reinmar
 reibers
 reechard
 recuse
-recorders
-record's
 reconciling
 recognizance
-recognised
 reclaiming
 recitation
 recieved
 rebate
 reacquainted
-rations
 rascals
-raptors
 railly
 quintuplets
 quahog
 pygmies
 puzzling
 punctuality
-psychoanalysis
-psalm
 prosthetic
-proposes
 proms
-proliferation
-prohibition
 probie
-printers
 preys
-pretext
 preserver
 preppie
-prag
-practise
-postmaster
-portrayed
-pollen
-polled
 poachers
 plummet
 plumbers
-pled
 plannin
 pitying
 pitfalls
@@ -20303,186 +12027,109 @@ pinecrest
 pinches
 pillage
 pigheaded
-pied
 physique
 pessimistic
 persecute
 perjure
-perch
 percentile
 pentothal
 pensky
 penises
-peking
 peini
-peacetime
 pazzi
 pastels
-partisan
 parlour
-parkway
-parallels
 paperweight
 pamper
-palsy
-palaces
 pained
 overwhelm
-overview
 overalls
-ovarian
 outrank
 outpouring
 outhouse
 outage
 ouija
-orbital
-old's
-offset
-offer's
-occupying
 obstructed
 obsessions
-objectives
 obeying
 obese
 o'riley
-o'neal
 o'higgins
-nylon
-notoriously
 nosebleeds
-norman's
 norad
 noooooooo
 nononono
 nonchalant
-nominal
-nome
-nitrous
 nippy
 neurosis
 nekhorvich
 necronomicon
-nativity
 naquada
-nano
-nani
 n'est
 mystik
 mystified
-mums
 mumps
-multinational
 muddle
 mothership
 moped
 monumentally
 monogamous
 mondesi
-molded
-mixes
 misogynistic
 misinterpreting
-miranda's
 mindlock
-mimic
-midtown
-microphones
 mending
 megaphone
 meeny
 medicating
-meanings
 meanie
 masseur
-maru
-marshal's
 markstrom
 marklars
-mariachi
 margueritas
 manifesting
-maintains
-mail's
 maharajah
-lurk
-lulu's
 lukewarm
 loveliest
-loveable
-lordship
-looting
+loran
 lizardo
 liquored
 lipped
 lingers
 limey
-limestone
-lieutenants
 lemkin
 leisurely
-laureate
 lathe
 latched
-lars
 lapping
 ladle
-kuala
 krevlorneswath
 kosygin
 khakis
 kenaru
 keats
-kath
 kaitlan
-justin's
 julliard
-juliet's
-journeys
 jollies
-jiff
 jaundice
 jargon
 jackals
-jabot's
-invoked
 invisibility
-interacting
-instituted
 insipid
-innovative
 inflamed
-infinitely
 inferiority
 inexperience
-indirectly
-indications
-incompatible
 incinerated
 incinerate
-incidental
 incendiary
 incan
 inbred
-implicitly
 implicating
 impersonator
-impacted
-ida's
-ichiro
-iago
-hypo
-hurricanes
 hunks
-host's
-hospice
 horsing
 hooded
-honey's
-homestead
 hippopotamus
-hindus
 hiked
 hetson
 hetero
@@ -20490,27 +12137,18 @@ hessian
 henslowe
 hendler
 hellstrom
-hecate
 headstone
 hayloft
-hater
-hast
-harold's
 harbucks
 handguns
 hallucinate
-halliwell's
 haldol
-hailing
 haggling
-hadj
 gynaecologist
-gumball
 gulag
 guilder
 guaranteeing
 groundskeeper
-ground's
 grindstone
 grimoir
 grievance
@@ -20520,94 +12158,50 @@ greystone
 graceland
 gooders
 goeth
-glossy
-glam
-giddyup
 gentlemanly
-gels
 gelatin
-gazelle
 gawking
-gaulle
-gate's
 ganged
-fused
 fukes
 fromby
 frenchmen
-franny
 foursome
 forsley
-foreman's
 forbids
 footwork
 foothold
-fonz
-fois
-foie
 floater
 flinging
 flicking
 fittest
 fistfight
 fireballs
-filtration
 fillings
 fiddling
-festivals
-fertilization
 fennyman
 felonious
 felonies
 feces
 favoritism
 fatten
-fanfare
 fanatics
 faceman
-extensions
-executions
-executing
 excusing
 excepted
-examiner's
-ex's
-evaluating
-eugh
-erroneous
-enzyme
-envoy
 entwined
-entrances
+entree
 ensconced
-enrollment
-england's
-enemy's
-emit
-emerges
-embankment
-em's
-ellison's
-electrons
 eladio
 ehrlichman
 easterland
-dylan's
-dwellers
 dueling
-dubbed
 dribbling
 drape
-doze
 downtrodden
 doused
 dosed
 dorleen
-dopamine
-domesticated
 dokie
-doggone
-disturbances
 distort
 displeased
 disown
@@ -20615,88 +12209,48 @@ dismount
 disinherited
 disarmed
 disapproves
-disabilities
 diperna
-dioxide
 dined
 diligent
 dicaprio
-diameter
-dialect
-detonated
-destitute
-designate
 depress
-demolish
-demographics
-degraded
-deficient
 decoded
 debatable
 dealey
 darsh
-dapper
 damsels
 damning
-daisy's
 dad'll
 d'oeuvre
-cutter's
 curlers
 curie
 cubed
-cryo
-critically
 crikey
 crepes
-crackhead
 countrymen
-count's
-correlation
 cornfield
 coppers
 copilot
 copier
-coordinating
 cooing
-converge
-contributor
 conspiracies
-consolidated
 consigliere
-consecrated
-configuration
-conducts
 condoning
-condemnation
-communities
 commoner
 commies
-commented
-comical
 combust
 comas
 colds
-clod
-clique
-clay's
 clawed
 clamped
-cici
-christianity
 choosy
 chomping
 chimps
 chigorin
 chianti
-cheval
-chet's
 cheep
 checkups
-check's
 cheaters
-chase's
-charted
 celibate
 cautiously
 cautionary
@@ -20707,69 +12261,34 @@ carjacking
 caritas
 caregiver
 cardiology
-carb
-capturing
-canteen
 candlesticks
-candies
-candidacy
 canasta
-calendars
 cain't
-caboose
-buster's
 burro
 burnin
-buon
 bunking
 bumming
 bullwinkle
-budgets
 brummel
 brooms
-broadcasts
-britt's
 brews
-breech
 breathin
 braslow
 bracing
-bouts
 botulism
-bosnia
 boorish
-bluenote
 bloodless
 blayne
 blatantly
 blankie
-birdy
-bene
-beetles
 bedbugs
 becuase
-becks
-bearers
-bazooka
-baywatch
-bavarian
-baseman
-bartender's
-barrister
 barmaid
-barges
 bared
 baracus
 banal
-bambino
-baltic
-baku
 bakes
-badminton
-bacon's
 backpacks
-authorizing
-aurelius
 attentions
 atrocious
 ativan
@@ -20781,14 +12300,9 @@ aspirins
 asphyxiation
 ashtrays
 aryans
-artistry
 arnon
-aren
-approximate
 apprehension
-appraisal
 applauding
-anya's
 anvil
 antiquing
 antidepressants
@@ -20796,43 +12310,23 @@ annoyingly
 amputate
 altruistic
 alotta
-allegation
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 woogyman
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 whisking
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@@ -20844,74 +12338,42 @@ watcha
 wasteful
 waski
 washcloth
-wartime
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 tolerable
-toenail
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 timmay
 tillinghouse
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@@ -20919,68 +12381,45 @@ tibia
 thumbing
 thrusters
 thrashing
-thompson's
 these'll
+thatos
 testicular
-terminology
 teriyaki
 tenors
 tenacity
 tellers
 telemetry
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 snuggled
 snowmobile
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 smugglers
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@@ -20991,13 +12430,10 @@ sleet
 sleepovers
 sleek
 slackers
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 siree
 siphoning
 singed
 sincerest
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 shuffled
 shriveled
@@ -21006,161 +12442,80 @@ shittin
 shish
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 shamu
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 ordover
@@ -21171,178 +12526,96 @@ omelettes
 officiate
 obtuse
 obits
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 nymph
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 novocaine
-notable
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 hereafter
 helpmann
+hehehe
 haughty
 happenings
 hankie
@@ -21351,15 +12624,11 @@ halliwells
 haklar
 haise
 gunsights
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 grossly
-grossed
 grope
 grocer
 grits
 gripping
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 grabby
 glorificus
 gizzard
@@ -21369,293 +12638,142 @@ geminon
 gasses
 garnish
 galloping
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 gairwyn
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 futterman
 futility
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 fruitless
 friendless
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 aawwww
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@@ -21665,104 +12783,65 @@ whatsamatter
 whatchamacallit
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 whad'ya
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@@ -21770,44 +12849,25 @@ taraka
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@@ -21815,405 +12875,235 @@ sprinkled
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 idolized
@@ -22221,158 +13111,89 @@ icebox
 i'd've
 hypochondriac
 hyphen
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 hurtling
 hurried
 hunchback
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 hullo
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 dumbasses
@@ -22381,45 +13202,26 @@ duisberg
 drummed
 drinkers
 dressy
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 didja
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 demerits
+delude
 delirium
 degrade
 deevak
@@ -22428,152 +13230,90 @@ deductions
 deduce
 debriefed
 deadbeats
-dazs
 dateline
 darndest
 damnable
 dalliance
 daiquiri
 d'agosta
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 confides
 confidentially
-confederacy
-concise
-competence
 commited
-commissioners
 commiserate
-commencing
 comme
-commandos
 comforter
 comeuppance
 combative
 comanches
 colosseum
 colling
-collaboration
-coli
 coexist
 coaxing
 cliffside
-clayton's
-clauses
-cia's
-chuy
 chutes
 chucked
-christian's
 chokes
-chinaman
 childlike
 childhoods
 chickening
-chicano
 chenowith
-chassis
 charmingly
 changin
-championships
-chameleon
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 catsup
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 captioning
 capsize
 cappucino
 capiche
-cannonball
-cannibal
 candlewell
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-call's
-calculation
 cakewalk
 cagey
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 caddie
 buxley
 bumbling
 bulky
-bulgarian
-bugle
 buggered
 brussel
 brunettes
 brumby
 brotha
-bros
 bronck
 brisket
 bridegroom
-breathing's
-breakout
-braveheart
 braided
-bowled
-bowed
 bovary
-bordering
 bookkeeper
 bluster
-bluh
-blue's
-blot
 bloodline
 blissfully
-blarney
-binds
+blase
 billionaires
-billiard
-bide
-bicycles
 bicker
 berrisford
 bereft
 berating
 berate
 bendy
-benches
-bellevue
 belive
-believers
 belated
 beikoku
 beens
 bedspread
-bed's
-bear's
 bawdy
-barrett's
 barreling
 baptize
 banya
@@ -22583,61 +13323,31 @@ bakshi
 bails
 badgered
 backstreet
-backdrop
 awkwardly
-avoids
-avocado
 auras
 attuned
-attends
 atheists
 astaire
 assuredly
-art's
 arrivederci
-armaments
-arises
-argyle
-argument's
-argentine
 appetit
 appendectomy
-appealed
 apologetic
 antihistamine
-antigua
 anesthesiologist
 amulets
-algonquin
-alexander's
-ales
 albie
 alarmist
 aiight
-agility
-aforementioned
 adstream
-adolescents
 admirably
-adjectives
-addison's
-activists
 acquaint
-acids
 abound
 abominable
-abolish
-abode
-abfc
 aaaaaaah
-zorg
-zoltan
-zoe's
 zekes
 zatunica
-yama
 wussy
-wrcw
 worded
 wooed
 woodrell
@@ -22645,48 +13355,31 @@ wiretap
 windowsill
 windjammer
 windfall
-whitey's
-whitaker's
 whisker
 whims
 whatiya
 whadya
-westerns
-welded
 weirdly
 weenies
-webster's
 waunt
 washout
 wanto
 waning
-vitality
-vineyards
 victimless
-vicki's
 verdad
 veranda
-vegan
-veer
 vandaley
-vancouver
 vancomycin
 valise
-validated
 vaguest
-usefulness
 upshot
-uprising
-upgrading
 unzip
 unwashed
 untrained
-unsuitable
 unstuck
 unprincipled
 unmentionables
 unjustly
-unit's
 unfolds
 unemployable
 uneducated
@@ -22695,25 +13388,16 @@ undercut
 uncovering
 unconsciousness
 unconsciously
-unbeknownst
-unaffected
-ubiquitous
 tyndareus
-tutors
 turncoat
 turlock
 tulle
-tuesday's
 tryouts
-truth's
 trouper
 triplette
 trepkos
 tremor
 treeger
-treatment's
-traveller
-traveler's
 trapeze
 traipse
 tradeoff
@@ -22723,46 +13407,29 @@ tommorow
 tollan
 toity
 timpani
-tilted
 thumbprint
-throat's
-this's
-theater's
 thankless
-terrestrial
-tenney's
 tell'em
 telepathy
 telemarketing
 telekinesis
 teevee
 teeming
-tc's
 tarred
-tankers
 tambourine
 talentless
-taki
-takagi
 swooped
 switcheroo
 swirly
 sweatpants
-surpassed
-surgeon's
-supermarkets
 sunstroke
 suitors
-suggestive
 sugarcoat
-succession
 subways
 subterfuge
 subservient
-submitting
 subletting
 stunningly
-student's
 strongbox
 striptease
 stravanavitch
@@ -22770,31 +13437,18 @@ stradling
 stoolie
 stodgy
 stocky
-stimuli
-stigmata
 stifle
 stealer
-statewide
-stark's
-stardom
-stalemate
-staggered
 squeezes
 squatter
 squarely
 sprouted
 spool
-spirit's
 spindly
-spellman's
 speedos
-specify
-specializing
-spacey
 soups
 soundly
 soulmates
-somethin's
 somebody'll
 soliciting
 solenoid
@@ -22804,14 +13458,10 @@ snowballs
 snores
 slung
 slimming
-slender
-skyscrapers
 skulk
 skivvies
-skillful
 skewered
 skewer
-skaters
 sizing
 sistine
 sidebar
@@ -22821,39 +13471,23 @@ shunt
 shugga
 shone
 shol'va
-shiv
-shifter
-sharply
 sharpened
-shareholder
 shapeshifter
 shadowing
 shadoe
-serviced
-selwyn
 selectman
 sefelt
 seared
-seamen
 scrounging
 scribbling
-scotty's
 scooping
 scintillating
 schmoozing
-schenectady
-scene's
-scattering
-scampi
 scallops
-sat's
 sapphires
-sans
 sanitarium
 sanded
-sanction
 safes
-sacrificial
 rudely
 roust
 rosebush
@@ -22861,105 +13495,63 @@ rosasharn
 rondell
 roadhouse
 riveted
-rile
-ricochet
-rhinoceros
 rewrote
-reverence
 revamp
 retaliatory
-rescues
 reprimand
-reportedly
 replicators
 replaceable
-repeal
-reopening
-renown
-remo's
 remedied
-rembrandt
 relinquishing
-relieving
 rejoicing
 reincarnated
 reimbursed
-refinement
-referral
 reevaluate
-redundancy
 redid
 redefine
 recreating
 reconnected
-recession
 rebelling
 reassign
 rearview
-reappeared
-readily
 rayne
 ravings
-ravage
 ratso
 rambunctious
-rallying
 radiologist
 quiver
 quiero
 queef
-quark
 qualms
 pyrotechnics
-pyro
-puritan
-punky
 pulsating
-publisher's
 psychosomatic
-provisional
 proverb
-protested
-proprietary
 promiscuous
 profanity
-prisoner's
 prioritize
 preying
 predisposition
 precocious
 precludes
-preceding
 prattling
 prankster
 povich
 potting
 postpartum
-portray
-porter's
 porridge
 polluting
-pogo
 plowing
-plating
-plankton
 pistachio
 pissin
-pinecone
 pickpocket
-physicists
 physicals
-pesticides
 peruse
 pertains
 personified
 personalize
-permitting
 perjured
-perished
-pericles
 perfecting
-percentages
 pepys
 pepperdine
 pembry
@@ -22967,716 +13559,388 @@ peering
 peels
 pedophile
 patties
-pathogen
 passkey
-parrots
-paratroopers
 paratrooper
 paraphernalia
 paralyzing
-panned
 pandering
 paltry
 palpable
-painkiller
 pagers
 pachyderm
-paced
-overtaken
 overstay
 overestimated
 overbite
 outwit
-outskirts
 outgrow
 outbid
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-ooze
 ooops
 oomph
 oohhh
-omni
 oldie
-olas
-oddball
-observers
-obscurity
 obliterate
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 objectionable
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-o'keefe
 nygma
-nyet
-nouveau
 notting
-nothin's
 noches
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 nitty
 nighters
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 newsstands
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 newborns
 neurosurgery
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-negligible
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 nauseated
 nastiest
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 narcolepsy
-napa
-nala
-nairobi
 mutilate
 muscled
 murmur
 mulva
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 mulling
-mules
 mukada
 muffled
-mueller's
-motorized
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 morgues
 moonbeams
 monogamy
-mondays
-mollusk
 molester
 molestation
 molars
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-modeled
 moans
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 misprint
 mismatched
 mirth
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 mindful
 mimosas
 millander
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 mescaline
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 menstrual
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 mellowing
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 madmen
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-lolly
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 limitless
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 lemmiwinks
 leggo
 learnin
 lazarre
 lawyered
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 kenosha
 kemosabe
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 jussy
 junky
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 jimmies
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 jeriko
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 jakovasaur
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 issacs
-isotopes
 isabela
 irresponsibility
 ironed
-intravenous
 intoxication
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 insinuated
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 inherits
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 ingest
 ingenue
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 inflexible
 inflame
 inevitability
-inefficient
 inedible
 inducement
 indignant
 indictments
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 indefensible
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 incomparable
 incommunicado
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 improvising
 impounded
 illogical
 ignoramus
-igneous
-idlewild
 hydrochloric
 hydrate
 hungover
 humorless
 humiliations
-humanoid
-huhh
 hugest
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 hoverdrone
 hovel
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 hmmph
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 hitchhike
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 hibernating
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-herds
 henchman
 helloooo
 heirlooms
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 heartsick
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 headdress
 hatches
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 hapless
 hanen
 handsomer
 hallows
 habitual
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 guten
-gus's
 gummy
 guiltier
 guidebook
 gstaad
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 gruff
 griss
 grieved
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-grey's
-greenville
 grata
-granny's
 gorignak
 goosed
 goofed
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 glowed
 glitz
 glimpses
 glancing
 gilmores
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 gianelli
 geraniums
-georgie's
-genitalia
-gaydar
-gart
 garroway
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 gangbusters
 gamblers
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 galls
 fuddy
 frumpy
 frowning
 frothy
 fro'tak
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 frere
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 fragrances
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 forgettin
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 follicles
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 flowery
 flophouse
-floor's
 floatin
 flirts
 flings
 flatfoot
-firefighter
 fingerprinting
 fingerprinted
 fingering
 finald
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 fillet
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 fianc
 femoral
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-federated
 federales
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 fawkes
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 fascinates
 farfel
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 fambly
 falsified
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 fabricating
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 exterminators
-extensively
 expectant
 excusez
 excrement
 excercises
-excavation
-examinations
 evian
-evah
 etins
-esther's
-esque
 esophageal
 equivalency
 equate
 equalizer
-environmentally
 entrees
 enquire
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-endorsed
 endearment
-emulate
 empathetic
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 emailed
 eggroll
-edna's
-economist
-ecology
-eased
 earmuffs
-eared
 dyslexic
 duper
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-dungeons
-duncan's
 duesouth
 drunker
-drummers
 druggie
 dreadfully
 dramatics
-dragnet
 dragline
-dowry
 downplay
 downers
-doritos
 dominatrix
 doers
 docket
 docile
 diversify
 distracts
-disruption
 disloyalty
 disinterested
-disciple
 discharging
 disagreeable
 dirtier
-diplomats
 dinghy
-diner's
 dimwitted
 dimoxinil
 dimmy
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-didi
 diatribe
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-diagrams
-diagnostics
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 devising
 deviate
 detriment
 desertion
-derp
-derm
-dept
 depressants
 depravity
-dependence
-denounced
 deniability
-demolished
 delinquents
 defiled
-defends
-defamation
 deepcore
 deductive
-decrease
-declares
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 decimate
-deb's
 deadbolt
 dauthuille
 dastardly
-darla's
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 daiquiris
 daggers
 dachau
-d'ah
-cymbals
-customized
-curved
 curiouser
 curdled
-cupid's
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 cucamonga
 cruller
 cruces
-crow's
 crosswalk
-crossover
 crinkle
 crescendo
 cremate
-creeper
-craftsman
-cox's
-counteract
 counseled
 couches
-coronet
 cornea
-cornbread
 corday
 copernicus
-conveyed
 contrition
-contracting
-contested
 contemptible
-consultants
-constructing
 constipated
-conqueror
-connor's
 conjoined
-congenital
 confounded
 condescend
-concubine
 concoct
 conch
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-conceded
-compounded
 compensating
-comparisons
-commoners
 committment
-commencement
 commandeered
 comely
-coined
-cognitive
-codex
 coddled
 cockfight
 cluttered
 clunky
 clownfish
 cloaked
-cliches
 clenched
-cleft
 cleanin
-cleaner's
 civilised
 circumcised
 cimmeria
 cilantro
 chutzpah
-chutney
 chucking
-chucker
-chronicles
 chiseled
 chicka
-chicago's
 chattering
-charting
-characteristic
-chaise
-chair's
 cervix
-cereals
-cayenne
 carrey
 carpal
 carnations
-caricature
 cappuccinos
-candy's
 candied
-cancer's
-cameo
 calluses
 calisthenics
-cadre
-buzzsaw
 bushy
 burners
-bundled
-bum's
 budington
 buchanans
-brock's
-britons
 brimming
-breeders
-breakaway
 braids
-bradley's
 boycotting
 bouncers
 botticelli
 botherin
-boosting
 bookkeeping
-booga
 bogyman
 bogged
-bluepoint's
 bloodthirsty
 blintzes
 blanky
-blak
-biosphere
 binturong
 billable
 bigboote
 bewildered
 betas
-bernard's
 bequeath
-beirut
 behoove
-beheaded
-beginners
-beginner
 befriend
-beet
 bedpost
 bedded
-bay's
 baudelaires
-barty
 barreled
 barboni
 barbeque
 bangin
 baltus
 bailout
-bag's
 backstabber
 baccarat
 awning
-awaited
-avenues
-austen
 augie
-auditioned
-auctions
-astrology
-assistant's
-assassinations
-aspiration
-armenians
-aristocrat
 arguillo
 archway
-archaeologist
-arcane
-arabic
 apricots
-applicant
 apologising
-antennas
 annyong
-angered
-andretti
 anchorman
-anchored
-amritsar
-amour
-amidst
-amid
-americana
 amenable
-ambassadors
-ambassador's
 amazement
 allspice
 alannis
-airliner
 airfare
 airbags
 ahhhhhhhhh
 ahhhhhhhh
 ahhhhhhh
 agitator
-afternoon's
-afghan
-affirmation
-affiliate
-aegean
 adrenal
-actor's
 acidosis
-achy
 achoo
 accessorizing
 accentuate
-academically
-abuses
 abrasions
-abilene
 abductor
 aaaahhh
-zuzu
-zoot
+aaaaaaaa
+aaaaaaa
 zeroing
 zelner
 zeldy
-yo's
 yevgeny
-yeup
 yeska
 yellows
 yeesh
 yeahh
 yamuri
-yaks
-wyatt's
-wspr
-writing's
-wrestlers
 wouldn't've
 workmanship
 woodsman
 winnin
 winked
 wildness
-widespread
 whoring
 whitewash
 whiney
@@ -23684,27 +13948,15 @@ when're
 wheezer
 wheelman
 wheelbarrow
-whaling
 westerburg
-wegener's
-weekdays
 weeding
-weaving
 watermelons
-watcher's
 washboard
-warmly
-wards
 waltzes
-walt's
-walkway
-waged
 wafting
 voulez
 voluptuous
 vitone
-vision's
-villa's
 vigilantes
 videotaping
 viciously
@@ -23712,19 +13964,10 @@ vices
 veruca
 vermeer
 verifying
-ventured
-vaya
-vaults
-vases
 vasculitis
-varieties
-vapor
 valets
-upriver
 upholstered
-upholding
 unwavering
-unused
 untold
 unsympathetic
 unromantic
@@ -23733,10 +13976,8 @@ unpredictability
 unmask
 unleashing
 unintentional
-unilaterally
 unglued
 unequivocal
-underside
 underrated
 underfoot
 unchecked
@@ -23745,42 +13986,30 @@ unbind
 unbiased
 unagi
 uhhhhh
-turnovers
 tugging
-trouble's
 triads
 trespasses
 treehorn
 traviata
 trappers
 transplants
-transforming
 trannie
 tramping
-trainers
-traders
 tracheotomy
 tourniquet
 tooty
 toothless
 tomarrow
 toasters
-tine
-tilting
 thruster
 thoughtfulness
 thornwood
-therapies
-thanksgiving's
-tha's
-terri's
 tengo
 tenfold
 telltale
 telephoto
 telephoned
 telemarketer
-teddy's
 tearin
 tastic
 tastefully
@@ -23796,34 +14025,20 @@ syringes
 sweated
 swarthy
 swagger
-surrey
 surges
-surf's
 supermodels
 superhighway
 sunup
 sun'll
-summaries
-sumerian
-sulu
-sulphur
-sullivan's
 sulfa
-suis
 sugarless
 sufficed
-substituted
 subside
-submerged
-subdue
-styling
 strolled
 stringy
 strengthens
-street's
 straightest
 straightens
-storyteller
 storefront
 stopper
 stockpiling
@@ -23831,50 +14046,33 @@ stimulant
 stiffed
 steyne
 sternum
-stereotypical
 stepladder
 stepbrother
 steers
-steeple
 steelheads
 steakhouse
-statue's
 stathis
 stankylecartmankennymr
 standoffish
 stalwart
-stallions
-stacy's
 squirted
-squeaker
-squad's
-spuds
 spritz
 sprig
 sprawl
 spousal
-sportsman
 sphincter
 spenders
 spearmint
 spatter
-sparrows
 spangled
 southey
 soured
 sonuvabitch
 somethng
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 snuffed
-snowfall
-snowboarding
 sniffs
-snafu
 smokescreen
 smilin
-slurred
-slurpee
-slums
 slobs
 sleepwalker
 sleds
@@ -23882,46 +14080,27 @@ slays
 slayage
 skydiving
 sketched
-skateboarding
 skanks
 sixed
-siri
-sired
 siphoned
 siphon
-singer's
 simpering
-silencer
 sigfried
-siena
 sidearm
 siddons
 sickie
-siberian
 shuteye
-shuk
 shuffleboard
 shrubberies
 shrouded
 showmanship
-shower's
 shouldn't've
-shortwave
 shoplift
-shooter's
 shiatsu
-sheriffs
-shak
-shafts
-serendipity
-serena's
 sentries
 sentance
 sensuality
-semesters
 seething
-sedition
-secular
 secretions
 searing
 scuttlebutt
@@ -23929,186 +14108,106 @@ sculpt
 scowling
 scouring
 scorecard
-schwarzenegger
 schoolers
 schmucks
 scepters
 scaly
 scalps
-scaling
 scaffolding
 sauces
 sartorius
 santen
-sampler
 salivating
-salinger
 sainthood
-said's
 saget
 saddens
 rygalski
 rusting
-rumson's
 ruination
 rueland
 rudabaga
-rubles
-rowr
 rottweiler
-rotations
 roofies
 romantics
 rollerblading
 roldy
-rob's
 roadshow
-rike
 rickets
 rible
 rheza
 revisiting
-revisited
-reverted
-retrospective
 retentive
 resurface
 restores
 respite
 resounding
 resorting
-resolutions
 resists
 repulse
 repressing
 repaying
 reneged
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-reinforce
-regulator
-registers
 refunds
-reflections
 rediscover
 redecorated
-recruitment
 reconstructive
-reconstructed
 recommitted
 recollect
-recoil
-recited
-receptor
 receptacle
-receivers
 reassess
 reanimation
 realtors
 razinin
-ravaged
-ratios
 rationalization
-ratified
 ratatouille
 rashum
 rasczak
-rarer
-rapping
 rancheros
 rampler
-rain's
-railway
-racehorse
-quotient
 quizzing
 quips
-question's
 quartered
-qualification
 purring
 pummeling
 puede
-publicized
-psychedelic
 proximo
-proteins
-protege
 prospectus
 pronouncing
-pronoun
 prolonging
-program's
-proficient
 procreation
 proclamations
-prio
 principled
 prides
-pricing
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 preoccupation
 prego
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 precog
 prattle
 pounced
 potshots
 potpourri
-portsmouth
 porque
-poppie's
-poms
-pomeranian
 pomegranates
-polynesian
-polymer
 polenta
 plying
-plume
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 pluie
-plough
 plesac
-playoff
 playmates
-planter
 plantains
-plaintiff's
-pituitary
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 pillowcase
 piddle
 pickers
-phys
 photocopied
 philistine
-pfeiffer's
-peyton's
-petitioned
-persuading
 perpetuate
 perpetually
-periodically
 perilous
-pensacola
 pawned
 pausing
 pauper
-patterned
-pats
-patronage
-passover
-partition
 parter
 parlez
 parlay
-parkinson's
-parades
-paperwork's
 pally
-pairing
 ovulation
 overtake
 overstate
@@ -24117,32 +14216,20 @@ overpowered
 overconfident
 overbooked
 ovaltine
-ouzo
 outweighs
 outings
-outfit's
-out's
 ottos
 orrin
-originate
 orifice
 orangutan
-optimal
-optics
-opportunistic
-ooww
 oopsy
 ooooooooh
+oooooo
 ooohhhh
-onyx
-onslaught
-oldsmobile
 ocular
-ocean's
 obstruct
 obscenely
 o'dwyer
-o'brien's
 nutjob
 nunur
 notifying
@@ -24154,40 +14241,24 @@ nimble
 nikes
 nicht
 newsworthy
-network's
 nestled
-nessie
-necessities
 nearsighted
 ne'er
-nazareth
-navidad
 nastier
-nasa's
 narco
 nakedness
 muted
 mummified
-multiplying
 mudda
-mtv's
 mozzarella
 moxica
-motorists
 motivator
 motility
 mothafucka
 mortmain
 mortgaged
-mortally
-moroccan
 mores
-moonshine
 mongers
-moe's
-modify
-mobster's
-mobilization
 mobbed
 mitigating
 mistah
@@ -24196,190 +14267,100 @@ mishke
 misfortunes
 misdirection
 mischievous
-mirrored
 mineshaft
-mimosa
-millers
 millaney
-miho
-midday
 microwaves
-mick's
 metzenbaum
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-merc
-mentoring
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 mccovey
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 masterful
 masochistic
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 marliston
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 manya
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 mantumbi
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 madox
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 machida
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 m'hidi
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 lullabies
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 lotions
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 lompoc
-loader
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 liquorice
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-linguistics
 linds
 limericks
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 letch
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 lavatory
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 lateness
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 laparotomy
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 kuato
 kroff
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 krauts
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 knuckleheads
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 kitschy
 kippers
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 kimbrow
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 keypad
 keepsake
 kebab
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 karloff
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 junket
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-judy's
 judgemental
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 jointed
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 jezzie
 jetting
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 jeeze
 jeeter
 jeesus
 jeebs
 janeane
-jalapeno
 jails
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 jackhammer
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 ixnay
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-issue's
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 irritability
 irrevocable
 irrefutable
-irma's
 irked
 invoking
 intricacies
 interferon
 intents
-inte
 insubordinate
 instructive
 instinctive
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 inquisitive
 inlay
 injuns
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-infringement
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 inebriated
 indignity
 indecisive
 incisors
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 inalienable
 impresses
 impregnate
 impregnable
 implosion
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 idolizes
-ideological
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 hypothyroidism
 hypoglycemic
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-hutz
 huseni
 humvee
-hummingbird
-hugely
 huddling
-housekeeper's
 honing
 hobnobbing
 hobnob
@@ -24388,28 +14369,19 @@ histamine
 hirohito
 hippocratic
 hindquarters
-hinder
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 hikita
 hikes
 hightailed
 hieroglyphics
-heyy
-heuh
 heretofore
 herbalist
-her's
-henryk
-henceforth
 hehey
 hedriks
 heartstrings
 headmistress
 headlight
-harvested
 hardheaded
 happend
-handlers
 handlebars
 hagitha
 habla
@@ -24420,43 +14392,30 @@ guttersnipe
 grump
 growed
 grovelling
-grooves
 groan
 greenbacks
-greats
 gravedigger
 grating
 grasshoppers
-grappling
-graph
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 grandiose
 grandest
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-grains
 grafted
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 gooood
 goood
 gooks
 godsakes
 goaded
-gloria's
 glamorama
 giveth
 gingham
 ghostbusters
 germane
 georgy
-geisha
 gazzo
 gazelles
 gargle
 garbled
 galgenstein
-galapagos
 gaffe
 g'day
 fyarl
@@ -24465,109 +14424,55 @@ furies
 fulfills
 frowns
 frowned
-frommer's
 frighteningly
-fresco
 freebies
-freakshow
 freakishly
-fraudulent
-fragrant
 forewarned
 foreclose
 forearms
 fordson
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 fonics
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-fly's
 flushes
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 flitting
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 flemmer
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-flamboyant
 flabby
 fishbowl
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 feigning
 faxing
 fatigued
 fathoms
 fatherless
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 fancier
 fanatical
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 factored
 eyelid
 eyeglasses
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 expresso
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 expletive
 expectin
 excruciatingly
 evidentiary
 ever'thing
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 eurotrash
-euphoria
-eugene's
 eubie
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 estrangement
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 epitome
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-entangled
 enclose
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 emphysema
 embers
-embargo
 emasculating
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 eighths
-egyptians
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-echoing
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 dyslexia
 duplicitous
-duplicated
 dumpty
 dumbledore
 dufus
-dudley's
 duddy
-duck's
 duchamp
 drunkenness
 drumlin
@@ -24577,22 +14482,15 @@ drinky
 drifts
 drawbridge
 dramamine
-downey's
 douggie
 douchebag
 dostoyevsky
-dorian's
 doodling
 don'tcha
-domo
 domineering
 doings
 dogcatcher
-documenting
 doctoring
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-dockers
-divides
 ditzy
 dissimilar
 dissecting
@@ -24603,30 +14501,17 @@ dishwalla
 dishonored
 dishing
 disengaged
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-discard
 disavowed
-directives
 dippy
 diorama
 dimmed
-diminishing
 dilate
-dijon
 digitalis
 diggory
 dicing
 diagnosing
-devout
 devola
-developmental
-deter
-destiny's
 desolation
-descendant
-derived
-derevko's
-deployment
 dennings
 denials
 deliverance
@@ -24637,293 +14522,161 @@ degas
 deflector
 defile
 deference
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 decrepit
-decreed
-decoding
 deciphered
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 dawdle
 dauphine
 daresay
 dangles
 dampen
 damndest
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 cucumbers
 cucaracha
 cryogenically
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 croaked
 criticise
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 crisper
 creepiest
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 creams
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 crackle
 crackin
 covertly
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 corrosive
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 cordially
 cops'll
 convulsions
 convoluted
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 conversing
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 conga
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 confab
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 condiments
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 christmassy
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 chippie
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 cheeco
 checklist
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 chauvinist
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 chandlers
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 chambermaid
 chakras
-chak
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 cellophane
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 caveat
-catholicism
 cataloguing
 cartmanland
 carples
 carny
 carded
 caramels
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 cappy
 caped
 canvassing
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 callback
 calibrated
 calamine
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 buttermilk
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-burlesque
 bunsen
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 bulimia
 bukatari
 buildin
 budged
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 brobich
 bringer
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 brendell
 brawling
 bratty
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 braised
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 boyish
 boundless
 botch
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 boosh
 bookies
 bonbons
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 bodes
 bobunk
 bluntly
 blossoming
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 bloomers
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 bloodhounds
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 blech
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 biter
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 bioethics
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 bijan
 bigoted
 bicep
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 bereaved
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 bellowing
 belching
 beholden
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 beached
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 batmobile
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 barcodes
 barch
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 barbecuing
 bandanna
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 backwater
 backtrack
 backdraft
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 augustino
-auctioned
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 atrophy
 atrocity
 atley
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 atchoo
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 asthmatic
 assoc
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-articulated
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 armchair
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 arachnids
 aptly
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 appetizing
 antisocial
 antagonizing
 anorexia
 anini
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 andersons
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 anagram
 amputation
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 alleluia
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 airlock
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 aimless
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 agonized
 agitate
 aggravating
-affirming
 aerosol
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-aeroplane
 acing
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 accomplishing
-accolades
 accidently
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 abuser
 abstain
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 abnormally
 aberration
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 aaaaahh
 zlotys
 zesty
 zerzura
 zapruder
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 zantopia
-yugoslavia
-youo
-yoru
-yipe
-yeow
-yello
 yelburton
 yeess
-yaah
 y'knowwhati'msayin
 wwhat
 wussies
@@ -24933,80 +14686,44 @@ worryin
 wormser
 wooooo
 wookiee
-wolfe's
 wolchek
-woes
 wishin
 wiseguys
-winston's
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-wine's
 windbreaker
 wiggy
 wieners
 wiedersehen
 whoopin
 whittled
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 wherefore
 wharvey
 welts
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 wellstone
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 wedges
 wavered
 watchit
 wastebasket
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 wango
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-wall's
 waken
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 waitressed
 wacquiem
-wabbit
 vrykolaka
 voula
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-volga
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 vitally
 visualizing
-viscous
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-virg
-violet's
 viciousness
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 vespers
 vertes
 verily
 vegetarians
 vater
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-varied
 vaporize
 vannacutt
 vallens
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-uterine
-usta
 ussher
-urns
 urinating
-urchin
 upping
-upheld
 unwitting
-untreated
 untangle
 untamed
 unsanitary
@@ -25017,13 +14734,10 @@ uninvolved
 uninteresting
 unintelligible
 unimaginative
-undisclosed
 undeserving
 undermines
 undergarments
 unconcerned
-unbroken
-ukrainian
 tyrants
 typist
 tykes
@@ -25044,65 +14758,36 @@ tripe
 trigonometry
 trifled
 trifecta
-tricycle
-trickle
 tribulations
-trevor's
 tremont
 tremoille
-treaties
-trawler
-translators
 transcends
 trafficker
 touchin
-tonnage
 tomfoolery
-tolls
-tokens
 tinkered
 tinfoil
 tightrope
-ticket's
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 thousan
 thoracotomy
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 thesaurus
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-themed
 thawing
 thatta
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 tessio
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 temps
 taxidermist
 tator
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-tactile
 tachycardia
 t'akaya
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 swelco
 sweetbreads
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 swatting
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 supercollider
 sunbathing
 summarily
 suffocation
 sueleen
 succinct
-subtitle
 subsided
 submissive
 subjecting
@@ -25112,27 +14797,19 @@ stupendous
 stunted
 stubble
 stubbed
-striving
 streetwalker
 strategizing
 straining
 straightaway
-storyline
 stoli
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-stipulated
-stimulus
 stiffer
 stickup
 stens
 steamroller
 steadwell
 steadfast
-stave
-statutes
 stateroom
 stans
-stacey's
 sshhhh
 squishing
 squinting
@@ -25143,21 +14820,14 @@ spreadsheets
 sprawled
 spotlights
 spooning
-spoiler
 spirals
-spinner's
 speedboat
 spectacles
 speakerphone
-spar
-spaniards
-spacing
-sovereignty
 southglen
 souse
 soundproof
 soothsayer
-soon's
 sommes
 somethings
 solidify
@@ -25166,7 +14836,6 @@ snorted
 snorkeling
 snitches
 sniping
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 snifter
 sniffin
 snickering
@@ -25174,76 +14843,37 @@ sneer
 snarl
 smila
 slinking
-sleuth
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-slated
 slanted
 slanderous
 slammin
-skyscraper
 skimp
 skilosh
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-skag
 siteid
 sirloin
 singe
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-signaled
 sighing
 sidekicks
 sicken
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 shoplifter
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 shimokawa
 sherborne
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 shavadai
 sharpshooters
 sharking
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 shagged
 shaddup
-sexism
-sexes
+senorita
 sesterces
-serotonin
-sequences
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 sensuous
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 seahaven
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-scuttled
 scullery
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 scorcher
-scorch
 schotzie
 schnoz
 schmooze
 schlep
 schizo
-schindler's
 scents
 scalping
 scalped
@@ -25254,29 +14884,18 @@ saybrooke
 sawed
 savoring
 sardine
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 sandstorm
 sandalwood
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-samo
 salutations
-salad's
-saki
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 sagman
 s'okay
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 rsvp'd
-royale
 rousted
 rootin
-roofs
 romper
 romanovs
 rollercoaster
 rolfie
-rockers
-rock's
 robinsons
 ritzy
 ritualistic
@@ -25284,113 +14903,66 @@ ringwald
 rhymed
 rheingold
 rewrites
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 revoking
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 reverts
 retrofit
 retort
 retinas
-resurfaced
 respirations
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 reprobate
 replaying
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 repaint
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 relapsing
 rekindled
 rejuvenating
 rejuvenated
 reinstating
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 recriminations
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 rechecked
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 reassemble
 rears
 reamed
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 reacquaint
 rayanne
 ravish
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 rathole
 raspail
 rarest
 rapists
 rants
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-radial
 racketeer
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 quittin
 quitters
 quintessential
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 queremos
 quellek
 quelle
 quasimodo
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 pyromaniac
 puttanesca
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 puree
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 pungent
 pummel
 puedo
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 psychotherapist
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 preservatives
-prefix
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 preachy
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 praetorians
 practicality
 powders
 potus
-pot's
 postop
 positives
 poser
@@ -25400,330 +14972,187 @@ poolside
 poltergeists
 pocketed
 poach
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 plummeted
 plucking
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 plimpton
-plethora
 playthings
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 plastique
 plainclothes
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 pinks
-pilgrimage
 pigskin
 piffle
 pictionary
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 photocopy
 phobias
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 perfumes
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 pecks
 pecked
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 patently
 passable
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 parasailing
 paramus
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 papier
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 paintbrush
 pacer
 paaiint
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 overthink
 overstayed
 overrule
-overlapping
 overestimate
 overcooked
 outlandish
 outgrew
 outdoorsy
 outdo
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 orchestrate
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 opposable
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 oooohh
 oomupwah
-omitted
 okeydokey
 okaaay
 ohashi
-offerings
 of'em
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 obscenities
-obligatory
 oakie
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 o'gar
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 nostradamus
 norther
 norcom
 nooch
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 nonsensical
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 nervously
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 neckline
 nebbleman
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 narwhal
 nametag
 n'n't
 mycenae
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 muzak
 muumuu
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 mumbled
 mulvehill
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 muggings
 muffet
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 mouthy
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 motivates
 motaba
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-mordred
-mops
 moocher
-moniker
 mongi
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 moley
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 moisturize
 mohair
 mocky
 mmkay
 mistuh
 missis
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 misdeeds
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 mincemeat
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-millennia
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 miggs
 miffed
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 methadone
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 messieur
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 menagerie
-meee
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 mcgillicuddy
 mayflowers
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 matrimonial
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 matick
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 masai
 marzipan
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 maplewood
 manzelle
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 manhole
 manhandle
-manatee
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 malfunctions
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 madwoman
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 machiavelli
 lynley
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 lynched
 lurconis
 lujack
 lubricant
 looove
 loons
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 lonelyhearts
 lollipops
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-llama
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 lexter
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 leggy
 leafy
-leaflets
 leadeth
 lazerus
 lazare
 lawford
 languishing
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 lagoda
 ladman
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 kundera
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 krinkle
 krendler
 kreigel
 kowolski
-kosovo
 knockdown
 knifed
 kneed
 kneecap
 kids'll
-kevlar
 kennie
+kenmore
 keeled
 kazootie
-kaufman's
 katzenmoyer
 kasdan
-karl's
 karak
 kapowski
 kakistos
-jumpers
 julyan
-juanito
 jockstrap
 jobless
 jiggly
-jesuit
 jaunt
 jarring
 jabbering
-israelites
 irrigate
 irrevocably
 irrationally
 ironies
-ions
 invitro
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-intrigues
 intimated
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 intently
 intentioned
 intelligently
-insulated
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 instill
 instigator
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 inopportune
 innuendoes
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 inflate
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 infects
 infamy
-inducing
 indiscretions
 indiscreet
 indio
 indignities
 indict
 indecision
-incurred
-incubation
 inconspicuous
 inappropriately
 impunity
 impudent
-improves
 impotence
 implicates
 implausible
@@ -25731,12 +15160,7 @@ imperfection
 impatience
 immutable
 immobilize
-illustration
-illumination
-idiot's
-idealized
 idealist
-icelandic
 iambic
 hysterically
 hyperspace
@@ -25745,176 +15169,108 @@ hydraulics
 hydrated
 huzzah
 husks
-hurricane's
-hunt's
 hunched
 huffed
 hubris
 hubbub
 hovercraft
 houngan
-hotel's
 hosed
 horoscopes
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 hopelessness
 hoodwinked
-honourable
 honorably
 honeysuckle
-homeowners
 homegirl
 holiest
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-ho's
 hippity
 hildie
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 hieroglyphs
 hexton
 herein
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 heckle
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 heaping
 healthilizer
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 headfirst
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 hatsue
 harlot
 hardwired
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 halothane
 hairstyles
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 haagen
 haaaaa
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 gutting
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 gummi
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 galoshes
 gallivanting
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 gainfully
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 fusionlips
 fusilli
 furiously
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 frugal
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 fantabulous
 falsify
 fallopian
 faithless
-fairy's
 fairer
-fair's
 fainter
 failings
-facto
-facets
 facetious
 eyepatch
 exxon
@@ -25923,62 +15279,34 @@ extradite
 extracurriculars
 extinguish
 expunged
-exports
-expenditure
 expelling
 exorbitant
-exigent
 exhilarated
 exertion
 exerting
-exemption
-excursions
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 excercise
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 everbody
 evaporated
-euthanasia
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 escargot
 escapee
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 epizootics
 epithelials
 ephrum
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-enslaved
 enslave
 engrossed
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 ember
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 ejaculate
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 effeminate
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 eccentricities
 easygoing
 earshot
-durp
 dunks
-dunes
 dullness
 dulli
 dulled
@@ -25990,48 +15318,28 @@ dreck
 dreamboat
 draggin
 downsizing
-dost
-doofer
 donowitz
 dominoes
-dominance
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 diversions
-distinctions
-distillery
 distended
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 disraeli
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 disciplining
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 dinged
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 digested
 dicking
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 detonating
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 depressor
 depose
 deport
 dents
-demonstrations
-deliberations
 defused
-deflection
 deflecting
 decryption
 decoys
@@ -26039,149 +15347,76 @@ decoupage
 decompress
 decibel
 decadence
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 deafening
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 dawning
 dater
 darkened
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 dappy
-dancing's
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 dallying
 dagon
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 cronyn
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 creaming
 crapping
 cranny
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 conceiving
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 concealment
 compulsively
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 compels
 communing
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 colchicine
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 clowning
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-chesapeake
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 bustier
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 burlap
-burgeoning
 bureaucrat
 buffoons
 buenas
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 brookline
 bronzed
 broiled
@@ -26190,37 +15425,24 @@ briss
 brioche
 briar
 breathable
-brea
 brays
 brassieres
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 boysenberry
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 bowline
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 bluuch
 blundering
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 bluer
 blowed
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 blotchy
 blossomed
-blooms
 bloodwork
 bloodied
 blithering
@@ -26228,164 +15450,97 @@ blinks
 blathering
 blasphemous
 blacking
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 birdson
 bings
-bilateral
 bfmid
 bfast
-berserker
+bettin
 berkshires
-bequest
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-belthazor's
 bellybutton
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 aztreonam
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 auctioning
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-annihilated
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 aaahhhh
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 youuu
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 wreaths
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 wouldn'ta
-worshiped
 worming
 wormed
 workday
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-wooh
 woodsy
 woodshed
 woodchuck
@@ -26394,7 +15549,6 @@ withering
 witching
 wiseass
 wiretaps
-winner's
 wining
 willoby
 wiccaning
@@ -26406,29 +15560,15 @@ whiteness
 whiner
 whatchya
 wharves
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 wenus
 weirdoes
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-webs
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-wearer
 weaning
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 waponi
-waiting's
 waistband
-waht
 wackos
 vouching
 votre
-voight's
-voiced
 vivica
 viveca
 vivant
@@ -26436,40 +15576,18 @@ vivacious
 visor
 visitin
 visage
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 vicrum
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 ventriloquism
 venison
-venerable
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 vaporized
 vapid
 vanstock
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 uuuuh
-utilize
 ushering
-usda
-usable
-urur
 urologist
 urination
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 upstart
 uprooted
 unsubtitled
@@ -26481,14 +15599,10 @@ unsatisfying
 unnerve
 unlikable
 unleaded
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-universe's
 uninsured
 uninspired
-uniformity
 unicycle
 unhooked
-ungh
 unfunny
 unfreezing
 unflattering
@@ -26499,56 +15613,38 @@ unencumbered
 unearth
 undiscovered
 undisciplined
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 understan
 undershirt
 underlings
 underline
 undercurrent
-uncontrolled
 uncivilized
 uncharacteristic
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-trustee
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 tounge
 tortillas
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-torpedoed
 topsy
 topple
 topnotch
-top's
 tonsil
-tippin's
 tions
 timmuh
 timithious
@@ -26559,49 +15655,27 @@ tightens
 tidbits
 ticketed
 thyme
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 threepio
 thoughtfully
-thornhart's
 thorkel
 thommo
 thing'll
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-thel
-theh
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 that've
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 terraforming
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-tablet
 tablecloth
-systemic
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 swooping
 swizzle
 swiping
@@ -26609,36 +15683,21 @@ swindled
 swilling
 swerving
 sweatshops
-swayzak's
 swaddling
 swackhammer
 svetkoff
-suzie's
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 supossed
 superdad
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 sumptuous
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 sugary
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 sublimating
 subjugation
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 stymied
-stuntman
-studded
 strychnine
-strikingly
-strenuous
 streetlights
 strassmans
 stranglehold
@@ -26650,52 +15709,36 @@ stotch
 stockbrokers
 stifling
 stepford
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 steerage
 steena
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 statuary
 starlets
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 staggeringly
 ssshhh
 squaw
 spurt
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+spritzer
 sprightly
 sprays
 sportswear
 spoonful
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 splitsville
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 speedily
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 souvlaki
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 sourpuss
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 soundstage
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 soothes
 somebody'd
-solicited
 softest
 sociopathic
 socialized
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 snyders
 snowmobiles
 snowballed
@@ -26703,25 +15746,15 @@ snatches
 smugness
 smoothest
 smashes
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-slur
 sloshed
 sleight
 skyrocket
 skied
 skewed
-sizeable
 sixpence
 sipowicz
 singling
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 simulates
-similarly
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-silverstone
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 shyness
 shuvanis
 showoff
@@ -26731,221 +15764,118 @@ shoehorn
 shithouse
 shirtless
 shipshape
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 shifu
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 shelve
 shelbyville
 sheepskin
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 sharpens
 shaquille
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 shanshu
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 servings
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-seconded
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 sandovals
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 ruthlessly
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 reread
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 repetitious
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-pompeii
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 pharaohs
 petyr
 petitioner
 peshtigo
 pesaram
-perspectives
 persnickety
 perpetrate
 percolating
 pepto
-pensions
 penne
 penell
 pemmican
@@ -26960,68 +15890,36 @@ pasts
 pasties
 passin
 parlors
-panda's
-panache
 paltrow
 palamon
 padlock
-paddy's
 paddling
 oversleep
 overheating
 overdosed
 overcharge
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 overblown
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 outrageously
-outfitted
-orsini's
 ornery
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-orgasmic
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 opportune
-ooow
 oooooooooh
 oohhhh
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-okum
 ohhhhhh
 ogres
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-obscenity
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 ntozake
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 nough
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-nosh
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 nonissue
 nodules
 nightmarish
 nightline
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-niggas
-nicu
-nicolae
-nicknamed
 niceties
 newsman
-neverland
-negatively
 needra
 nedry
 necking
@@ -27029,36 +15927,25 @@ navour
 nauseam
 nauls
 narim
-nanda
 namath
 nagged
-nads
 naboo
 n'sync
-mythological
-mysticism
 myslexia
 mutator
 mustafi
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 musketeer
 murtaugh
 murderess
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 muley
 mouseville
-mosque
-mosh
 mortifying
 morgendorffers
 moola
 montel
 mongoloid
-molten
 molestered
 moldings
 mocarbies
@@ -27071,225 +15958,123 @@ mishandled
 miscreant
 misconceptions
 miniscule
-minimalist
-millie's
 millgate
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-michelangelo's
 mettle
 metricconverter
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 meteors
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 mengele
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 melding
 meanness
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 mcgruff
 mcarnold
 matzoh
 matted
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 marveling
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 marooned
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 makeovers
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 machismo
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-lubrication
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 lording
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 lookouts
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 joust
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-jonathan's
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 jingling
 jigalong
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 jerries
-jellybean
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 jeeps
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 javna
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 infidelities
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 incessantly
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 incase
 incapacitate
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 inasmuch
 inaccuracies
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 imploding
 impeding
 impediments
 immaturity
-ills
 illegible
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 iditarod
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-id'n
 icicles
 ibuprofen
 i'i'm
 hymie
 hydrolase
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 hunker
 humps
 humons
 humidor
 humdinger
 humbling
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 huggin
 huffing
-households
 housecleaning
 hothouse
 hotcakes
@@ -27297,87 +16082,54 @@ hosty
 hootenanny
 hootchie
 hoosegow
-honouring
 honks
 honeymooners
-homophobic
 homily
 homeopathic
-hoffman's
-hnnn
 hitchhikers
 hissed
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 hillnigger
 hexavalent
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 hershe
-herodotus
 hermey
 hergott
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 henny
 hennigans
 henhouse
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 helipad
 heifer
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 hebbing
 heaved
-heartland
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 headlock
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 handbasket
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 hacene
 gyges
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-grigio
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 gravesite
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 granma
 grandfathers
 grandbaby
 gradski
 gracing
-got's
 gossips
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 gooble
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 goners
 golitsyn
 gofer
@@ -27385,243 +16137,142 @@ godsake
 goddaughter
 gnats
 gluing
-glub
-global's
 glares
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 givers
 ginza
 gimmie
 gimmee
-georgia's
 gennero
+gemme
 gazpacho
 gazed
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 gassy
 gargling
 gandhiji
 galvanized
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 gallbladder
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 gaaah
 furtive
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 fumigation
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 fucka
 fronkonsteen
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 frills
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 freezin
 freewald
 freeloader
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 frailty
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 forger
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 foolhardy
 fondest
 fomin
 followin
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 follicle
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 flotation
 flopping
 floodgates
 flogged
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 flicked
 flenders
 fleabag
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 fixings
 fixable
 fistful
 firewater
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 firelight
 fingerbang
 finalizing
 fillin
 filipov
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@@ -27634,36 +16285,25 @@ debonair
 deadlier
 dawdling
 davic
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 darwinism
 darnit
 darks
 danke
 danieljackson
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 cripples
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 crewman
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@@ -27672,56 +16312,25 @@ crawly
 crawlin
 crawlers
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 crackheads
 coworker
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 couldn't've
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@@ -27732,98 +16341,58 @@ cocksucking
 cockney
 cockles
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 closeted
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-cheeses
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-calculators
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 buffs
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@@ -27834,89 +16403,54 @@ broomsticks
 broody
 bromly
 brolin
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 briefings
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 brewskies
 breathalyzer
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 bratwurst
 brania
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-beauty's
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 baubles
 bauble
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@@ -27924,7 +16458,6 @@ barroom
 barnacle
 barkin
 barked
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 bangles
 bangler
@@ -27932,125 +16465,50 @@ banality
 bambang
 baltar
 ballplayers
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 bagman
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 babysat
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 yippie
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@@ -28059,26 +16517,16 @@ yearned
 yawning
 yalta
 yahtzee
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 y'mean
 y'are
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 wuthering
 wreaks
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 worrisome
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 wooooooo
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-wnat
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 wishy
@@ -28086,83 +16534,49 @@ wisht
 wipers
 wiper
 winos
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 windthorne
 windsurfing
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 wiggen
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 vestigial
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 ventilate
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-vegetative
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 veered
 veddy
@@ -28171,80 +16585,56 @@ valosky
 vailsburg
 vaginas
 vagas
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-uuml
 urethra
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 uploading
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 unwieldy
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 untapped
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-totalled
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 topshop
@@ -28255,181 +16645,102 @@ tomsk
 tomorrows
 toiling
 toddle
-tobs
 tizzy
-tiramisu
 tippers
 timmi
-timbre
 thwap
 thusly
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 thrusts
 throwers
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 throughway
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 thermonuclear
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 thelwall
 thataway
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-tallied
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-styled
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-stemmed
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 something'll
 someth
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 someone'll
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-sodomy
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@@ -28438,31 +16749,23 @@ smush
 smooter
 smidgen
 smackers
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 slossum
 slimmer
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 sleepwalk
 sleazeball
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 sistah
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 sindell
 simpletons
-simp
 simony
-simba's
 silkwood
 silks
 silken
-silicone
 sightless
 sideboard
 shuttles
@@ -28473,179 +16776,105 @@ shoveled
 shouldn'ta
 shoplifters
 shitstorm
-shipyard
-shielded
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-shankar
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 shallows
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-severus
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-scouted
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-scant
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-scabby
-say's
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 savored
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 sandbar
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-resumed
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 raisinettes
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 radisson
 radishes
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 quoth
 qumari
@@ -28653,43 +16882,26 @@ quints
 quilts
 quilting
 quien
-queue
 quarreled
-qualifying
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 purty
-puritans
 purblind
-puppy's
-punctuation
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 psychopaths
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-propelled
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-prompting
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-professed
 procreate
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-princess's
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@@ -28699,34 +16911,25 @@ prejudicial
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 preconceived
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-preamble
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 pralines
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 pottie
 pottersville
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-potency
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 poppers
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 pomponi
 pokin
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-poes
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-plush
 pleeze
 pleadings
 playbook
@@ -28734,93 +16937,58 @@ platelets
 plane'arium
 placebos
 place'll
-pj's
-pixels
-pitted
 pistachios
-pisa
 pirated
-pirate's
 pinochle
 pineapples
 pinafore
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-piggies
-pie's
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 picchu
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 phobic
-philosophies
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 philandering
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-phantoms
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 petitioning
 perturbed
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-persians
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-periphery
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 pepperjack
-pensioners
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-pedestrians
 peckers
 pecans
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-parishioners
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-pantheon
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-panhandle
-pampers
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-paler
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-pago
-owow
 overtired
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 oversensitive
@@ -28831,192 +16999,103 @@ overachiever
 outwitted
 outvoted
 outnumber
-outlived
-outlined
 outlast
 outlander
-outfield
 out've
-ortolani's
 orphey
-ornate
-ornamental
-orienteering
 orchestrating
-orator
-oppressive
-operator's
 openers
-opec
-ooky
-oliver's
-olde
+ooooooo
 okies
-okee
 ohhhhhhhhh
 ohhhhhhhh
 ogling
-offline
 offbeat
-oceanographic
 obsessively
 obeyed
-oaths
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 o'bannon
 o'bannion
 numpce
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 nuked
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 nuances
 nourishing
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 mutating
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-mourners
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 moodoo
-montage
-monsignor
 moncho
-monarchs
 mollem
 moisturiser
-moil
 mohicans
-moderator
 mocks
-mobs
-mizz
-mites
 mistresses
 misspent
 misinterpretation
-mishka
 miscarry
 minuses
-minotaur
-minoan
 mindee
-mimicking
+mimes
 millisecond
 milked
-militants
-migration
 mightn't
 mightier
 mierzwiak
-midwives
-micronesia
 microchips
-microbes
-michele's
-mhmm
-mezzanine
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-meticulously
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-metaphorical
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-meir
-meg's
 meecrob
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-medea
 meddled
 mckinnons
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 mcdunnough
 mcats
 mbien
-maytag
-mayors
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-matic
-mathematicians
 masturbated
 masselin
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-martyrs
-martini's
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-marten's
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-marge's
 marchin
-manifestations
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-mamma's
-mame
 malnourished
-malk
 malign
 majorek
-maidens
-mahoney's
 magnon
 magnificently
-maestro's
 macking
 machiavellian
 macdougal
@@ -29024,34 +17103,20 @@ macchiato
 macaws
 macanaw
 m'self
-lynx
-lynn's
-lyman's
 lydells
 lusts
-lures
-luna's
-ludwig's
 lucite
 lubricants
-louise's
 lopper
 lopped
 loneliest
 lonelier
 lomez
 lojack
-localized
-locale
 loath
-lloyd's
-literate
-liquidated
 liquefy
 lippy
-linguistic
 limps
-lillian's
 likin
 lightness
 liesl
@@ -29060,168 +17125,96 @@ licious
 libris
 libation
 lhamo
-lewis's
-leveraged
-leticia's
 leotards
-leopards
-leonid
-leonardo's
-lemmings
-leland's
-legitimacy
 leanin
 laxatives
 lavished
 latka
-later's
-larval
 lanyard
-lans
 lanky
-landscaping
 landmines
 lameness
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 labored
-laboratories
 l'amour
-kyrgyzstan
 kreskin
-krazy
 kovitch
 kournikova
 kootchy
 konoss
-know's
 knknow
 knickety
 knackety
 kmart
 klicks
 kiwanis
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@@ -29229,52 +17222,34 @@ hummm
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 hubcaps
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-http
 howya
 howbout
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-houseguests
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@@ -29286,143 +17261,94 @@ heatshield
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@@ -29430,112 +17356,58 @@ flatlined
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@@ -29544,12 +17416,9 @@ dunked
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 dullard
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@@ -29557,53 +17426,33 @@ dreamless
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@@ -29613,42 +17462,26 @@ detours
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@@ -29658,89 +17491,42 @@ d'etre
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@@ -29748,15 +17534,10 @@ cloves
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@@ -29764,135 +17545,82 @@ clanging
 clamping
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@@ -29903,188 +17631,107 @@ blabbering
 birdbrain
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@@ -30096,25 +17743,15 @@ wristwatch
 wrangled
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 worthiness
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@@ -30126,48 +17763,30 @@ willick
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@@ -30177,32 +17796,20 @@ waitwait
 vowing
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@@ -30210,16 +17817,12 @@ vanderhof
 valmont
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 valiantly
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@@ -30228,32 +17831,18 @@ unsecured
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@@ -30266,152 +17855,93 @@ unafraid
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@@ -30419,74 +17949,44 @@ surefire
 suprise
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@@ -30495,38 +17995,22 @@ spiced
 spews
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@@ -30534,64 +18018,43 @@ snausages
 snaking
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@@ -30600,204 +18063,112 @@ shallots
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 reciprocated
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 reassessing
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@@ -30805,138 +18176,79 @@ pukin
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@@ -30946,7 +18258,6 @@ penhall
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@@ -30954,81 +18265,43 @@ pectorals
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 oooooooh
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@@ -31036,18 +18309,14 @@ oktoberfest
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@@ -31055,172 +18324,100 @@ nullifies
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@@ -31229,15 +18426,10 @@ magnolias
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 macado
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@@ -31255,93 +18447,51 @@ lorre
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@@ -31352,145 +18502,88 @@ keepsakes
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@@ -31499,43 +18592,27 @@ humidifier
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@@ -31544,120 +18621,74 @@ helplessness
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@@ -31669,130 +18700,73 @@ gasbag
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@@ -31800,239 +18774,130 @@ exhumation
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@@ -32040,92 +18905,42 @@ creases
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@@ -32133,153 +18948,83 @@ clincher
 cleverness
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@@ -32287,75 +19032,40 @@ bradlee
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@@ -32363,39 +19073,24 @@ bellyaching
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 bazillion
 baudouin
-bat's
-bartlett's
 barrytown
 barringtons
-baroque
-baronet
 barneys
 barbs
 barbers
 barbatus
-baptists
 bankrupted
-banker's
-bamn
-bambi's
-ballon's
-balinese
-bakeries
 bailiffs
 backslide
 baby'd
@@ -32404,131 +19099,54 @@ b'fore
 awwwk
 aways
 awakes
-averages
-avengers
-avatars
-autonomous
-automotive
-automaton
 automatics
-autism
-authoritative
-authenticated
 authenticate
 aught
-audition's
 aubyn
 attired
 attagirl
 atrophied
-atonement
-atherton's
 asystole
 astroturf
-assimilated
-assimilate
 assertiveness
-assemblies
-assassin's
-artiste
-article's
 artichokes
-arsehole
-arrears
 arquillians
-arnie's
 aright
 archenemy
-arched
-arcade's
-aquatic
-apps
 appraise
-applauded
-appendages
 appeased
-apostle
-apollo's
-antwerp
-antler
-antiquity
 antin
-antidepressant
-antibody
-anthropologists
-anthology
-anthea
-antagonism
-ant's
 anspaugh
-annually
-anka
-angola
 anesthetics
-anda
-ancients
-anchoring
 anaphylactic
-anaheim
-ana's
-amtrak
 amscray
-amputated
-amounted
-americas
-amended
 ambivalence
 amalio
-amah
-altoid
 alriiight
 alphabetized
 alpena
 alouette
-allowable
 allora
 alliteration
 allenwood
-alleging
 allegiances
-aligning
 algerians
-alerts
-alchemist
 alcerro
 alastor
-airway's
-airmen
 ahaha
-ah'm
 agitators
-agitation
 aforethought
-afis
-aesthetics
-aerospace
-aerodynamics
 advertises
-advert
-advantageous
 admonition
-administration's
 adirondacks
 adenoids
-adebisi's
 acupuncturist
 acula
 actuarial
 activators
 actionable
-acme's
-acknowledges
-achmed
 achingly
-acetate
 accusers
-accumulation
-accorded
 acclimated
 acclimate
 absurdly
@@ -32536,10 +19154,7 @@ absorbent
 absolvo
 absolutes
 absences
-abraham's
-aboriginal
-ablaze
 abdomenizer
 aaaaaaaaah
 aaaaaaaaaa
-a'right
\ No newline at end of file
+a'right
diff --git a/lib/zxcvbn/data.rb b/lib/zxcvbn/data.rb
index 55534e4..5541e36 100644
--- a/lib/zxcvbn/data.rb
+++ b/lib/zxcvbn/data.rb
@@ -5,11 +5,12 @@ module Zxcvbn
   class Data
     def initialize
       @ranked_dictionaries = DictionaryRanker.rank_dictionaries(
-        "english" =>      read_word_list("english.txt"),
-        "female_names" => read_word_list("female_names.txt"),
-        "male_names" =>   read_word_list("male_names.txt"),
-        "passwords" =>    read_word_list("passwords.txt"),
-        "surnames" =>     read_word_list("surnames.txt")
+        "us_tv_and_film" =>      read_word_list("us_tv_and_film.txt"),
+        "english_wikipedia" =>      read_word_list("english_wikipedia.txt"),
+        "passwords" =>      read_word_list("passwords.txt"),
+        "surnames" =>      read_word_list("surnames.txt"),
+        "male_names" =>      read_word_list("male_names.txt"),
+        "female_names" =>      read_word_list("female_names.txt")
       )
       @adjacency_graphs = JSON.load(DATA_PATH.join('adjacency_graphs.json').read)
     end

From d874c2de353f9054f16871a9e74951e2afd99c8f Mon Sep 17 00:00:00 2001
From: Emiliano <eritiro@gmail.com>
Date: Mon, 23 Nov 2015 16:22:51 -0300
Subject: [PATCH 2/4] specs: added new line at the end of the file

---
 spec/support/js_helpers.rb | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/spec/support/js_helpers.rb b/spec/support/js_helpers.rb
index 38a437d..0b72315 100644
--- a/spec/support/js_helpers.rb
+++ b/spec/support/js_helpers.rb
@@ -32,4 +32,4 @@ def run_js(javascript)
   def js_zxcvbn(password)
     run_js("zxcvbn('#{password}')")
   end
-end
\ No newline at end of file
+end

From 57db8891bb7a3da1861f2fa8d0533e98825ecbb2 Mon Sep 17 00:00:00 2001
From: Emiliano <eritiro@gmail.com>
Date: Mon, 23 Nov 2015 16:34:26 -0300
Subject: [PATCH 3/4] updated specs

---
 spec/matchers/dictionary_spec.rb |  6 +++---
 spec/matchers/l33t_spec.rb       |  8 ++++----
 spec/support/js_helpers.rb       |  2 +-
 spec/support/js_source/zxcvbn.js | 28 ++++++++++++++++++++++++++++
 4 files changed, 36 insertions(+), 8 deletions(-)
 create mode 100644 spec/support/js_source/zxcvbn.js

diff --git a/spec/matchers/dictionary_spec.rb b/spec/matchers/dictionary_spec.rb
index 5f8ee07..f0a649c 100644
--- a/spec/matchers/dictionary_spec.rb
+++ b/spec/matchers/dictionary_spec.rb
@@ -1,8 +1,8 @@
 require 'spec_helper'
 
 describe Zxcvbn::Matchers::Dictionary do
-  let(:matcher) { described_class.new('english', dictionary) }
-  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['english'] }
+  let(:matcher) { described_class.new('us_tv_and_film', dictionary) }
+  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['us_tv_and_film'] }
 
   it 'finds all the matches' do
     matches = matcher.matches('whatisinit')
@@ -16,4 +16,4 @@
     matcher = described_class.new('user_inputs', Zxcvbn::DictionaryRanker.rank_dictionary(['test','AB10CD']))
     matcher.matches('AB10CD').should_not be_empty
   end
-end
\ No newline at end of file
+end
diff --git a/spec/matchers/l33t_spec.rb b/spec/matchers/l33t_spec.rb
index a6a954f..f0b179f 100644
--- a/spec/matchers/l33t_spec.rb
+++ b/spec/matchers/l33t_spec.rb
@@ -2,8 +2,8 @@
 
 describe Zxcvbn::Matchers::L33t do
   let(:matcher) { described_class.new([dictionary_matcher]) }
-  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['english'] }
-  let(:dictionary_matcher) { Zxcvbn::Matchers::Dictionary.new('english', dictionary) }
+  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['us_tv_and_film'] }
+  let(:dictionary_matcher) { Zxcvbn::Matchers::Dictionary.new('us_tv_and_film', dictionary) }
 
   describe '#relevant_l33t_substitutions' do
     it 'returns relevant l33t substitutions' do
@@ -52,7 +52,7 @@
 
   describe '#matches' do
     let(:matches) { matcher.matches('p@ssword') }
-    # it doesn't match on 'password' because that's not in the english
+    # it doesn't match on 'password' because that's not in the us_tv_and_film
     # dictionary/frequency list
 
     it 'finds the correct matches' do
@@ -82,4 +82,4 @@
       ])
     end
   end
-end
\ No newline at end of file
+end
diff --git a/spec/support/js_helpers.rb b/spec/support/js_helpers.rb
index 0b72315..d61bb7a 100644
--- a/spec/support/js_helpers.rb
+++ b/spec/support/js_helpers.rb
@@ -7,7 +7,7 @@ class JsMethodInvoker
 
     def initialize
       @ctx = V8::Context.new do |ctx|
-        ctx.eval(JS_SOURCE_PATH.join('compiled.js').read)
+        ctx.eval(JS_SOURCE_PATH.join('zxcvbn.js').read)
       end
     end
 
diff --git a/spec/support/js_source/zxcvbn.js b/spec/support/js_source/zxcvbn.js
new file mode 100644
index 0000000..fe042ea
--- /dev/null
+++ b/spec/support/js_source/zxcvbn.js
@@ -0,0 +1,28 @@
+(function(f){if(typeof exports==="object"&&typeof module!=="undefined"){module.exports=f()}else if(typeof define==="function"&&define.amd){define([],f)}else{var g;if(typeof window!=="undefined"){g=window}else if(typeof global!=="undefined"){g=global}else if(typeof self!=="undefined"){g=self}else{g=this}g.zxcvbn = f()}})(function(){var define,module,exports;return (function e(t,n,r){function s(o,u){if(!n[o]){if(!t[o]){var a=typeof require=="function"&&require;if(!u&&a)return a(o,!0);if(i)return i(o,!0);var f=new Error("Cannot find module '"+o+"'");throw f.code="MODULE_NOT_FOUND",f}var l=n[o]={exports:{}};t[o][0].call(l.exports,function(e){var n=t[o][1][e];return s(n?n:e)},l,l.exports,e,t,n,r)}return n[o].exports}var i=typeof require=="function"&&require;for(var o=0;o<r.length;o++)s(r[o]);return s})({1:[function(require,module,exports){
+var adjacency_graphs;adjacency_graphs={qwerty:{"!":["`~",null,null,"2@","qQ",null],'"':[";:","[{","]}",null,null,"/?"],"#":["2@",null,null,"4$","eE","wW"],$:["3#",null,null,"5%","rR","eE"],"%":["4$",null,null,"6^","tT","rR"],"&":["6^",null,null,"8*","uU","yY"],"'":[";:","[{","]}",null,null,"/?"],"(":["8*",null,null,"0)","oO","iI"],")":["9(",null,null,"-_","pP","oO"],"*":["7&",null,null,"9(","iI","uU"],"+":["-_",null,null,null,"]}","[{"],",":["mM","kK","lL",".>",null,null],"-":["0)",null,null,"=+","[{","pP"],".":[",<","lL",";:","/?",null,null],"/":[".>",";:","'\"",null,null,null],0:["9(",null,null,"-_","pP","oO"],1:["`~",null,null,"2@","qQ",null],2:["1!",null,null,"3#","wW","qQ"],3:["2@",null,null,"4$","eE","wW"],4:["3#",null,null,"5%","rR","eE"],5:["4$",null,null,"6^","tT","rR"],6:["5%",null,null,"7&","yY","tT"],7:["6^",null,null,"8*","uU","yY"],8:["7&",null,null,"9(","iI","uU"],9:["8*",null,null,"0)","oO","iI"],":":["lL","pP","[{","'\"","/?",".>"],";":["lL","pP","[{","'\"","/?",".>"],"<":["mM","kK","lL",".>",null,null],"=":["-_",null,null,null,"]}","[{"],">":[",<","lL",";:","/?",null,null],"?":[".>",";:","'\"",null,null,null],"@":["1!",null,null,"3#","wW","qQ"],A:[null,"qQ","wW","sS","zZ",null],B:["vV","gG","hH","nN",null,null],C:["xX","dD","fF","vV",null,null],D:["sS","eE","rR","fF","cC","xX"],E:["wW","3#","4$","rR","dD","sS"],F:["dD","rR","tT","gG","vV","cC"],G:["fF","tT","yY","hH","bB","vV"],H:["gG","yY","uU","jJ","nN","bB"],I:["uU","8*","9(","oO","kK","jJ"],J:["hH","uU","iI","kK","mM","nN"],K:["jJ","iI","oO","lL",",<","mM"],L:["kK","oO","pP",";:",".>",",<"],M:["nN","jJ","kK",",<",null,null],N:["bB","hH","jJ","mM",null,null],O:["iI","9(","0)","pP","lL","kK"],P:["oO","0)","-_","[{",";:","lL"],Q:[null,"1!","2@","wW","aA",null],R:["eE","4$","5%","tT","fF","dD"],S:["aA","wW","eE","dD","xX","zZ"],T:["rR","5%","6^","yY","gG","fF"],U:["yY","7&","8*","iI","jJ","hH"],V:["cC","fF","gG","bB",null,null],W:["qQ","2@","3#","eE","sS","aA"],X:["zZ","sS","dD","cC",null,null],Y:["tT","6^","7&","uU","hH","gG"],Z:[null,"aA","sS","xX",null,null],"[":["pP","-_","=+","]}","'\"",";:"],"\\":["]}",null,null,null,null,null],"]":["[{","=+",null,"\\|",null,"'\""],"^":["5%",null,null,"7&","yY","tT"],_:["0)",null,null,"=+","[{","pP"],"`":[null,null,null,"1!",null,null],a:[null,"qQ","wW","sS","zZ",null],b:["vV","gG","hH","nN",null,null],c:["xX","dD","fF","vV",null,null],d:["sS","eE","rR","fF","cC","xX"],e:["wW","3#","4$","rR","dD","sS"],f:["dD","rR","tT","gG","vV","cC"],g:["fF","tT","yY","hH","bB","vV"],h:["gG","yY","uU","jJ","nN","bB"],i:["uU","8*","9(","oO","kK","jJ"],j:["hH","uU","iI","kK","mM","nN"],k:["jJ","iI","oO","lL",",<","mM"],l:["kK","oO","pP",";:",".>",",<"],m:["nN","jJ","kK",",<",null,null],n:["bB","hH","jJ","mM",null,null],o:["iI","9(","0)","pP","lL","kK"],p:["oO","0)","-_","[{",";:","lL"],q:[null,"1!","2@","wW","aA",null],r:["eE","4$","5%","tT","fF","dD"],s:["aA","wW","eE","dD","xX","zZ"],t:["rR","5%","6^","yY","gG","fF"],u:["yY","7&","8*","iI","jJ","hH"],v:["cC","fF","gG","bB",null,null],w:["qQ","2@","3#","eE","sS","aA"],x:["zZ","sS","dD","cC",null,null],y:["tT","6^","7&","uU","hH","gG"],z:[null,"aA","sS","xX",null,null],"{":["pP","-_","=+","]}","'\"",";:"],"|":["]}",null,null,null,null,null],"}":["[{","=+",null,"\\|",null,"'\""],"~":[null,null,null,"1!",null,null]},dvorak:{"!":["`~",null,null,"2@","'\"",null],'"':[null,"1!","2@",",<","aA",null],"#":["2@",null,null,"4$",".>",",<"],$:["3#",null,null,"5%","pP",".>"],"%":["4$",null,null,"6^","yY","pP"],"&":["6^",null,null,"8*","gG","fF"],"'":[null,"1!","2@",",<","aA",null],"(":["8*",null,null,"0)","rR","cC"],")":["9(",null,null,"[{","lL","rR"],"*":["7&",null,null,"9(","cC","gG"],"+":["/?","]}",null,"\\|",null,"-_"],",":["'\"","2@","3#",".>","oO","aA"],"-":["sS","/?","=+",null,null,"zZ"],".":[",<","3#","4$","pP","eE","oO"],"/":["lL","[{","]}","=+","-_","sS"],0:["9(",null,null,"[{","lL","rR"],1:["`~",null,null,"2@","'\"",null],2:["1!",null,null,"3#",",<","'\""],3:["2@",null,null,"4$",".>",",<"],4:["3#",null,null,"5%","pP",".>"],5:["4$",null,null,"6^","yY","pP"],6:["5%",null,null,"7&","fF","yY"],7:["6^",null,null,"8*","gG","fF"],8:["7&",null,null,"9(","cC","gG"],9:["8*",null,null,"0)","rR","cC"],":":[null,"aA","oO","qQ",null,null],";":[null,"aA","oO","qQ",null,null],"<":["'\"","2@","3#",".>","oO","aA"],"=":["/?","]}",null,"\\|",null,"-_"],">":[",<","3#","4$","pP","eE","oO"],"?":["lL","[{","]}","=+","-_","sS"],"@":["1!",null,null,"3#",",<","'\""],A:[null,"'\"",",<","oO",";:",null],B:["xX","dD","hH","mM",null,null],C:["gG","8*","9(","rR","tT","hH"],D:["iI","fF","gG","hH","bB","xX"],E:["oO",".>","pP","uU","jJ","qQ"],F:["yY","6^","7&","gG","dD","iI"],G:["fF","7&","8*","cC","hH","dD"],H:["dD","gG","cC","tT","mM","bB"],I:["uU","yY","fF","dD","xX","kK"],J:["qQ","eE","uU","kK",null,null],K:["jJ","uU","iI","xX",null,null],L:["rR","0)","[{","/?","sS","nN"],M:["bB","hH","tT","wW",null,null],N:["tT","rR","lL","sS","vV","wW"],O:["aA",",<",".>","eE","qQ",";:"],P:[".>","4$","5%","yY","uU","eE"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+
+},{}],2:[function(require,module,exports){
+var feedback,scoring;scoring=require("./scoring"),feedback={default_feedback:{warning:"",suggestions:["Use a few words, avoid common phrases","No need for symbols, digits, or uppercase letters"]},get_feedback:function(e,s){var a,t,r,n,o,i;if(0===s.length)return this.default_feedback;if(e>2)return{warning:"",suggestions:[]};for(n=s[0],i=s.slice(1),t=0,r=i.length;r>t;t++)o=i[t],o.token.length>n.token.length&&(n=o);return feedback=this.get_match_feedback(n,1===s.length),a="Add another word or two. Uncommon words are better.",null!=feedback?(feedback.suggestions.unshift(a),null==feedback.warning&&(feedback.warning="")):feedback={warning:"",suggestions:[a]},feedback},get_match_feedback:function(e,s){var a,t;switch(e.pattern){case"dictionary":return this.get_dictionary_match_feedback(e,s);case"spatial":return a=e.graph.toUpperCase(),t=1===e.turns?"Straight rows of keys are easy to guess":"Short keyboard patterns are easy to guess",{warning:t,suggestions:["Use a longer keyboard pattern with more turns"]};case"repeat":return t=1===e.base_token.length?'Repeats like "aaa" are easy to guess':'Repeats like "abcabcabc" are only slightly harder to guess than "abc"',{warning:t,suggestions:["Avoid repeated words and characters"]};case"sequence":return{warning:"Sequences like abc or 6543 are easy to guess",suggestions:["Avoid sequences"]};case"regex":if("recent_year"===e.regex_name)return{warning:"Recent years are easy to guess",suggestions:["Avoid recent years","Avoid years that are associated with you"]};break;case"date":return{warning:"Dates are often easy to guess",suggestions:["Avoid dates and years that are associated with you"]}}},get_dictionary_match_feedback:function(e,s){var a,t,r,n,o;return n="passwords"===e.dictionary_name?!s||e.l33t||e.reversed?e.guesses_log10<=4?"This is similar to a commonly used password":void 0:e.rank<=10?"This is a top-10 common password":e.rank<=100?"This is a top-100 common password":"This is a very common password":"english"===e.dictionary_name?s?"A word by itself is easy to guess":void 0:"surnames"===(a=e.dictionary_name)||"male_names"===a||"female_names"===a?s?"Names and surnames by themselves are easy to guess":"Common names and surnames are easy to guess":"",r=[],o=e.token,o.match(scoring.START_UPPER)?r.push("Capitalization doesn't help very much"):o.match(scoring.ALL_UPPER)&&r.push("All-uppercase is almost as easy to guess as all-lowercase"),e.reversed&&e.token.length>=4&&r.push("Reversed words aren't much harder to guess"),e.l33t&&r.push("Predictable substitutions like '@' instead of 'a' don't help very much"),t={warning:n,suggestions:r}}},module.exports=feedback;
+
+},{"./scoring":6}],3:[function(require,module,exports){
+var frequency_lists;frequency_lists={passwords:"123456,password,12345678,qwerty,123456789,12345,1234,111111,1234567,dragon,123123,baseball,abc123,football,monkey,letmein,shadow,master,696969,mustang,666666,qwertyuiop,123321,1234567890,pussy,superman,654321,1qaz2wsx,7777777,fuckyou,qazwsx,jordan,123qwe,000000,killer,trustno1,hunter,harley,zxcvbnm,asdfgh,buster,batman,soccer,tigger,charlie,sunshine,iloveyou,fuckme,ranger,hockey,computer,starwars,asshole,pepper,klaster,112233,zxcvbn,freedom,princess,maggie,pass,ginger,11111111,131313,fuck,love,cheese,159753,summer,chelsea,dallas,biteme,matrix,yankees,6969,corvette,austin,access,thunder,merlin,secret,diamond,hello,hammer,fucker,1234qwer,silver,gfhjkm,internet,samantha,golfer,scooter,test,orange,cookie,q1w2e3r4t5,maverick,sparky,phoenix,mickey,bigdog,snoopy,guitar,whatever,chicken,camaro,mercedes,peanut,ferrari,falcon,cowboy,welcome,sexy,samsung,steelers,smokey,dakota,arsenal,boomer,eagles,tigers,marina,nascar,booboo,gateway,yellow,porsche,monster,spider,diablo,hannah,bulldog,junior,london,purple,compaq,lakers,iceman,qwer1234,hardcore,cowboys,money,banana,ncc1701,boston,tennis,q1w2e3r4,coffee,scooby,123654,nikita,yamaha,mother,barney,brandy,chester,fuckoff,oliver,player,forever,rangers,midnight,chicago,bigdaddy,redsox,angel,badboy,fender,jasper,slayer,rabbit,natasha,marine,bigdick,wizard,marlboro,raiders,prince,casper,fishing,flower,jasmine,iwantu,panties,adidas,winter,winner,gandalf,password1,enter,ghbdtn,1q2w3e4r,golden,cocacola,jordan23,winston,madison,angels,panther,blowme,sexsex,bigtits,spanky,bitch,sophie,asdfasdf,horny,thx1138,toyota,tiger,dick,canada,12344321,blowjob,8675309,muffin,liverpoo,apples,qwerty123,passw0rd,abcd1234,pokemon,123abc,slipknot,qazxsw,123456a,scorpion,qwaszx,butter,startrek,rainbow,asdfghjkl,razz,newyork,redskins,gemini,cameron,qazwsxedc,florida,liverpool,turtle,sierra,viking,booger,butthead,doctor,rocket,159357,dolphins,captain,bandit,jaguar,packers,pookie,peaches,789456,asdf,dolphin,helpme,blue,theman,maxwell,qwertyui,shithead,lovers,maddog,giants,nirvana,metallic,hotdog,rosebud,mountain,warrior,stupid,elephant,suckit,success,bond007,jackass,alexis,porn,lucky,scorpio,samson,q1w2e3,azerty,rush2112,driver,freddy,1q2w3e4r5t,sydney,gators,dexter,red123,123456q,12345a,bubba,creative,voodoo,golf,trouble,america,nissan,gunner,garfield,bullshit,asdfghjk,5150,fucking,apollo,1qazxsw2,2112,eminem,legend,airborne,bear,beavis,apple,brooklyn,godzilla,skippy,4815162342,buddy,qwert,kitten,magic,shelby,beaver,phantom,asdasd,xavier,braves,darkness,blink182,copper,platinum,qweqwe,tomcat,01012011,girls,bigboy,102030,animal,police,online,11223344,voyager,lifehack,12qwaszx,fish,sniper,315475,trinity,blazer,heaven,lover,snowball,playboy,loveme,bubbles,hooters,cricket,willow,donkey,topgun,nintendo,saturn,destiny,pakistan,pumpkin,digital,sergey,redwings,explorer,tits,private,runner,therock,guinness,lasvegas,beatles,789456123,fire,cassie,christin,qwerty1,celtic,asdf1234,andrey,broncos,007007,babygirl,eclipse,fluffy,cartman,michigan,carolina,testing,alexande,birdie,pantera,cherry,vampire,mexico,dickhead,buffalo,genius,montana,beer,minecraft,maximus,flyers,lovely,stalker,metallica,doggie,snickers,speedy,bronco,lol123,paradise,yankee,horses,magnum,dreams,147258369,lacrosse,ou812,goober,enigma,qwertyu,scotty,pimpin,bollocks,surfer,cock,poohbear,genesis,star,asd123,qweasdzxc,racing,hello1,hawaii,eagle1,viper,poopoo,einstein,boobies,12345q,bitches,drowssap,simple,badger,alaska,action,jester,drummer,111222,spitfire,forest,maryjane,champion,diesel,svetlana,friday,hotrod,147258,chevy,lucky1,westside,security,google,badass,tester,shorty,thumper,hitman,mozart,zaq12wsx,boobs,reddog,010203,lizard,a123456,123456789a,ruslan,eagle,1232323q,scarface,qwerty12,147852,a12345,buddha,porno,420420,spirit,money1,stargate,qwe123,naruto,mercury,liberty,12345qwert,semperfi,suzuki,popcorn,spooky,marley,scotland,kitty,cherokee,vikings,simpsons,rascal,qweasd,hummer,loveyou,michael1,patches,russia,jupiter,penguin,passion,cumshot,vfhbyf,honda,vladimir,sandman,passport,raider,bastard,123789,infinity,assman,bulldogs,fantasy,sucker,1234554321,horney,domino,budlight,disney,ironman,usuckballz1,softball,brutus,redrum,bigred,mnbvcxz,fktrcfylh,karina,marines,digger,kawasaki,cougar,fireman,oksana,monday,cunt,justice,nigger,super,wildcats,tinker,logitech,dancer,swordfis,avalon,everton,alexandr,motorola,patriots,hentai,madonna,pussy1,ducati,colorado,connor,juventus,galore,smooth,freeuser,warcraft,boogie,titanic,wolverin,elizabet,arizona,valentin,saints,asdfg,accord,test123,password123,christ,yfnfif,stinky,slut,spiderma,naughty,chopper,hello123,ncc1701d,extreme,skyline,poop,zombie,pearljam,123qweasd,froggy,awesome,vision,pirate,fylhtq,dreamer,bullet,predator,empire,123123a,kirill,charlie1,panthers,penis,skipper,nemesis,rasdzv3,peekaboo,rolltide,cardinal,psycho,danger,mookie,happy1,wanker,chevelle,manutd,goblue,9379992,hobbes,vegeta,fyfcnfcbz,852456,picard,159951,windows,loverboy,victory,vfrcbv,bambam,ser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+male_names:"james,john,robert,michael,william,david,richard,charles,joseph,thomas,christopher,daniel,paul,mark,donald,george,kenneth,steven,edward,brian,ronald,anthony,kevin,jason,matthew,gary,timothy,jose,larry,jeffrey,frank,scott,eric,stephen,andrew,raymond,gregory,joshua,jerry,dennis,walter,patrick,peter,harold,douglas,henry,carl,arthur,ryan,roger,joe,juan,jack,albert,jonathan,justin,terry,gerald,keith,samuel,willie,ralph,lawrence,nicholas,roy,benjamin,bruce,brandon,adam,harry,fred,wayne,billy,steve,louis,jeremy,aaron,randy,eugene,carlos,russell,bobby,victor,ernest,phillip,todd,jesse,craig,alan,shawn,clarence,sean,philip,chris,johnny,earl,jimmy,antonio,danny,bryan,tony,luis,mike,stanley,leonard,nathan,dale,manuel,rodney,curtis,norman,marvin,vincent,glenn,jeffery,travis,jeff,chad,jacob,melvin,alfred,kyle,francis,bradley,jesus,herbert,frederick,ray,joel,edwin,don,eddie,ricky,troy,randall,barry,bernard,mario,leroy,francisco,marcus,micheal,theodore,clifford,miguel,oscar,jay,jim,tom,calvin,alex,jon,ronnie,bill,lloyd,tommy,leon,derek,darrell,jerome,floyd,leo,alvin,tim,wesley,dean,greg,jorge,dustin,pedro,derrick,dan,zachary,corey,herman,maurice,vernon,roberto,clyde,glen,hector,shane,ricardo,sam,rick,lester,brent,ramon,tyler,gilbert,gene,marc,reginald,ruben,brett,nathaniel,rafael,edgar,milton,raul,ben,cecil,duane,andre,elmer,brad,gabriel,ron,roland,jared,adrian,karl,cory,claude,erik,darryl,neil,christian,javier,fernando,clinton,ted,mathew,tyrone,darren,lonnie,lance,cody,julio,kurt,allan,clayton,hugh,max,dwayne,dwight,armando,felix,jimmie,everett,ian,ken,bob,jaime,casey,alfredo,alberto,dave,ivan,johnnie,sidney,byron,julian,isaac,clifton,willard,daryl,virgil,andy,salvador,kirk,sergio,seth,kent,terrance,rene,eduardo,terrence,enrique,freddie,stuart,fredrick,arturo,alejandro,joey,nick,luther,wendell,jeremiah,evan,julius,donnie,otis,trevor,luke,homer,gerard,doug,kenny,hubert,angelo,shaun,lyle,matt,alfonso,orlando,rex,carlton,ernesto,pablo,lorenzo,omar,wilbur,blake,horace,roderick,kerry,abraham,rickey,ira,andres,cesar,johnathan,malcolm,rudolph,damon,kelvin,rudy,preston,alton,archie,marco,pete,randolph,garry,geoffrey,jonathon,felipe,bennie,gerardo,dominic,loren,delbert,colin,guillermo,earnest,benny,noel,rodolfo,myron,edmund,salvatore,cedric,lowell,gregg,sherman,devin,sylvester,roosevelt,israel,jermaine,forrest,wilbert,leland,simon,irving,owen,rufus,woodrow,sammy,kristopher,levi,marcos,gustavo,jake,lionel,marty,gilberto,clint,nicolas,laurence,ismael,orville,drew,ervin,dewey,wilfred,josh,hugo,ignacio,caleb,tomas,sheldon,erick,frankie,darrel,rogelio,terence,alonzo,elias,bert,elbert,ramiro,conrad,noah,grady,phil,cornelius,lamar,rolando,clay,percy,bradford,merle,darin,amos,terrell,moses,irvin,saul,roman,darnell,randal,tommie,timmy,darrin,brendan,toby,van,abel,dominick,emilio,elijah,cary,domingo,aubrey,emmett,marlon,emanuel,jerald,edmond,emil,dewayne,otto,teddy,reynaldo,bret,jess,trent,humberto,emmanuel,stephan,louie,vicente,lamont,garland,micah,efrain,heath,rodger,demetrius,ethan,eldon,rocky,pierre,eli,bryce,antoine,robbie,kendall,royce,sterling,grover,elton,cleveland,dylan,chuck,damian,reuben,stan,leonardo,russel,erwin,benito,hans,monte,blaine,ernie,curt,quentin,agustin,jamal,devon,adolfo,tyson,wilfredo,bart,jarrod,vance,denis,damien,joaquin,harlan,desmond,elliot,darwin,gregorio,kermit,roscoe,esteban,anton,solomon,norbert,elvin,nolan,carey,rod,quinton,hal,brain,rob,elwood,kendrick,darius,moises,marlin,fidel,thaddeus,cliff,marcel,ali,raphael,bryon,armand,alvaro,jeffry,dane,joesph,thurman,ned,sammie,rusty,michel,monty,rory,fabian,reggie,kris,isaiah,gus,avery,loyd,diego,adolph,millard,rocco,gonzalo,derick,rodrigo,gerry,rigoberto,alphonso,rickie,noe,vern,elvis,bernardo,mauricio,hiram,donovan,basil,nickolas,scot,vince,quincy,eddy,sebastian,federico,ulysses,heriberto,donnell,denny,gavin,emery,romeo,jayson,dion,dante,clement,coy,odell,jarvis,bruno,issac,dudley,sanford,colby,carmelo,nestor,hollis,stefan,donny,linwood,beau,weldon,galen,isidro,truman,delmar,johnathon,silas,frederic,irwin,merrill,charley,marcelino,carlo,trenton,kurtis,aurelio,winfred,vito,collin,denver,leonel,emory,pasquale,mohammad,mariano,danial,landon,dirk,branden,adan,numbers,clair,buford,bernie,wilmer,emerson,zachery,jacques,errol,josue,edwardo,wilford,theron,raymundo,daren,tristan,robby,lincoln,jame,genaro,octavio,cornell,hung,arron,antony,herschel,alva,giovanni,garth,cyrus,cyril,ronny,stevie,lon,kennith,carmine,augustine,erich,chadwick,wilburn,russ,myles,jonas,mitchel,mervin,zane,jamel,lazaro,alphonse,randell,johnie,jarrett,ariel,abdul,dusty,luciano,seymour,scottie,eugenio,mohammed,arnulfo,lucien,ferdinand,thad,ezra,aldo,rubin,mitch,earle,abe,marquis,lanny,kareem,jamar,boris,isiah,emile,elmo,aron,leopoldo,everette,josef,eloy,dorian,rodrick,reinaldo,lucio,jerrod,weston,hershel,lemuel,lavern,burt,jules,gil,eliseo,ahmad,nigel,efren,antwan,alden,margarito,refugio,dino,osvaldo,les,deandre,normand,kieth,ivory,trey,norberto,napoleon,jerold,fritz,rosendo,milford,sang,deon,christoper,alfonzo,lyman,josiah,brant,wilton,rico,jamaal,dewitt,brenton,yong,olin,faustino,claudio,judson,gino,edgardo,alec,jarred,donn,trinidad,tad,porfirio,odis,lenard,chauncey,tod,mel,marcelo,kory,augustus,keven,hilario,bud,sal,orval,mauro,dannie,zachariah,olen,anibal,milo,jed,thanh,amado,lenny,tory,richie,horacio,brice,mohamed,delmer,dario,mac,jonah,jerrold,robt,hank,sung,rupert,rolland,kenton,damion,chi,antone,waldo,fredric,bradly,kip,burl,tyree,jefferey,ahmed,willy,stanford,oren,moshe,mikel,enoch,brendon,quintin,jamison,florencio,darrick,tobias,minh,hassan,giuseppe,demarcus,cletus,tyrell,lyndon,keenan,werner,theo,geraldo,columbus,chet,bertram,markus,huey,hilton,dwain,donte,tyron,omer,isaias,hipolito,fermin,chung,adalberto,jamey,teodoro,mckinley,maximo,raleigh,lawerence,abram,rashad,emmitt,daron,chong,samual,otha,miquel,eusebio,dong,domenic,darron,wilber,renato,hoyt,haywood,ezekiel,chas,florentino,elroy,clemente,arden,neville,edison,deshawn,carrol,shayne,nathanial,jordon,danilo,claud,sherwood,raymon,rayford,cristobal,ambrose,titus,hyman,felton,ezequiel,erasmo,lonny,milan,lino,jarod,herb,andreas,rhett,jude,douglass,cordell,oswaldo,ellsworth,virgilio,toney,nathanael,benedict,mose,hong,isreal,garret,fausto,arlen,zack,modesto,francesco,manual,gaylord,gaston,filiberto,deangelo,michale,granville,malik,zackary,tuan,nicky,cristopher,antione,malcom,korey,jospeh,colton,waylon,hosea,shad,santo,rudolf,rolf,renaldo,marcellus,lucius,kristofer,harland,arnoldo,rueben,leandro,kraig,jerrell,jeromy,hobert,cedrick,arlie,winford,wally,luigi,keneth,jacinto,graig,franklyn,edmundo,leif,jeramy,willian,vincenzo,shon,michal,lynwood,jere,elden,darell,broderick,alonso".split(",")},module.exports=frequency_lists;
+
+},{}],4:[function(require,module,exports){
+var feedback,matching,scoring,time,time_estimates,zxcvbn;matching=require("./matching"),scoring=require("./scoring"),time_estimates=require("./time_estimates"),feedback=require("./feedback"),time=function(){return(new Date).getTime()},zxcvbn=function(e,t){var i,n,c,s,a,r,m,o,u,g,_;for(null==t&&(t=[]),g=time(),u=[],c=0,s=t.length;s>c;c++)i=t[c],("string"==(m=typeof i)||"number"===m||"boolean"===m)&&u.push(i.toString().toLowerCase());matching.set_user_input_dictionary(u),a=matching.omnimatch(e),o=scoring.most_guessable_match_sequence(e,a),o.calc_time=time()-g,n=time_estimates.estimate_attack_times(o.guesses);for(r in n)_=n[r],o[r]=_;return o.feedback=feedback.get_feedback(o.score,o.sequence),o},module.exports=zxcvbn;
+
+},{"./feedback":2,"./matching":5,"./scoring":6,"./time_estimates":7}],5:[function(require,module,exports){
+var DATE_MAX_YEAR,DATE_MIN_YEAR,DATE_SPLITS,GRAPHS,L33T_TABLE,RANKED_DICTIONARIES,REGEXEN,SEQUENCES,adjacency_graphs,build_ranked_dict,frequency_lists,lst,matching,name,scoring,indexOf=[].indexOf||function(e){for(var t=0,n=this.length;n>t;t++)if(t in this&&this[t]===e)return t;return-1};frequency_lists=require("./frequency_lists"),adjacency_graphs=require("./adjacency_graphs"),scoring=require("./scoring"),build_ranked_dict=function(e){var t,n,r,i,a;for(i={},t=1,r=0,n=e.length;n>r;r++)a=e[r],i[a]=t,t+=1;return i},RANKED_DICTIONARIES={};for(name in frequency_lists)lst=frequency_lists[name],RANKED_DICTIONARIES[name]=build_ranked_dict(lst);GRAPHS={qwerty:adjacency_graphs.qwerty,dvorak:adjacency_graphs.dvorak,keypad:adjacency_graphs.keypad,mac_keypad:adjacency_graphs.mac_keypad},SEQUENCES={lower:"abcdefghijklmnopqrstuvwxyz",upper:"ABCDEFGHIJKLMNOPQRSTUVWXYZ",digits:"0123456789"},L33T_TABLE={a:["4","@"],b:["8"],c:["(","{","[","<"],e:["3"],g:["6","9"],i:["1","!","|"],l:["1","|","7"],o:["0"],s:["$","5"],t:["+","7"],x:["%"],z:["2"]},REGEXEN={recent_year:/19\d\d|200\d|201\d/g},DATE_MAX_YEAR=2050,DATE_MIN_YEAR=1e3,DATE_SPLITS={4:[[1,2],[2,3]],5:[[1,3],[2,3]],6:[[1,2],[2,4],[4,5]],7:[[1,3],[2,3],[4,5],[4,6]],8:[[2,4],[4,6]]},matching={empty:function(e){var t;return 0===function(){var n;n=[];for(t in e)n.push(t);return n}().length},extend:function(e,t){return e.push.apply(e,t)},translate:function(e,t){var n;return function(){var r,i,a,s;for(a=e.split(""),s=[],i=0,r=a.length;r>i;i++)n=a[i],s.push(t[n]||n);return s}().join("")},mod:function(e,t){return(e%t+t)%t},sorted:function(e){return e.sort(function(e,t){return e.i-t.i||e.j-t.j})},omnimatch:function(e){var t,n,r,i,a;for(i=[],r=[this.dictionary_match,this.reverse_dictionary_match,this.l33t_match,this.spatial_match,this.repeat_match,this.sequence_match,this.regex_match,this.date_match],a=0,t=r.length;t>a;a++)n=r[a],this.extend(i,n.call(this,e));return this.sorted(i)},dictionary_match:function(e,t){var n,r,i,a,s,o,h,c,u,l,_,f,d,g;null==t&&(t=RANKED_DICTIONARIES),s=[],a=e.length,c=e.toLowerCase();for(n in t)for(l=t[n],r=o=0,_=a;_>=0?_>o:o>_;r=_>=0?++o:--o)for(i=h=f=r,d=a;d>=f?d>h:h>d;i=d>=f?++h:--h)c.slice(r,+i+1||9e9)in l&&(g=c.slice(r,+i+1||9e9),u=l[g],s.push({pattern:"dictionary",i:r,j:i,token:e.slice(r,+i+1||9e9),matched_word:g,rank:u,dictionary_name:n,reversed:!1,l33t:!1}));return this.sorted(s)},reverse_dictionary_match:function(e,t){var n,r,i,a,s,o;for(null==t&&(t=RANKED_DICTIONARIES),o=e.split("").reverse().join(""),i=this.dictionary_match(o,t),a=0,n=i.length;n>a;a++)r=i[a],r.token=r.token.split("").reverse().join(""),r.reversed=!0,s=[e.length-1-r.j,e.length-1-r.i],r.i=s[0],r.j=s[1];return this.sorted(i)},set_user_input_dictionary:function(e){return RANKED_DICTIONARIES.user_inputs=build_ranked_dict(e.slice())},relevant_l33t_subtable:function(e,t){var n,r,i,a,s,o,h,c,u,l;for(s={},o=e.split(""),a=0,r=o.length;r>a;a++)n=o[a],s[n]=!0;l={};for(i in t)u=t[i],h=function(){var e,t,n;for(n=[],t=0,e=u.length;e>t;t++)c=u[t],c in s&&n.push(c);return n}(),h.length>0&&(l[i]=h);return l},enumerate_l33t_subs:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g;a=function(){var t;t=[];for(i in e)t.push(i);return t}(),g=[[]],n=function(e){var t,n,r,a,s,o,h,c;for(n=[],s={},o=0,a=e.length;a>o;o++)h=e[o],t=function(){var e,t,n;for(n=[],c=t=0,e=h.length;e>t;c=++t)i=h[c],n.push([i,c]);return n}(),t.sort(),r=function(){var e,n,r;for(r=[],c=n=0,e=t.length;e>n;c=++n)i=t[c],r.push(i+","+c);return r}().join("-"),r in s||(s[r]=!0,n.push(h));return n},r=function(t){var i,a,s,o,h,c,u,l,_,f,d,p,E,m,y,A;if(t.length){for(a=t[0],E=t.slice(1),u=[],d=e[a],l=0,h=d.length;h>l;l++)for(o=d[l],_=0,c=g.length;c>_;_++){for(m=g[_],i=-1,s=f=0,p=m.length;p>=0?p>f:f>p;s=p>=0?++f:--f)if(m[s][0]===o){i=s;break}-1===i?(A=m.concat([[o,a]]),u.push(A)):(y=m.slice(0),y.splice(i,1),y.push([o,a]),u.push(m),u.push(y))}return g=n(u),r(E)}},r(a),d=[];for(c=0,o=g.length;o>c;c++){for(_=g[c],f={},u=0,h=_.length;h>u;u++)l=_[u],s=l[0],t=l[1],f[s]=t;d.push(f)}return d},l33t_match:function(e,t,n){var r,i,a,s,o,h,c,u,l,_,f,d,g,p,E,m;for(null==t&&(t=RANKED_DICTIONARIES),null==n&&(n=L33T_TABLE),c=[],_=this.enumerate_l33t_subs(this.relevant_l33t_subtable(e,n)),u=0,a=_.length;a>u&&(d=_[u],!this.empty(d));u++)for(p=this.translate(e,d),f=this.dictionary_match(p,t),l=0,s=f.length;s>l;l++)if(o=f[l],E=e.slice(o.i,+o.j+1||9e9),E.toLowerCase()!==o.matched_word){h={};for(g in d)r=d[g],-1!==E.indexOf(g)&&(h[g]=r);o.l33t=!0,o.token=E,o.sub=h,o.sub_display=function(){var e;e=[];for(i in h)m=h[i],e.push(i+" -> "+m);return e}().join(", "),c.push(o)}return this.sorted(c.filter(function(e){return e.token.length>1}))},spatial_match:function(e,t){var n,r,i;null==t&&(t=GRAPHS),i=[];for(r in t)n=t[r],this.extend(i,this.spatial_match_helper(e,n,r));return this.sorted(i)},SHIFTED_RX:/[~!@#$%^&*()_+QWERTYUIOP{}|ASDFGHJKL:"ZXCVBNM<>?]/,spatial_match_helper:function(e,t,n){var r,i,a,s,o,h,c,u,l,_,f,d,g,p,E;for(f=[],c=0;c<e.length-1;)for(u=c+1,l=null,E=0,p="qwerty"!==n&&"dvorak"!==n||!this.SHIFTED_RX.exec(e.charAt(c))?0:1;;){if(g=e.charAt(u-1),o=!1,h=-1,s=-1,i=t[g]||[],u<e.length)for(a=e.charAt(u),d=0,_=i.length;_>d;d++)if(r=i[d],s+=1,r&&-1!==r.indexOf(a)){o=!0,h=s,1===r.indexOf(a)&&(p+=1),l!==h&&(E+=1,l=h);break}if(!o){u-c>2&&f.push({pattern:"spatial",i:c,j:u-1,token:e.slice(c,u),graph:n,turns:E,shifted_count:p}),c=u;break}u+=1}return f},repeat_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g;for(d=[],a=/(.+)\1+/g,u=/(.+?)\1+/g,l=/^(.+?)\1+$/,c=0;c<e.length&&(a.lastIndex=u.lastIndex=c,s=a.exec(e),_=u.exec(e),null!=s);)s[0].length>_[0].length?(f=s,i=l.exec(f[0])[1]):(f=_,i=f[1]),g=[f.index,f.index+f[0].length-1],o=g[0],h=g[1],t=scoring.most_guessable_match_sequence(i,this.omnimatch(i)),r=t.match_sequence,n=t.guesses,d.push({pattern:"repeat",i:o,j:h,token:f[0],base_token:i,base_guesses:n,base_matches:r,repeat_count:f[0].length/i.length}),c=h+1;return d},sequence_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_;a=[];for(l in SEQUENCES)for(u=SEQUENCES[l],h=[1,-1],o=0,i=h.length;i>o;o++)for(t=h[o],n=0;n<e.length;)if(c=e.charAt(n),indexOf.call(u,c)<0)n+=1;else{for(r=n+1,_=u.indexOf(e.charAt(n));r<e.length&&(s=this.mod(_+t,u.length),u.indexOf(e.charAt(r))===s);)r+=1,_=s;r-=1,r-n+1>1&&a.push({pattern:"sequence",i:n,j:r,token:e.slice(n,+r+1||9e9),sequence_name:l,sequence_space:u.length,ascending:1===t}),n=r+1}return this.sorted(a)},regex_match:function(e,t){var n,r,i,a;null==t&&(t=REGEXEN),n=[];for(name in t)for(r=t[name],r.lastIndex=0;i=r.exec(e);)a=i[0],n.push({pattern:"regex",token:a,i:i.index,j:i.index+i[0].length-1,regex_name:name,regex_match:i});return this.sorted(n)},date_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g,p,E,m,y,A,v,I,R,x,T,N,k,D,S,j,b,q,C,O;for(_=[],f=/^\d{4,8}$/,d=/^(\d{1,4})([\s\/\\_.-])(\d{1,2})\2(\d{1,4})$/,s=E=0,v=e.length-4;v>=0?v>=E:E>=v;s=v>=0?++E:--E)for(o=m=I=s+3,R=s+7;(R>=I?R>=m:m>=R)&&!(o>=e.length);o=R>=I?++m:--m)if(O=e.slice(s,+o+1||9e9),f.exec(O)){for(r=[],x=DATE_SPLITS[O.length],y=0,u=x.length;u>y;y++)T=x[y],h=T[0],c=T[1],a=this.map_ints_to_dmy([parseInt(O.slice(0,h)),parseInt(O.slice(h,c)),parseInt(O.slice(c))]),null!=a&&r.push(a);if(r.length>0){for(t=r[0],g=function(e){return Math.abs(e.year-scoring.REFERENCE_YEAR)},p=g(r[0]),N=r.slice(1),A=0,l=N.length;l>A;A++)n=N[A],i=g(n),p>i&&(k=[n,i],t=k[0],p=k[1]);_.push({pattern:"date",token:O,i:s,j:o,separator:"",year:t.year,month:t.month,day:t.day})}}for(s=q=0,D=e.length-6;D>=0?D>=q:q>=D;s=D>=0?++q:--q)for(o=C=S=s+5,j=s+9;(j>=S?j>=C:C>=j)&&!(o>=e.length);o=j>=S?++C:--C)O=e.slice(s,+o+1||9e9),b=d.exec(O),null!=b&&(a=this.map_ints_to_dmy([parseInt(b[1]),parseInt(b[3]),parseInt(b[4])]),null!=a&&_.push({pattern:"date",token:O,i:s,j:o,separator:b[2],year:a.year,month:a.month,day:a.day}));return this.sorted(_.filter(function(e){var t,n,r,i;for(t=!1,i=0,n=_.length;n>i;i++)if(r=_[i],e!==r&&r.i<=e.i&&r.j>=e.j){t=!0;break}return!t}))},map_ints_to_dmy:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g,p;if(!(e[1]>31||e[1]<=0)){for(o=0,h=0,g=0,s=0,r=e.length;r>s;s++){if(n=e[s],n>99&&DATE_MIN_YEAR>n||n>DATE_MAX_YEAR)return;n>31&&(h+=1),n>12&&(o+=1),0>=n&&(g+=1)}if(!(h>=2||3===o||g>=2)){for(u=[[e[2],e.slice(0,2)],[e[0],e.slice(1,3)]],c=0,i=u.length;i>c;c++)if(_=u[c],p=_[0],d=_[1],p>=DATE_MIN_YEAR&&DATE_MAX_YEAR>=p)return t=this.map_ints_to_dm(d),null!=t?{year:p,month:t.month,day:t.day}:void 0;for(l=0,a=u.length;a>l;l++)if(f=u[l],p=f[0],d=f[1],t=this.map_ints_to_dm(d),null!=t)return p=this.two_to_four_digit_year(p),{year:p,month:t.month,day:t.day}}}},map_ints_to_dm:function(e){var t,n,r,i,a,s;for(a=[e,e.slice().reverse()],i=0,n=a.length;n>i;i++)if(s=a[i],t=s[0],r=s[1],t>=1&&31>=t&&r>=1&&12>=r)return{day:t,month:r}},two_to_four_digit_year:function(e){return e>99?e:e>50?e+scoring.REFERENCE_YEAR-100:e+scoring.REFERENCE_YEAR}},module.exports=matching;
+
+},{"./adjacency_graphs":1,"./frequency_lists":3,"./scoring":6}],6:[function(require,module,exports){
+var BRUTEFORCE_CARDINALITY,MIN_GUESSES_BEFORE_GROWING_SEQUENCE,MIN_SUBMATCH_GUESSES_MULTI_CHAR,MIN_SUBMATCH_GUESSES_SINGLE_CHAR,adjacency_graphs,calc_average_degree,k,scoring,v;adjacency_graphs=require("./adjacency_graphs"),calc_average_degree=function(e){var t,n,r,s,a,_;t=0;for(r in e)a=e[r],t+=function(){var e,t,n;for(n=[],t=0,e=a.length;e>t;t++)s=a[t],s&&n.push(s);return n}().length;return t/=function(){var t;t=[];for(n in e)_=e[n],t.push(n);return t}().length},BRUTEFORCE_CARDINALITY=10,MIN_GUESSES_BEFORE_GROWING_SEQUENCE=1e4,MIN_SUBMATCH_GUESSES_SINGLE_CHAR=10,MIN_SUBMATCH_GUESSES_MULTI_CHAR=50,scoring={nCk:function(e,t){var n,r,s,a;if(t>e)return 0;if(0===t)return 1;for(s=1,n=r=1,a=t;a>=1?a>=r:r>=a;n=a>=1?++r:--r)s*=e,s/=n,e-=1;return s},log10:function(e){return Math.log(e)/Math.log(10)},log2:function(e){return Math.log(e)/Math.log(2)},factorial:function(e){var t,n,r,s;if(2>e)return 1;for(t=1,n=r=2,s=e;s>=2?s>=r:r>=s;n=s>=2?++r:--r)t*=n;return t},most_guessable_match_sequence:function(e,t,n){var r,s,a,_,i,u,o,h,E,g,c,l,f,A,S,R,p,M,v,I,N,C,U,T,G,d,k,m,O,P,L,y,B,D;for(null==n&&(n=!1),C=[],r=[],M=0,N=null,S=function(t){return function(t,n){var r;return r={pattern:"bruteforce",token:e.slice(t,+n+1||9e9),i:t,j:n}}}(this),D=function(e){return function(t,r){var s;return s=e.factorial(r)*t,n||(s+=Math.pow(MIN_GUESSES_BEFORE_GROWING_SEQUENCE,r-1)),s}}(this),c=A=0,k=e.length;k>=0?k>A:A>k;c=k>=0?++A:--A)for(r[c]=[],C[c]=[],U=1/0,G=I=0,m=M;m>=0?m>=I:I>=m;G=m>=0?++I:--I)for(o=!0,a=c,0===G?(s=0,v=1):"bruteforce"===(null!=(O=r[c-1])&&null!=(P=O[G])?P.pattern:void 0)?(s=r[c-1][G].i,v=G):null!=(null!=(L=r[c-1])?L[G]:void 0)?(s=c,v=G+1):o=!1,o&&(_=S(s,a),T=c-_.token.length,i=this.estimate_guesses(_,e),v>1&&(i*=C[T][v-1]),u=D(i,v),U>u&&(U=u,C[c][v]=i,N=v,M=Math.max(M,v),r[c][v]=_)),d=0,f=t.length;f>d;d++)if(R=t[d],R.j===c){if(y=[R.i,R.j],E=y[0],g=y[1],0===G){if(0!==E)continue}else if(null==(null!=(B=C[E-1])?B[G]:void 0))continue;i=this.estimate_guesses(R,e),G>0&&(i*=C[E-1][G]),u=D(i,G+1),U>u&&(U=u,C[c][G+1]=i,N=G+1,M=Math.max(M,G+1),r[c][G+1]=R)}for(p=[],l=N,c=e.length-1;c>=0;)R=r[c][l],p.push(R),c=R.i-1,l-=1;return p.reverse(),h=0===e.length?1:U,{password:e,guesses:h,guesses_log10:this.log10(h),sequence:p}},estimate_guesses:function(e,t){var n,r,s;return null!=e.guesses?e.guesses:(s=1,e.token.length<t.length&&(s=1===e.token.length?MIN_SUBMATCH_GUESSES_SINGLE_CHAR:MIN_SUBMATCH_GUESSES_MULTI_CHAR),n={bruteforce:this.bruteforce_guesses,dictionary:this.dictionary_guesses,spatial:this.spatial_guesses,repeat:this.repeat_guesses,sequence:this.sequence_guesses,regex:this.regex_guesses,date:this.date_guesses},r=n[e.pattern].call(this,e),e.guesses=Math.max(r,s),e.guesses_log10=this.log10(e.guesses),e.guesses)},bruteforce_guesses:function(e){var t,n;return t=Math.pow(BRUTEFORCE_CARDINALITY,e.token.length),n=1===e.token.length?MIN_SUBMATCH_GUESSES_SINGLE_CHAR+1:MIN_SUBMATCH_GUESSES_MULTI_CHAR+1,Math.max(t,n)},repeat_guesses:function(e){return e.base_guesses*e.repeat_count},sequence_guesses:function(e){var t,n;return n=e.token.charAt(0),t="a"===n||"A"===n||"z"===n||"Z"===n||"0"===n||"1"===n||"9"===n?4:n.match(/\d/)?10:26,e.ascending||(t*=2),t*e.token.length},MIN_YEAR_SPACE:20,REFERENCE_YEAR:2e3,regex_guesses:function(e){var t,n;if(t={alpha_lower:26,alpha_upper:26,alpha:52,alphanumeric:62,digits:10,symbols:33},e.regex_name in t)return Math.pow(t[e.regex_name],e.token.length);switch(e.regex_name){case"recent_year":return n=Math.abs(parseInt(e.regex_match[0])-this.REFERENCE_YEAR),n=Math.max(n,this.MIN_YEAR_SPACE)}},date_guesses:function(e){var t,n;return n=Math.max(Math.abs(e.year-this.REFERENCE_YEAR),this.MIN_YEAR_SPACE),t=31*n*12,e.has_full_year&&(t*=2),e.separator&&(t*=4),t},KEYBOARD_AVERAGE_DEGREE:calc_average_degree(adjacency_graphs.qwerty),KEYPAD_AVERAGE_DEGREE:calc_average_degree(adjacency_graphs.keypad),KEYBOARD_STARTING_POSITIONS:function(){var e,t;e=adjacency_graphs.qwerty,t=[];for(k in e)v=e[k],t.push(k);return t}().length,KEYPAD_STARTING_POSITIONS:function(){var e,t;e=adjacency_graphs.keypad,t=[];for(k in e)v=e[k],t.push(k);return t}().length,spatial_guesses:function(e){var t,n,r,s,a,_,i,u,o,h,E,g,c,l,f,A,S,R;for("qwerty"===(g=e.graph)||"dvorak"===g?(A=this.KEYBOARD_STARTING_POSITIONS,s=this.KEYBOARD_AVERAGE_DEGREE):(A=this.KEYPAD_STARTING_POSITIONS,s=this.KEYPAD_AVERAGE_DEGREE),a=0,t=e.token.length,R=e.turns,_=u=2,c=t;c>=2?c>=u:u>=c;_=c>=2?++u:--u)for(h=Math.min(R,_-1),i=o=1,l=h;l>=1?l>=o:o>=l;i=l>=1?++o:--o)a+=this.nCk(_-1,i-1)*A*Math.pow(s,i);if(e.shifted_count)if(n=e.shifted_count,r=e.token.length-e.shifted_count,0===n||0===r)a*=2;else{for(S=0,_=E=1,f=Math.min(n,r);f>=1?f>=E:E>=f;_=f>=1?++E:--E)S+=this.nCk(n+r,_);a*=S}return a},dictionary_guesses:function(e){var t;return e.base_guesses=e.rank,e.uppercase_variations=this.uppercase_variations(e),e.l33t_variations=this.l33t_variations(e),t=e.reversed&&2||1,e.base_guesses*e.uppercase_variations*e.l33t_variations*t},START_UPPER:/^[A-Z][^A-Z]+$/,END_UPPER:/^[^A-Z]+[A-Z]$/,ALL_UPPER:/^[^a-z]+$/,ALL_LOWER:/^[^A-Z]+$/,uppercase_variations:function(e){var t,n,r,s,a,_,i,u,o,h,E,g;if(g=e.token,g.match(this.ALL_LOWER))return 1;for(u=[this.START_UPPER,this.END_UPPER,this.ALL_UPPER],_=0,a=u.length;a>_;_++)if(h=u[_],g.match(h))return 2;for(n=function(){var e,t,n,s;for(n=g.split(""),s=[],t=0,e=n.length;e>t;t++)r=n[t],r.match(/[A-Z]/)&&s.push(r);return s}().length,t=function(){var e,t,n,s;for(n=g.split(""),s=[],t=0,e=n.length;e>t;t++)r=n[t],r.match(/[a-z]/)&&s.push(r);return s}().length,E=0,s=i=1,o=Math.min(n,t);o>=1?o>=i:i>=o;s=o>=1?++i:--i)E+=this.nCk(n+t,s);return E},l33t_variations:function(e){var t,n,r,s,a,_,i,u,o,h,E,g,c;if(!e.l33t)return 1;c=1,o=e.sub;for(E in o)if(g=o[E],s=e.token.toLowerCase().split(""),t=function(){var e,t,n;for(n=[],t=0,e=s.length;e>t;t++)r=s[t],r===E&&n.push(r);return n}().length,n=function(){var e,t,n;for(n=[],t=0,e=s.length;e>t;t++)r=s[t],r===g&&n.push(r);return n}().length,0===t||0===n)c*=2;else{for(i=Math.min(n,t),u=0,a=_=1,h=i;h>=1?h>=_:_>=h;a=h>=1?++_:--_)u+=this.nCk(n+t,a);c*=u}return c}},module.exports=scoring;
+
+},{"./adjacency_graphs":1}],7:[function(require,module,exports){
+var time_estimates;time_estimates={estimate_attack_times:function(e){var t,n,s,o;n={online_throttling_100_per_hour:e/(100/3600),online_no_throttling_10_per_second:e/100,offline_slow_hashing_1e4_per_second:e/1e4,offline_fast_hashing_1e10_per_second:e/1e10},t={};for(s in n)o=n[s],t[s]=this.display_time(o);return{crack_times_seconds:n,crack_times_display:t,score:this.guesses_to_score(e)}},guesses_to_score:function(e){var t;return t=5,1e3+t>e?0:1e6+t>e?1:1e8+t>e?2:1e10+t>e?3:4},display_time:function(e){var t,n,s,o,_,r,i,a,u,c;return i=60,r=60*i,s=24*r,a=31*s,c=12*a,n=100*c,u=1>e?[null,"less than a second"]:i>e?(t=Math.round(e),[t,t+" second"]):r>e?(t=Math.round(e/i),[t,t+" minute"]):s>e?(t=Math.round(e/r),[t,t+" hour"]):a>e?(t=Math.round(e/s),[t,t+" day"]):c>e?(t=Math.round(e/a),[t,t+" month"]):n>e?(t=Math.round(e/c),[t,t+" year"]):[null,"centuries"],o=u[0],_=u[1],null!=o&&1!==o&&(_+="s"),_}},module.exports=time_estimates;
+
+},{}]},{},[4])(4)
+});
+//# sourceMappingURL=zxcvbn.js.map

From 657f363159ae5fdb7704524f6c074eccd4186a28 Mon Sep 17 00:00:00 2001
From: Emiliano <eritiro@gmail.com>
Date: Fri, 27 Nov 2015 14:01:45 -0300
Subject: [PATCH 4/4] execjs version

---
 data/adjacency_graphs.json                 |     9 -
 data/frequency_lists/english_wikipedia.txt | 30000 -------------------
 data/frequency_lists/female_names.txt      |  3712 ---
 data/frequency_lists/male_names.txt        |   983 -
 data/frequency_lists/passwords.txt         | 30000 -------------------
 data/frequency_lists/surnames.txt          | 10000 -------
 data/frequency_lists/us_tv_and_film.txt    | 19160 ------------
 data/zxcvbn.js                             |    28 +
 lib/zxcvbn.rb                              |     3 +-
 lib/zxcvbn/crack_time.rb                   |    53 -
 lib/zxcvbn/data.rb                         |    30 -
 lib/zxcvbn/dictionary_ranker.rb            |    16 -
 lib/zxcvbn/entropy.rb                      |   154 -
 lib/zxcvbn/match.rb                        |    11 -
 lib/zxcvbn/matchers/date.rb                |   135 -
 lib/zxcvbn/matchers/dictionary.rb          |    36 -
 lib/zxcvbn/matchers/digits.rb              |    20 -
 lib/zxcvbn/matchers/l33t.rb                |   127 -
 lib/zxcvbn/matchers/new_l33t.rb            |   120 -
 lib/zxcvbn/matchers/regex_helpers.rb       |    23 -
 lib/zxcvbn/matchers/repeat.rb              |    32 -
 lib/zxcvbn/matchers/sequences.rb           |    67 -
 lib/zxcvbn/matchers/spatial.rb             |    81 -
 lib/zxcvbn/matchers/year.rb                |    20 -
 lib/zxcvbn/math.rb                         |    54 -
 lib/zxcvbn/omnimatch.rb                    |    55 -
 lib/zxcvbn/password_strength.rb            |    23 -
 lib/zxcvbn/score.rb                        |    15 -
 lib/zxcvbn/scorer.rb                       |   102 -
 lib/zxcvbn/tester.rb                       |    32 +-
 spec/dictionary_ranker_spec.rb             |    12 -
 spec/matchers/date_spec.rb                 |   109 -
 spec/matchers/dictionary_spec.rb           |    19 -
 spec/matchers/digits_spec.rb               |    15 -
 spec/matchers/l33t_spec.rb                 |    85 -
 spec/matchers/repeat_spec.rb               |    18 -
 spec/matchers/sequences_spec.rb            |    21 -
 spec/matchers/spatial_spec.rb              |    20 -
 spec/matchers/year_spec.rb                 |    15 -
 spec/omnimatch_spec.rb                     |    24 -
 spec/scorer_spec.rb                        |     5 -
 spec/scoring/crack_time_spec.rb            |   106 -
 spec/scoring/entropy_spec.rb               |   216 -
 spec/scoring/math_spec.rb                  |   135 -
 spec/spec_helper.rb                        |     6 +-
 spec/support/js_source/adjacency_graphs.js |     8 -
 spec/support/js_source/compiled.js         |  1188 -
 spec/support/js_source/frequency_lists.js  |    10 -
 spec/support/js_source/init.coffee         |    63 -
 spec/support/js_source/init.js             |    95 -
 spec/support/js_source/matching.coffee     |   444 -
 spec/support/js_source/matching.js         |   685 -
 spec/support/js_source/scoring.coffee      |   270 -
 spec/support/js_source/scoring.js          |   390 -
 spec/support/matcher.rb                    |    35 -
 spec/tester_spec.rb                        |    42 +-
 spec/zxcvbn_spec.rb                        |    38 +-
 zxcvbn-ruby.gemspec                        |     2 +
 58 files changed, 74 insertions(+), 99103 deletions(-)
 delete mode 100644 data/adjacency_graphs.json
 delete mode 100644 data/frequency_lists/english_wikipedia.txt
 delete mode 100644 data/frequency_lists/female_names.txt
 delete mode 100644 data/frequency_lists/male_names.txt
 delete mode 100644 data/frequency_lists/passwords.txt
 delete mode 100644 data/frequency_lists/surnames.txt
 delete mode 100644 data/frequency_lists/us_tv_and_film.txt
 create mode 100644 data/zxcvbn.js
 delete mode 100644 lib/zxcvbn/crack_time.rb
 delete mode 100644 lib/zxcvbn/data.rb
 delete mode 100644 lib/zxcvbn/dictionary_ranker.rb
 delete mode 100644 lib/zxcvbn/entropy.rb
 delete mode 100644 lib/zxcvbn/match.rb
 delete mode 100644 lib/zxcvbn/matchers/date.rb
 delete mode 100644 lib/zxcvbn/matchers/dictionary.rb
 delete mode 100644 lib/zxcvbn/matchers/digits.rb
 delete mode 100644 lib/zxcvbn/matchers/l33t.rb
 delete mode 100644 lib/zxcvbn/matchers/new_l33t.rb
 delete mode 100644 lib/zxcvbn/matchers/regex_helpers.rb
 delete mode 100644 lib/zxcvbn/matchers/repeat.rb
 delete mode 100644 lib/zxcvbn/matchers/sequences.rb
 delete mode 100644 lib/zxcvbn/matchers/spatial.rb
 delete mode 100644 lib/zxcvbn/matchers/year.rb
 delete mode 100644 lib/zxcvbn/math.rb
 delete mode 100644 lib/zxcvbn/omnimatch.rb
 delete mode 100644 lib/zxcvbn/password_strength.rb
 delete mode 100644 lib/zxcvbn/score.rb
 delete mode 100644 lib/zxcvbn/scorer.rb
 delete mode 100644 spec/dictionary_ranker_spec.rb
 delete mode 100644 spec/matchers/date_spec.rb
 delete mode 100644 spec/matchers/dictionary_spec.rb
 delete mode 100644 spec/matchers/digits_spec.rb
 delete mode 100644 spec/matchers/l33t_spec.rb
 delete mode 100644 spec/matchers/repeat_spec.rb
 delete mode 100644 spec/matchers/sequences_spec.rb
 delete mode 100644 spec/matchers/spatial_spec.rb
 delete mode 100644 spec/matchers/year_spec.rb
 delete mode 100644 spec/omnimatch_spec.rb
 delete mode 100644 spec/scorer_spec.rb
 delete mode 100644 spec/scoring/crack_time_spec.rb
 delete mode 100644 spec/scoring/entropy_spec.rb
 delete mode 100644 spec/scoring/math_spec.rb
 delete mode 100644 spec/support/js_source/adjacency_graphs.js
 delete mode 100644 spec/support/js_source/compiled.js
 delete mode 100644 spec/support/js_source/frequency_lists.js
 delete mode 100644 spec/support/js_source/init.coffee
 delete mode 100644 spec/support/js_source/init.js
 delete mode 100644 spec/support/js_source/matching.coffee
 delete mode 100644 spec/support/js_source/matching.js
 delete mode 100644 spec/support/js_source/scoring.coffee
 delete mode 100644 spec/support/js_source/scoring.js
 delete mode 100644 spec/support/matcher.rb

diff --git a/data/adjacency_graphs.json b/data/adjacency_graphs.json
deleted file mode 100644
index f23ea67..0000000
--- a/data/adjacency_graphs.json
+++ /dev/null
@@ -1,9 +0,0 @@
-{
-  "qwerty": {"!": ["`~", null, null, "2@", "qQ", null], "\"": [";:", "[{", "]}", null, null, "/?"], "#": ["2@", null, null, "4$", "eE", "wW"], "$": ["3#", null, null, "5%", "rR", "eE"], "%": ["4$", null, null, "6^", "tT", "rR"], "&": ["6^", null, null, "8*", "uU", "yY"], "'": [";:", "[{", "]}", null, null, "/?"], "(": ["8*", null, null, "0)", "oO", "iI"], ")": ["9(", null, null, "-_", "pP", "oO"], "*": ["7&", null, null, "9(", "iI", "uU"], "+": ["-_", null, null, null, "]}", "[{"], ",": ["mM", "kK", "lL", ".>", null, null], "-": ["0)", null, null, "=+", "[{", "pP"], ".": [",<", "lL", ";:", "/?", null, null], "/": [".>", ";:", "'\"", null, null, null], "0": ["9(", null, null, "-_", "pP", "oO"], "1": ["`~", null, null, "2@", "qQ", null], "2": ["1!", null, null, "3#", "wW", "qQ"], "3": ["2@", null, null, "4$", "eE", "wW"], "4": ["3#", null, null, "5%", "rR", "eE"], "5": ["4$", null, null, "6^", "tT", "rR"], "6": ["5%", null, null, "7&", "yY", "tT"], "7": ["6^", null, null, "8*", "uU", "yY"], "8": ["7&", null, null, "9(", "iI", "uU"], "9": ["8*", null, null, "0)", "oO", "iI"], ":": ["lL", "pP", "[{", "'\"", "/?", ".>"], ";": ["lL", "pP", "[{", "'\"", "/?", ".>"], "<": ["mM", "kK", "lL", ".>", null, null], "=": ["-_", null, null, null, "]}", "[{"], ">": [",<", "lL", ";:", "/?", null, null], "?": [".>", ";:", "'\"", null, null, null], "@": ["1!", null, null, "3#", "wW", "qQ"], "A": [null, "qQ", "wW", "sS", "zZ", null], "B": ["vV", "gG", "hH", "nN", null, null], "C": ["xX", "dD", "fF", "vV", null, null], "D": ["sS", "eE", "rR", "fF", "cC", "xX"], "E": ["wW", "3#", "4$", "rR", "dD", "sS"], "F": ["dD", "rR", "tT", "gG", "vV", "cC"], "G": ["fF", "tT", "yY", "hH", "bB", "vV"], "H": ["gG", "yY", "uU", "jJ", "nN", "bB"], "I": ["uU", "8*", "9(", "oO", "kK", "jJ"], "J": ["hH", "uU", "iI", "kK", "mM", "nN"], "K": ["jJ", "iI", "oO", "lL", ",<", "mM"], "L": ["kK", "oO", "pP", ";:", ".>", ",<"], "M": ["nN", "jJ", "kK", ",<", null, null], "N": ["bB", "hH", "jJ", "mM", null, null], "O": ["iI", "9(", "0)", "pP", "lL", "kK"], "P": ["oO", "0)", "-_", "[{", ";:", "lL"], "Q": [null, "1!", "2@", "wW", "aA", null], "R": ["eE", "4$", "5%", "tT", "fF", "dD"], "S": ["aA", "wW", "eE", "dD", "xX", "zZ"], "T": ["rR", "5%", "6^", "yY", "gG", "fF"], "U": ["yY", "7&", "8*", "iI", "jJ", "hH"], "V": ["cC", "fF", "gG", "bB", null, null], "W": ["qQ", "2@", "3#", "eE", "sS", "aA"], "X": ["zZ", "sS", "dD", "cC", null, null], "Y": ["tT", "6^", "7&", "uU", "hH", "gG"], "Z": [null, "aA", "sS", "xX", null, null], "[": ["pP", "-_", "=+", "]}", "'\"", ";:"], "\\": ["]}", null, null, null, null, null], "]": ["[{", "=+", null, "\\|", null, "'\""], "^": ["5%", null, null, "7&", "yY", "tT"], "_": ["0)", null, null, "=+", "[{", "pP"], "`": [null, null, null, "1!", null, null], "a": [null, "qQ", "wW", "sS", "zZ", null], "b": ["vV", "gG", "hH", "nN", null, null], "c": ["xX", "dD", "fF", "vV", null, null], "d": ["sS", "eE", "rR", "fF", "cC", "xX"], "e": ["wW", "3#", "4$", "rR", "dD", "sS"], "f": ["dD", "rR", "tT", "gG", "vV", "cC"], "g": ["fF", "tT", "yY", "hH", "bB", "vV"], "h": ["gG", "yY", "uU", "jJ", "nN", "bB"], "i": ["uU", "8*", "9(", "oO", "kK", "jJ"], "j": ["hH", "uU", "iI", "kK", "mM", "nN"], "k": ["jJ", "iI", "oO", "lL", ",<", "mM"], "l": ["kK", "oO", "pP", ";:", ".>", ",<"], "m": ["nN", "jJ", "kK", ",<", null, null], "n": ["bB", "hH", "jJ", "mM", null, null], "o": ["iI", "9(", "0)", "pP", "lL", "kK"], "p": ["oO", "0)", "-_", "[{", ";:", "lL"], "q": [null, "1!", "2@", "wW", "aA", null], "r": ["eE", "4$", "5%", "tT", "fF", "dD"], "s": ["aA", "wW", "eE", "dD", "xX", "zZ"], "t": ["rR", "5%", "6^", "yY", "gG", "fF"], "u": ["yY", "7&", "8*", "iI", "jJ", "hH"], "v": ["cC", "fF", "gG", "bB", null, null], "w": ["qQ", "2@", "3#", "eE", "sS", "aA"], "x": ["zZ", "sS", "dD", "cC", null, null], "y": ["tT", "6^", "7&", "uU", "hH", "gG"], "z": [null, "aA", "sS", "xX", null, null], "{": ["pP", "-_", "=+", "]}", "'\"", ";:"], "|": ["]}", null, null, null, null, null], "}": ["[{", "=+", null, "\\|", null, "'\""], "~": [null, null, null, "1!", null, null]},
-
-  "dvorak": {"!": ["`~", null, null, "2@", "'\"", null], "\"": [null, "1!", "2@", ",<", "aA", null], "#": ["2@", null, null, "4$", ".>", ",<"], "$": ["3#", null, null, "5%", "pP", ".>"], "%": ["4$", null, null, "6^", "yY", "pP"], "&": ["6^", null, null, "8*", "gG", "fF"], "'": [null, "1!", "2@", ",<", "aA", null], "(": ["8*", null, null, "0)", "rR", "cC"], ")": ["9(", null, null, "[{", "lL", "rR"], "*": ["7&", null, null, "9(", "cC", "gG"], "+": ["/?", "]}", null, "\\|", null, "-_"], ",": ["'\"", "2@", "3#", ".>", "oO", "aA"], "-": ["sS", "/?", "=+", null, null, "zZ"], ".": [",<", "3#", "4$", "pP", "eE", "oO"], "/": ["lL", "[{", "]}", "=+", "-_", "sS"], "0": ["9(", null, null, "[{", "lL", "rR"], "1": ["`~", null, null, "2@", "'\"", null], "2": ["1!", null, null, "3#", ",<", "'\""], "3": ["2@", null, null, "4$", ".>", ",<"], "4": ["3#", null, null, "5%", "pP", ".>"], "5": ["4$", null, null, "6^", "yY", "pP"], "6": ["5%", null, null, "7&", "fF", "yY"], "7": ["6^", null, null, "8*", "gG", "fF"], "8": ["7&", null, null, "9(", "cC", "gG"], "9": ["8*", null, null, "0)", "rR", "cC"], ":": [null, "aA", "oO", "qQ", null, null], ";": [null, "aA", "oO", "qQ", null, null], "<": ["'\"", "2@", "3#", ".>", "oO", "aA"], "=": ["/?", "]}", null, "\\|", null, "-_"], ">": [",<", "3#", "4$", "pP", "eE", "oO"], "?": ["lL", "[{", "]}", "=+", "-_", "sS"], "@": ["1!", null, null, "3#", ",<", "'\""], "A": [null, "'\"", ",<", "oO", ";:", null], "B": ["xX", "dD", "hH", "mM", null, null], "C": ["gG", "8*", "9(", "rR", "tT", "hH"], "D": ["iI", "fF", "gG", "hH", "bB", "xX"], "E": ["oO", ".>", "pP", "uU", "jJ", "qQ"], "F": ["yY", "6^", "7&", "gG", "dD", "iI"], "G": ["fF", "7&", "8*", "cC", "hH", "dD"], "H": ["dD", "gG", "cC", "tT", "mM", "bB"], "I": ["uU", "yY", "fF", "dD", "xX", "kK"], "J": ["qQ", "eE", "uU", "kK", null, null], "K": ["jJ", "uU", "iI", "xX", null, null], "L": ["rR", "0)", "[{", "/?", "sS", "nN"], "M": ["bB", "hH", "tT", "wW", null, null], "N": ["tT", "rR", "lL", "sS", "vV", "wW"], "O": ["aA", ",<", ".>", "eE", "qQ", ";:"], "P": [".>", "4$", "5%", "yY", "uU", "eE"], "Q": [";:", "oO", "eE", "jJ", null, null], "R": ["cC", "9(", "0)", "lL", "nN", "tT"], "S": ["nN", "lL", "/?", "-_", "zZ", "vV"], "T": ["hH", "cC", "rR", "nN", "wW", "mM"], "U": ["eE", "pP", "yY", "iI", "kK", "jJ"], "V": ["wW", "nN", "sS", "zZ", null, null], "W": ["mM", "tT", "nN", "vV", null, null], "X": ["kK", "iI", "dD", "bB", null, null], "Y": ["pP", "5%", "6^", "fF", "iI", "uU"], "Z": ["vV", "sS", "-_", null, null, null], "[": ["0)", null, null, "]}", "/?", "lL"], "\\": ["=+", null, null, null, null, null], "]": ["[{", null, null, null, "=+", "/?"], "^": ["5%", null, null, "7&", "fF", "yY"], "_": ["sS", "/?", "=+", null, null, "zZ"], "`": [null, null, null, "1!", null, null], "a": [null, "'\"", ",<", "oO", ";:", null], "b": ["xX", "dD", "hH", "mM", null, null], "c": ["gG", "8*", "9(", "rR", "tT", "hH"], "d": ["iI", "fF", "gG", "hH", "bB", "xX"], "e": ["oO", ".>", "pP", "uU", "jJ", "qQ"], "f": ["yY", "6^", "7&", "gG", "dD", "iI"], "g": ["fF", "7&", "8*", "cC", "hH", "dD"], "h": ["dD", "gG", "cC", "tT", "mM", "bB"], "i": ["uU", "yY", "fF", "dD", "xX", "kK"], "j": ["qQ", "eE", "uU", "kK", null, null], "k": ["jJ", "uU", "iI", "xX", null, null], "l": ["rR", "0)", "[{", "/?", "sS", "nN"], "m": ["bB", "hH", "tT", "wW", null, null], "n": ["tT", "rR", "lL", "sS", "vV", "wW"], "o": ["aA", ",<", ".>", "eE", "qQ", ";:"], "p": [".>", "4$", "5%", "yY", "uU", "eE"], "q": [";:", "oO", "eE", "jJ", null, null], "r": ["cC", "9(", "0)", "lL", "nN", "tT"], "s": ["nN", "lL", "/?", "-_", "zZ", "vV"], "t": ["hH", "cC", "rR", "nN", "wW", "mM"], "u": ["eE", "pP", "yY", "iI", "kK", "jJ"], "v": ["wW", "nN", "sS", "zZ", null, null], "w": ["mM", "tT", "nN", "vV", null, null], "x": ["kK", "iI", "dD", "bB", null, null], "y": ["pP", "5%", "6^", "fF", "iI", "uU"], "z": ["vV", "sS", "-_", null, null, null], "{": ["0)", null, null, "]}", "/?", "lL"], "|": ["=+", null, null, null, null, null], "}": ["[{", null, null, null, "=+", "/?"], "~": [null, null, null, "1!", null, null]},
-
-  "keypad": {"*": ["/", null, null, null, "-", "+", "9", "8"], "+": ["9", "*", "-", null, null, null, null, "6"], "-": ["*", null, null, null, null, null, "+", "9"], ".": ["0", "2", "3", null, null, null, null, null], "/": [null, null, null, null, "*", "9", "8", "7"], "0": [null, "1", "2", "3", ".", null, null, null], "1": [null, null, "4", "5", "2", "0", null, null], "2": ["1", "4", "5", "6", "3", ".", "0", null], "3": ["2", "5", "6", null, null, null, ".", "0"], "4": [null, null, "7", "8", "5", "2", "1", null], "5": ["4", "7", "8", "9", "6", "3", "2", "1"], "6": ["5", "8", "9", "+", null, null, "3", "2"], "7": [null, null, null, "/", "8", "5", "4", null], "8": ["7", null, "/", "*", "9", "6", "5", "4"], "9": ["8", "/", "*", "-", "+", null, "6", "5"]},
-
-  "mac_keypad": {"*": ["/", null, null, null, null, null, "-", "9"], "+": ["6", "9", "-", null, null, null, null, "3"], "-": ["9", "/", "*", null, null, null, "+", "6"], ".": ["0", "2", "3", null, null, null, null, null], "/": ["=", null, null, null, "*", "-", "9", "8"], "0": [null, "1", "2", "3", ".", null, null, null], "1": [null, null, "4", "5", "2", "0", null, null], "2": ["1", "4", "5", "6", "3", ".", "0", null], "3": ["2", "5", "6", "+", null, null, ".", "0"], "4": [null, null, "7", "8", "5", "2", "1", null], "5": ["4", "7", "8", "9", "6", "3", "2", "1"], "6": ["5", "8", "9", "-", "+", null, "3", "2"], "7": [null, null, null, "=", "8", "5", "4", null], "8": ["7", null, "=", "/", "9", "6", "5", "4"], "9": ["8", "=", "/", "*", "-", "+", "6", "5"], "=": [null, null, null, null, "/", "9", "8", "7"]}
-}
\ No newline at end of file
diff --git a/data/frequency_lists/english_wikipedia.txt b/data/frequency_lists/english_wikipedia.txt
deleted file mode 100644
index 498deb5..0000000
--- a/data/frequency_lists/english_wikipedia.txt
+++ /dev/null
@@ -1,30000 +0,0 @@
-the
-of
-and
-in
-was
-is
-for
-as
-on
-with
-by
-he
-at
-from
-his
-an
-were
-are
-which
-doc
-https
-also
-or
-has
-had
-first
-one
-their
-its
-after
-new
-who
-they
-two
-her
-she
-been
-other
-when
-time
-during
-there
-into
-school
-more
-may
-years
-over
-only
-year
-most
-would
-world
-city
-some
-where
-between
-later
-three
-state
-such
-then
-national
-used
-made
-known
-under
-many
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-anquetil
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-quantifiers
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-analgesia
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-pneumoniae
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-poroshenko
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-maximilien
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-xalapa
-outmoded
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-archeparchy
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-captor
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-ramanathan
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-silted
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-nievre
-hyeon
-cartoonish
-interlock
-infocom
-rediff.com
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-kutaisi
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-unapologetic
-epigraphic
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-'outstanding
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-utama
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-aravind
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-reading/literature
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-istrian
-evaporator
diff --git a/data/frequency_lists/female_names.txt b/data/frequency_lists/female_names.txt
deleted file mode 100644
index 5ecc99e..0000000
--- a/data/frequency_lists/female_names.txt
+++ /dev/null
@@ -1,3712 +0,0 @@
-mary
-patricia
-linda
-barbara
-elizabeth
-jennifer
-maria
-susan
-margaret
-dorothy
-lisa
-nancy
-karen
-betty
-helen
-sandra
-donna
-carol
-ruth
-sharon
-michelle
-laura
-sarah
-kimberly
-deborah
-jessica
-shirley
-cynthia
-angela
-melissa
-brenda
-amy
-anna
-rebecca
-virginia
-kathleen
-pamela
-martha
-debra
-amanda
-stephanie
-carolyn
-christine
-marie
-janet
-catherine
-frances
-ann
-joyce
-diane
-alice
-julie
-heather
-teresa
-doris
-gloria
-evelyn
-jean
-cheryl
-mildred
-katherine
-joan
-ashley
-judith
-rose
-janice
-kelly
-nicole
-judy
-christina
-kathy
-theresa
-beverly
-denise
-tammy
-irene
-jane
-lori
-rachel
-marilyn
-andrea
-kathryn
-louise
-sara
-anne
-jacqueline
-wanda
-bonnie
-julia
-ruby
-lois
-tina
-phyllis
-norma
-paula
-diana
-annie
-lillian
-emily
-robin
-peggy
-crystal
-gladys
-rita
-dawn
-connie
-florence
-tracy
-edna
-tiffany
-carmen
-rosa
-cindy
-grace
-wendy
-victoria
-edith
-kim
-sherry
-sylvia
-josephine
-thelma
-shannon
-sheila
-ethel
-ellen
-elaine
-marjorie
-carrie
-charlotte
-monica
-esther
-pauline
-emma
-juanita
-anita
-rhonda
-hazel
-amber
-eva
-debbie
-april
-leslie
-clara
-lucille
-jamie
-joanne
-eleanor
-valerie
-danielle
-megan
-alicia
-suzanne
-michele
-gail
-bertha
-darlene
-veronica
-jill
-erin
-geraldine
-lauren
-cathy
-joann
-lorraine
-lynn
-sally
-regina
-erica
-beatrice
-dolores
-bernice
-audrey
-yvonne
-annette
-marion
-dana
-stacy
-ana
-renee
-ida
-vivian
-roberta
-holly
-brittany
-melanie
-loretta
-yolanda
-jeanette
-laurie
-katie
-kristen
-vanessa
-alma
-sue
-elsie
-beth
-jeanne
-vicki
-carla
-tara
-rosemary
-eileen
-terri
-gertrude
-lucy
-tonya
-ella
-stacey
-wilma
-gina
-kristin
-jessie
-natalie
-agnes
-vera
-charlene
-bessie
-delores
-melinda
-pearl
-arlene
-maureen
-colleen
-allison
-tamara
-joy
-georgia
-constance
-lillie
-claudia
-jackie
-marcia
-tanya
-nellie
-minnie
-marlene
-heidi
-glenda
-lydia
-viola
-courtney
-marian
-stella
-caroline
-dora
-vickie
-mattie
-maxine
-irma
-mabel
-marsha
-myrtle
-lena
-christy
-deanna
-patsy
-hilda
-gwendolyn
-jennie
-nora
-margie
-nina
-cassandra
-leah
-penny
-kay
-priscilla
-naomi
-carole
-olga
-billie
-dianne
-tracey
-leona
-jenny
-felicia
-sonia
-miriam
-velma
-becky
-bobbie
-violet
-kristina
-toni
-misty
-mae
-shelly
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-ramona
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-erika
-katrina
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-lindsey
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-guadalupe
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-margarita
-sheryl
-cora
-faye
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-sabrina
-isabel
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-hattie
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-molly
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-kristi
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-rosie
-joanna
-iris
-eunice
-angie
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-madeline
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-jodi
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-kayla
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-jan
-kristine
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-fannie
-maryann
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-alison
-yvette
-melody
-luz
-susie
-olivia
-flora
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-kristy
-mamie
-lula
-lola
-verna
-beulah
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-juana
-jeannette
-pam
-kelli
-whitney
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-karla
-celia
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-patty
-shelia
-gayle
-della
-vicky
-lynne
-sheri
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-kara
-jacquelyn
-erma
-blanca
-myra
-leticia
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-krista
-roxanne
-angelica
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-adrienne
-rosalie
-alexandra
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-bethany
-sadie
-bernadette
-traci
-jody
-kendra
-nichole
-rachael
-mable
-ernestine
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-marcella
-elena
-krystal
-angelina
-nadine
-kari
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-dianna
-paulette
-lora
-mona
-doreen
-rosemarie
-desiree
-antonia
-janis
-betsy
-christie
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-meredith
-lynette
-teri
-cristina
-eula
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-meghan
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-eloise
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-gretchen
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-raquel
-henrietta
-alyssa
-jana
-gwen
-jenna
-tricia
-laverne
-olive
-tasha
-silvia
-elvira
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-kate
-patti
-lorena
-kellie
-sonja
-lila
-lana
-darla
-mindy
-essie
-mandy
-lorene
-elsa
-josefina
-jeannie
-miranda
-dixie
-lucia
-marta
-faith
-lela
-johanna
-shari
-camille
-tami
-shawna
-elisa
-ebony
-melba
-ora
-nettie
-tabitha
-ollie
-winifred
-kristie
-alisha
-aimee
-rena
-myrna
-marla
-tammie
-latasha
-bonita
-patrice
-ronda
-sherrie
-addie
-francine
-deloris
-stacie
-adriana
-cheri
-abigail
-celeste
-jewel
-cara
-adele
-rebekah
-lucinda
-dorthy
-effie
-trina
-reba
-sallie
-aurora
-lenora
-etta
-lottie
-kerri
-trisha
-nikki
-estella
-francisca
-josie
-tracie
-marissa
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-janelle
-lourdes
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-helene
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-elva
-corinne
-kelsey
-ina
-bettie
-elisabeth
-aida
-caitlin
-ingrid
-iva
-eugenia
-christa
-goldie
-maude
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-therese
-dena
-lorna
-janette
-latonya
-candy
-consuelo
-tamika
-rosetta
-debora
-cherie
-polly
-dina
-jewell
-fay
-jillian
-dorothea
-nell
-trudy
-esperanza
-patrica
-kimberley
-shanna
-helena
-cleo
-stefanie
-rosario
-ola
-janine
-mollie
-lupe
-alisa
-lou
-maribel
-susanne
-bette
-susana
-elise
-cecile
-isabelle
-lesley
-jocelyn
-paige
-joni
-rachelle
-leola
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-alta
-ester
-petra
-graciela
-imogene
-jolene
-keisha
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-glenna
-gabriela
-keri
-ursula
-lizzie
-kirsten
-shana
-adeline
-mayra
-jayne
-jaclyn
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-katharine
-jodie
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-christi
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-luella
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-bobbi
-maritza
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-leanne
-jeannine
-deana
-aileen
-lorie
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-manuela
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-selma
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-abby
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-winnie
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-matilda
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-virgie
-latisha
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-georgina
-eliza
-leann
-bridgette
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-haley
-adela
-nola
-bernadine
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-ila
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-ruthie
-nelda
-minerva
-lilly
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-letha
-hilary
-estela
-valarie
-brianna
-rosalyn
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-mia
-clarissa
-lidia
-corrine
-alexandria
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-sharron
-rae
-dona
-ericka
-jami
-elnora
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-lenore
-neva
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-melisa
-tabatha
-serena
-avis
-allie
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-jeanie
-odessa
-nannie
-harriett
-loraine
-penelope
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-emilia
-benita
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-ashlee
-tania
-esmeralda
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-pearlie
-zelma
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-noreen
-tameka
-saundra
-hillary
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-althea
-rosalinda
-lilia
-alana
-clare
-alejandra
-elinor
-lorrie
-jerri
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-carmella
-noemi
-marcie
-liza
-annabelle
-louisa
-earlene
-mallory
-carlene
-nita
-selena
-tanisha
-katy
-julianne
-lakisha
-edwina
-maricela
-margery
-kenya
-dollie
-roxie
-roslyn
-kathrine
-nanette
-charmaine
-lavonne
-ilene
-tammi
-suzette
-corine
-kaye
-chrystal
-lina
-deanne
-lilian
-juliana
-aline
-luann
-kasey
-maryanne
-evangeline
-colette
-melva
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-nadia
-madge
-kathie
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-nona
-mitzi
-mari
-georgette
-claudine
-fran
-alissa
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-susanna
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-deidre
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-sheree
-elvia
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-deirdre
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-briana
-araceli
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-rosanne
-wendi
-tessa
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-imelda
-marietta
-marci
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-janna
-juliette
-deena
-aurelia
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-anastasia
-vilma
-natalia
-rosella
-lynnette
-corina
-alfreda
-leanna
-amparo
-coleen
-tamra
-aisha
-wilda
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-mai
-evangelina
-rosanna
-hallie
-erna
-enid
-mariana
-lacy
-juliet
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-freida
-madeleine
-mara
-cathryn
-lelia
-casandra
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-angelita
-jannie
-dionne
-annmarie
-katina
-beryl
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-katheryn
-diann
-carissa
-maryellen
-liz
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-helga
-gilda
-rhea
-marquita
-hollie
-tisha
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-angelique
-francesca
-kaitlin
-lolita
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-reyna
-twila
-fanny
-janell
-ines
-concetta
-bertie
-alba
-brigitte
-alyson
-vonda
-pansy
-elba
-noelle
-letitia
-deann
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-louella
-leta
-felecia
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-celina
-tori
-octavia
-jade
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-leeann
-elisha
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-gayla
-latanya
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-allene
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-iola
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-ernestina
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-jaqueline
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-retha
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-tillie
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-latrice
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-delphine
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-nilda
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-alene
-zella
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-kira
-candida
-alvina
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-shayla
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-samatha
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-renita
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-phillis
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-erlinda
-cathrine
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-isabell
-ione
-gisela
-roxanna
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-kisha
-ellie
-mellissa
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-annetta
-zoila
-reta
-reina
-lauretta
-kylie
-christal
-pilar
-charla
-elissa
-tiffani
-tana
-paulina
-leota
-breanna
-jayme
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-vernell
-tomasa
-mandi
-dominga
-santa
-melodie
-lura
-alexa
-tamela
-mirna
-kerrie
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-felicita
-cristy
-carmelita
-berniece
-annemarie
-tiara
-roseanne
-missy
-cori
-roxana
-pricilla
-kristal
-jung
-elyse
-haydee
-aletha
-bettina
-marge
-gillian
-filomena
-zenaida
-harriette
-caridad
-vada
-aretha
-pearline
-marjory
-marcela
-flor
-evette
-elouise
-alina
-damaris
-catharine
-belva
-nakia
-marlena
-luanne
-lorine
-karon
-dorene
-danita
-brenna
-tatiana
-louann
-julianna
-andria
-philomena
-lucila
-leonora
-dovie
-romona
-mimi
-jacquelin
-gaye
-tonja
-misti
-chastity
-stacia
-roxann
-micaela
-velda
-marlys
-johnna
-aura
-ivonne
-hayley
-nicki
-majorie
-herlinda
-yadira
-perla
-gregoria
-antonette
-shelli
-mozelle
-mariah
-joelle
-cordelia
-josette
-chiquita
-trista
-laquita
-georgiana
-candi
-shanon
-hildegard
-stephany
-magda
-karol
-gabriella
-tiana
-roma
-richelle
-oleta
-jacque
-idella
-alaina
-suzanna
-jovita
-tosha
-nereida
-marlyn
-kyla
-delfina
-tena
-stephenie
-sabina
-nathalie
-marcelle
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-shaunda
-roseline
-ricki
-melda
-mallie
-lavonna
-latina
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-lala
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-jeanmarie
-jaye
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-carola
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-shella
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-paulene
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-kathrin
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-ginette
-eryn
-elina
-elfrieda
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-chanelle
-barrie
-aurore
-annamaria
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-ailene
-aide
-yasmine
-vashti
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-sheryll
-sharie
-shanae
-raisa
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-mitsuko
-mirella
-milda
-maryanna
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-luetta
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-letisha
-latarsha
-lanelle
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-krissy
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-jessika
-jerica
-jeanelle
-jalisa
-jacelyn
-izola
-euna
-etha
-domitila
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-carli
-camie
-brittny
-ashanti
-anisha
-aleen
-adah
-yasuko
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-tona
-tinisha
-terisa
-taneka
-simonne
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-serita
-ressie
-refugia
-olene
-margherita
-mandie
-maire
-lyndia
-luci
-lorriane
-loreta
-leonia
-lavona
-lashawnda
-lakia
-kyoko
-krystina
-krysten
-kenia
-kelsi
-jeanice
-isobel
-georgiann
-genny
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-eilene
-deloise
-deedee
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-cherilyn
-calandra
-armandina
-anisa
-tiera
-theressa
-stephania
-sima
-shyla
-shonta
-shera
-shaquita
-shala
-rossana
-nohemi
-nery
-moriah
-melita
-melida
-melani
-marylynn
-marisha
-mariette
-malorie
-madelene
-ludivina
-loria
-lorette
-loralee
-lianne
-lavenia
-laurinda
-lashon
-kimi
-keila
-katelynn
-jone
-joane
-jayna
-janella
-hertha
-francene
-elinore
-despina
-delsie
-deedra
-clemencia
-carolin
-bulah
-brittanie
-blondell
-bibi
-beaulah
-beata
-annita
-agripina
-virgen
-valene
-twanda
-tommye
-tarra
-tari
-tammera
-shakia
-sadye
-ruthanne
-rochel
-rivka
-pura
-nenita
-natisha
-ming
-merrilee
-melodee
-marvis
-lucilla
-leena
-laveta
-larita
-lanie
-keren
-ileen
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-genna
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-deonna
-deadra
-darlena
-chanell
-cathern
-cassondra
-cassaundra
-bernarda
-berna
-arlinda
-anamaria
-vertie
-valeri
-torri
-stasia
-sherise
-sherill
-sanda
-ruthe
-rosy
-robbi
-ranee
-quyen
-pearly
-palmira
-onita
-nisha
-niesha
-nida
-merlyn
-mayola
-marylouise
-marth
-margene
-madelaine
-londa
-leontine
-leoma
-leia
-lauralee
-lanora
-lakita
-kiyoko
-keturah
-katelin
-kareen
-jonie
-johnette
-jenee
-jeanett
-izetta
-hiedi
-heike
-hassie
-giuseppina
-georgann
-fidela
-fernande
-elwanda
-ellamae
-eliz
-dusti
-dotty
-cyndy
-coralie
-celesta
-alverta
-xenia
-wava
-vanetta
-torrie
-tashina
-tandy
-tambra
-tama
-stepanie
-shila
-shaunta
-sharan
-shaniqua
-shae
-setsuko
-serafina
-sandee
-rosamaria
-priscila
-olinda
-nadene
-muoi
-michelina
-mercedez
-maryrose
-marcene
-magali
-mafalda
-lannie
-kayce
-karoline
-kamilah
-kamala
-justa
-joline
-jennine
-jacquetta
-iraida
-georgeanna
-franchesca
-emeline
-elane
-ehtel
-earlie
-dulcie
-dalene
-classie
-chere
-charis
-caroyln
-carmina
-carita
-bethanie
-ayako
-arica
-alysa
-alessandra
-akilah
-adrien
-zetta
-youlanda
-yelena
-yahaira
-xuan
-wendolyn
-tijuana
-terina
-teresia
-suzi
-sherell
-shavonda
-shaunte
-sharda
-shakita
-sena
-ryann
-rubi
-riva
-reginia
-rachal
-parthenia
-pamula
-monnie
-monet
-michaele
-melia
-malka
-maisha
-lisandra
-lekisha
-lean
-lakendra
-krystin
-kortney
-kizzie
-kittie
-kera
-kendal
-kemberly
-kanisha
-julene
-jule
-johanne
-jamee
-halley
-gidget
-fredricka
-fleta
-fatimah
-eusebia
-elza
-eleonore
-dorthey
-doria
-donella
-dinorah
-delorse
-claretha
-christinia
-charlyn
-bong
-belkis
-azzie
-andera
-aiko
-adena
-yajaira
-vania
-ulrike
-toshia
-tifany
-stefany
-shizue
-shenika
-shawanna
-sharolyn
-sharilyn
-shaquana
-shantay
-rozanne
-roselee
-remona
-reanna
-raelene
-phung
-petronila
-natacha
-nancey
-myrl
-miyoko
-miesha
-merideth
-marvella
-marquitta
-marhta
-marchelle
-lizeth
-libbie
-lahoma
-ladawn
-kina
-katheleen
-katharyn
-karisa
-kaleigh
-junie
-julieann
-johnsie
-janean
-jaimee
-jackqueline
-hisako
-herma
-helaine
-gwyneth
-gita
-eustolia
-emelina
-elin
-edris
-donnette
-donnetta
-dierdre
-denae
-darcel
-clarisa
-cinderella
-chia
-charlesetta
-charita
-celsa
-cassy
-cassi
-carlee
-bruna
-brittaney
-brande
-billi
-antonetta
-angla
-angelyn
-analisa
-alane
-wenona
-wendie
-veronique
-vannesa
-tobie
-tempie
-sumiko
-sulema
-somer
-sheba
-sharice
-shanel
-shalon
-rosio
-roselia
-renay
-rema
-reena
-ozie
-oretha
-oralee
-ngan
-nakesha
-milly
-marybelle
-margrett
-maragaret
-manie
-lurlene
-lillia
-lieselotte
-lavelle
-lashaunda
-lakeesha
-kaycee
-kalyn
-joya
-joette
-jenae
-janiece
-illa
-grisel
-glayds
-genevie
-gala
-fredda
-eleonor
-debera
-deandrea
-corrinne
-cordia
-contessa
-colene
-cleotilde
-chantay
-cecille
-beatris
-azalee
-arlean
-ardath
-anjelica
-anja
-alfredia
-aleisha
-zada
-yuonne
-xiao
-willodean
-vennie
-vanna
-tyisha
-tova
-torie
-tonisha
-tilda
-tien
-sirena
-sherril
-shanti
-shan
-senaida
-samella
-robbyn
-renda
-reita
-phebe
-paulita
-nobuko
-nguyet
-neomi
-mikaela
-melania
-maximina
-marg
-maisie
-lynna
-lilli
-lashaun
-lakenya
-lael
-kirstie
-kathline
-kasha
-karlyn
-karima
-jovan
-josefine
-jennell
-jacqui
-jackelyn
-hien
-grazyna
-florrie
-floria
-eleonora
-dwana
-dorla
-delmy
-deja
-dede
-dann
-crysta
-clelia
-claris
-chieko
-cherlyn
-cherelle
-charmain
-chara
-cammy
-arnette
-ardelle
-annika
-amiee
-amee
-allena
-yvone
-yuki
-yoshie
-yevette
-yael
-willetta
-voncile
-venetta
-tula
-tonette
-timika
-temika
-telma
-teisha
-taren
-stacee
-shawnta
-saturnina
-ricarda
-pasty
-onie
-nubia
-marielle
-mariella
-marianela
-mardell
-luanna
-loise
-lisabeth
-lindsy
-lilliana
-lilliam
-lelah
-leigha
-leanora
-kristeen
-khalilah
-keeley
-kandra
-junko
-joaquina
-jerlene
-jani
-jamika
-hsiu
-hermila
-genevive
-evia
-eugena
-emmaline
-elfreda
-elene
-donette
-delcie
-deeanna
-darcey
-clarinda
-cira
-chae
-celinda
-catheryn
-casimira
-carmelia
-camellia
-breana
-bobette
-bernardina
-bebe
-basilia
-arlyne
-amal
-alayna
-zonia
-zenia
-yuriko
-yaeko
-wynell
-willena
-vernia
-tora
-terrilyn
-terica
-tenesha
-tawna
-tajuana
-taina
-stephnie
-sona
-sina
-shondra
-shizuko
-sherlene
-sherice
-sharika
-rossie
-rosena
-rima
-rheba
-renna
-natalya
-nancee
-melodi
-meda
-matha
-marketta
-maricruz
-marcelene
-malvina
-luba
-louetta
-leida
-lecia
-lauran
-lashawna
-laine
-khadijah
-katerine
-kasi
-kallie
-julietta
-jesusita
-jestine
-jessia
-jeffie
-janyce
-isadora
-georgianne
-fidelia
-evita
-eura
-eulah
-estefana
-elsy
-eladia
-dodie
-denisse
-deloras
-delila
-daysi
-crystle
-concha
-claretta
-charlsie
-charlena
-carylon
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-asley
-ashlea
-amira
-agueda
-agnus
-yuette
-vinita
-victorina
-tynisha
-treena
-toccara
-tish
-thomasena
-tegan
-soila
-shenna
-sharmaine
-shantae
-shandi
-saran
-sarai
-sana
-rosette
-rolande
-regine
-otelia
-olevia
-nicholle
-necole
-naida
-myrta
-myesha
-mitsue
-minta
-mertie
-margy
-mahalia
-madalene
-loura
-lorean
-lesha
-leonida
-lenita
-lavone
-lashell
-lashandra
-lamonica
-kimbra
-katherina
-karry
-kanesha
-jong
-jeneva
-jaquelyn
-gilma
-ghislaine
-gertrudis
-fransisca
-fermina
-ettie
-etsuko
-ellan
-elidia
-edra
-dorethea
-doreatha
-denyse
-deetta
-daine
-cyrstal
-corrin
-cayla
-carlita
-camila
-burma
-bula
-buena
-barabara
-avril
-alaine
-zana
-wilhemina
-wanetta
-verline
-vasiliki
-tonita
-tisa
-teofila
-tayna
-taunya
-tandra
-takako
-sunni
-suanne
-sixta
-sharell
-seema
-rosenda
-robena
-raymonde
-pamila
-ozell
-neida
-mistie
-micha
-merissa
-maurita
-maryln
-maryetta
-marcell
-malena
-makeda
-lovetta
-lourie
-lorrine
-lorilee
-laurena
-lashay
-larraine
-laree
-lacresha
-kristle
-keva
-keira
-karole
-joie
-jinny
-jeannetta
-jama
-heidy
-gilberte
-gema
-faviola
-evelynn
-enda
-elli
-ellena
-divina
-dagny
-collene
-codi
-cindie
-chassidy
-chasidy
-catrice
-catherina
-cassey
-caroll
-carlena
-candra
-calista
-bryanna
-britteny
-beula
-bari
-audrie
-audria
-ardelia
-annelle
-angila
-alona
-allyn
diff --git a/data/frequency_lists/male_names.txt b/data/frequency_lists/male_names.txt
deleted file mode 100644
index a321185..0000000
--- a/data/frequency_lists/male_names.txt
+++ /dev/null
@@ -1,983 +0,0 @@
-james
-john
-robert
-michael
-william
-david
-richard
-charles
-joseph
-thomas
-christopher
-daniel
-paul
-mark
-donald
-george
-kenneth
-steven
-edward
-brian
-ronald
-anthony
-kevin
-jason
-matthew
-gary
-timothy
-jose
-larry
-jeffrey
-frank
-scott
-eric
-stephen
-andrew
-raymond
-gregory
-joshua
-jerry
-dennis
-walter
-patrick
-peter
-harold
-douglas
-henry
-carl
-arthur
-ryan
-roger
-joe
-juan
-jack
-albert
-jonathan
-justin
-terry
-gerald
-keith
-samuel
-willie
-ralph
-lawrence
-nicholas
-roy
-benjamin
-bruce
-brandon
-adam
-harry
-fred
-wayne
-billy
-steve
-louis
-jeremy
-aaron
-randy
-eugene
-carlos
-russell
-bobby
-victor
-ernest
-phillip
-todd
-jesse
-craig
-alan
-shawn
-clarence
-sean
-philip
-chris
-johnny
-earl
-jimmy
-antonio
-danny
-bryan
-tony
-luis
-mike
-stanley
-leonard
-nathan
-dale
-manuel
-rodney
-curtis
-norman
-marvin
-vincent
-glenn
-jeffery
-travis
-jeff
-chad
-jacob
-melvin
-alfred
-kyle
-francis
-bradley
-jesus
-herbert
-frederick
-ray
-joel
-edwin
-don
-eddie
-ricky
-troy
-randall
-barry
-bernard
-mario
-leroy
-francisco
-marcus
-micheal
-theodore
-clifford
-miguel
-oscar
-jay
-jim
-tom
-calvin
-alex
-jon
-ronnie
-bill
-lloyd
-tommy
-leon
-derek
-darrell
-jerome
-floyd
-leo
-alvin
-tim
-wesley
-dean
-greg
-jorge
-dustin
-pedro
-derrick
-dan
-zachary
-corey
-herman
-maurice
-vernon
-roberto
-clyde
-glen
-hector
-shane
-ricardo
-sam
-rick
-lester
-brent
-ramon
-tyler
-gilbert
-gene
-marc
-reginald
-ruben
-brett
-nathaniel
-rafael
-edgar
-milton
-raul
-ben
-cecil
-duane
-andre
-elmer
-brad
-gabriel
-ron
-roland
-jared
-adrian
-karl
-cory
-claude
-erik
-darryl
-neil
-christian
-javier
-fernando
-clinton
-ted
-mathew
-tyrone
-darren
-lonnie
-lance
-cody
-julio
-kurt
-allan
-clayton
-hugh
-max
-dwayne
-dwight
-armando
-felix
-jimmie
-everett
-ian
-ken
-bob
-jaime
-casey
-alfredo
-alberto
-dave
-ivan
-johnnie
-sidney
-byron
-julian
-isaac
-clifton
-willard
-daryl
-virgil
-andy
-salvador
-kirk
-sergio
-seth
-kent
-terrance
-rene
-eduardo
-terrence
-enrique
-freddie
-stuart
-fredrick
-arturo
-alejandro
-joey
-nick
-luther
-wendell
-jeremiah
-evan
-julius
-donnie
-otis
-trevor
-luke
-homer
-gerard
-doug
-kenny
-hubert
-angelo
-shaun
-lyle
-matt
-alfonso
-orlando
-rex
-carlton
-ernesto
-pablo
-lorenzo
-omar
-wilbur
-blake
-horace
-roderick
-kerry
-abraham
-rickey
-ira
-andres
-cesar
-johnathan
-malcolm
-rudolph
-damon
-kelvin
-rudy
-preston
-alton
-archie
-marco
-pete
-randolph
-garry
-geoffrey
-jonathon
-felipe
-bennie
-gerardo
-dominic
-loren
-delbert
-colin
-guillermo
-earnest
-benny
-noel
-rodolfo
-myron
-edmund
-salvatore
-cedric
-lowell
-gregg
-sherman
-devin
-sylvester
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-israel
-jermaine
-forrest
-wilbert
-leland
-simon
-irving
-owen
-rufus
-woodrow
-sammy
-kristopher
-levi
-marcos
-gustavo
-jake
-lionel
-marty
-gilberto
-clint
-nicolas
-laurence
-ismael
-orville
-drew
-ervin
-dewey
-wilfred
-josh
-hugo
-ignacio
-caleb
-tomas
-sheldon
-erick
-frankie
-darrel
-rogelio
-terence
-alonzo
-elias
-bert
-elbert
-ramiro
-conrad
-noah
-grady
-phil
-cornelius
-lamar
-rolando
-clay
-percy
-bradford
-merle
-darin
-amos
-terrell
-moses
-irvin
-saul
-roman
-darnell
-randal
-tommie
-timmy
-darrin
-brendan
-toby
-van
-abel
-dominick
-emilio
-elijah
-cary
-domingo
-aubrey
-emmett
-marlon
-emanuel
-jerald
-edmond
-emil
-dewayne
-otto
-teddy
-reynaldo
-bret
-jess
-trent
-humberto
-emmanuel
-stephan
-louie
-vicente
-lamont
-garland
-micah
-efrain
-heath
-rodger
-demetrius
-ethan
-eldon
-rocky
-pierre
-eli
-bryce
-antoine
-robbie
-kendall
-royce
-sterling
-grover
-elton
-cleveland
-dylan
-chuck
-damian
-reuben
-stan
-leonardo
-russel
-erwin
-benito
-hans
-monte
-blaine
-ernie
-curt
-quentin
-agustin
-jamal
-devon
-adolfo
-tyson
-wilfredo
-bart
-jarrod
-vance
-denis
-damien
-joaquin
-harlan
-desmond
-elliot
-darwin
-gregorio
-kermit
-roscoe
-esteban
-anton
-solomon
-norbert
-elvin
-nolan
-carey
-rod
-quinton
-hal
-brain
-rob
-elwood
-kendrick
-darius
-moises
-marlin
-fidel
-thaddeus
-cliff
-marcel
-ali
-raphael
-bryon
-armand
-alvaro
-jeffry
-dane
-joesph
-thurman
-ned
-sammie
-rusty
-michel
-monty
-rory
-fabian
-reggie
-kris
-isaiah
-gus
-avery
-loyd
-diego
-adolph
-millard
-rocco
-gonzalo
-derick
-rodrigo
-gerry
-rigoberto
-alphonso
-rickie
-noe
-vern
-elvis
-bernardo
-mauricio
-hiram
-donovan
-basil
-nickolas
-scot
-vince
-quincy
-eddy
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-ulysses
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-emery
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-bruno
-issac
-dudley
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-nestor
-hollis
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-beau
-weldon
-galen
-isidro
-truman
-delmar
-johnathon
-silas
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-irwin
-merrill
-charley
-marcelino
-carlo
-trenton
-kurtis
-aurelio
-winfred
-vito
-collin
-denver
-leonel
-emory
-pasquale
-mohammad
-mariano
-danial
-landon
-dirk
-branden
-adan
-numbers
-clair
-buford
-bernie
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-emerson
-zachery
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-theron
-raymundo
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-arron
-antony
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-giovanni
-garth
-cyrus
-cyril
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-lon
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-erich
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-wilburn
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-zane
-jamel
-lazaro
-alphonse
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-arnulfo
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-abe
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-kareem
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-isiah
-emile
-elmo
-aron
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-eloy
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-eliseo
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-les
-deandre
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-ivory
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-jerold
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-rosendo
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-deon
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-alfonzo
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-brant
-wilton
-rico
-jamaal
-dewitt
-brenton
-yong
-olin
-faustino
-claudio
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-gino
-edgardo
-alec
-jarred
-donn
-trinidad
-tad
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-lenard
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-tod
-mel
-marcelo
-kory
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-bud
-sal
-orval
-mauro
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-milo
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-lenny
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-brice
-mohamed
-delmer
-dario
-mac
-jonah
-jerrold
-robt
-hank
-sung
-rupert
-rolland
-kenton
-damion
-chi
-antone
-waldo
-fredric
-bradly
-kip
-burl
-tyree
-jefferey
-ahmed
-willy
-stanford
-oren
-moshe
-mikel
-enoch
-brendon
-quintin
-jamison
-florencio
-darrick
-tobias
-minh
-hassan
-giuseppe
-demarcus
-cletus
-tyrell
-lyndon
-keenan
-werner
-theo
-geraldo
-columbus
-chet
-bertram
-markus
-huey
-hilton
-dwain
-donte
-tyron
-omer
-isaias
-hipolito
-fermin
-chung
-adalberto
-jamey
-teodoro
-mckinley
-maximo
-raleigh
-lawerence
-abram
-rashad
-emmitt
-daron
-chong
-samual
-otha
-miquel
-eusebio
-dong
-domenic
-darron
-wilber
-renato
-hoyt
-haywood
-ezekiel
-chas
-florentino
-elroy
-clemente
-arden
-neville
-edison
-deshawn
-carrol
-shayne
-nathanial
-jordon
-danilo
-claud
-sherwood
-raymon
-rayford
-cristobal
-ambrose
-titus
-hyman
-felton
-ezequiel
-erasmo
-lonny
-milan
-lino
-jarod
-herb
-andreas
-rhett
-jude
-douglass
-cordell
-oswaldo
-ellsworth
-virgilio
-toney
-nathanael
-benedict
-mose
-hong
-isreal
-garret
-fausto
-arlen
-zack
-modesto
-francesco
-manual
-gaylord
-gaston
-filiberto
-deangelo
-michale
-granville
-malik
-zackary
-tuan
-nicky
-cristopher
-antione
-malcom
-korey
-jospeh
-colton
-waylon
-hosea
-shad
-santo
-rudolf
-rolf
-renaldo
-marcellus
-lucius
-kristofer
-harland
-arnoldo
-rueben
-leandro
-kraig
-jerrell
-jeromy
-hobert
-cedrick
-arlie
-winford
-wally
-luigi
-keneth
-jacinto
-graig
-franklyn
-edmundo
-leif
-jeramy
-willian
-vincenzo
-shon
-michal
-lynwood
-jere
-elden
-darell
-broderick
-alonso
diff --git a/data/frequency_lists/passwords.txt b/data/frequency_lists/passwords.txt
deleted file mode 100644
index cd30a0d..0000000
--- a/data/frequency_lists/passwords.txt
+++ /dev/null
@@ -1,30000 +0,0 @@
-123456
-password
-12345678
-qwerty
-123456789
-12345
-1234
-111111
-1234567
-dragon
-123123
-baseball
-abc123
-football
-monkey
-letmein
-shadow
-master
-696969
-mustang
-666666
-qwertyuiop
-123321
-1234567890
-pussy
-superman
-654321
-1qaz2wsx
-7777777
-fuckyou
-qazwsx
-jordan
-123qwe
-000000
-killer
-trustno1
-hunter
-harley
-zxcvbnm
-asdfgh
-buster
-batman
-soccer
-tigger
-charlie
-sunshine
-iloveyou
-fuckme
-ranger
-hockey
-computer
-starwars
-asshole
-pepper
-klaster
-112233
-zxcvbn
-freedom
-princess
-maggie
-pass
-ginger
-11111111
-131313
-fuck
-love
-cheese
-159753
-summer
-chelsea
-dallas
-biteme
-matrix
-yankees
-6969
-corvette
-austin
-access
-thunder
-merlin
-secret
-diamond
-hello
-hammer
-fucker
-1234qwer
-silver
-gfhjkm
-internet
-samantha
-golfer
-scooter
-test
-orange
-cookie
-q1w2e3r4t5
-maverick
-sparky
-phoenix
-mickey
-bigdog
-snoopy
-guitar
-whatever
-chicken
-camaro
-mercedes
-peanut
-ferrari
-falcon
-cowboy
-welcome
-sexy
-samsung
-steelers
-smokey
-dakota
-arsenal
-boomer
-eagles
-tigers
-marina
-nascar
-booboo
-gateway
-yellow
-porsche
-monster
-spider
-diablo
-hannah
-bulldog
-junior
-london
-purple
-compaq
-lakers
-iceman
-qwer1234
-hardcore
-cowboys
-money
-banana
-ncc1701
-boston
-tennis
-q1w2e3r4
-coffee
-scooby
-123654
-nikita
-yamaha
-mother
-barney
-brandy
-chester
-fuckoff
-oliver
-player
-forever
-rangers
-midnight
-chicago
-bigdaddy
-redsox
-angel
-badboy
-fender
-jasper
-slayer
-rabbit
-natasha
-marine
-bigdick
-wizard
-marlboro
-raiders
-prince
-casper
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-jasmine
-iwantu
-panties
-adidas
-winter
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-gandalf
-password1
-enter
-ghbdtn
-1q2w3e4r
-golden
-cocacola
-jordan23
-winston
-madison
-angels
-panther
-blowme
-sexsex
-bigtits
-spanky
-bitch
-sophie
-asdfasdf
-horny
-thx1138
-toyota
-tiger
-dick
-canada
-12344321
-blowjob
-8675309
-muffin
-liverpoo
-apples
-qwerty123
-passw0rd
-abcd1234
-pokemon
-123abc
-slipknot
-qazxsw
-123456a
-scorpion
-qwaszx
-butter
-startrek
-rainbow
-asdfghjkl
-razz
-newyork
-redskins
-gemini
-cameron
-qazwsxedc
-florida
-liverpool
-turtle
-sierra
-viking
-booger
-butthead
-doctor
-rocket
-159357
-dolphins
-captain
-bandit
-jaguar
-packers
-pookie
-peaches
-789456
-asdf
-dolphin
-helpme
-blue
-theman
-maxwell
-qwertyui
-shithead
-lovers
-maddog
-giants
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-metallic
-hotdog
-rosebud
-mountain
-warrior
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-elephant
-suckit
-success
-bond007
-jackass
-alexis
-porn
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-q1w2e3
-azerty
-rush2112
-driver
-freddy
-1q2w3e4r5t
-sydney
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-dexter
-red123
-123456q
-12345a
-bubba
-creative
-voodoo
-golf
-trouble
-america
-nissan
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-bullshit
-asdfghjk
-5150
-fucking
-apollo
-1qazxsw2
-2112
-eminem
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-airborne
-bear
-beavis
-apple
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-godzilla
-skippy
-4815162342
-buddy
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-xavier
-braves
-darkness
-blink182
-copper
-platinum
-qweqwe
-tomcat
-01012011
-girls
-bigboy
-102030
-animal
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-online
-11223344
-voyager
-lifehack
-12qwaszx
-fish
-sniper
-315475
-trinity
-blazer
-heaven
-lover
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-playboy
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-bubbles
-hooters
-cricket
-willow
-donkey
-topgun
-nintendo
-saturn
-destiny
-pakistan
-pumpkin
-digital
-sergey
-redwings
-explorer
-tits
-private
-runner
-therock
-guinness
-lasvegas
-beatles
-789456123
-fire
-cassie
-christin
-qwerty1
-celtic
-asdf1234
-andrey
-broncos
-007007
-babygirl
-eclipse
-fluffy
-cartman
-michigan
-carolina
-testing
-alexande
-birdie
-pantera
-cherry
-vampire
-mexico
-dickhead
-buffalo
-genius
-montana
-beer
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-maximus
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-lovely
-stalker
-metallica
-doggie
-snickers
-speedy
-bronco
-lol123
-paradise
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-horses
-magnum
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-147258369
-lacrosse
-ou812
-goober
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-qwertyu
-scotty
-pimpin
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-surfer
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-genesis
-star
-asd123
-qweasdzxc
-racing
-hello1
-hawaii
-eagle1
-viper
-poopoo
-einstein
-boobies
-12345q
-bitches
-drowssap
-simple
-badger
-alaska
-action
-jester
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-111222
-spitfire
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-147258
-chevy
-lucky1
-westside
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-google
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-shorty
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-hitman
-mozart
-zaq12wsx
-boobs
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-010203
-lizard
-a123456
-123456789a
-ruslan
-eagle
-1232323q
-scarface
-qwerty12
-147852
-a12345
-buddha
-porno
-420420
-spirit
-money1
-stargate
-qwe123
-naruto
-mercury
-liberty
-12345qwert
-semperfi
-suzuki
-popcorn
-spooky
-marley
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-kitty
-cherokee
-vikings
-simpsons
-rascal
-qweasd
-hummer
-loveyou
-michael1
-patches
-russia
-jupiter
-penguin
-passion
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-vfhbyf
-honda
-vladimir
-sandman
-passport
-raider
-bastard
-123789
-infinity
-assman
-bulldogs
-fantasy
-sucker
-1234554321
-horney
-domino
-budlight
-disney
-ironman
-usuckballz1
-softball
-brutus
-redrum
-bigred
-mnbvcxz
-fktrcfylh
-karina
-marines
-digger
-kawasaki
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-oksana
-monday
-cunt
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-super
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-tinker
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-swordfis
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-everton
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-pussy1
-ducati
-colorado
-connor
-juventus
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-smooth
-freeuser
-warcraft
-boogie
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-wolverin
-elizabet
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-valentin
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-asdfg
-accord
-test123
-password123
-christ
-yfnfif
-stinky
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-spiderma
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-hello123
-ncc1701d
-extreme
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-123qweasd
-froggy
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-123123a
-kirill
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-peekaboo
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-wanker
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-9379992
-hobbes
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-fyfcnfcbz
-852456
-picard
-159951
-windows
-loverboy
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-123654789
-turkey
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-hiphop
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-changeme
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-avatar
-134679
-maksim
-raptor
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-hendrix
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-bigcock
-brazil
-spring
-a1b2c3
-madmax
-alpha
-britney
-sublime
-darkside
-bigman
-wolfpack
-classic
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-ronaldo
-letmein1
-1q2w3e
-741852963
-spiderman
-blizzard
-123456789q
-cheyenne
-cjkysirj
-tiger1
-wombat
-bubba1
-pandora
-zxc123
-holiday
-wildcat
-devils
-horse
-alabama
-147852369
-caesar
-12312
-buddy1
-bondage
-pussycat
-pickle
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-catch22
-leather
-chronic
-a1b2c3d4
-admin
-qqq111
-qaz123
-airplane
-kodiak
-freepass
-billybob
-sunset
-katana
-phpbb
-chocolat
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-angel1
-stingray
-firebird
-wolves
-zeppelin
-detroit
-pontiac
-gundam
-panzer
-vagina
-outlaw
-redhead
-tarheels
-greenday
-nastya
-01011980
-hardon
-engineer
-dragon1
-hellfire
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-fireball
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-darkstar
-1029384756
-01011
-mustang1
-flash
-124578
-strike
-beauty
-pavilion
-01012000
-bobafett
-dbrnjhbz
-bigmac
-bowling
-chris1
-ytrewq
-natali
-pyramid
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-welcome1
-dodgers
-apache
-swimming
-whynot
-teens
-trooper
-fuckit
-defender
-precious
-135790
-packard
-weasel
-popeye
-lucifer
-cancer
-icecream
-142536
-raven
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-presario
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-rockstar
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-james1
-wutang
-spike
-pimp
-atlanta
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-thailand
-casino
-lennon
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-741852
-hacker
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-456123
-theone
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-nfnmzyf
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-maxima
-nipples
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-trucks
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-rocks
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-lights
-cadillac
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-pegasus
-madman
-longhorn
-browns
-target
-666999
-eatme
-qazwsx123
-microsoft
-dilbert
-christia
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-qazqaz
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-123qweasdzxc
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-246810
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-iloveu
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-753951
-srinivas
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-valentina
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-bruins
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-joker
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-lestat
-rocky1
-hottie
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-butterfly
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-smiley
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-oicu812
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-31415926
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-314159
-redneck
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-butterfl
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-01011990
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-pencil
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-aragorn
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-321654
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-1478963
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-13579
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-q12345
-ultimate
-ncc1701e
-blackie
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-rommel
-matthew1
-caserta
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diff --git a/data/frequency_lists/surnames.txt b/data/frequency_lists/surnames.txt
deleted file mode 100644
index 2176906..0000000
--- a/data/frequency_lists/surnames.txt
+++ /dev/null
@@ -1,10000 +0,0 @@
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diff --git a/data/frequency_lists/us_tv_and_film.txt b/data/frequency_lists/us_tv_and_film.txt
deleted file mode 100644
index 3603b13..0000000
--- a/data/frequency_lists/us_tv_and_film.txt
+++ /dev/null
@@ -1,19160 +0,0 @@
-you
-i
-to
-that
-it
-me
-what
-this
-know
-i'm
-no
-have
-my
-don't
-just
-not
-do
-be
-your
-we
-it's
-so
-but
-all
-well
-oh
-about
-right
-you're
-get
-here
-out
-going
-like
-yeah
-if
-can
-up
-want
-think
-that's
-now
-go
-him
-how
-got
-did
-why
-see
-come
-good
-really
-look
-will
-okay
-back
-can't
-mean
-tell
-i'll
-hey
-he's
-could
-didn't
-yes
-something
-because
-say
-take
-way
-little
-make
-need
-gonna
-never
-we're
-too
-she's
-i've
-sure
-our
-sorry
-what's
-let
-thing
-maybe
-down
-man
-very
-there's
-should
-anything
-said
-much
-any
-even
-off
-please
-doing
-thank
-give
-thought
-help
-talk
-god
-still
-wait
-find
-nothing
-again
-things
-let's
-doesn't
-call
-told
-great
-better
-ever
-night
-away
-believe
-feel
-everything
-you've
-fine
-last
-keep
-does
-put
-around
-stop
-they're
-i'd
-guy
-isn't
-always
-listen
-wanted
-guys
-huh
-those
-big
-lot
-happened
-thanks
-won't
-trying
-kind
-wrong
-talking
-guess
-care
-bad
-mom
-remember
-getting
-we'll
-together
-dad
-leave
-understand
-wouldn't
-actually
-hear
-baby
-nice
-father
-else
-stay
-done
-wasn't
-course
-might
-mind
-every
-enough
-try
-hell
-came
-someone
-you'll
-whole
-yourself
-idea
-ask
-must
-coming
-looking
-woman
-room
-knew
-tonight
-real
-son
-hope
-went
-hmm
-happy
-pretty
-saw
-girl
-sir
-friend
-already
-saying
-next
-job
-problem
-minute
-thinking
-haven't
-heard
-honey
-matter
-myself
-couldn't
-exactly
-having
-probably
-happen
-we've
-hurt
-boy
-dead
-gotta
-alone
-excuse
-start
-kill
-hard
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-today
-car
-ready
-without
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-wanna
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-supposed
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-head
-stuff
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-live
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-face
-forget
-true
-cause
-soon
-knows
-telling
-wife
-who's
-chance
-run
-move
-anyone
-person
-bye
-somebody
-heart
-miss
-making
-meet
-anyway
-phone
-reason
-damn
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-looks
-bring
-case
-turn
-wish
-tomorrow
-kids
-trust
-check
-change
-anymore
-least
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-working
-makes
-taking
-means
-brother
-hate
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-says
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-gave
-fact
-crazy
-sit
-afraid
-important
-rest
-fun
-kid
-word
-watch
-glad
-everyone
-sister
-minutes
-everybody
-bit
-couple
-whoa
-either
-mrs
-feeling
-daughter
-wow
-gets
-asked
-break
-promise
-door
-close
-hand
-easy
-question
-tried
-far
-walk
-needs
-mine
-killed
-hospital
-anybody
-alright
-wedding
-shut
-able
-die
-perfect
-stand
-comes
-hit
-waiting
-dinner
-funny
-husband
-almost
-pay
-answer
-cool
-eyes
-news
-child
-shouldn't
-yours
-moment
-sleep
-read
-where's
-sounds
-sonny
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-sometimes
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-date
-plan
-hours
-lose
-hands
-serious
-shit
-behind
-inside
-ahead
-week
-wonderful
-fight
-past
-cut
-quite
-he'll
-sick
-it'll
-eat
-nobody
-goes
-save
-seems
-finally
-lives
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-carly
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-brought
-seem
-sort
-safe
-weren't
-leaving
-front
-shot
-loved
-asking
-running
-clear
-figure
-hot
-felt
-parents
-drink
-absolutely
-how's
-daddy
-sweet
-alive
-sense
-meant
-happens
-bet
-blood
-ain't
-kidding
-lie
-meeting
-dear
-seeing
-sound
-fault
-ten
-buy
-hour
-speak
-lady
-jen
-thinks
-christmas
-outside
-hang
-possible
-worse
-mistake
-ooh
-handle
-spend
-totally
-giving
-here's
-marriage
-realize
-unless
-sex
-send
-needed
-scared
-picture
-talked
-ass
-hundred
-changed
-completely
-explain
-certainly
-sign
-boys
-relationship
-loves
-hair
-lying
-choice
-anywhere
-future
-weird
-luck
-she'll
-turned
-touch
-kiss
-crane
-questions
-obviously
-wonder
-pain
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-somewhere
-throw
-straight
-cold
-fast
-words
-food
-none
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-feelings
-they'll
-marry
-drop
-cannot
-dream
-protect
-twenty
-surprise
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-poor
-looked
-mad
-except
-gun
-y'know
-dance
-takes
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-especially
-situation
-besides
-pull
-hasn't
-worth
-sheridan
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-swear
-piece
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-happening
-movie
-we'd
-catch
-perhaps
-step
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-watching
-kept
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-admit
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-murder
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-evil
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-honest
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-broke
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-longer
-dollars
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-evening
-starting
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-niles
-suppose
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-sitting
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-terrible
-clean
-learn
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-prove
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-table
-nbsp
-mouth
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-ring
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-dude
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-stick
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-write
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-tough
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-mmm
-fix
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-keeping
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-jax
-girlfriend
-floor
-whether
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-judge
-upstairs
-sake
-mommy
-possibly
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-accept
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-stuck
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-store
-she'd
-bought
-doubt
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-swingin
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-sunburn
-stuttering
-stupor
-strides
-strategize
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-stooped
-stipulation
-stingy
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-squeaks
-squawking
-spoilsport
-splicing
-spiel
-spencers
-spasms
-spaniard
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-soapbox
-smoldering
-smithbauer
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-sifting
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-sicilians
-shuffling
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-segretti
-seeping
-securely
-scurrying
-scrunch
-scrote
-screwups
-schenkman
-sawing
-savin
-satine
-sapiens
-salvaging
-salmonella
-sacrilege
-rumpus
-ruffle
-roughing
-rotted
-rondall
-ridding
-rickshaw
-rialto
-rhinestone
-restrooms
-reroute
-requisite
-repress
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-redeeming
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-ravell
-raked
-raincheck
-raffi
-racked
-pushin
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-prodding
-procure
-presuming
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-playroom
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-pinback
-picketing
-photographing
-pharoah
-petrak
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-pellets
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-overheated
-outcasts
-otherworldly
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-oodles
-oftentimes
-occured
-obstinate
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-numbness
-nubile
-nooooooo
-nobodies
-nepotism
-neanderthals
-mushu
-mucus
-mothering
-mothballs
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-molesting
-misspoke
-misspelled
-misconstrued
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-minimums
-mince
-mildew
-mighta
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-mementos
-mellowed
-mayol
-mauled
-massaged
-marmalade
-mardi
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-lundegaard
-lovingly
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-lotto
-loosing
-loompa
-looming
-longs
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-littlest
-littering
-lifelike
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-laundered
-lapdog
-lacerations
-kopalski
-knobs
-knitted
-kittridge
-kidnaps
-kerosene
-karras
-jungles
-jockeys
-iranoff
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-invigorating
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-ingrates
-infestation
-individuality
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-inadequacy
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-imaginations
-illuminating
-ignite
-hysterics
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-hyperventilate
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-humoring
-honeymooning
-honed
-hoist
-hoarding
-hitching
-hiker
-hightail
-hemoglobin
-hell'd
-heinie
-growin
-grasped
-grandparent
-granddaughters
-gouged
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-gleam
-glades
-gigantor
-get'em
-geriatric
-gatekeeper
-gargoyles
-gardenias
-garcon
-garbo
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-gabbing
-futon
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-freshener
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-forceps
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-fodder
-foamy
-flogging
-flaun
-flared
-fireplaces
-feverish
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-fattest
-fattening
-fallow
-extraordinaire
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-dussander
-dunwitty
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-dredged
-dorsia
-doornail
-donot
-dongs
-dogged
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-discriminating
-discontinue
-dings
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-dialysis
-delly
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-daryll
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-cruddy
-croquet
-cringe
-crimp
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-courtside
-counteroffer
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-copping
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-contusion
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-composure
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-colic
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-coattails
-cloned
-claustrophobia
-clamoring
-churn
-chugga
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-chasin
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-chalkboard
-centimeter
-caymans
-catheter
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-caprica
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-camogli
-camembert
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-buckled
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-brackley
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-botox
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-boosters
-bodhi
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-blunder
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-biocyte
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-bested
-beryllium
-beheading
-beggar
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-barbecued
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-aunties
-associating
-artichoke
-arrowhead
-appendage
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-antacid
-ansel
-annul
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-amped
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-aaaahhhh
-zooming
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-yeahhh
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-windmills
-whopping
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-wantin
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-waaah
-vying
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-unfolding
-underpaid
-uncuff
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-sunroom
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-stupidly
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-stooping
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-stealthy
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-staffer
-sshhh
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-spectacularly
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-socked
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-shakers
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-scoliosis
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-sandbag
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-s'pose
-roston
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-ristle
-rifling
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-reorganize
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-reiterate
-reinvent
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-reechard
-recuse
-reconciling
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-reclaiming
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-railly
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-pinches
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-physique
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-overwhelm
-overalls
-outrank
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-outhouse
-outage
-ouija
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-obese
-o'riley
-o'higgins
-nosebleeds
-norad
-noooooooo
-nononono
-nonchalant
-nippy
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-naquada
-n'est
-mystik
-mystified
-mumps
-muddle
-mothership
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-monumentally
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-misogynistic
-misinterpreting
-mindlock
-mending
-megaphone
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-medicating
-meanie
-masseur
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-margueritas
-manifesting
-maharajah
-lukewarm
-loveliest
-loran
-lizardo
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-lipped
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-limey
-lemkin
-leisurely
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-latched
-lapping
-ladle
-krevlorneswath
-kosygin
-khakis
-kenaru
-keats
-kaitlan
-julliard
-jollies
-jaundice
-jargon
-jackals
-invisibility
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-inflamed
-inferiority
-inexperience
-incinerated
-incinerate
-incendiary
-incan
-inbred
-implicating
-impersonator
-hunks
-horsing
-hooded
-hippopotamus
-hiked
-hetson
-hetero
-hessian
-henslowe
-hendler
-hellstrom
-headstone
-hayloft
-harbucks
-handguns
-hallucinate
-haldol
-haggling
-gynaecologist
-gulag
-guilder
-guaranteeing
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-grievance
-griddle
-gribbit
-greystone
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-goeth
-gentlemanly
-gelatin
-gawking
-ganged
-fukes
-fromby
-frenchmen
-foursome
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-forbids
-footwork
-foothold
-floater
-flinging
-flicking
-fittest
-fistfight
-fireballs
-fillings
-fiddling
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-fatten
-fanatics
-faceman
-excusing
-excepted
-entwined
-entree
-ensconced
-eladio
-ehrlichman
-easterland
-dueling
-dribbling
-drape
-downtrodden
-doused
-dosed
-dorleen
-dokie
-distort
-displeased
-disown
-dismount
-disinherited
-disarmed
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-diperna
-dined
-diligent
-dicaprio
-depress
-decoded
-debatable
-dealey
-darsh
-damsels
-damning
-dad'll
-d'oeuvre
-curlers
-curie
-cubed
-crikey
-crepes
-countrymen
-cornfield
-coppers
-copilot
-copier
-cooing
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-consigliere
-condoning
-commoner
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-comas
-colds
-clawed
-clamped
-choosy
-chomping
-chimps
-chigorin
-chianti
-cheep
-checkups
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-cautionary
-castell
-carpentry
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-carjacking
-caritas
-caregiver
-cardiology
-candlesticks
-canasta
-cain't
-burro
-burnin
-bunking
-bumming
-bullwinkle
-brummel
-brooms
-brews
-breathin
-braslow
-bracing
-botulism
-boorish
-bloodless
-blayne
-blatantly
-blankie
-bedbugs
-becuase
-barmaid
-bared
-baracus
-banal
-bakes
-backpacks
-attentions
-atrocious
-ativan
-athame
-asunder
-astound
-assuring
-aspirins
-asphyxiation
-ashtrays
-aryans
-arnon
-apprehension
-applauding
-anvil
-antiquing
-antidepressants
-annoyingly
-amputate
-altruistic
-alotta
-alerting
-afterthought
-affront
-affirm
-actuality
-abysmal
-absentee
-yeller
-yakushova
-wuzzy
-wriggle
-worrier
-woogyman
-womanizer
-windpipe
-windbag
-willin
-whisking
-whimsy
-wendall
-weeny
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-weasels
-watery
-watcha
-wasteful
-waski
-washcloth
-waaay
-vouched
-viznick
-ventriloquist
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-veils
-vayhue
-vamanos
-vadimus
-upstage
-uppity
-unsaid
-unlocking
-unintentionally
-undetected
-undecided
-uncaring
-unbearably
-tween
-tryout
-trotting
-trini
-trimmings
-trickier
-treatin
-treadstone
-trashcan
-transcendent
-tramps
-townsfolk
-torturous
-torrid
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-tolerable
-tireless
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-timmay
-tillinghouse
-tidying
-tibia
-thumbing
-thrusters
-thrashing
-these'll
-thatos
-testicular
-teriyaki
-tenors
-tenacity
-tellers
-telemetry
-tarragon
-switchblade
-swicker
-swells
-sweatshirts
-swatches
-surging
-supremely
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-subsidize
-stumbles
-stuffs
-stoppin
-stipulate
-stenographer
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-stasis
-stagger
-squandered
-splint
-splendidly
-splashy
-splashing
-specter
-sorcerers
-somewheres
-somber
-snuggled
-snowmobile
-sniffed
-snags
-smugglers
-smudged
-smirking
-smearing
-slings
-sleet
-sleepovers
-sleek
-slackers
-siree
-siphoning
-singed
-sincerest
-sickened
-shuffled
-shriveled
-shorthanded
-shittin
-shish
-shipwrecked
-shins
-sheetrock
-shawshank
-shamu
-sha're
-servitude
-sequins
-seascape
-scrapings
-scoured
-scorching
-sandpaper
-saluting
-salud
-ruffled
-roughnecks
-rougher
-rosslyn
-rosses
-roost
-roomy
-romping
-revolutionize
-reprimanded
-refute
-refrigerated
-reeled
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-rectal
-recklessly
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-reassignment
-reapers
-readout
-ration
-raring
-ramblings
-raccoons
-quarantined
-purging
-punters
-psychically
-premarital
-pregnancies
-predisposed
-precautionary
-pollute
-podunk
-plums
-plaything
-pixilated
-pitting
-piranhas
-pieced
-piddles
-pickled
-photogenic
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-pffft
-pestilence
-pessimist
-perspiration
-perps
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-passageways
-pardons
-panics
-pancamo
-paleontologist
-overwhelms
-overstating
-overpaid
-overdid
-outlive
-orthodontist
-orgies
-oreos
-ordover
-ordinates
-ooooooh
-oooohhh
-omelettes
-officiate
-obtuse
-obits
-nymph
-novocaine
-noooooooooo
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-negate
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-namun
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-mouthwash
-motzah
-morsel
-morph
-morlocks
-mooch
-moloch
-molest
-mohra
-modus
-modicum
-mockolate
-misdemeanors
-miscalculation
-middies
-meringue
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-mayakovsky
-maximillian
-marlee
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-lutze
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-lovelies
-lorry
-loosening
-lookee
-littered
-lilac
-lightened
-laces
-kurzon
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-kind've
-kimono
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-kembu
-keanu
-kazuo
-jonesing
-jilted
-jiggling
-jewelers
-jewbilee
-jacqnoud
-jacksons
-ivories
-insurmountable
-innocuous
-innkeeper
-infantery
-indulged
-indescribable
-incoherent
-impervious
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-hunnert
-huffy
-horsies
-horseradish
-hollowed
-hogwash
-hockley
-hissing
-hiromitsu
-hidin
-hereafter
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-hehehe
-haughty
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-hankie
-handsomely
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-haklar
-haise
-gunsights
-grossly
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-grocer
-grits
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-gizzard
-gilardi
-gibarian
-geminon
-gasses
-garnish
-galloping
-gairwyn
-futterman
-futility
-fumigated
-fruitless
-friendless
-freon
-foregone
-forego
-floored
-flighty
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-fizzled
-ficus
-festering
-farbman
-fabricate
-eyghon
-extricate
-exalted
-eventful
-esophagus
-enterprising
-entail
-endor
-emphatically
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-dissection
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-disposing
-disparaging
-disorientation
-disintegrated
-disarming
-devoting
-dessaline
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-deplorable
-delve
-degenerative
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-decomposed
-deathly
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-daunting
-dankova
-cyclotron
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-cutbacks
-culpable
-cuddled
-crumpets
-cruelly
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-cranium
-cramming
-cowering
-couric
-cordesh
-conversational
-conclusively
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-clotting
-cleanest
-chipping
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-chests
-cheapen
-chainsaws
-censure
-catapult
-caravaggio
-carats
-captivating
-calrissian
-butlers
-busybody
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-bunion
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-budging
-brung
-browbeat
-brokenhearted
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-breakdowns
-bracebridge
-boning
-blowhard
-blisters
-blackboard
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-bialy
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-bended
-begat
-battering
-baste
-basquiat
-barricaded
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-balled
-baited
-badenweiler
-backhand
-ascenscion
-argumentative
-appendicitis
-apparition
-anxiously
-antagonistic
-angora
-anacott
-amniotic
-ambience
-alonna
-aleck
-akashic
-ageless
-abouts
-aawwww
-aaaaarrrrrrggghhh
-aaaaaa
-zendi
-yuppies
-yodel
-y'hear
-wrangle
-wombosi
-wittle
-withstanding
-wisecracks
-wiggling
-wierd
-whittlesley
-whipper
-whattya
-whatsamatter
-whatchamacallit
-whassup
-whad'ya
-weakling
-warfarin
-waponis
-wampum
-wadn't
-vorash
-vizzini
-virtucon
-viridiana
-veracity
-ventilated
-varicose
-varcon
-vandalized
-vamos
-vamoose
-vaccinated
-vacationing
-usted
-urinal
-uppers
-unwittingly
-unsealed
-unplanned
-unhinged
-unhand
-unfathomable
-unequivocally
-unbreakable
-unadvisedly
-udall
-tynacorp
-tuxes
-tussle
-turati
-tunic
-tsavo
-trussed
-troublemakers
-trollop
-tremors
-transsexual
-transfusions
-toothbrushes
-toned
-toddlers
-tinted
-tightened
-thundering
-thorpey
-this'd
-thespian
-thaddius
-tenuous
-tenths
-tenement
-telethon
-teleprompter
-teaspoon
-taunted
-tattle
-tardiness
-taraka
-tappy
-tapioca
-tapeworm
-talcum
-tacks
-swivel
-swaying
-superpower
-summarize
-sumbitch
-sultry
-suburbia
-styrofoam
-stylings
-strolls
-strobe
-stockpile
-stewardesses
-sterilized
-sterilize
-stealin
-stakeouts
-squawk
-squalor
-squabble
-sprinkled
-sportsmanship
-spokes
-spiritus
-sparklers
-spareribs
-sowing
-sororities
-sonovabitch
-solicit
-softy
-softness
-softening
-snuggling
-snatchers
-snarling
-snarky
-snacking
-smears
-slumped
-slowest
-slithering
-sleazebag
-slayed
-slaughtering
-skidded
-skated
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-sissies
-silliness
-silences
-sidecar
-sicced
-shylock
-shtick
-shrugged
-shriek
-shoves
-should'a
-shortcake
-shockingly
-shirking
-shaves
-shatner
-sharpener
-shapely
-shafted
-sexless
-septum
-selflessness
-seabea
-scuff
-screwball
-scoping
-scooch
-scolding
-schnitzel
-schemed
-scalper
-santy
-sankara
-sanest
-salesperson
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-safehouse
-sabers
-runes
-rumblings
-rumbling
-ruijven
-ringers
-righto
-rhinestones
-retrieving
-reneging
-remodelling
-relentlessly
-regurgitate
-refills
-reeking
-reclusive
-recklessness
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-ranchers
-rafer
-quaking
-quacks
-prophesied
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-icebox
-i'd've
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-herrero
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-heathen
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-headband
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-halstrom
-hahahahaha
-hacer
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-gaudy
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-gainful
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-fortieth
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-fisted
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-fingerpaint
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-fantastically
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-fabulously
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-expedient
-ewwww
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-embarassed
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-elude
-elspeth
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-eigth
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-earpiece
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-duloc
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-dissuade
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-devouring
-detach
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-delude
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-degrade
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-dateline
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-cussing
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-colosseum
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-coaxing
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-chucked
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-charmingly
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-captioning
-capsize
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-buxley
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-brunettes
-brumby
-brotha
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-braided
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-bookkeeper
-bluster
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-berating
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-beikoku
-beens
-bedspread
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-barreling
-baptize
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-balthazar
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-badgered
-backstreet
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-attuned
-atheists
-astaire
-assuredly
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-appendectomy
-apologetic
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-anesthesiologist
-amulets
-albie
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-aiight
-adstream
-admirably
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-abound
-abominable
-aaaaaaah
-zekes
-zatunica
-wussy
-worded
-wooed
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-wiretap
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-whisker
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-whatiya
-whadya
-weirdly
-weenies
-waunt
-washout
-wanto
-waning
-victimless
-verdad
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-vandaley
-vancomycin
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-vaguest
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-unstuck
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-uneducated
-unduly
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-uncovering
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-unconsciously
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-turncoat
-turlock
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-tryouts
-trouper
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-tremor
-treeger
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-tradeoff
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-torin
-tommorow
-tollan
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-timpani
-thumbprint
-thankless
-tell'em
-telepathy
-telemarketing
-telekinesis
-teevee
-teeming
-tarred
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-talentless
-swooped
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-swirly
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-sunstroke
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-sugarcoat
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-subterfuge
-subservient
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-stravanavitch
-stradling
-stoolie
-stodgy
-stocky
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-stealer
-squeezes
-squatter
-squarely
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-soups
-soundly
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-somebody'll
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-snowballs
-snores
-slung
-slimming
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-skivvies
-skewered
-skewer
-sizing
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-shushing
-shunt
-shugga
-shone
-shol'va
-sharpened
-shapeshifter
-shadowing
-shadoe
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-sefelt
-seared
-scrounging
-scribbling
-scooping
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-sapphires
-sanitarium
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-rudely
-roust
-rosebush
-rosasharn
-rondell
-roadhouse
-riveted
-rewrote
-revamp
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-reprimand
-replicators
-replaceable
-remedied
-relinquishing
-rejoicing
-reincarnated
-reimbursed
-reevaluate
-redid
-redefine
-recreating
-reconnected
-rebelling
-reassign
-rearview
-rayne
-ravings
-ratso
-rambunctious
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-quiver
-quiero
-queef
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-pyrotechnics
-pulsating
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-precludes
-prattling
-prankster
-povich
-potting
-postpartum
-porridge
-polluting
-plowing
-pistachio
-pissin
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-pepperdine
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-pedophile
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-paratrooper
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-outwit
-outgrow
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-ooops
-oomph
-oohhh
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-nygma
-notting
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-nitty
-nighters
-newsstands
-newborns
-neurosurgery
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-murmur
-mulva
-mulling
-mukada
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-misprint
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-mellowing
-medevac
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-macaroons
-lydell
-lycra
-lunchroom
-lunching
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-liquidate
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-lingk
-limitless
-limber
-lilacs
-ligature
-liftoff
-lemmiwinks
-leggo
-learnin
-lazarre
-lawyered
-lactose
-knelt
-kenosha
-kemosabe
-jussy
-junky
-jordy
-jimmies
-jeriko
-jakovasaur
-issacs
-isabela
-irresponsibility
-ironed
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-ingest
-ingenue
-inflexible
-inflame
-inevitability
-inedible
-inducement
-indignant
-indictments
-indefensible
-incomparable
-incommunicado
-improvising
-impounded
-illogical
-ignoramus
-hydrochloric
-hydrate
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-humorless
-humiliations
-hugest
-hoverdrone
-hovel
-hmmph
-hitchhike
-hibernating
-henchman
-helloooo
-heirlooms
-heartsick
-headdress
-hatches
-harebrained
-hapless
-hanen
-handsomer
-hallows
-habitual
-guten
-gummy
-guiltier
-guidebook
-gstaad
-gruff
-griss
-grieved
-grata
-gorignak
-goosed
-goofed
-glowed
-glitz
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-gilmores
-gianelli
-geraniums
-garroway
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-gamblers
-galls
-fuddy
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-frowning
-frothy
-fro'tak
-frere
-fragrances
-forgettin
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-flowery
-flophouse
-floatin
-flirts
-flings
-flatfoot
-fingerprinting
-fingerprinted
-fingering
-finald
-fillet
-fianc
-femoral
-federales
-fawkes
-fascinates
-farfel
-fambly
-falsified
-fabricating
-exterminators
-expectant
-excusez
-excrement
-excercises
-evian
-etins
-esophageal
-equivalency
-equate
-equalizer
-entrees
-enquire
-endearment
-empathetic
-emailed
-eggroll
-earmuffs
-dyslexic
-duper
-duesouth
-drunker
-druggie
-dreadfully
-dramatics
-dragline
-downplay
-downers
-dominatrix
-doers
-docket
-docile
-diversify
-distracts
-disloyalty
-disinterested
-discharging
-disagreeable
-dirtier
-dinghy
-dimwitted
-dimoxinil
-dimmy
-diatribe
-devising
-deviate
-detriment
-desertion
-depressants
-depravity
-deniability
-delinquents
-defiled
-deepcore
-deductive
-decimate
-deadbolt
-dauthuille
-dastardly
-daiquiris
-daggers
-dachau
-curiouser
-curdled
-cucamonga
-cruller
-cruces
-crosswalk
-crinkle
-crescendo
-cremate
-counseled
-couches
-cornea
-corday
-copernicus
-contrition
-contemptible
-constipated
-conjoined
-confounded
-condescend
-concoct
-conch
-compensating
-committment
-commandeered
-comely
-coddled
-cockfight
-cluttered
-clunky
-clownfish
-cloaked
-clenched
-cleanin
-civilised
-circumcised
-cimmeria
-cilantro
-chutzpah
-chucking
-chiseled
-chicka
-chattering
-cervix
-carrey
-carpal
-carnations
-cappuccinos
-candied
-calluses
-calisthenics
-bushy
-burners
-budington
-buchanans
-brimming
-braids
-boycotting
-bouncers
-botticelli
-botherin
-bookkeeping
-bogyman
-bogged
-bloodthirsty
-blintzes
-blanky
-binturong
-billable
-bigboote
-bewildered
-betas
-bequeath
-behoove
-befriend
-bedpost
-bedded
-baudelaires
-barreled
-barboni
-barbeque
-bangin
-baltus
-bailout
-backstabber
-baccarat
-awning
-augie
-arguillo
-archway
-apricots
-apologising
-annyong
-anchorman
-amenable
-amazement
-allspice
-alannis
-airfare
-airbags
-ahhhhhhhhh
-ahhhhhhhh
-ahhhhhhh
-agitator
-adrenal
-acidosis
-achoo
-accessorizing
-accentuate
-abrasions
-abductor
-aaaahhh
-aaaaaaaa
-aaaaaaa
-zeroing
-zelner
-zeldy
-yevgeny
-yeska
-yellows
-yeesh
-yeahh
-yamuri
-wouldn't've
-workmanship
-woodsman
-winnin
-winked
-wildness
-whoring
-whitewash
-whiney
-when're
-wheezer
-wheelman
-wheelbarrow
-westerburg
-weeding
-watermelons
-washboard
-waltzes
-wafting
-voulez
-voluptuous
-vitone
-vigilantes
-videotaping
-viciously
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-veruca
-vermeer
-verifying
-vasculitis
-valets
-upholstered
-unwavering
-untold
-unsympathetic
-unromantic
-unrecognizable
-unpredictability
-unmask
-unleashing
-unintentional
-unglued
-unequivocal
-underrated
-underfoot
-unchecked
-unbutton
-unbind
-unbiased
-unagi
-uhhhhh
-tugging
-triads
-trespasses
-treehorn
-traviata
-trappers
-transplants
-trannie
-tramping
-tracheotomy
-tourniquet
-tooty
-toothless
-tomarrow
-toasters
-thruster
-thoughtfulness
-thornwood
-tengo
-tenfold
-telltale
-telephoto
-telephoned
-telemarketer
-tearin
-tastic
-tastefully
-tasking
-taser
-tamed
-tallow
-taketh
-taillight
-tadpoles
-tachibana
-syringes
-sweated
-swarthy
-swagger
-surges
-supermodels
-superhighway
-sunup
-sun'll
-sulfa
-sugarless
-sufficed
-subside
-strolled
-stringy
-strengthens
-straightest
-straightens
-storefront
-stopper
-stockpiling
-stimulant
-stiffed
-steyne
-sternum
-stepladder
-stepbrother
-steers
-steelheads
-steakhouse
-stathis
-stankylecartmankennymr
-standoffish
-stalwart
-squirted
-spritz
-sprig
-sprawl
-spousal
-sphincter
-spenders
-spearmint
-spatter
-spangled
-southey
-soured
-sonuvabitch
-somethng
-snuffed
-sniffs
-smokescreen
-smilin
-slobs
-sleepwalker
-sleds
-slays
-slayage
-skydiving
-sketched
-skanks
-sixed
-siphoned
-siphon
-simpering
-sigfried
-sidearm
-siddons
-sickie
-shuteye
-shuffleboard
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-shrouded
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-shiatsu
-sentries
-sentance
-sensuality
-seething
-secretions
-searing
-scuttlebutt
-sculpt
-scowling
-scouring
-scorecard
-schoolers
-schmucks
-scepters
-scaly
-scalps
-scaffolding
-sauces
-sartorius
-santen
-salivating
-sainthood
-saget
-saddens
-rygalski
-rusting
-ruination
-rueland
-rudabaga
-rottweiler
-roofies
-romantics
-rollerblading
-roldy
-roadshow
-rickets
-rible
-rheza
-revisiting
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-resurface
-restores
-respite
-resounding
-resorting
-resists
-repulse
-repressing
-repaying
-reneged
-refunds
-rediscover
-redecorated
-reconstructive
-recommitted
-recollect
-receptacle
-reassess
-reanimation
-realtors
-razinin
-rationalization
-ratatouille
-rashum
-rasczak
-rancheros
-rampler
-quizzing
-quips
-quartered
-purring
-pummeling
-puede
-proximo
-prospectus
-pronouncing
-prolonging
-procreation
-proclamations
-principled
-prides
-preoccupation
-prego
-precog
-prattle
-pounced
-potshots
-potpourri
-porque
-pomegranates
-polenta
-plying
-pluie
-plesac
-playmates
-plantains
-pillowcase
-piddle
-pickers
-photocopied
-philistine
-perpetuate
-perpetually
-perilous
-pawned
-pausing
-pauper
-parter
-parlez
-parlay
-pally
-ovulation
-overtake
-overstate
-overpowering
-overpowered
-overconfident
-overbooked
-ovaltine
-outweighs
-outings
-ottos
-orrin
-orifice
-orangutan
-oopsy
-ooooooooh
-oooooo
-ooohhhh
-ocular
-obstruct
-obscenely
-o'dwyer
-nutjob
-nunur
-notifying
-nostrand
-nonny
-nonfat
-noblest
-nimble
-nikes
-nicht
-newsworthy
-nestled
-nearsighted
-ne'er
-nastier
-narco
-nakedness
-muted
-mummified
-mudda
-mozzarella
-moxica
-motivator
-motility
-mothafucka
-mortmain
-mortgaged
-mores
-mongers
-mobbed
-mitigating
-mistah
-misrepresented
-mishke
-misfortunes
-misdirection
-mischievous
-mineshaft
-millaney
-microwaves
-metzenbaum
-mccovey
-masterful
-masochistic
-marliston
-marijawana
-manya
-mantumbi
-malarkey
-magnifique
-madrona
-madox
-machida
-m'hidi
-lullabies
-loveliness
-lotions
-looka
-lompoc
-litterbug
-litigator
-lithe
-liquorice
-linds
-limericks
-lightbulb
-lewises
-letch
-lemec
-layover
-lavatory
-laurels
-lateness
-laparotomy
-laboring
-kuato
-kroff
-krispy
-krauts
-knuckleheads
-kitschy
-kippers
-kimbrow
-keypad
-keepsake
-kebab
-karloff
-junket
-judgemental
-jointed
-jezzie
-jetting
-jeeze
-jeeter
-jeesus
-jeebs
-janeane
-jails
-jackhammer
-ixnay
-irritates
-irritability
-irrevocable
-irrefutable
-irked
-invoking
-intricacies
-interferon
-intents
-insubordinate
-instructive
-instinctive
-inquisitive
-inlay
-injuns
-inebriated
-indignity
-indecisive
-incisors
-incacha
-inalienable
-impresses
-impregnate
-impregnable
-implosion
-idolizes
-hypothyroidism
-hypoglycemic
-huseni
-humvee
-huddling
-honing
-hobnobbing
-hobnob
-histrionics
-histamine
-hirohito
-hippocratic
-hindquarters
-hikita
-hikes
-hightailed
-hieroglyphics
-heretofore
-herbalist
-hehey
-hedriks
-heartstrings
-headmistress
-headlight
-hardheaded
-happend
-handlebars
-hagitha
-habla
-gyroscope
-guys'd
-guy'd
-guttersnipe
-grump
-growed
-grovelling
-groan
-greenbacks
-gravedigger
-grating
-grasshoppers
-grandiose
-grandest
-grafted
-gooood
-goood
-gooks
-godsakes
-goaded
-glamorama
-giveth
-gingham
-ghostbusters
-germane
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diff --git a/data/zxcvbn.js b/data/zxcvbn.js
new file mode 100644
index 0000000..fe042ea
--- /dev/null
+++ b/data/zxcvbn.js
@@ -0,0 +1,28 @@
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+
+},{}],2:[function(require,module,exports){
+var feedback,scoring;scoring=require("./scoring"),feedback={default_feedback:{warning:"",suggestions:["Use a few words, avoid common phrases","No need for symbols, digits, or uppercase letters"]},get_feedback:function(e,s){var a,t,r,n,o,i;if(0===s.length)return this.default_feedback;if(e>2)return{warning:"",suggestions:[]};for(n=s[0],i=s.slice(1),t=0,r=i.length;r>t;t++)o=i[t],o.token.length>n.token.length&&(n=o);return feedback=this.get_match_feedback(n,1===s.length),a="Add another word or two. Uncommon words are better.",null!=feedback?(feedback.suggestions.unshift(a),null==feedback.warning&&(feedback.warning="")):feedback={warning:"",suggestions:[a]},feedback},get_match_feedback:function(e,s){var a,t;switch(e.pattern){case"dictionary":return this.get_dictionary_match_feedback(e,s);case"spatial":return a=e.graph.toUpperCase(),t=1===e.turns?"Straight rows of keys are easy to guess":"Short keyboard patterns are easy to guess",{warning:t,suggestions:["Use a longer keyboard pattern with more turns"]};case"repeat":return t=1===e.base_token.length?'Repeats like "aaa" are easy to guess':'Repeats like "abcabcabc" are only slightly harder to guess than "abc"',{warning:t,suggestions:["Avoid repeated words and characters"]};case"sequence":return{warning:"Sequences like abc or 6543 are easy to guess",suggestions:["Avoid sequences"]};case"regex":if("recent_year"===e.regex_name)return{warning:"Recent years are easy to guess",suggestions:["Avoid recent years","Avoid years that are associated with you"]};break;case"date":return{warning:"Dates are often easy to guess",suggestions:["Avoid dates and years that are associated with you"]}}},get_dictionary_match_feedback:function(e,s){var a,t,r,n,o;return n="passwords"===e.dictionary_name?!s||e.l33t||e.reversed?e.guesses_log10<=4?"This is similar to a commonly used password":void 0:e.rank<=10?"This is a top-10 common password":e.rank<=100?"This is a top-100 common password":"This is a very common password":"english"===e.dictionary_name?s?"A word by itself is easy to guess":void 0:"surnames"===(a=e.dictionary_name)||"male_names"===a||"female_names"===a?s?"Names and surnames by themselves are easy to guess":"Common names and surnames are easy to guess":"",r=[],o=e.token,o.match(scoring.START_UPPER)?r.push("Capitalization doesn't help very much"):o.match(scoring.ALL_UPPER)&&r.push("All-uppercase is almost as easy to guess as all-lowercase"),e.reversed&&e.token.length>=4&&r.push("Reversed words aren't much harder to guess"),e.l33t&&r.push("Predictable substitutions like '@' instead of 'a' don't help very much"),t={warning:n,suggestions:r}}},module.exports=feedback;
+
+},{"./scoring":6}],3:[function(require,module,exports){
+var frequency_lists;frequency_lists={passwords:"123456,password,12345678,qwerty,123456789,12345,1234,111111,1234567,dragon,123123,baseball,abc123,football,monkey,letmein,shadow,master,696969,mustang,666666,qwertyuiop,123321,1234567890,pussy,superman,654321,1qaz2wsx,7777777,fuckyou,qazwsx,jordan,123qwe,000000,killer,trustno1,hunter,harley,zxcvbnm,asdfgh,buster,batman,soccer,tigger,charlie,sunshine,iloveyou,fuckme,ranger,hockey,computer,starwars,asshole,pepper,klaster,112233,zxcvbn,freedom,princess,maggie,pass,ginger,11111111,131313,fuck,love,cheese,159753,summer,chelsea,dallas,biteme,matrix,yankees,6969,corvette,austin,access,thunder,merlin,secret,diamond,hello,hammer,fucker,1234qwer,silver,gfhjkm,internet,samantha,golfer,scooter,test,orange,cookie,q1w2e3r4t5,maverick,sparky,phoenix,mickey,bigdog,snoopy,guitar,whatever,chicken,camaro,mercedes,peanut,ferrari,falcon,cowboy,welcome,sexy,samsung,steelers,smokey,dakota,arsenal,boomer,eagles,tigers,marina,nascar,booboo,gateway,yellow,porsche,monster,spider,diablo,hannah,bulldog,junior,london,purple,compaq,lakers,iceman,qwer1234,hardcore,cowboys,money,banana,ncc1701,boston,tennis,q1w2e3r4,coffee,scooby,123654,nikita,yamaha,mother,barney,brandy,chester,fuckoff,oliver,player,forever,rangers,midnight,chicago,bigdaddy,redsox,angel,badboy,fender,jasper,slayer,rabbit,natasha,marine,bigdick,wizard,marlboro,raiders,prince,casper,fishing,flower,jasmine,iwantu,panties,adidas,winter,winner,gandalf,password1,enter,ghbdtn,1q2w3e4r,golden,cocacola,jordan23,winston,madison,angels,panther,blowme,sexsex,bigtits,spanky,bitch,sophie,asdfasdf,horny,thx1138,toyota,tiger,dick,canada,12344321,blowjob,8675309,muffin,liverpoo,apples,qwerty123,passw0rd,abcd1234,pokemon,123abc,slipknot,qazxsw,123456a,scorpion,qwaszx,butter,startrek,rainbow,asdfghjkl,razz,newyork,redskins,gemini,cameron,qazwsxedc,florida,liverpool,turtle,sierra,viking,booger,butthead,doctor,rocket,159357,dolphins,captain,bandit,jaguar,packers,pookie,peaches,789456,asdf,dolphin,helpme,blue,theman,maxwell,qwertyui,shithead,lovers,maddog,giants,nirvana,metallic,hotdog,rosebud,mountain,warrior,stupid,elephant,suckit,success,bond007,jackass,alexis,porn,lucky,scorpio,samson,q1w2e3,azerty,rush2112,driver,freddy,1q2w3e4r5t,sydney,gators,dexter,red123,123456q,12345a,bubba,creative,voodoo,golf,trouble,america,nissan,gunner,garfield,bullshit,asdfghjk,5150,fucking,apollo,1qazxsw2,2112,eminem,legend,airborne,bear,beavis,apple,brooklyn,godzilla,skippy,4815162342,buddy,qwert,kitten,magic,shelby,beaver,phantom,asdasd,xavier,braves,darkness,blink182,copper,platinum,qweqwe,tomcat,01012011,girls,bigboy,102030,animal,police,online,11223344,voyager,lifehack,12qwaszx,fish,sniper,315475,trinity,blazer,heaven,lover,snowball,playboy,loveme,bubbles,hooters,cricket,willow,donkey,topgun,nintendo,saturn,destiny,pakistan,pumpkin,digital,sergey,redwings,explorer,tits,private,runner,therock,guinness,lasvegas,beatles,789456123,fire,cassie,christin,qwerty1,celtic,asdf1234,andrey,broncos,007007,babygirl,eclipse,fluffy,cartman,michigan,carolina,testing,alexande,birdie,pantera,cherry,vampire,mexico,dickhead,buffalo,genius,montana,beer,minecraft,maximus,flyers,lovely,stalker,metallica,doggie,snickers,speedy,bronco,lol123,paradise,yankee,horses,magnum,dreams,147258369,lacrosse,ou812,goober,enigma,qwertyu,scotty,pimpin,bollocks,surfer,cock,poohbear,genesis,star,asd123,qweasdzxc,racing,hello1,hawaii,eagle1,viper,poopoo,einstein,boobies,12345q,bitches,drowssap,simple,badger,alaska,action,jester,drummer,111222,spitfire,forest,maryjane,champion,diesel,svetlana,friday,hotrod,147258,chevy,lucky1,westside,security,google,badass,tester,shorty,thumper,hitman,mozart,zaq12wsx,boobs,reddog,010203,lizard,a123456,123456789a,ruslan,eagle,1232323q,scarface,qwerty12,147852,a12345,buddha,porno,420420,spirit,money1,stargate,qwe123,naruto,mercury,liberty,12345qwert,semperfi,suzuki,popcorn,spooky,marley,scotland,kitty,cherokee,vikings,simpsons,rascal,qweasd,hummer,loveyou,michael1,patches,russia,jupiter,penguin,passion,cumshot,vfhbyf,honda,vladimir,sandman,passport,raider,bastard,123789,infinity,assman,bulldogs,fantasy,sucker,1234554321,horney,domino,budlight,disney,ironman,usuckballz1,softball,brutus,redrum,bigred,mnbvcxz,fktrcfylh,karina,marines,digger,kawasaki,cougar,fireman,oksana,monday,cunt,justice,nigger,super,wildcats,tinker,logitech,dancer,swordfis,avalon,everton,alexandr,motorola,patriots,hentai,madonna,pussy1,ducati,colorado,connor,juventus,galore,smooth,freeuser,warcraft,boogie,titanic,wolverin,elizabet,arizona,valentin,saints,asdfg,accord,test123,password123,christ,yfnfif,stinky,slut,spiderma,naughty,chopper,hello123,ncc1701d,extreme,skyline,poop,zombie,pearljam,123qweasd,froggy,awesome,vision,pirate,fylhtq,dreamer,bullet,predator,empire,123123a,kirill,charlie1,panthers,penis,skipper,nemesis,rasdzv3,peekaboo,rolltide,cardinal,psycho,danger,mookie,happy1,wanker,chevelle,manutd,goblue,9379992,hobbes,vegeta,fyfcnfcbz,852456,picard,159951,windows,loverboy,victory,vfrcbv,bambam,ser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+male_names:"james,john,robert,michael,william,david,richard,charles,joseph,thomas,christopher,daniel,paul,mark,donald,george,kenneth,steven,edward,brian,ronald,anthony,kevin,jason,matthew,gary,timothy,jose,larry,jeffrey,frank,scott,eric,stephen,andrew,raymond,gregory,joshua,jerry,dennis,walter,patrick,peter,harold,douglas,henry,carl,arthur,ryan,roger,joe,juan,jack,albert,jonathan,justin,terry,gerald,keith,samuel,willie,ralph,lawrence,nicholas,roy,benjamin,bruce,brandon,adam,harry,fred,wayne,billy,steve,louis,jeremy,aaron,randy,eugene,carlos,russell,bobby,victor,ernest,phillip,todd,jesse,craig,alan,shawn,clarence,sean,philip,chris,johnny,earl,jimmy,antonio,danny,bryan,tony,luis,mike,stanley,leonard,nathan,dale,manuel,rodney,curtis,norman,marvin,vincent,glenn,jeffery,travis,jeff,chad,jacob,melvin,alfred,kyle,francis,bradley,jesus,herbert,frederick,ray,joel,edwin,don,eddie,ricky,troy,randall,barry,bernard,mario,leroy,francisco,marcus,micheal,theodore,clifford,miguel,oscar,jay,jim,tom,calvin,alex,jon,ronnie,bill,lloyd,tommy,leon,derek,darrell,jerome,floyd,leo,alvin,tim,wesley,dean,greg,jorge,dustin,pedro,derrick,dan,zachary,corey,herman,maurice,vernon,roberto,clyde,glen,hector,shane,ricardo,sam,rick,lester,brent,ramon,tyler,gilbert,gene,marc,reginald,ruben,brett,nathaniel,rafael,edgar,milton,raul,ben,cecil,duane,andre,elmer,brad,gabriel,ron,roland,jared,adrian,karl,cory,claude,erik,darryl,neil,christian,javier,fernando,clinton,ted,mathew,tyrone,darren,lonnie,lance,cody,julio,kurt,allan,clayton,hugh,max,dwayne,dwight,armando,felix,jimmie,everett,ian,ken,bob,jaime,casey,alfredo,alberto,dave,ivan,johnnie,sidney,byron,julian,isaac,clifton,willard,daryl,virgil,andy,salvador,kirk,sergio,seth,kent,terrance,rene,eduardo,terrence,enrique,freddie,stuart,fredrick,arturo,alejandro,joey,nick,luther,wendell,jeremiah,evan,julius,donnie,otis,trevor,luke,homer,gerard,doug,kenny,hubert,angelo,shaun,lyle,matt,alfonso,orlando,rex,carlton,ernesto,pablo,lorenzo,omar,wilbur,blake,horace,roderick,kerry,abraham,rickey,ira,andres,cesar,johnathan,malcolm,rudolph,damon,kelvin,rudy,preston,alton,archie,marco,pete,randolph,garry,geoffrey,jonathon,felipe,bennie,gerardo,dominic,loren,delbert,colin,guillermo,earnest,benny,noel,rodolfo,myron,edmund,salvatore,cedric,lowell,gregg,sherman,devin,sylvester,roosevelt,israel,jermaine,forrest,wilbert,leland,simon,irving,owen,rufus,woodrow,sammy,kristopher,levi,marcos,gustavo,jake,lionel,marty,gilberto,clint,nicolas,laurence,ismael,orville,drew,ervin,dewey,wilfred,josh,hugo,ignacio,caleb,tomas,sheldon,erick,frankie,darrel,rogelio,terence,alonzo,elias,bert,elbert,ramiro,conrad,noah,grady,phil,cornelius,lamar,rolando,clay,percy,bradford,merle,darin,amos,terrell,moses,irvin,saul,roman,darnell,randal,tommie,timmy,darrin,brendan,toby,van,abel,dominick,emilio,elijah,cary,domingo,aubrey,emmett,marlon,emanuel,jerald,edmond,emil,dewayne,otto,teddy,reynaldo,bret,jess,trent,humberto,emmanuel,stephan,louie,vicente,lamont,garland,micah,efrain,heath,rodger,demetrius,ethan,eldon,rocky,pierre,eli,bryce,antoine,robbie,kendall,royce,sterling,grover,elton,cleveland,dylan,chuck,damian,reuben,stan,leonardo,russel,erwin,benito,hans,monte,blaine,ernie,curt,quentin,agustin,jamal,devon,adolfo,tyson,wilfredo,bart,jarrod,vance,denis,damien,joaquin,harlan,desmond,elliot,darwin,gregorio,kermit,roscoe,esteban,anton,solomon,norbert,elvin,nolan,carey,rod,quinton,hal,brain,rob,elwood,kendrick,darius,moises,marlin,fidel,thaddeus,cliff,marcel,ali,raphael,bryon,armand,alvaro,jeffry,dane,joesph,thurman,ned,sammie,rusty,michel,monty,rory,fabian,reggie,kris,isaiah,gus,avery,loyd,diego,adolph,millard,rocco,gonzalo,derick,rodrigo,gerry,rigoberto,alphonso,rickie,noe,vern,elvis,bernardo,mauricio,hiram,donovan,basil,nickolas,scot,vince,quincy,eddy,sebastian,federico,ulysses,heriberto,donnell,denny,gavin,emery,romeo,jayson,dion,dante,clement,coy,odell,jarvis,bruno,issac,dudley,sanford,colby,carmelo,nestor,hollis,stefan,donny,linwood,beau,weldon,galen,isidro,truman,delmar,johnathon,silas,frederic,irwin,merrill,charley,marcelino,carlo,trenton,kurtis,aurelio,winfred,vito,collin,denver,leonel,emory,pasquale,mohammad,mariano,danial,landon,dirk,branden,adan,numbers,clair,buford,bernie,wilmer,emerson,zachery,jacques,errol,josue,edwardo,wilford,theron,raymundo,daren,tristan,robby,lincoln,jame,genaro,octavio,cornell,hung,arron,antony,herschel,alva,giovanni,garth,cyrus,cyril,ronny,stevie,lon,kennith,carmine,augustine,erich,chadwick,wilburn,russ,myles,jonas,mitchel,mervin,zane,jamel,lazaro,alphonse,randell,johnie,jarrett,ariel,abdul,dusty,luciano,seymour,scottie,eugenio,mohammed,arnulfo,lucien,ferdinand,thad,ezra,aldo,rubin,mitch,earle,abe,marquis,lanny,kareem,jamar,boris,isiah,emile,elmo,aron,leopoldo,everette,josef,eloy,dorian,rodrick,reinaldo,lucio,jerrod,weston,hershel,lemuel,lavern,burt,jules,gil,eliseo,ahmad,nigel,efren,antwan,alden,margarito,refugio,dino,osvaldo,les,deandre,normand,kieth,ivory,trey,norberto,napoleon,jerold,fritz,rosendo,milford,sang,deon,christoper,alfonzo,lyman,josiah,brant,wilton,rico,jamaal,dewitt,brenton,yong,olin,faustino,claudio,judson,gino,edgardo,alec,jarred,donn,trinidad,tad,porfirio,odis,lenard,chauncey,tod,mel,marcelo,kory,augustus,keven,hilario,bud,sal,orval,mauro,dannie,zachariah,olen,anibal,milo,jed,thanh,amado,lenny,tory,richie,horacio,brice,mohamed,delmer,dario,mac,jonah,jerrold,robt,hank,sung,rupert,rolland,kenton,damion,chi,antone,waldo,fredric,bradly,kip,burl,tyree,jefferey,ahmed,willy,stanford,oren,moshe,mikel,enoch,brendon,quintin,jamison,florencio,darrick,tobias,minh,hassan,giuseppe,demarcus,cletus,tyrell,lyndon,keenan,werner,theo,geraldo,columbus,chet,bertram,markus,huey,hilton,dwain,donte,tyron,omer,isaias,hipolito,fermin,chung,adalberto,jamey,teodoro,mckinley,maximo,raleigh,lawerence,abram,rashad,emmitt,daron,chong,samual,otha,miquel,eusebio,dong,domenic,darron,wilber,renato,hoyt,haywood,ezekiel,chas,florentino,elroy,clemente,arden,neville,edison,deshawn,carrol,shayne,nathanial,jordon,danilo,claud,sherwood,raymon,rayford,cristobal,ambrose,titus,hyman,felton,ezequiel,erasmo,lonny,milan,lino,jarod,herb,andreas,rhett,jude,douglass,cordell,oswaldo,ellsworth,virgilio,toney,nathanael,benedict,mose,hong,isreal,garret,fausto,arlen,zack,modesto,francesco,manual,gaylord,gaston,filiberto,deangelo,michale,granville,malik,zackary,tuan,nicky,cristopher,antione,malcom,korey,jospeh,colton,waylon,hosea,shad,santo,rudolf,rolf,renaldo,marcellus,lucius,kristofer,harland,arnoldo,rueben,leandro,kraig,jerrell,jeromy,hobert,cedrick,arlie,winford,wally,luigi,keneth,jacinto,graig,franklyn,edmundo,leif,jeramy,willian,vincenzo,shon,michal,lynwood,jere,elden,darell,broderick,alonso".split(",")},module.exports=frequency_lists;
+
+},{}],4:[function(require,module,exports){
+var feedback,matching,scoring,time,time_estimates,zxcvbn;matching=require("./matching"),scoring=require("./scoring"),time_estimates=require("./time_estimates"),feedback=require("./feedback"),time=function(){return(new Date).getTime()},zxcvbn=function(e,t){var i,n,c,s,a,r,m,o,u,g,_;for(null==t&&(t=[]),g=time(),u=[],c=0,s=t.length;s>c;c++)i=t[c],("string"==(m=typeof i)||"number"===m||"boolean"===m)&&u.push(i.toString().toLowerCase());matching.set_user_input_dictionary(u),a=matching.omnimatch(e),o=scoring.most_guessable_match_sequence(e,a),o.calc_time=time()-g,n=time_estimates.estimate_attack_times(o.guesses);for(r in n)_=n[r],o[r]=_;return o.feedback=feedback.get_feedback(o.score,o.sequence),o},module.exports=zxcvbn;
+
+},{"./feedback":2,"./matching":5,"./scoring":6,"./time_estimates":7}],5:[function(require,module,exports){
+var DATE_MAX_YEAR,DATE_MIN_YEAR,DATE_SPLITS,GRAPHS,L33T_TABLE,RANKED_DICTIONARIES,REGEXEN,SEQUENCES,adjacency_graphs,build_ranked_dict,frequency_lists,lst,matching,name,scoring,indexOf=[].indexOf||function(e){for(var t=0,n=this.length;n>t;t++)if(t in this&&this[t]===e)return t;return-1};frequency_lists=require("./frequency_lists"),adjacency_graphs=require("./adjacency_graphs"),scoring=require("./scoring"),build_ranked_dict=function(e){var t,n,r,i,a;for(i={},t=1,r=0,n=e.length;n>r;r++)a=e[r],i[a]=t,t+=1;return i},RANKED_DICTIONARIES={};for(name in frequency_lists)lst=frequency_lists[name],RANKED_DICTIONARIES[name]=build_ranked_dict(lst);GRAPHS={qwerty:adjacency_graphs.qwerty,dvorak:adjacency_graphs.dvorak,keypad:adjacency_graphs.keypad,mac_keypad:adjacency_graphs.mac_keypad},SEQUENCES={lower:"abcdefghijklmnopqrstuvwxyz",upper:"ABCDEFGHIJKLMNOPQRSTUVWXYZ",digits:"0123456789"},L33T_TABLE={a:["4","@"],b:["8"],c:["(","{","[","<"],e:["3"],g:["6","9"],i:["1","!","|"],l:["1","|","7"],o:["0"],s:["$","5"],t:["+","7"],x:["%"],z:["2"]},REGEXEN={recent_year:/19\d\d|200\d|201\d/g},DATE_MAX_YEAR=2050,DATE_MIN_YEAR=1e3,DATE_SPLITS={4:[[1,2],[2,3]],5:[[1,3],[2,3]],6:[[1,2],[2,4],[4,5]],7:[[1,3],[2,3],[4,5],[4,6]],8:[[2,4],[4,6]]},matching={empty:function(e){var t;return 0===function(){var n;n=[];for(t in e)n.push(t);return n}().length},extend:function(e,t){return e.push.apply(e,t)},translate:function(e,t){var n;return function(){var r,i,a,s;for(a=e.split(""),s=[],i=0,r=a.length;r>i;i++)n=a[i],s.push(t[n]||n);return s}().join("")},mod:function(e,t){return(e%t+t)%t},sorted:function(e){return e.sort(function(e,t){return e.i-t.i||e.j-t.j})},omnimatch:function(e){var t,n,r,i,a;for(i=[],r=[this.dictionary_match,this.reverse_dictionary_match,this.l33t_match,this.spatial_match,this.repeat_match,this.sequence_match,this.regex_match,this.date_match],a=0,t=r.length;t>a;a++)n=r[a],this.extend(i,n.call(this,e));return this.sorted(i)},dictionary_match:function(e,t){var n,r,i,a,s,o,h,c,u,l,_,f,d,g;null==t&&(t=RANKED_DICTIONARIES),s=[],a=e.length,c=e.toLowerCase();for(n in t)for(l=t[n],r=o=0,_=a;_>=0?_>o:o>_;r=_>=0?++o:--o)for(i=h=f=r,d=a;d>=f?d>h:h>d;i=d>=f?++h:--h)c.slice(r,+i+1||9e9)in l&&(g=c.slice(r,+i+1||9e9),u=l[g],s.push({pattern:"dictionary",i:r,j:i,token:e.slice(r,+i+1||9e9),matched_word:g,rank:u,dictionary_name:n,reversed:!1,l33t:!1}));return this.sorted(s)},reverse_dictionary_match:function(e,t){var n,r,i,a,s,o;for(null==t&&(t=RANKED_DICTIONARIES),o=e.split("").reverse().join(""),i=this.dictionary_match(o,t),a=0,n=i.length;n>a;a++)r=i[a],r.token=r.token.split("").reverse().join(""),r.reversed=!0,s=[e.length-1-r.j,e.length-1-r.i],r.i=s[0],r.j=s[1];return this.sorted(i)},set_user_input_dictionary:function(e){return RANKED_DICTIONARIES.user_inputs=build_ranked_dict(e.slice())},relevant_l33t_subtable:function(e,t){var n,r,i,a,s,o,h,c,u,l;for(s={},o=e.split(""),a=0,r=o.length;r>a;a++)n=o[a],s[n]=!0;l={};for(i in t)u=t[i],h=function(){var e,t,n;for(n=[],t=0,e=u.length;e>t;t++)c=u[t],c in s&&n.push(c);return n}(),h.length>0&&(l[i]=h);return l},enumerate_l33t_subs:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g;a=function(){var t;t=[];for(i in e)t.push(i);return t}(),g=[[]],n=function(e){var t,n,r,a,s,o,h,c;for(n=[],s={},o=0,a=e.length;a>o;o++)h=e[o],t=function(){var e,t,n;for(n=[],c=t=0,e=h.length;e>t;c=++t)i=h[c],n.push([i,c]);return n}(),t.sort(),r=function(){var e,n,r;for(r=[],c=n=0,e=t.length;e>n;c=++n)i=t[c],r.push(i+","+c);return r}().join("-"),r in s||(s[r]=!0,n.push(h));return n},r=function(t){var i,a,s,o,h,c,u,l,_,f,d,p,E,m,y,A;if(t.length){for(a=t[0],E=t.slice(1),u=[],d=e[a],l=0,h=d.length;h>l;l++)for(o=d[l],_=0,c=g.length;c>_;_++){for(m=g[_],i=-1,s=f=0,p=m.length;p>=0?p>f:f>p;s=p>=0?++f:--f)if(m[s][0]===o){i=s;break}-1===i?(A=m.concat([[o,a]]),u.push(A)):(y=m.slice(0),y.splice(i,1),y.push([o,a]),u.push(m),u.push(y))}return g=n(u),r(E)}},r(a),d=[];for(c=0,o=g.length;o>c;c++){for(_=g[c],f={},u=0,h=_.length;h>u;u++)l=_[u],s=l[0],t=l[1],f[s]=t;d.push(f)}return d},l33t_match:function(e,t,n){var r,i,a,s,o,h,c,u,l,_,f,d,g,p,E,m;for(null==t&&(t=RANKED_DICTIONARIES),null==n&&(n=L33T_TABLE),c=[],_=this.enumerate_l33t_subs(this.relevant_l33t_subtable(e,n)),u=0,a=_.length;a>u&&(d=_[u],!this.empty(d));u++)for(p=this.translate(e,d),f=this.dictionary_match(p,t),l=0,s=f.length;s>l;l++)if(o=f[l],E=e.slice(o.i,+o.j+1||9e9),E.toLowerCase()!==o.matched_word){h={};for(g in d)r=d[g],-1!==E.indexOf(g)&&(h[g]=r);o.l33t=!0,o.token=E,o.sub=h,o.sub_display=function(){var e;e=[];for(i in h)m=h[i],e.push(i+" -> "+m);return e}().join(", "),c.push(o)}return this.sorted(c.filter(function(e){return e.token.length>1}))},spatial_match:function(e,t){var n,r,i;null==t&&(t=GRAPHS),i=[];for(r in t)n=t[r],this.extend(i,this.spatial_match_helper(e,n,r));return this.sorted(i)},SHIFTED_RX:/[~!@#$%^&*()_+QWERTYUIOP{}|ASDFGHJKL:"ZXCVBNM<>?]/,spatial_match_helper:function(e,t,n){var r,i,a,s,o,h,c,u,l,_,f,d,g,p,E;for(f=[],c=0;c<e.length-1;)for(u=c+1,l=null,E=0,p="qwerty"!==n&&"dvorak"!==n||!this.SHIFTED_RX.exec(e.charAt(c))?0:1;;){if(g=e.charAt(u-1),o=!1,h=-1,s=-1,i=t[g]||[],u<e.length)for(a=e.charAt(u),d=0,_=i.length;_>d;d++)if(r=i[d],s+=1,r&&-1!==r.indexOf(a)){o=!0,h=s,1===r.indexOf(a)&&(p+=1),l!==h&&(E+=1,l=h);break}if(!o){u-c>2&&f.push({pattern:"spatial",i:c,j:u-1,token:e.slice(c,u),graph:n,turns:E,shifted_count:p}),c=u;break}u+=1}return f},repeat_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g;for(d=[],a=/(.+)\1+/g,u=/(.+?)\1+/g,l=/^(.+?)\1+$/,c=0;c<e.length&&(a.lastIndex=u.lastIndex=c,s=a.exec(e),_=u.exec(e),null!=s);)s[0].length>_[0].length?(f=s,i=l.exec(f[0])[1]):(f=_,i=f[1]),g=[f.index,f.index+f[0].length-1],o=g[0],h=g[1],t=scoring.most_guessable_match_sequence(i,this.omnimatch(i)),r=t.match_sequence,n=t.guesses,d.push({pattern:"repeat",i:o,j:h,token:f[0],base_token:i,base_guesses:n,base_matches:r,repeat_count:f[0].length/i.length}),c=h+1;return d},sequence_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_;a=[];for(l in SEQUENCES)for(u=SEQUENCES[l],h=[1,-1],o=0,i=h.length;i>o;o++)for(t=h[o],n=0;n<e.length;)if(c=e.charAt(n),indexOf.call(u,c)<0)n+=1;else{for(r=n+1,_=u.indexOf(e.charAt(n));r<e.length&&(s=this.mod(_+t,u.length),u.indexOf(e.charAt(r))===s);)r+=1,_=s;r-=1,r-n+1>1&&a.push({pattern:"sequence",i:n,j:r,token:e.slice(n,+r+1||9e9),sequence_name:l,sequence_space:u.length,ascending:1===t}),n=r+1}return this.sorted(a)},regex_match:function(e,t){var n,r,i,a;null==t&&(t=REGEXEN),n=[];for(name in t)for(r=t[name],r.lastIndex=0;i=r.exec(e);)a=i[0],n.push({pattern:"regex",token:a,i:i.index,j:i.index+i[0].length-1,regex_name:name,regex_match:i});return this.sorted(n)},date_match:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g,p,E,m,y,A,v,I,R,x,T,N,k,D,S,j,b,q,C,O;for(_=[],f=/^\d{4,8}$/,d=/^(\d{1,4})([\s\/\\_.-])(\d{1,2})\2(\d{1,4})$/,s=E=0,v=e.length-4;v>=0?v>=E:E>=v;s=v>=0?++E:--E)for(o=m=I=s+3,R=s+7;(R>=I?R>=m:m>=R)&&!(o>=e.length);o=R>=I?++m:--m)if(O=e.slice(s,+o+1||9e9),f.exec(O)){for(r=[],x=DATE_SPLITS[O.length],y=0,u=x.length;u>y;y++)T=x[y],h=T[0],c=T[1],a=this.map_ints_to_dmy([parseInt(O.slice(0,h)),parseInt(O.slice(h,c)),parseInt(O.slice(c))]),null!=a&&r.push(a);if(r.length>0){for(t=r[0],g=function(e){return Math.abs(e.year-scoring.REFERENCE_YEAR)},p=g(r[0]),N=r.slice(1),A=0,l=N.length;l>A;A++)n=N[A],i=g(n),p>i&&(k=[n,i],t=k[0],p=k[1]);_.push({pattern:"date",token:O,i:s,j:o,separator:"",year:t.year,month:t.month,day:t.day})}}for(s=q=0,D=e.length-6;D>=0?D>=q:q>=D;s=D>=0?++q:--q)for(o=C=S=s+5,j=s+9;(j>=S?j>=C:C>=j)&&!(o>=e.length);o=j>=S?++C:--C)O=e.slice(s,+o+1||9e9),b=d.exec(O),null!=b&&(a=this.map_ints_to_dmy([parseInt(b[1]),parseInt(b[3]),parseInt(b[4])]),null!=a&&_.push({pattern:"date",token:O,i:s,j:o,separator:b[2],year:a.year,month:a.month,day:a.day}));return this.sorted(_.filter(function(e){var t,n,r,i;for(t=!1,i=0,n=_.length;n>i;i++)if(r=_[i],e!==r&&r.i<=e.i&&r.j>=e.j){t=!0;break}return!t}))},map_ints_to_dmy:function(e){var t,n,r,i,a,s,o,h,c,u,l,_,f,d,g,p;if(!(e[1]>31||e[1]<=0)){for(o=0,h=0,g=0,s=0,r=e.length;r>s;s++){if(n=e[s],n>99&&DATE_MIN_YEAR>n||n>DATE_MAX_YEAR)return;n>31&&(h+=1),n>12&&(o+=1),0>=n&&(g+=1)}if(!(h>=2||3===o||g>=2)){for(u=[[e[2],e.slice(0,2)],[e[0],e.slice(1,3)]],c=0,i=u.length;i>c;c++)if(_=u[c],p=_[0],d=_[1],p>=DATE_MIN_YEAR&&DATE_MAX_YEAR>=p)return t=this.map_ints_to_dm(d),null!=t?{year:p,month:t.month,day:t.day}:void 0;for(l=0,a=u.length;a>l;l++)if(f=u[l],p=f[0],d=f[1],t=this.map_ints_to_dm(d),null!=t)return p=this.two_to_four_digit_year(p),{year:p,month:t.month,day:t.day}}}},map_ints_to_dm:function(e){var t,n,r,i,a,s;for(a=[e,e.slice().reverse()],i=0,n=a.length;n>i;i++)if(s=a[i],t=s[0],r=s[1],t>=1&&31>=t&&r>=1&&12>=r)return{day:t,month:r}},two_to_four_digit_year:function(e){return e>99?e:e>50?e+scoring.REFERENCE_YEAR-100:e+scoring.REFERENCE_YEAR}},module.exports=matching;
+
+},{"./adjacency_graphs":1,"./frequency_lists":3,"./scoring":6}],6:[function(require,module,exports){
+var BRUTEFORCE_CARDINALITY,MIN_GUESSES_BEFORE_GROWING_SEQUENCE,MIN_SUBMATCH_GUESSES_MULTI_CHAR,MIN_SUBMATCH_GUESSES_SINGLE_CHAR,adjacency_graphs,calc_average_degree,k,scoring,v;adjacency_graphs=require("./adjacency_graphs"),calc_average_degree=function(e){var t,n,r,s,a,_;t=0;for(r in e)a=e[r],t+=function(){var e,t,n;for(n=[],t=0,e=a.length;e>t;t++)s=a[t],s&&n.push(s);return n}().length;return t/=function(){var t;t=[];for(n in e)_=e[n],t.push(n);return t}().length},BRUTEFORCE_CARDINALITY=10,MIN_GUESSES_BEFORE_GROWING_SEQUENCE=1e4,MIN_SUBMATCH_GUESSES_SINGLE_CHAR=10,MIN_SUBMATCH_GUESSES_MULTI_CHAR=50,scoring={nCk:function(e,t){var n,r,s,a;if(t>e)return 0;if(0===t)return 1;for(s=1,n=r=1,a=t;a>=1?a>=r:r>=a;n=a>=1?++r:--r)s*=e,s/=n,e-=1;return s},log10:function(e){return Math.log(e)/Math.log(10)},log2:function(e){return Math.log(e)/Math.log(2)},factorial:function(e){var t,n,r,s;if(2>e)return 1;for(t=1,n=r=2,s=e;s>=2?s>=r:r>=s;n=s>=2?++r:--r)t*=n;return t},most_guessable_match_sequence:function(e,t,n){var r,s,a,_,i,u,o,h,E,g,c,l,f,A,S,R,p,M,v,I,N,C,U,T,G,d,k,m,O,P,L,y,B,D;for(null==n&&(n=!1),C=[],r=[],M=0,N=null,S=function(t){return function(t,n){var r;return r={pattern:"bruteforce",token:e.slice(t,+n+1||9e9),i:t,j:n}}}(this),D=function(e){return function(t,r){var s;return s=e.factorial(r)*t,n||(s+=Math.pow(MIN_GUESSES_BEFORE_GROWING_SEQUENCE,r-1)),s}}(this),c=A=0,k=e.length;k>=0?k>A:A>k;c=k>=0?++A:--A)for(r[c]=[],C[c]=[],U=1/0,G=I=0,m=M;m>=0?m>=I:I>=m;G=m>=0?++I:--I)for(o=!0,a=c,0===G?(s=0,v=1):"bruteforce"===(null!=(O=r[c-1])&&null!=(P=O[G])?P.pattern:void 0)?(s=r[c-1][G].i,v=G):null!=(null!=(L=r[c-1])?L[G]:void 0)?(s=c,v=G+1):o=!1,o&&(_=S(s,a),T=c-_.token.length,i=this.estimate_guesses(_,e),v>1&&(i*=C[T][v-1]),u=D(i,v),U>u&&(U=u,C[c][v]=i,N=v,M=Math.max(M,v),r[c][v]=_)),d=0,f=t.length;f>d;d++)if(R=t[d],R.j===c){if(y=[R.i,R.j],E=y[0],g=y[1],0===G){if(0!==E)continue}else if(null==(null!=(B=C[E-1])?B[G]:void 0))continue;i=this.estimate_guesses(R,e),G>0&&(i*=C[E-1][G]),u=D(i,G+1),U>u&&(U=u,C[c][G+1]=i,N=G+1,M=Math.max(M,G+1),r[c][G+1]=R)}for(p=[],l=N,c=e.length-1;c>=0;)R=r[c][l],p.push(R),c=R.i-1,l-=1;return p.reverse(),h=0===e.length?1:U,{password:e,guesses:h,guesses_log10:this.log10(h),sequence:p}},estimate_guesses:function(e,t){var n,r,s;return null!=e.guesses?e.guesses:(s=1,e.token.length<t.length&&(s=1===e.token.length?MIN_SUBMATCH_GUESSES_SINGLE_CHAR:MIN_SUBMATCH_GUESSES_MULTI_CHAR),n={bruteforce:this.bruteforce_guesses,dictionary:this.dictionary_guesses,spatial:this.spatial_guesses,repeat:this.repeat_guesses,sequence:this.sequence_guesses,regex:this.regex_guesses,date:this.date_guesses},r=n[e.pattern].call(this,e),e.guesses=Math.max(r,s),e.guesses_log10=this.log10(e.guesses),e.guesses)},bruteforce_guesses:function(e){var t,n;return t=Math.pow(BRUTEFORCE_CARDINALITY,e.token.length),n=1===e.token.length?MIN_SUBMATCH_GUESSES_SINGLE_CHAR+1:MIN_SUBMATCH_GUESSES_MULTI_CHAR+1,Math.max(t,n)},repeat_guesses:function(e){return e.base_guesses*e.repeat_count},sequence_guesses:function(e){var t,n;return n=e.token.charAt(0),t="a"===n||"A"===n||"z"===n||"Z"===n||"0"===n||"1"===n||"9"===n?4:n.match(/\d/)?10:26,e.ascending||(t*=2),t*e.token.length},MIN_YEAR_SPACE:20,REFERENCE_YEAR:2e3,regex_guesses:function(e){var t,n;if(t={alpha_lower:26,alpha_upper:26,alpha:52,alphanumeric:62,digits:10,symbols:33},e.regex_name in t)return Math.pow(t[e.regex_name],e.token.length);switch(e.regex_name){case"recent_year":return n=Math.abs(parseInt(e.regex_match[0])-this.REFERENCE_YEAR),n=Math.max(n,this.MIN_YEAR_SPACE)}},date_guesses:function(e){var t,n;return n=Math.max(Math.abs(e.year-this.REFERENCE_YEAR),this.MIN_YEAR_SPACE),t=31*n*12,e.has_full_year&&(t*=2),e.separator&&(t*=4),t},KEYBOARD_AVERAGE_DEGREE:calc_average_degree(adjacency_graphs.qwerty),KEYPAD_AVERAGE_DEGREE:calc_average_degree(adjacency_graphs.keypad),KEYBOARD_STARTING_POSITIONS:function(){var e,t;e=adjacency_graphs.qwerty,t=[];for(k in e)v=e[k],t.push(k);return t}().length,KEYPAD_STARTING_POSITIONS:function(){var e,t;e=adjacency_graphs.keypad,t=[];for(k in e)v=e[k],t.push(k);return t}().length,spatial_guesses:function(e){var t,n,r,s,a,_,i,u,o,h,E,g,c,l,f,A,S,R;for("qwerty"===(g=e.graph)||"dvorak"===g?(A=this.KEYBOARD_STARTING_POSITIONS,s=this.KEYBOARD_AVERAGE_DEGREE):(A=this.KEYPAD_STARTING_POSITIONS,s=this.KEYPAD_AVERAGE_DEGREE),a=0,t=e.token.length,R=e.turns,_=u=2,c=t;c>=2?c>=u:u>=c;_=c>=2?++u:--u)for(h=Math.min(R,_-1),i=o=1,l=h;l>=1?l>=o:o>=l;i=l>=1?++o:--o)a+=this.nCk(_-1,i-1)*A*Math.pow(s,i);if(e.shifted_count)if(n=e.shifted_count,r=e.token.length-e.shifted_count,0===n||0===r)a*=2;else{for(S=0,_=E=1,f=Math.min(n,r);f>=1?f>=E:E>=f;_=f>=1?++E:--E)S+=this.nCk(n+r,_);a*=S}return a},dictionary_guesses:function(e){var t;return e.base_guesses=e.rank,e.uppercase_variations=this.uppercase_variations(e),e.l33t_variations=this.l33t_variations(e),t=e.reversed&&2||1,e.base_guesses*e.uppercase_variations*e.l33t_variations*t},START_UPPER:/^[A-Z][^A-Z]+$/,END_UPPER:/^[^A-Z]+[A-Z]$/,ALL_UPPER:/^[^a-z]+$/,ALL_LOWER:/^[^A-Z]+$/,uppercase_variations:function(e){var t,n,r,s,a,_,i,u,o,h,E,g;if(g=e.token,g.match(this.ALL_LOWER))return 1;for(u=[this.START_UPPER,this.END_UPPER,this.ALL_UPPER],_=0,a=u.length;a>_;_++)if(h=u[_],g.match(h))return 2;for(n=function(){var e,t,n,s;for(n=g.split(""),s=[],t=0,e=n.length;e>t;t++)r=n[t],r.match(/[A-Z]/)&&s.push(r);return s}().length,t=function(){var e,t,n,s;for(n=g.split(""),s=[],t=0,e=n.length;e>t;t++)r=n[t],r.match(/[a-z]/)&&s.push(r);return s}().length,E=0,s=i=1,o=Math.min(n,t);o>=1?o>=i:i>=o;s=o>=1?++i:--i)E+=this.nCk(n+t,s);return E},l33t_variations:function(e){var t,n,r,s,a,_,i,u,o,h,E,g,c;if(!e.l33t)return 1;c=1,o=e.sub;for(E in o)if(g=o[E],s=e.token.toLowerCase().split(""),t=function(){var e,t,n;for(n=[],t=0,e=s.length;e>t;t++)r=s[t],r===E&&n.push(r);return n}().length,n=function(){var e,t,n;for(n=[],t=0,e=s.length;e>t;t++)r=s[t],r===g&&n.push(r);return n}().length,0===t||0===n)c*=2;else{for(i=Math.min(n,t),u=0,a=_=1,h=i;h>=1?h>=_:_>=h;a=h>=1?++_:--_)u+=this.nCk(n+t,a);c*=u}return c}},module.exports=scoring;
+
+},{"./adjacency_graphs":1}],7:[function(require,module,exports){
+var time_estimates;time_estimates={estimate_attack_times:function(e){var t,n,s,o;n={online_throttling_100_per_hour:e/(100/3600),online_no_throttling_10_per_second:e/100,offline_slow_hashing_1e4_per_second:e/1e4,offline_fast_hashing_1e10_per_second:e/1e10},t={};for(s in n)o=n[s],t[s]=this.display_time(o);return{crack_times_seconds:n,crack_times_display:t,score:this.guesses_to_score(e)}},guesses_to_score:function(e){var t;return t=5,1e3+t>e?0:1e6+t>e?1:1e8+t>e?2:1e10+t>e?3:4},display_time:function(e){var t,n,s,o,_,r,i,a,u,c;return i=60,r=60*i,s=24*r,a=31*s,c=12*a,n=100*c,u=1>e?[null,"less than a second"]:i>e?(t=Math.round(e),[t,t+" second"]):r>e?(t=Math.round(e/i),[t,t+" minute"]):s>e?(t=Math.round(e/r),[t,t+" hour"]):a>e?(t=Math.round(e/s),[t,t+" day"]):c>e?(t=Math.round(e/a),[t,t+" month"]):n>e?(t=Math.round(e/c),[t,t+" year"]):[null,"centuries"],o=u[0],_=u[1],null!=o&&1!==o&&(_+="s"),_}},module.exports=time_estimates;
+
+},{}]},{},[4])(4)
+});
+//# sourceMappingURL=zxcvbn.js.map
diff --git a/lib/zxcvbn.rb b/lib/zxcvbn.rb
index 71a5e15..0957d45 100644
--- a/lib/zxcvbn.rb
+++ b/lib/zxcvbn.rb
@@ -12,9 +12,8 @@ module Zxcvbn
   # Example:
   #
   #   Zxcvbn.test("password").score #=> 0
-  def test(password, user_inputs = [], word_lists = {})
+  def test(password, user_inputs = [])
     tester = Tester.new
-    tester.add_word_lists(word_lists)
     tester.test(password, user_inputs)
   end
 end
diff --git a/lib/zxcvbn/crack_time.rb b/lib/zxcvbn/crack_time.rb
deleted file mode 100644
index fa355ff..0000000
--- a/lib/zxcvbn/crack_time.rb
+++ /dev/null
@@ -1,53 +0,0 @@
-module Zxcvbn
-  module CrackTime
-    SINGLE_GUESS = 0.010
-    NUM_ATTACKERS = 100
-
-    SECONDS_PER_GUESS = SINGLE_GUESS / NUM_ATTACKERS
-
-    def entropy_to_crack_time(entropy)
-      0.5 * (2 ** entropy) * SECONDS_PER_GUESS
-    end
-
-    def crack_time_to_score(seconds)
-      case
-      when seconds < 10**2
-        0
-      when seconds < 10**4
-        1
-      when seconds < 10**6
-        2
-      when seconds < 10**8
-        3
-      else
-        4
-      end
-    end
-
-    def display_time(seconds)
-      minute  = 60
-      hour    = minute * 60
-      day     = hour * 24
-      month   = day * 31
-      year    = month * 12
-      century = year * 100
-
-      case
-      when seconds < minute
-        'instant'
-      when seconds < hour
-        "#{1 + (seconds / minute).ceil} minutes"
-      when seconds < day
-        "#{1 + (seconds / hour).ceil} hours"
-      when seconds < month
-        "#{1 + (seconds / day).ceil} days"
-      when seconds < year
-        "#{1 + (seconds / month).ceil} months"
-      when seconds < century
-        "#{1 + (seconds / year).ceil} years"
-      else
-        'centuries'
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/data.rb b/lib/zxcvbn/data.rb
deleted file mode 100644
index 5541e36..0000000
--- a/lib/zxcvbn/data.rb
+++ /dev/null
@@ -1,30 +0,0 @@
-require 'json'
-require 'zxcvbn/dictionary_ranker'
-
-module Zxcvbn
-  class Data
-    def initialize
-      @ranked_dictionaries = DictionaryRanker.rank_dictionaries(
-        "us_tv_and_film" =>      read_word_list("us_tv_and_film.txt"),
-        "english_wikipedia" =>      read_word_list("english_wikipedia.txt"),
-        "passwords" =>      read_word_list("passwords.txt"),
-        "surnames" =>      read_word_list("surnames.txt"),
-        "male_names" =>      read_word_list("male_names.txt"),
-        "female_names" =>      read_word_list("female_names.txt")
-      )
-      @adjacency_graphs = JSON.load(DATA_PATH.join('adjacency_graphs.json').read)
-    end
-
-    attr_reader :ranked_dictionaries, :adjacency_graphs
-
-    def add_word_list(name, list)
-      @ranked_dictionaries[name] = DictionaryRanker.rank_dictionary(list)
-    end
-
-    private
-
-    def read_word_list(file)
-      DATA_PATH.join("frequency_lists", file).read.split
-    end
-  end
-end
diff --git a/lib/zxcvbn/dictionary_ranker.rb b/lib/zxcvbn/dictionary_ranker.rb
deleted file mode 100644
index 204df5c..0000000
--- a/lib/zxcvbn/dictionary_ranker.rb
+++ /dev/null
@@ -1,16 +0,0 @@
-module Zxcvbn
-  class DictionaryRanker
-    def self.rank_dictionaries(lists)
-      lists.each_with_object({}) do |(dict_name, words), dictionaries|
-        dictionaries[dict_name] = rank_dictionary(words)
-      end
-    end
-
-    def self.rank_dictionary(words)
-      words.each_with_index
-           .with_object({}) do |(word, i), dictionary|
-        dictionary[word.downcase] = i + 1
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/entropy.rb b/lib/zxcvbn/entropy.rb
deleted file mode 100644
index c14131a..0000000
--- a/lib/zxcvbn/entropy.rb
+++ /dev/null
@@ -1,154 +0,0 @@
-require 'zxcvbn/math'
-
-module Zxcvbn::Entropy
-  include Zxcvbn::Math
-
-  def calc_entropy(match)
-    return match.entropy unless match.entropy.nil?
-
-    match.entropy = case match.pattern
-                    when 'repeat'
-                      repeat_entropy(match)
-                    when 'sequence'
-                      sequence_entropy(match)
-                    when 'digits'
-                      digits_entropy(match)
-                    when 'year'
-                      year_entropy(match)
-                    when 'date'
-                      date_entropy(match)
-                    when 'spatial'
-                      spatial_entropy(match)
-                    when 'dictionary'
-                      dictionary_entropy(match)
-                    else
-                      0
-                    end
-  end
-
-  def repeat_entropy(match)
-    cardinality = bruteforce_cardinality match.token
-    lg(cardinality * match.token.length)
-  end
-
-  def sequence_entropy(match)
-    first_char = match.token[0]
-    base_entropy = if ['a', '1'].include?(first_char)
-      1
-    elsif first_char.match(/\d/)
-      lg(10)
-    elsif first_char.match(/[a-z]/)
-      lg(26)
-    else
-      lg(26) + 1
-    end
-    base_entropy += 1 unless match.ascending
-    base_entropy + lg(match.token.length)
-  end
-
-  def digits_entropy(match)
-    lg(10 ** match.token.length)
-  end
-
-  NUM_YEARS = 119 # years match against 1900 - 2019
-  NUM_MONTHS = 12
-  NUM_DAYS = 31
-
-  def year_entropy(match)
-    lg(NUM_YEARS)
-  end
-
-  def date_entropy(match)
-    if match.year < 100
-      entropy = lg(NUM_DAYS * NUM_MONTHS * 100)
-    else
-      entropy = lg(NUM_DAYS * NUM_MONTHS * NUM_YEARS)
-    end
-
-    if match.separator
-      entropy += 2
-    end
-
-    entropy
-  end
-
-  def dictionary_entropy(match)
-    match.base_entropy = lg(match.rank)
-    match.uppercase_entropy = extra_uppercase_entropy(match)
-    match.l33t_entropy = extra_l33t_entropy(match)
-
-    match.base_entropy + match.uppercase_entropy + match.l33t_entropy
-  end
-
-  START_UPPER = /^[A-Z][^A-Z]+$/
-  END_UPPER   = /^[^A-Z]+[A-Z]$/
-  ALL_UPPER   = /^[A-Z]+$/
-  ALL_LOWER   = /^[a-z]+$/
-
-  def extra_uppercase_entropy(match)
-    word = match.token
-    [START_UPPER, END_UPPER, ALL_UPPER].each do |regex|
-      return 1 if word.match(regex)
-    end
-    num_upper = word.chars.count{|c| c.match(/[A-Z]/) }
-    num_lower = word.chars.count{|c| c.match(/[a-z]/) }
-    possibilities = 0
-    (0..[num_upper, num_lower].min).each do |i|
-      possibilities += nCk(num_upper + num_lower, i)
-    end
-    lg(possibilities)
-  end
-
-  def extra_l33t_entropy(match)
-    word = match.token
-    return 0 unless match.l33t
-    possibilities = 0
-    match.sub.each do |subbed, unsubbed|
-      num_subbed = word.chars.count{|c| c == subbed}
-      num_unsubbed = word.chars.count{|c| c == unsubbed}
-      (0..[num_subbed, num_unsubbed].min).each do |i|
-        possibilities += nCk(num_subbed + num_unsubbed, i)
-      end
-    end
-    entropy = lg(possibilities)
-    entropy == 0 ? 1 : entropy
-  end
-
-  def spatial_entropy(match)
-    if %w|qwerty dvorak|.include? match.graph
-      starting_positions = starting_positions_for_graph('qwerty')
-      average_degree     = average_degree_for_graph('qwerty')
-    else
-      starting_positions = starting_positions_for_graph('keypad')
-      average_degree     = average_degree_for_graph('keypad')
-    end
-
-    possibilities = 0
-    token_length  = match.token.length
-    turns         = match.turns
-
-    # estimate the ngpumber of possible patterns w/ token length or less with number of turns or less.
-    (2..token_length).each do |i|
-      possible_turns = [turns, i -1].min
-      (1..possible_turns).each do |j|
-        possibilities += nCk(i - 1, j - 1) * starting_positions * average_degree ** j
-      end
-    end
-
-    entropy = lg possibilities
-    # add extra entropy for shifted keys. (% instead of 5, A instead of a.)
-    # math is similar to extra entropy from uppercase letters in dictionary matches.
-
-    if match.shifted_count
-      shiffted_count  = match.shifted_count
-      unshifted_count = match.token.length - match.shifted_count
-      possibilities   = 0
-
-      (0..[shiffted_count, unshifted_count].min).each do |i|
-        possibilities += nCk(shiffted_count + unshifted_count, i)
-      end
-      entropy += lg possibilities
-    end
-    entropy
-  end
-end
diff --git a/lib/zxcvbn/match.rb b/lib/zxcvbn/match.rb
deleted file mode 100644
index be44065..0000000
--- a/lib/zxcvbn/match.rb
+++ /dev/null
@@ -1,11 +0,0 @@
-require 'ostruct'
-
-module Zxcvbn
-  class Match < OpenStruct
-    def to_hash
-      @table.keys.sort.each_with_object({}) do |key, hash|
-        hash[key.to_s] = @table[key]
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/date.rb b/lib/zxcvbn/matchers/date.rb
deleted file mode 100644
index 31d1868..0000000
--- a/lib/zxcvbn/matchers/date.rb
+++ /dev/null
@@ -1,135 +0,0 @@
-require 'zxcvbn/matchers/regex_helpers'
-
-module Zxcvbn
-  module Matchers
-    class Date
-      include RegexHelpers
-
-      YEAR_SUFFIX = /
-        ( \d{1,2} )                         # day or month
-        ( \s | \- | \/ | \\ | \_ | \. )     # separator
-        ( \d{1,2} )                         # month or day
-        \2                                  # same separator
-        ( 19\d{2} | 200\d | 201\d | \d{2} ) # year
-      /x
-
-      YEAR_PREFIX = /
-        ( 19\d{2} | 200\d | 201\d | \d{2} ) # year
-        ( \s | - | \/ | \\ | _ | \. )       # separator
-        ( \d{1,2} )                         # day or month
-        \2                                  # same separator
-        ( \d{1,2} )                         # month or day
-      /x
-
-      WITHOUT_SEPARATOR = /\d{4,8}/
-
-      def matches(password)
-        match_with_separator(password) + match_without_separator(password)
-      end
-
-      def match_with_separator(password)
-        result = []
-        re_match_all(YEAR_SUFFIX, password) do |match, re_match|
-          match.pattern = 'date'
-          match.separator = re_match[2]
-          match.year = re_match[4].to_i
-
-          day = re_match[1].to_i
-          month = re_match[3].to_i
-
-          if month <= 12
-            match.day = day
-            match.month = month
-          else
-            match.day = month
-            match.month = day
-          end
-
-          result << match if valid_date?(match.day, match.month, match.year)
-        end
-        result
-      end
-
-      def match_without_separator(password)
-        result = []
-        re_match_all(WITHOUT_SEPARATOR, password) do |match, re_match|
-          extract_dates(match.token).each do |candidate|
-            day, month, year = candidate[:day], candidate[:month], candidate[:year]
-
-            match.pattern = 'date'
-            match.day = day
-            match.month = month
-            match.year = year
-            match.separator = ''
-            result << match
-          end
-        end
-        result
-      end
-
-      def extract_dates(token)
-        dates = []
-        date_patterns_for_length(token.length).map do |pattern|
-          candidate = {
-            :year => '',
-            :month => '',
-            :day => ''
-          }
-          for i in 0...token.length
-            candidate[PATTERN_CHAR_TO_SYM[pattern[i]]] << token[i]
-          end
-          candidate.each do |component, value|
-            candidate[component] = value.to_i
-          end
-
-          candidate[:year] = expand_year(candidate[:year])
-
-          if valid_date?(candidate[:day], candidate[:month], candidate[:year]) && !matches_year?(token)
-            dates << candidate
-          end
-        end
-        dates
-      end
-
-      DATE_PATTERN_FOR_LENGTH = {
-        8 => %w[ yyyymmdd ddmmyyyy mmddyyyy ],
-        7 => %w[ yyyymdd yyyymmd ddmyyyy dmmyyyy ],
-        6 => %w[ yymmdd ddmmyy mmddyy ],
-        5 => %w[ yymdd yymmd ddmyy dmmyy mmdyy mddyy ],
-        4 => %w[ yymd dmyy mdyy ]
-      }
-
-      PATTERN_CHAR_TO_SYM = {
-        'y' => :year,
-        'm' => :month,
-        'd' => :day
-      }
-
-      def date_patterns_for_length(length)
-        DATE_PATTERN_FOR_LENGTH[length] || []
-      end
-
-      def valid_date?(day, month, year)
-        return false if day > 31 || month > 12
-        return false unless year >= 1900 && year <= 2019
-        true
-      end
-
-      def matches_year?(token)
-        token.size == 4 && Year::YEAR_REGEX.match(token)
-      end
-
-      def expand_year(year)
-        return year
-        # Block dates with 2 digit years for now to be compatible with the JS version
-        # return year unless year < 100
-        # now = Time.now.year
-        # if year <= 19
-        #   year + 2000
-        # else
-        #   year + 1900
-        # end
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/dictionary.rb b/lib/zxcvbn/matchers/dictionary.rb
deleted file mode 100644
index a73664d..0000000
--- a/lib/zxcvbn/matchers/dictionary.rb
+++ /dev/null
@@ -1,36 +0,0 @@
-require 'zxcvbn/match'
-
-module Zxcvbn
-  module Matchers
-    # Given a password and a dictionary, match on any sequential segment of
-    # the lowercased password in the dictionary
-
-    class Dictionary
-      def initialize(name, ranked_dictionary)
-        @name = name
-        @ranked_dictionary = ranked_dictionary
-      end
-
-      def matches(password)
-        results = []
-        password_length = password.length
-        lowercased_password = password.downcase
-        (0..password_length).each do |i|
-          (i...password_length).each do |j|
-            word = lowercased_password[i..j]
-            if @ranked_dictionary.has_key?(word)
-              results << Match.new(:matched_word => word,
-                                   :token => password[i..j],
-                                   :i => i,
-                                   :j => j,
-                                   :rank => @ranked_dictionary[word],
-                                   :pattern => 'dictionary',
-                                   :dictionary_name => @name)
-            end
-          end
-        end
-        results
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/matchers/digits.rb b/lib/zxcvbn/matchers/digits.rb
deleted file mode 100644
index ee600bb..0000000
--- a/lib/zxcvbn/matchers/digits.rb
+++ /dev/null
@@ -1,20 +0,0 @@
-require 'zxcvbn/matchers/regex_helpers'
-
-module Zxcvbn
-  module Matchers
-    class Digits
-      include RegexHelpers
-
-      DIGITS_REGEX = /\d{3,}/
-
-      def matches(password)
-        result = []
-        re_match_all(DIGITS_REGEX, password) do |match|
-          match.pattern = 'digits'
-          result << match
-        end
-        result
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/l33t.rb b/lib/zxcvbn/matchers/l33t.rb
deleted file mode 100644
index 2d44c01..0000000
--- a/lib/zxcvbn/matchers/l33t.rb
+++ /dev/null
@@ -1,127 +0,0 @@
-module Zxcvbn
-  module Matchers
-    class L33t
-      L33T_TABLE = {
-        'a' => ['4', '@'],
-        'b' => ['8'],
-        'c' => ['(', '{', '[', '<'],
-        'e' => ['3'],
-        'g' => ['6', '9'],
-        'i' => ['1', '!', '|'],
-        'l' => ['1', '|', '7'],
-        'o' => ['0'],
-        's' => ['$', '5'],
-        't' => ['+', '7'],
-        'x' => ['%'],
-        'z' => ['2']
-      }
-
-      def initialize(dictionary_matchers)
-        @dictionary_matchers = dictionary_matchers
-      end
-
-      def matches(password)
-        matches = []
-        lowercased_password = password.downcase
-        combinations_to_try = l33t_subs(relevent_l33t_subtable(lowercased_password))
-        combinations_to_try.each do |substitution|
-          @dictionary_matchers.each do |matcher|
-            subbed_password = translate(lowercased_password, substitution)
-            matcher.matches(subbed_password).each do |match|
-              token = password[match.i..match.j]
-              next if token.downcase == match.matched_word.downcase
-              match_substitutions = {}
-              substitution.each do |substitution, letter|
-                match_substitutions[substitution] = letter if token.include?(substitution)
-              end
-              match.l33t = true
-              match.token = password[match.i..match.j]
-              match.sub = match_substitutions
-              match.sub_display = match_substitutions.map do |k, v|
-                "#{k} -> #{v}"
-              end.join(', ')
-              matches << match
-            end
-          end
-        end
-        matches
-      end
-
-      def translate(password, sub)
-        password.split('').map do |chr|
-          sub[chr] || chr
-        end.join
-      end
-
-      def relevent_l33t_subtable(password)
-        filtered = {}
-        L33T_TABLE.each do |letter, subs|
-          relevent_subs = subs.select { |s| password.include?(s) }
-          filtered[letter] = relevent_subs unless relevent_subs.empty?
-        end
-        filtered
-      end
-
-      def l33t_subs(table)
-        keys = table.keys
-        subs = [[]]
-        subs = find_substitutions(subs, table, keys)
-        new_subs = []
-        subs.each do |sub|
-          hash = {}
-          sub.each do |l33t_char, chr|
-            hash[l33t_char] = chr
-          end
-          new_subs << hash
-        end
-        new_subs
-      end
-
-      def find_substitutions(subs, table, keys)
-        return subs if keys.empty?
-        first_key = keys[0]
-        rest_keys = keys[1..-1]
-        next_subs = []
-        table[first_key].each do |l33t_char|
-          subs.each do |sub|
-            dup_l33t_index = -1
-            (0...sub.length).each do |i|
-              if sub[i][0] == l33t_char
-                dup_l33t_index = i
-                break
-              end
-            end
-
-            if dup_l33t_index == -1
-              sub_extension = sub + [[l33t_char, first_key]]
-              next_subs << sub_extension
-            else
-              sub_alternative = sub.dup
-              sub_alternative[dup_l33t_index, 1] = [[l33t_char, first_key]]
-              next_subs << sub
-              next_subs << sub_alternative
-            end
-          end
-        end
-        subs = dedup(next_subs)
-        find_substitutions(subs, table, rest_keys)
-      end
-
-      def dedup(subs)
-        deduped = []
-        members = []
-        subs.each do |sub|
-          assoc = sub.dup
-
-          assoc.sort! rescue debugger
-          label = assoc.map{|k, v| "#{k},#{v}"}.join('-')
-          unless members.include?(label)
-            members << label
-            deduped << sub
-          end
-        end
-        deduped
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/matchers/new_l33t.rb b/lib/zxcvbn/matchers/new_l33t.rb
deleted file mode 100644
index 8e6ed1c..0000000
--- a/lib/zxcvbn/matchers/new_l33t.rb
+++ /dev/null
@@ -1,120 +0,0 @@
-module Zxcvbn
-  module Matchers
-    class L33t
-      L33T_TABLE = {
-        'a' => ['4', '@'],
-        'b' => ['8'],
-        'c' => ['(', '{', '[', '<'],
-        'e' => ['3'],
-        'g' => ['6', '9'],
-        'i' => ['1', '!', '|'],
-        'l' => ['1', '|', '7'],
-        'o' => ['0'],
-        's' => ['$', '5'],
-        't' => ['+', '7'],
-        'x' => ['%'],
-        'z' => ['2']
-      }
-
-      def initialize(dictionary_matchers)
-        @dictionary_matchers = dictionary_matchers
-      end
-
-      def matches(password)
-        matches = []
-        lowercased_password = password.downcase
-        combinations_to_try = substitution_combinations(relevant_l33t_substitutions(lowercased_password))
-        # debugger if password == 'abcdefghijk987654321'
-        combinations_to_try.each do |substitution|
-          @dictionary_matchers.each do |matcher|
-            subbed_password = substitute(lowercased_password, substitution)
-            matcher.matches(subbed_password).each do |match|
-              token = lowercased_password[match.i..match.j]
-              next if token == match.matched_word.downcase
-              # debugger if token == '1'
-              match_substitutions = {}
-              substitution.each do |letter, substitution|
-                match_substitutions[substitution] = letter if token.include?(substitution)
-              end
-              match.l33t = true
-              match.token = password[match.i..match.j]
-              match.sub = match_substitutions
-              match.sub_display = match_substitutions.map do |k, v|
-                "#{k} -> #{v}"
-              end.join(', ')
-              matches << match
-            end
-          end
-        end
-        matches
-      end
-
-      def substitute(password, substitution)
-        subbed_password = password.dup
-        substitution.each do |letter, substitution|
-          subbed_password.gsub!(substitution, letter)
-        end
-        subbed_password
-      end
-
-      # produces a l33t table of substitutions present in the given password
-      def relevant_l33t_substitutions(password)
-        subs = Hash.new do |hash, key|
-          hash[key] = []
-        end
-        L33T_TABLE.each do |letter, substibutions|
-          password.each_char do |password_char|
-            if substibutions.include?(password_char)
-              subs[letter] << password_char
-            end
-          end
-        end
-        subs
-      end
-
-      # takes a character substitutions hash and produces an array of all
-      # possible substitution combinations
-      def substitution_combinations(subs_hash)
-        combinations = []
-        expanded_substitutions = expanded_substitutions(subs_hash)
-
-        # build an array of all possible combinations
-        expanded_substitutions.each do |substitution_hash|
-          # convert a hash to an array of hashes with 1 key each
-          subs_array = substitution_hash.map do |letter, substitutions|
-            {letter => substitutions}
-          end
-          combinations << subs_array
-
-          # find all possible combinations for each number of combinations available
-          subs_array.combination(subs_array.size).each do |combination|
-            # Don't add duplicates
-            combinations << combination unless combinations.include?(combination)
-          end
-        end
-
-        # convert back to simple hash per substitution combination
-        combination_hashes = combinations.map do |combination_set|
-          hash = {}
-          combination_set.each do |combination_hash|
-            hash.merge!(combination_hash)
-          end
-          hash
-        end
-
-        combination_hashes
-      end
-
-      # expand possible combinations if multiple characters can be substituted
-      # e.g. {'a' => ['4', '@'], 'i' => ['1']} expands to
-      #      [{'a' => '4', 'i' => 1}, {'a' => '@', 'i' => '1'}]
-      def expanded_substitutions(hash)
-        return {} if hash.empty?
-        values = hash.values
-        product_values = values[0].product(*values[1..-1])
-        product_values.map{ |p| Hash[hash.keys.zip(p)] }
-      end
-
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/matchers/regex_helpers.rb b/lib/zxcvbn/matchers/regex_helpers.rb
deleted file mode 100644
index a805dc9..0000000
--- a/lib/zxcvbn/matchers/regex_helpers.rb
+++ /dev/null
@@ -1,23 +0,0 @@
-require 'zxcvbn/match'
-
-module Zxcvbn
-  module Matchers
-    module RegexHelpers
-      def re_match_all(regex, password)
-        pos = 0
-        while re_match = regex.match(password, pos)
-          i, j = re_match.offset(0)
-          pos = j
-          j -= 1
-
-          match = Match.new(
-            :i => i,
-            :j => j,
-            :token => password[i..j]
-          )
-          yield match, re_match
-        end
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/repeat.rb b/lib/zxcvbn/matchers/repeat.rb
deleted file mode 100644
index 1bd039f..0000000
--- a/lib/zxcvbn/matchers/repeat.rb
+++ /dev/null
@@ -1,32 +0,0 @@
-require 'zxcvbn/match'
-
-module Zxcvbn
-  module Matchers
-    class Repeat
-      def matches(password)
-        result = []
-        i = 0
-        while i < password.length
-          cur_char = password[i]
-          j = i + 1
-          while cur_char == password[j]
-            j += 1
-          end
-
-          if j - i > 2 # don't consider length 1 or 2 chains.
-            result << Match.new(
-              :pattern => 'repeat',
-              :i => i,
-              :j => j-1,
-              :token => password[i...j],
-              :repeated_char => cur_char
-            )
-          end
-
-          i = j
-        end
-        result
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/sequences.rb b/lib/zxcvbn/matchers/sequences.rb
deleted file mode 100644
index 38fd8a6..0000000
--- a/lib/zxcvbn/matchers/sequences.rb
+++ /dev/null
@@ -1,67 +0,0 @@
-require 'zxcvbn/match'
-
-module Zxcvbn
-  module Matchers
-    class Sequences
-      SEQUENCES = {
-        'lower' => 'abcdefghijklmnopqrstuvwxyz',
-        'upper' => 'ABCDEFGHIJKLMNOPQRSTUVWXYZ',
-        'digits' => '01234567890'
-      }
-
-      def seq_match_length(password, from, direction, seq)
-        index_from = seq.index(password[from])
-        j = 1
-        while from + j < password.length &&
-              password[from + j] == seq[index_from + direction * j]
-          j+= 1
-        end
-        j
-      end
-
-      # find the first matching sequence, and return with
-      # direction, if characters are one apart in the sequence
-      def applicable_sequence(password, i)
-        SEQUENCES.each do |name, sequence|
-          index1 = sequence.index(password[i])
-          index2 = sequence.index(password[i+1])
-          if index1 and index2
-            seq_direction = index2 - index1
-            if [-1, 1].include?(seq_direction)
-              return [name, sequence, seq_direction]
-            else
-              return nil
-            end
-          end
-        end
-      end
-
-      def matches(password)
-        result = []
-        i = 0
-        while i < password.length - 1
-          seq_name, seq, seq_direction = applicable_sequence(password, i)
-
-          if seq
-            length = seq_match_length(password, i, seq_direction, seq)
-            if length > 2
-              result << Match.new(
-                :pattern => 'sequence',
-                :i => i,
-                :j => i + length - 1,
-                :token => password[i, length],
-                :sequence_name => seq_name,
-                :sequence_space => seq.length,
-                :ascending => seq_direction == 1
-              )
-            end
-            i += length - 1
-          else
-            i += 1
-          end
-        end
-        result
-      end
-    end
-  end
-end
diff --git a/lib/zxcvbn/matchers/spatial.rb b/lib/zxcvbn/matchers/spatial.rb
deleted file mode 100644
index 8b00aac..0000000
--- a/lib/zxcvbn/matchers/spatial.rb
+++ /dev/null
@@ -1,81 +0,0 @@
-require 'zxcvbn/match'
-
-module Zxcvbn
-  module Matchers
-    class Spatial
-      def initialize(graphs)
-        @graphs = graphs
-      end
-
-      def matches(password)
-        results = []
-        @graphs.each do |graph_name, graph|
-          results += matches_for_graph(graph, graph_name, password)
-        end
-        results
-      end
-
-      def matches_for_graph(graph, graph_name, password)
-        result = []
-        i = 0
-        while i < password.length - 1
-          j = i + 1
-          last_direction = nil
-          turns = 0
-          shifted_count = 0
-          loop do
-            prev_char = password[j-1]
-            found = false
-            found_direction = -1
-            cur_direction = -1
-            adjacents = graph[prev_char] || []
-            # consider growing pattern by one character if j hasn't gone over the edge.
-            if j < password.length
-              cur_char = password[j]
-              adjacents.each do |adj|
-                cur_direction += 1
-                if adj && adj.index(cur_char)
-                  found = true
-                  found_direction = cur_direction
-                  if adj.index(cur_char) == 1
-                    # index 1 in the adjacency means the key is shifted, 0 means unshifted: A vs a, % vs 5, etc.
-                    # for example, 'q' is adjacent to the entry '2@'. @ is shifted w/ index 1, 2 is unshifted.
-                    shifted_count += 1
-                  end
-                  if last_direction != found_direction
-                    # adding a turn is correct even in the initial case when last_direction is null:
-                    # every spatial pattern starts with a turn.
-                    turns += 1
-                    last_direction = found_direction
-                  end
-                  break
-                end
-              end
-            end
-            # if the current pattern continued, extend j and try to grow again
-            if found
-              j += 1
-            else
-              # otherwise push the pattern discovered so far, if any...
-              if j - i > 2 # don't consider length 1 or 2 chains.
-                result << Match.new(
-                  :pattern => 'spatial',
-                  :i => i,
-                  :j => j-1,
-                  :token => password[i...j],
-                  :graph => graph_name,
-                  :turns => turns,
-                  :shifted_count => shifted_count
-                )
-              end
-              # ...and then start a new search for the rest of the password.
-              i = j
-              break
-            end
-          end
-        end
-        result
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/matchers/year.rb b/lib/zxcvbn/matchers/year.rb
deleted file mode 100644
index ebd2ca0..0000000
--- a/lib/zxcvbn/matchers/year.rb
+++ /dev/null
@@ -1,20 +0,0 @@
-require 'zxcvbn/matchers/regex_helpers'
-
-module Zxcvbn
-  module Matchers
-    class Year
-      include RegexHelpers
-
-      YEAR_REGEX = /19\d\d|200\d|201\d/
-
-      def matches(password)
-        result = []
-        re_match_all(YEAR_REGEX, password) do |match|
-          match.pattern = 'year'
-          result << match
-        end
-        result
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/math.rb b/lib/zxcvbn/math.rb
deleted file mode 100644
index 035601e..0000000
--- a/lib/zxcvbn/math.rb
+++ /dev/null
@@ -1,54 +0,0 @@
-module Zxcvbn
-  module Math
-    def bruteforce_cardinality(password)
-      is_type_of = {}
-
-      password.each_byte do |ordinal|
-        case ordinal
-        when (48..57)
-          is_type_of['digits'] = true
-        when (65..90)
-          is_type_of['upper'] = true
-        when (97..122)
-          is_type_of['lower'] = true
-        else
-          is_type_of['symbols'] = true
-        end
-      end
-
-      cardinality = 0
-      cardinality += 10 if is_type_of['digits']
-      cardinality += 26 if is_type_of['upper']
-      cardinality += 26 if is_type_of['lower']
-      cardinality += 33 if is_type_of['symbols']
-      cardinality
-    end
-
-    def lg(n)
-      ::Math.log(n, 2)
-    end
-
-    def nCk(n, k)
-      return 0 if k > n
-      return 1 if k == 0
-      r = 1
-      (1..k).each do |d|
-        r = r * n
-        r = r / d
-        n -= 1
-      end
-      r
-    end
-
-    def average_degree_for_graph(graph_name)
-      graph = data.adjacency_graphs[graph_name]
-      degrees = graph.map { |_, neighbors| neighbors.compact.size }
-      sum = degrees.inject(0, :+)
-      sum.to_f / graph.size
-    end
-
-    def starting_positions_for_graph(graph_name)
-      data.adjacency_graphs[graph_name].length
-    end
-  end
-end
diff --git a/lib/zxcvbn/omnimatch.rb b/lib/zxcvbn/omnimatch.rb
deleted file mode 100644
index 5d9b301..0000000
--- a/lib/zxcvbn/omnimatch.rb
+++ /dev/null
@@ -1,55 +0,0 @@
-require 'zxcvbn/dictionary_ranker'
-require 'zxcvbn/matchers/dictionary'
-require 'zxcvbn/matchers/l33t'
-require 'zxcvbn/matchers/spatial'
-require 'zxcvbn/matchers/digits'
-require 'zxcvbn/matchers/repeat'
-require 'zxcvbn/matchers/sequences'
-require 'zxcvbn/matchers/year'
-require 'zxcvbn/matchers/date'
-
-module Zxcvbn
-  class Omnimatch
-    def initialize(data)
-      @data = data
-      @matchers = build_matchers
-    end
-
-    def matches(password, user_inputs = [])
-      matchers = @matchers + user_input_matchers(user_inputs)
-      matchers.map do |matcher|
-        matcher.matches(password)
-      end.inject(&:+)
-    end
-
-    private
-
-    def user_input_matchers(user_inputs)
-      return [] unless user_inputs.any?
-      user_ranked_dictionary = DictionaryRanker.rank_dictionary(user_inputs)
-      dictionary_matcher = Matchers::Dictionary.new('user_inputs', user_ranked_dictionary)
-      l33t_matcher = Matchers::L33t.new([dictionary_matcher])
-      [dictionary_matcher, l33t_matcher]
-    end
-
-
-    def build_matchers
-      matchers = []
-      dictionary_matchers = @data.ranked_dictionaries.map do |name, dictionary|
-        Matchers::Dictionary.new(name, dictionary)
-      end
-      l33t_matcher = Matchers::L33t.new(dictionary_matchers)
-      matchers += dictionary_matchers
-      matchers += [
-        l33t_matcher,
-        Matchers::Spatial.new(@data.adjacency_graphs),
-        Matchers::Digits.new,
-        Matchers::Repeat.new,
-        Matchers::Sequences.new,
-        Matchers::Year.new,
-        Matchers::Date.new
-      ]
-      matchers
-    end
-  end
-end
diff --git a/lib/zxcvbn/password_strength.rb b/lib/zxcvbn/password_strength.rb
deleted file mode 100644
index 1c78944..0000000
--- a/lib/zxcvbn/password_strength.rb
+++ /dev/null
@@ -1,23 +0,0 @@
-require 'benchmark'
-require 'zxcvbn/omnimatch'
-require 'zxcvbn/scorer'
-
-module Zxcvbn
-  class PasswordStrength
-    def initialize(data)
-      @omnimatch = Omnimatch.new(data)
-      @scorer = Scorer.new(data)
-    end
-
-    def test(password, user_inputs = [])
-      password = password || ''
-      result = nil
-      calc_time = Benchmark.realtime do
-        matches = @omnimatch.matches(password, user_inputs)
-        result = @scorer.minimum_entropy_match_sequence(password, matches)
-      end
-      result.calc_time = calc_time
-      result
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/score.rb b/lib/zxcvbn/score.rb
deleted file mode 100644
index 2a69847..0000000
--- a/lib/zxcvbn/score.rb
+++ /dev/null
@@ -1,15 +0,0 @@
-module Zxcvbn
-  class Score
-    attr_accessor :entropy, :crack_time, :crack_time_display, :score, :pattern,
-                  :match_sequence, :password, :calc_time
-
-    def initialize(options = {})
-      @entropy            = options[:entropy]
-      @crack_time         = options[:crack_time]
-      @crack_time_display = options[:crack_time_display]
-      @score              = options[:score]
-      @match_sequence     = options[:match_sequence]
-      @password           = options[:password]
-    end
-  end
-end
\ No newline at end of file
diff --git a/lib/zxcvbn/scorer.rb b/lib/zxcvbn/scorer.rb
deleted file mode 100644
index be62de3..0000000
--- a/lib/zxcvbn/scorer.rb
+++ /dev/null
@@ -1,102 +0,0 @@
-require 'zxcvbn/entropy'
-require 'zxcvbn/crack_time'
-require 'zxcvbn/score'
-require 'zxcvbn/match'
-
-module Zxcvbn
-  class Scorer
-    def initialize(data)
-      @data = data
-    end
-
-    attr_reader :data
-
-    include Entropy
-    include CrackTime
-
-    def minimum_entropy_match_sequence(password, matches)
-      bruteforce_cardinality = bruteforce_cardinality(password) # e.g. 26 for lowercase
-      up_to_k = []      # minimum entropy up to k.
-      backpointers = [] # for the optimal sequence of matches up to k, holds the final match (match.j == k). null means the sequence ends w/ a brute-force character.
-      (0...password.length).each do |k|
-        # starting scenario to try and beat: adding a brute-force character to the minimum entropy sequence at k-1.
-        previous_k_entropy = k > 0 ? up_to_k[k-1] : 0
-        up_to_k[k] = previous_k_entropy + lg(bruteforce_cardinality)
-        backpointers[k] = nil
-        matches.select do |match|
-          match.j == k
-        end.each do |match|
-          i, j = match.i, match.j
-          # see if best entropy up to i-1 + entropy of this match is less than the current minimum at j.
-          previous_i_entropy = i > 0 ? up_to_k[i-1] : 0
-          candidate_entropy = previous_i_entropy + calc_entropy(match)
-          if up_to_k[j] && candidate_entropy < up_to_k[j]
-            up_to_k[j] = candidate_entropy
-            backpointers[j] = match
-          end
-        end
-      end
-
-      # walk backwards and decode the best sequence
-      match_sequence = []
-      k = password.length - 1
-      while k >= 0
-        match = backpointers[k]
-        if match
-          match_sequence.unshift match
-          k = match.i - 1
-        else
-          k -= 1
-        end
-      end
-
-      match_sequence = pad_with_bruteforce_matches(match_sequence, password, bruteforce_cardinality)
-      score_for(password, match_sequence, up_to_k)
-    end
-
-    def score_for password, match_sequence, up_to_k
-      min_entropy = up_to_k[password.length - 1] || 0  # or 0 corner case is for an empty password ''
-      crack_time = entropy_to_crack_time(min_entropy)
-
-      # final result object
-      Score.new(
-        :password => password,
-        :entropy => min_entropy.round(3),
-        :match_sequence => match_sequence,
-        :crack_time => crack_time.round(3),
-        :crack_time_display => display_time(crack_time),
-        :score => crack_time_to_score(crack_time)
-      )
-    end
-
-
-    def pad_with_bruteforce_matches(match_sequence, password, bruteforce_cardinality)
-      k = 0
-      match_sequence_copy = []
-      match_sequence.each do |match|
-        if match.i > k
-          match_sequence_copy << make_bruteforce_match(password, k, match.i - 1, bruteforce_cardinality)
-        end
-        k = match.j + 1
-        match_sequence_copy << match
-      end
-      if k < password.length
-        match_sequence_copy << make_bruteforce_match(password, k, password.length - 1, bruteforce_cardinality)
-      end
-      match_sequence_copy
-    end
-    # fill in the blanks between pattern matches with bruteforce "matches"
-    # that way the match sequence fully covers the password:
-    # match1.j == match2.i - 1 for every adjacent match1, match2.
-    def make_bruteforce_match(password, i, j, bruteforce_cardinality)
-      Match.new(
-        :pattern => 'bruteforce',
-        :i => i,
-        :j => j,
-        :token => password[i..j],
-        :entropy => lg(bruteforce_cardinality ** (j - i + 1)),
-        :cardinality => bruteforce_cardinality
-      )
-    end
-  end
-end
diff --git a/lib/zxcvbn/tester.rb b/lib/zxcvbn/tester.rb
index 3e220d3..6482825 100644
--- a/lib/zxcvbn/tester.rb
+++ b/lib/zxcvbn/tester.rb
@@ -1,35 +1,15 @@
-require 'zxcvbn/data'
-require 'zxcvbn/password_strength'
-
 module Zxcvbn
-  # Allows you to test the strength of multiple passwords without reading and
-  # parsing the dictionary data from disk each test. Dictionary data is read
-  # once from disk and stored in memory for the life of the Tester object.
-  #
-  # Example:
-  #
-  #   tester = Zxcvbn::Tester.new
-  #
-  #   tester.add_word_lists("custom" => ["words"])
-  #
-  #   tester.test("password 1")
-  #   tester.test("password 2")
-  #   tester.test("password 3")
+  require "execjs"
+
   class Tester
     def initialize
-      @data = Data.new
+      src = File.open("./data/zxcvbn.js", 'r').read
+      @context = ExecJS.compile(src)
     end
 
     def test(password, user_inputs = [])
-      PasswordStrength.new(@data).test(password, user_inputs)
-    end
-
-    def add_word_lists(lists)
-      lists.each_pair {|name, words| @data.add_word_list(name, words)}
-    end
-
-    def inspect
-      "#<#{self.class}:0x#{self.__id__.to_s(16)}>"
+      result = @context.eval("zxcvbn(#{password.to_json}, #{user_inputs.to_json})")
+      OpenStruct.new(result)
     end
   end
 end
diff --git a/spec/dictionary_ranker_spec.rb b/spec/dictionary_ranker_spec.rb
deleted file mode 100644
index bef58ff..0000000
--- a/spec/dictionary_ranker_spec.rb
+++ /dev/null
@@ -1,12 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::DictionaryRanker do
-  describe '.rank_dictionaries' do
-    it 'ranks word lists' do
-      result = Zxcvbn::DictionaryRanker.rank_dictionaries({:test => ['ABC', 'def'],
-                                                           :test2 => ['def', 'ABC']})
-      result[:test].should eq({'abc' => 1, 'def' => 2})
-      result[:test2].should eq({'def' => 1, 'abc' => 2})
-    end
-  end
-end
diff --git a/spec/matchers/date_spec.rb b/spec/matchers/date_spec.rb
deleted file mode 100644
index dc5d5bb..0000000
--- a/spec/matchers/date_spec.rb
+++ /dev/null
@@ -1,109 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Date do
-  let(:matcher) { subject }
-
-  {
-    ' ' => 'testing02 12 1997',
-    '-' => 'testing02-12-1997',
-    '/' => 'testing02/12/1997',
-    '\\' => 'testing02\12\1997',
-    '_' => 'testing02_12_1997',
-    '.' => 'testing02.12.1997'
-  }.each do |separator, password|
-    context "with #{separator} seperator" do
-      let(:matches) { matcher.matches(password) }
-
-      it 'finds matches' do
-        matches.should_not be_empty
-      end
-
-      it 'finds the correct matches' do
-        matches.count.should eq 1
-        matches[0].token.should eq %w[ 02 12 1997 ].join(separator)
-        matches[0].separator.should eq separator
-        matches[0].day.should eq 2
-        matches[0].month.should eq 12
-        matches[0].year.should eq 1997
-      end
-    end
-  end
-
-  # context 'without separator' do
-  #   context '5 digit date' do
-  #     let(:matches) { matcher.matches('13192boo') }
-
-  #     it 'finds matches' do
-  #       matches.should_not be_empty
-  #     end
-
-  #     it 'finds the correct matches' do
-  #       matches.count.should eq 2
-  #       matches[0].token.should eq '13192'
-  #       matches[0].separator.should eq ''
-  #       matches[0].day.should eq 13
-  #       matches[0].month.should eq 1
-  #       matches[0].year.should eq 1992
-
-  #       matches[1].token.should eq '13192'
-  #       matches[1].separator.should eq ''
-  #       matches[1].day.should eq 31
-  #       matches[1].month.should eq 1
-  #       matches[1].year.should eq 1992
-  #     end
-  #   end
-  # end
-
-  # describe '#extract_dates' do
-  #   {
-  #     '1234' => [
-  #       {:year => 2012, :month => 3, :day => 4},
-  #       {:year => 1934, :month => 2, :day => 1},
-  #       {:year => 1934, :month => 1, :day => 2}
-  #     ],
-  #     '12345' => [
-  #       {:year => 1945, :month => 3, :day => 12},
-  #       {:year => 1945, :month => 12, :day => 3},
-  #       {:year => 1945, :month => 1, :day => 23}
-  #     ],
-  #     '54321' => [
-  #       {:year => 1954, :month => 3, :day => 21}
-  #     ],
-  #     '151290' => [
-  #       {:year => 1990, :month => 12, :day => 15}
-  #     ],
-  #     '901215' => [
-  #       {:year => 1990, :month => 12, :day => 15}
-  #     ],
-  #     '1511990' => [
-  #       {:year => 1990, :month => 1, :day => 15}
-  #     ]
-  #   }.each do |token, expected_candidates|
-  #     it "finds the correct candidates for #{token}" do
-  #       matcher.extract_dates(token).should match_array expected_candidates
-  #     end
-  #   end
-  # end
-
-  # describe '#expand_year' do
-  #   {
-  #     12 => 2012,
-  #     01 => 2001,
-  #     15 => 2015,
-  #     19 => 2019,
-  #     20 => 1920
-  #   }.each do |small, expanded|
-  #     it "expands #{small} to #{expanded}" do
-  #       matcher.expand_year(small).should eq expanded
-  #     end
-  #   end
-  # end
-
-  context 'invalid date' do
-    let(:matches) { matcher.matches('testing0.x.1997') }
-
-    it 'doesnt match' do
-      matches.should be_empty
-    end
-  end
-end
\ No newline at end of file
diff --git a/spec/matchers/dictionary_spec.rb b/spec/matchers/dictionary_spec.rb
deleted file mode 100644
index f0a649c..0000000
--- a/spec/matchers/dictionary_spec.rb
+++ /dev/null
@@ -1,19 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Dictionary do
-  let(:matcher) { described_class.new('us_tv_and_film', dictionary) }
-  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['us_tv_and_film'] }
-
-  it 'finds all the matches' do
-    matches = matcher.matches('whatisinit')
-    matches.count.should == 14
-    expected_matches = ['wha', 'what', 'ha', 'hat', 'a', 'at', 'tis', 'i', 'is',
-                       'sin', 'i', 'in', 'i', 'it']
-    matches.map(&:matched_word).should == expected_matches
-  end
-
-  it 'matches uppercase' do
-    matcher = described_class.new('user_inputs', Zxcvbn::DictionaryRanker.rank_dictionary(['test','AB10CD']))
-    matcher.matches('AB10CD').should_not be_empty
-  end
-end
diff --git a/spec/matchers/digits_spec.rb b/spec/matchers/digits_spec.rb
deleted file mode 100644
index 0ed6ecb..0000000
--- a/spec/matchers/digits_spec.rb
+++ /dev/null
@@ -1,15 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Digits do
-  let(:matcher) { subject }
-  let(:matches) { matcher.matches('testing1239xx9712') }
-
-  it 'sets the pattern name' do
-    matches.all? { |m| m.pattern == 'digits' }.should eql(true)
-  end
-
-  it 'finds the correct matches' do
-    matches.count.should == 2
-    matches[0].token.should eq '1239'
-  end
-end
\ No newline at end of file
diff --git a/spec/matchers/l33t_spec.rb b/spec/matchers/l33t_spec.rb
deleted file mode 100644
index f0b179f..0000000
--- a/spec/matchers/l33t_spec.rb
+++ /dev/null
@@ -1,85 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::L33t do
-  let(:matcher) { described_class.new([dictionary_matcher]) }
-  let(:dictionary) { Zxcvbn::Data.new.ranked_dictionaries['us_tv_and_film'] }
-  let(:dictionary_matcher) { Zxcvbn::Matchers::Dictionary.new('us_tv_and_film', dictionary) }
-
-  describe '#relevant_l33t_substitutions' do
-    it 'returns relevant l33t substitutions' do
-      matcher.relevent_l33t_subtable('p@ssw1rd24').should eq(
-        {'a' => ['4', '@'], 'i' => ['1'], 'l' => ['1'], 'z' => ['2']}
-      )
-    end
-  end
-
-  describe 'possible l33t substitutions' do
-    context 'with 2 possible substitutions' do
-      it 'returns the correct possible substitutions' do
-        substitutions = {'a' => ['@'], 'i' => ['1']}
-        matcher.l33t_subs(substitutions).should match_array([
-          {'@' => 'a', '1' => 'i'}
-        ])
-      end
-
-      it 'returns the correct possible substitutions with multiple options' do
-        substitutions = {'a' => ['@', '4'], 'i' => ['1']}
-        matcher.l33t_subs(substitutions).should match_array([
-          {'@' => 'a', '1' => 'i'},
-          {'4' => 'a', '1' => 'i'}
-        ])
-      end
-    end
-
-    context 'with 3 possible substitutions' do
-      it 'returns the correct possible substitutions' do
-        substitutions = {'a' => ['@'], 'i' => ['1'], 'z' => ['3']}
-        matcher.l33t_subs(substitutions).should match_array([
-          {'@' => 'a', '1' => 'i', '3' => 'z'}
-        ])
-      end
-    end
-
-    context 'with 4 possible substitutions' do
-      it 'returns the correct possible substitutions' do
-        substitutions = {'a' => ['@'], 'i' => ['1'], 'z' => ['3'], 'b' => ['8']}
-        matcher.l33t_subs(substitutions).should match_array([
-          {'@' => 'a', '1' => 'i', '3' => 'z', '8' => 'b'}
-        ])
-      end
-    end
-  end
-
-  describe '#matches' do
-    let(:matches) { matcher.matches('p@ssword') }
-    # it doesn't match on 'password' because that's not in the us_tv_and_film
-    # dictionary/frequency list
-
-    it 'finds the correct matches' do
-      matches.map(&:matched_word).should eq([
-        'pas',
-        'a',
-        'as',
-        'ass'
-      ])
-    end
-
-    it 'sets the token correctly on those matches' do
-      matches.map(&:token).should eq([
-        'p@s',
-        '@',
-        '@s',
-        '@ss'
-      ])
-    end
-
-    it 'sets the substituions used' do
-      matches.map(&:sub).should eq([
-        {'@' => 'a'},
-        {'@' => 'a'},
-        {'@' => 'a'},
-        {'@' => 'a'}
-      ])
-    end
-  end
-end
diff --git a/spec/matchers/repeat_spec.rb b/spec/matchers/repeat_spec.rb
deleted file mode 100644
index 9a19b5b..0000000
--- a/spec/matchers/repeat_spec.rb
+++ /dev/null
@@ -1,18 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Repeat do
-  let(:matcher) { subject }
-  let(:matches) { matcher.matches('bbbbbtestingaaa') }
-
-  it 'sets the pattern name' do
-    matches.all? { |m| m.pattern == 'repeat' }.should eql(true)
-  end
-
-  it 'finds the repeated patterns' do
-    matches.count.should eq 2
-    matches[0].token.should eq 'bbbbb'
-    matches[0].repeated_char.should eq 'b'
-    matches[1].token.should eq 'aaa'
-    matches[1].repeated_char.should eq 'a'
-  end
-end
\ No newline at end of file
diff --git a/spec/matchers/sequences_spec.rb b/spec/matchers/sequences_spec.rb
deleted file mode 100644
index 4126527..0000000
--- a/spec/matchers/sequences_spec.rb
+++ /dev/null
@@ -1,21 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Sequences do
-  let(:matcher) { subject }
-  let(:matches) { matcher.matches('abcde87654') }
-
-  it 'sets the pattern name' do
-    matches.all? { |m| m.pattern == 'sequence' }.should eql(true)
-  end
-
-  it 'finds the correct matches' do
-    matches.count.should == 2
-    matches[0].token.should eq 'abcde'
-    matches[1].token.should eq '87654'
-  end
-
-  it 'finds overlapping matches' do
-    matches = matcher.matches('abcba')
-    matches.map(&:token).should eq ['abc', 'cba']
-  end
-end
diff --git a/spec/matchers/spatial_spec.rb b/spec/matchers/spatial_spec.rb
deleted file mode 100644
index 84fa504..0000000
--- a/spec/matchers/spatial_spec.rb
+++ /dev/null
@@ -1,20 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Spatial do
-  let(:matcher) { Zxcvbn::Matchers::Spatial.new(graphs) }
-  let(:graphs)  { Zxcvbn::Data.new.adjacency_graphs }
-
-  describe '#matches' do
-    let(:matches) { matcher.matches('rtyikm') }
-
-    it 'finds the correct of matches' do
-      matches.count.should eq 3
-      matches[0].token.should eq 'rty'
-      matches[0].graph.should eq 'qwerty'
-      matches[1].token.should eq 'ikm'
-      matches[1].graph.should eq 'qwerty'
-      matches[2].token.should eq 'yik'
-      matches[2].graph.should eq 'dvorak'
-    end
-  end
-end
\ No newline at end of file
diff --git a/spec/matchers/year_spec.rb b/spec/matchers/year_spec.rb
deleted file mode 100644
index ad8b5c3..0000000
--- a/spec/matchers/year_spec.rb
+++ /dev/null
@@ -1,15 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Matchers::Year do
-  let(:matcher) { subject }
-  let(:matches) { matcher.matches('testing1998') }
-
-  it 'sets the pattern name' do
-    matches.all? { |m| m.pattern == 'year' }.should eql(true)
-  end
-
-  it 'finds the correct matches' do
-    matches.count.should == 1
-    matches[0].token.should eq '1998'
-  end
-end
\ No newline at end of file
diff --git a/spec/omnimatch_spec.rb b/spec/omnimatch_spec.rb
deleted file mode 100644
index ba50e37..0000000
--- a/spec/omnimatch_spec.rb
+++ /dev/null
@@ -1,24 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Omnimatch do
-  before(:all) do
-    @omnimatch = described_class.new(Zxcvbn::Data.new)
-  end
-
-  def omnimatch(password)
-    @omnimatch.matches(password)
-  end
-
-  def js_omnimatch(password)
-    run_js(%'omnimatch("#{password}")')
-  end
-
-  TEST_PASSWORDS.each do |password|
-    it "gives back the same results for #{password}" do
-      js_results = js_omnimatch(password)
-      ruby_results = omnimatch(password)
-
-      ruby_results.should match_js_results js_results
-    end
-  end
-end
\ No newline at end of file
diff --git a/spec/scorer_spec.rb b/spec/scorer_spec.rb
deleted file mode 100644
index 4326c8e..0000000
--- a/spec/scorer_spec.rb
+++ /dev/null
@@ -1,5 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Scorer do
-
-end
\ No newline at end of file
diff --git a/spec/scoring/crack_time_spec.rb b/spec/scoring/crack_time_spec.rb
deleted file mode 100644
index 40f2c6f..0000000
--- a/spec/scoring/crack_time_spec.rb
+++ /dev/null
@@ -1,106 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::CrackTime do
-  include Zxcvbn::CrackTime
-
-  describe '#entropy_to_crack_time' do
-    specify do
-      entropy_to_crack_time(15.433976574415976).should eq 2.2134000000000014
-    end
-  end
-
-  describe '#crack_time_to_score' do
-    context 'crack time less than 10 to the power 2' do
-      it 'returns 0' do
-        crack_time_to_score(90).should eq 0
-      end
-    end
-
-    context 'crack time in between 10**2 and 10**4' do
-      it 'returns 1' do
-        crack_time_to_score(5000).should eq 1
-      end
-    end
-
-    context 'crack time in between 10**4 and 10**6' do
-      it 'returns 2' do
-        crack_time_to_score(500_000).should eq 2
-      end
-    end
-
-    context 'crack time in between 10**6 and 10**8' do
-      it 'returns 3' do
-        crack_time_to_score(50_000_000).should eq 3
-      end
-    end
-
-    context 'crack time above 10**8' do
-      it 'returns 4' do
-        crack_time_to_score(110_000_000).should eq 4
-      end
-    end
-  end
-
-  describe '#display_time' do
-    let(:minute_to_seconds)  { 60 }
-    let(:hour_to_seconds)    { minute_to_seconds * 60 }
-    let(:day_to_seconds)     { hour_to_seconds * 24 }
-    let(:month_to_seconds)   { day_to_seconds * 31 }
-    let(:year_to_seconds)    { month_to_seconds * 12 }
-    let(:century_to_seconds) { year_to_seconds * 100 }
-
-    context 'when less than a minute' do
-      it 'should return instant' do
-        [0, minute_to_seconds - 1].each do |seconds|
-          display_time(seconds).should eql 'instant'
-        end
-      end
-    end
-
-    context 'when less than an hour' do
-      it 'should return a readable time in minutes' do
-        [60, (hour_to_seconds - 1)].each do |seconds|
-          display_time(seconds).should =~ /[0-9]+ minutes$/
-        end
-      end
-    end
-
-    context 'when less than a day' do
-      it 'should return a readable time in hours' do
-        [hour_to_seconds, (day_to_seconds - 1)].each do |seconds|
-          display_time(seconds).should =~ /[0-9]+ hours$/
-        end
-      end
-    end
-
-    context 'when less than 31 days' do
-      it 'should return a readable time in days' do
-        [day_to_seconds, month_to_seconds - 1].each do |seconds|
-          display_time(seconds).should =~ /[0-9]+ days$/
-        end
-      end
-    end
-
-    context 'when less than 1 year' do
-      it 'should return a readable time in days' do
-        [month_to_seconds, (year_to_seconds - 1)].each do |seconds|
-          display_time(seconds).should =~ /[0-9]+ months$/
-        end
-      end
-    end
-
-    context 'when less than a century' do
-      it 'should return a readable time in days' do
-        [year_to_seconds, (century_to_seconds - 1)].each do |seconds|
-          display_time(seconds).should =~ /[0-9]+ years$/
-        end
-      end
-    end
-
-    context 'when a century or more' do
-      it 'should return centuries' do
-        display_time(century_to_seconds).should eql 'centuries'
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/spec/scoring/entropy_spec.rb b/spec/scoring/entropy_spec.rb
deleted file mode 100644
index df02daf..0000000
--- a/spec/scoring/entropy_spec.rb
+++ /dev/null
@@ -1,216 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Entropy do
-  include Zxcvbn::Math
-
-  let(:entropy) {
-    Class.new do
-      include Zxcvbn::Entropy
-      def data
-        Zxcvbn::Data.new
-      end
-    end.new
-  }
-
-  describe '#repeat_entropy' do
-    it 'returns the correct value' do
-      match = Zxcvbn::Match.new(:token => '2222')
-      entropy.repeat_entropy(match).should eq 5.321928094887363
-    end
-  end
-
-  describe '#sequence_entropy' do
-    let(:match) { Zxcvbn::Match.new(:token => token, :ascending => true) }
-
-    {'a' => 'abcdefg', '1' => '1234567'}.each do |first_char, token|
-      context "when the first char is #{first_char}" do
-        let(:token) { token }
-
-        it 'returns the correct value' do
-          entropy.sequence_entropy(match).should eq 3.807354922057604
-        end
-      end
-    end
-
-    context 'when the first character is a digit' do
-      let(:token) { '23456' }
-
-      it 'returns the correct value' do
-        entropy.sequence_entropy(match).should eq 5.643856189774725
-      end
-    end
-
-    context 'when the first character is a lowercase letter' do
-      let(:token) { 'bcdef' }
-
-      it 'returns the correct value' do
-        entropy.sequence_entropy(match).should eq 7.022367813028454
-      end
-    end
-
-    context 'when the first character is an uppercase letter' do
-      let(:token) { 'BCDEF' }
-
-      it 'returns the correct value' do
-        entropy.sequence_entropy(match).should eq 8.022367813028454
-      end
-    end
-
-    context 'when the match is ascending' do
-      before { match.ascending = false }
-      let(:token) { 'bcdef' }
-
-      it 'returns the correct value' do
-        entropy.sequence_entropy(match).should eq 8.022367813028454
-      end
-    end
-  end
-
-  describe '#digits_entropy' do
-    it 'returns the correct value' do
-      match = Zxcvbn::Match.new(:token => '12345678')
-      entropy.digits_entropy(match).should eq 26.5754247590989
-    end
-  end
-
-  describe '#year_entropy' do
-    it 'returns the correct value' do
-      entropy.year_entropy(nil).should eq 6.894817763307944
-    end
-  end
-
-  describe '#date_entropy' do
-    context 'with a two digit year' do
-      it 'returns the correct value' do
-        match = Zxcvbn::Match.new(:year => 98)
-        entropy.date_entropy(match).should eq 15.183015000882756
-      end
-    end
-
-    context 'with a four digit year' do
-      it 'returns the correct value' do
-        match = Zxcvbn::Match.new(:year => 2012)
-        entropy.date_entropy(match).should eq 15.433976574415976
-      end
-    end
-
-    context 'with a separator' do
-      it 'returns the correct value' do
-        match = Zxcvbn::Match.new(:year => 2012, :separator => '/')
-        entropy.date_entropy(match).should eq 17.433976574415976
-      end
-    end
-  end
-
-  describe '#dictionary_entropy' do
-    let(:match) { Zxcvbn::Match.new(:token => token, :rank => rank, :l33t => l33t, :sub => sub) }
-    let(:l33t)  { false }
-    let(:sub)   { {} }
-    let(:calculated_entropy) { entropy.dictionary_entropy(match) }
-
-    context 'a simple dictionary word, all lower case and no l33t subs' do
-      let(:token) { 'you' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 0 }
-    end
-
-    context 'with all upper case characters' do
-      let(:token) { 'YOU' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 1 }
-    end
-
-    context 'starting with uppercase' do
-      let(:token) { 'You' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 1 }
-    end
-
-    context 'starting with uppercase' do
-      let(:token) { 'yoU' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 1 }
-    end
-
-    context 'mixed upper and lower' do
-      let(:token) { 'tEsTiNg' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 6 }
-    end
-
-    context 'starting with digits' do
-      let(:token) { '12345' }
-      let(:rank)  { 1 }
-
-      specify { calculated_entropy.should eq 0 }
-    end
-
-    context 'extra l33t entropy' do
-      let(:token) { 'p3rs0n' }
-      let(:rank)  { 1 }
-      let(:l33t)  { true }
-      let(:sub)   { {'3' => 'e', '0' => 'o'} }
-
-      specify { calculated_entropy.should eq 1 }
-    end
-  end
-
-  describe '#spatial_entropy' do
-    let(:match) { Zxcvbn::Match.new(:token => '123wsclf', :turns => 1) }
-
-    context 'when keyboard is qwerty' do
-      it 'should return the correct entropy' do
-        match.graph = 'qwerty'
-
-        entropy.spatial_entropy(match).should eql 11.562242424221074
-      end
-    end
-
-    context 'when keyboard is dvorak' do
-      it 'should return the correct entropy' do
-        match.graph = 'dvorak'
-
-        entropy.spatial_entropy(match).should eql 11.562242424221074
-      end
-    end
-
-    context 'when keyboard is not qwerty or dvorak' do
-      it 'should return the correct entropy' do
-        match.graph = 'keypad'
-
-        entropy.spatial_entropy(match).should eql 9.05528243550119
-      end
-    end
-
-    context 'when match includes several turns' do
-      it 'should return the correct entropy' do
-        match.turns = 5
-
-        entropy.spatial_entropy(match).should eql 21.761397858718993
-      end
-    end
-
-    context 'when match includes shifted count' do
-      it 'should return the correct entropy' do
-        match.shiffted_count = 5
-
-        entropy.spatial_entropy(match).should eql 9.05528243550119
-      end
-    end
-
-    context 'when match includes shifted count and several turns' do
-      it 'should return the correct entropy' do
-        match.shiffted_count = 5
-        match.turns          = 5
-
-        entropy.spatial_entropy(match).should eql 21.761397858718993
-      end
-    end
-  end
-
-end
\ No newline at end of file
diff --git a/spec/scoring/math_spec.rb b/spec/scoring/math_spec.rb
deleted file mode 100644
index 1dc969b..0000000
--- a/spec/scoring/math_spec.rb
+++ /dev/null
@@ -1,135 +0,0 @@
-require 'spec_helper'
-
-describe Zxcvbn::Math do
-  include Zxcvbn::Math
-
-  def data
-    Zxcvbn::Data.new
-  end
-
-  describe '#bruteforce_cardinality' do
-    context 'when empty password' do
-      it 'should return 0 if empty password' do
-        bruteforce_cardinality('').should eql 0
-      end
-    end
-
-    context 'when password is one character long' do
-      context 'and a digit' do
-        it 'should return 10' do
-          (0..9).each do |digit|
-            bruteforce_cardinality(digit.to_s).should eql 10
-          end
-        end
-      end
-
-      context 'and an upper case character' do
-        it 'should return 26' do
-          ('A'..'Z').each do |character|
-            bruteforce_cardinality(character).should eql 26
-          end
-        end
-      end
-
-      context 'and a lower case character' do
-        it 'should return 26' do
-          ('a'..'z').each do |character|
-            bruteforce_cardinality(character).should eql 26
-          end
-        end
-      end
-
-      context 'and a symbol' do
-        it 'should return 33' do
-          %w|/ [ ` {|.each do |symbol|
-            bruteforce_cardinality(symbol).should eql 33
-          end
-        end
-      end
-    end
-
-    context 'when password is more than one character long' do
-      context 'and only digits' do
-        it 'should return 10' do
-          bruteforce_cardinality('123456789').should eql 10
-        end
-      end
-
-      context 'and only lowercase characters' do
-        it 'should return 26' do
-          bruteforce_cardinality('password').should eql 26
-        end
-      end
-
-      context 'and only uppercase characters' do
-        it 'should return 26' do
-          bruteforce_cardinality('PASSWORD').should eql 26
-        end
-      end
-
-      context 'and only symbols' do
-        it 'should return 33' do
-          bruteforce_cardinality('/ [ ` {').should eql 33
-        end
-      end
-
-      context 'and a mixed of character types' do
-        it 'should add up every character type cardinality' do
-          bruteforce_cardinality('p1SsWorD!').should eql 95
-        end
-      end
-    end
-  end
-
-  describe '#average_degree_for_graph' do
-    context 'when keyboard is qwerty' do
-      it 'returns the correct average degree over all keys' do
-        average_degree_for_graph('qwerty').should eql 4.595744680851064
-      end
-    end
-
-    context 'when keyboard is dvorak' do
-      it 'returns the correct average degree over all keys' do
-        average_degree_for_graph('dvorak').should eql 4.595744680851064
-      end
-    end
-
-    context 'when keyboard is keypad' do
-      it 'returns the correct average degree over all keys' do
-        average_degree_for_graph('keypad').should eql 5.066666666666666
-      end
-    end
-
-    context 'when keyboard is mac keypad' do
-      it 'returns the correct average degree over all keys' do
-        average_degree_for_graph('mac_keypad').should eql 5.25
-      end
-    end
-  end
-
-  describe '#starting_positions_for_graph' do
-    context 'when keyboard is qwerty' do
-      it 'returns the correct average degree over all keys' do
-        starting_positions_for_graph('qwerty').should eql 94
-      end
-    end
-
-    context 'when keyboard is dvorak' do
-      it 'returns the correct average degree over all keys' do
-        starting_positions_for_graph('dvorak').should eql 94
-      end
-    end
-
-    context 'when keyboard is keypad' do
-      it 'returns the correct average degree over all keys' do
-        starting_positions_for_graph('keypad').should eql 15
-      end
-    end
-
-    context 'when keyboard is mac keypad' do
-      it 'returns the correct average degree over all keys' do
-        starting_positions_for_graph('mac_keypad').should eql 16
-      end
-    end
-  end
-end
\ No newline at end of file
diff --git a/spec/spec_helper.rb b/spec/spec_helper.rb
index a8264b1..e5efcc5 100644
--- a/spec/spec_helper.rb
+++ b/spec/spec_helper.rb
@@ -50,5 +50,7 @@
 
   'eheuczkqyq',
   'rWibMFACxAUGZmxhVncy',
-  'Ba9ZyWABu99[BK#6MBgbH88Tofv)vs$w'
-]
\ No newline at end of file
+  'Ba9ZyWABu99[BK#6MBgbH88Tofv)vs$w',
+  'qwER43@!',
+  'Obama!123'
+]
diff --git a/spec/support/js_source/adjacency_graphs.js b/spec/support/js_source/adjacency_graphs.js
deleted file mode 100644
index 2f0b8bf..0000000
--- a/spec/support/js_source/adjacency_graphs.js
+++ /dev/null
@@ -1,8 +0,0 @@
-var qwerty = {"!": ["`~", null, null, "2@", "qQ", null], "\"": [";:", "[{", "]}", null, null, "/?"], "#": ["2@", null, null, "4$", "eE", "wW"], "$": ["3#", null, null, "5%", "rR", "eE"], "%": ["4$", null, null, "6^", "tT", "rR"], "&": ["6^", null, null, "8*", "uU", "yY"], "'": [";:", "[{", "]}", null, null, "/?"], "(": ["8*", null, null, "0)", "oO", "iI"], ")": ["9(", null, null, "-_", "pP", "oO"], "*": ["7&", null, null, "9(", "iI", "uU"], "+": ["-_", null, null, null, "]}", "[{"], ",": ["mM", "kK", "lL", ".>", null, null], "-": ["0)", null, null, "=+", "[{", "pP"], ".": [",<", "lL", ";:", "/?", null, null], "/": [".>", ";:", "'\"", null, null, null], "0": ["9(", null, null, "-_", "pP", "oO"], "1": ["`~", null, null, "2@", "qQ", null], "2": ["1!", null, null, "3#", "wW", "qQ"], "3": ["2@", null, null, "4$", "eE", "wW"], "4": ["3#", null, null, "5%", "rR", "eE"], "5": ["4$", null, null, "6^", "tT", "rR"], "6": ["5%", null, null, "7&", "yY", "tT"], "7": ["6^", null, null, "8*", "uU", "yY"], "8": ["7&", null, null, "9(", "iI", "uU"], "9": ["8*", null, null, "0)", "oO", "iI"], ":": ["lL", "pP", "[{", "'\"", "/?", ".>"], ";": ["lL", "pP", "[{", "'\"", "/?", ".>"], "<": ["mM", "kK", "lL", ".>", null, null], "=": ["-_", null, null, null, "]}", "[{"], ">": [",<", "lL", ";:", "/?", null, null], "?": [".>", ";:", "'\"", null, null, null], "@": ["1!", null, null, "3#", "wW", "qQ"], "A": [null, "qQ", "wW", "sS", "zZ", null], "B": ["vV", "gG", "hH", "nN", null, null], "C": ["xX", "dD", "fF", "vV", null, null], "D": ["sS", "eE", "rR", "fF", "cC", "xX"], "E": ["wW", "3#", "4$", "rR", "dD", "sS"], "F": ["dD", "rR", "tT", "gG", "vV", "cC"], "G": ["fF", "tT", "yY", "hH", "bB", "vV"], "H": ["gG", "yY", "uU", "jJ", "nN", "bB"], "I": ["uU", "8*", "9(", "oO", "kK", "jJ"], "J": ["hH", "uU", "iI", "kK", "mM", "nN"], "K": ["jJ", "iI", "oO", "lL", ",<", "mM"], "L": ["kK", "oO", "pP", ";:", ".>", ",<"], "M": ["nN", "jJ", "kK", ",<", null, null], "N": ["bB", "hH", "jJ", "mM", null, null], "O": ["iI", "9(", "0)", "pP", "lL", "kK"], "P": ["oO", "0)", "-_", "[{", ";:", "lL"], "Q": [null, "1!", "2@", "wW", "aA", null], "R": ["eE", "4$", "5%", "tT", "fF", "dD"], "S": ["aA", "wW", "eE", "dD", "xX", "zZ"], "T": ["rR", "5%", "6^", "yY", "gG", "fF"], "U": ["yY", "7&", "8*", "iI", "jJ", "hH"], "V": ["cC", "fF", "gG", "bB", null, null], "W": ["qQ", "2@", "3#", "eE", "sS", "aA"], "X": ["zZ", "sS", "dD", "cC", null, null], "Y": ["tT", "6^", "7&", "uU", "hH", "gG"], "Z": [null, "aA", "sS", "xX", null, null], "[": ["pP", "-_", "=+", "]}", "'\"", ";:"], "\\": ["]}", null, null, null, null, null], "]": ["[{", "=+", null, "\\|", null, "'\""], "^": ["5%", null, null, "7&", "yY", "tT"], "_": ["0)", null, null, "=+", "[{", "pP"], "`": [null, null, null, "1!", null, null], "a": [null, "qQ", "wW", "sS", "zZ", null], "b": ["vV", "gG", "hH", "nN", null, null], "c": ["xX", "dD", "fF", "vV", null, null], "d": ["sS", "eE", "rR", "fF", "cC", "xX"], "e": ["wW", "3#", "4$", "rR", "dD", "sS"], "f": ["dD", "rR", "tT", "gG", "vV", "cC"], "g": ["fF", "tT", "yY", "hH", "bB", "vV"], "h": ["gG", "yY", "uU", "jJ", "nN", "bB"], "i": ["uU", "8*", "9(", "oO", "kK", "jJ"], "j": ["hH", "uU", "iI", "kK", "mM", "nN"], "k": ["jJ", "iI", "oO", "lL", ",<", "mM"], "l": ["kK", "oO", "pP", ";:", ".>", ",<"], "m": ["nN", "jJ", "kK", ",<", null, null], "n": ["bB", "hH", "jJ", "mM", null, null], "o": ["iI", "9(", "0)", "pP", "lL", "kK"], "p": ["oO", "0)", "-_", "[{", ";:", "lL"], "q": [null, "1!", "2@", "wW", "aA", null], "r": ["eE", "4$", "5%", "tT", "fF", "dD"], "s": ["aA", "wW", "eE", "dD", "xX", "zZ"], "t": ["rR", "5%", "6^", "yY", "gG", "fF"], "u": ["yY", "7&", "8*", "iI", "jJ", "hH"], "v": ["cC", "fF", "gG", "bB", null, null], "w": ["qQ", "2@", "3#", "eE", "sS", "aA"], "x": ["zZ", "sS", "dD", "cC", null, null], "y": ["tT", "6^", "7&", "uU", "hH", "gG"], "z": [null, "aA", "sS", "xX", null, null], "{": ["pP", "-_", "=+", "]}", "'\"", ";:"], "|": ["]}", null, null, null, null, null], "}": ["[{", "=+", null, "\\|", null, "'\""], "~": [null, null, null, "1!", null, null]};
-
-var dvorak = {"!": ["`~", null, null, "2@", "'\"", null], "\"": [null, "1!", "2@", ",<", "aA", null], "#": ["2@", null, null, "4$", ".>", ",<"], "$": ["3#", null, null, "5%", "pP", ".>"], "%": ["4$", null, null, "6^", "yY", "pP"], "&": ["6^", null, null, "8*", "gG", "fF"], "'": [null, "1!", "2@", ",<", "aA", null], "(": ["8*", null, null, "0)", "rR", "cC"], ")": ["9(", null, null, "[{", "lL", "rR"], "*": ["7&", null, null, "9(", "cC", "gG"], "+": ["/?", "]}", null, "\\|", null, "-_"], ",": ["'\"", "2@", "3#", ".>", "oO", "aA"], "-": ["sS", "/?", "=+", null, null, "zZ"], ".": [",<", "3#", "4$", "pP", "eE", "oO"], "/": ["lL", "[{", "]}", "=+", "-_", "sS"], "0": ["9(", null, null, "[{", "lL", "rR"], "1": ["`~", null, null, "2@", "'\"", null], "2": ["1!", null, null, "3#", ",<", "'\""], "3": ["2@", null, null, "4$", ".>", ",<"], "4": ["3#", null, null, "5%", "pP", ".>"], "5": ["4$", null, null, "6^", "yY", "pP"], "6": ["5%", null, null, "7&", "fF", "yY"], "7": ["6^", null, null, "8*", "gG", "fF"], "8": ["7&", null, null, "9(", "cC", "gG"], "9": ["8*", null, null, "0)", "rR", "cC"], ":": [null, "aA", "oO", "qQ", null, null], ";": [null, "aA", "oO", "qQ", null, null], "<": ["'\"", "2@", "3#", ".>", "oO", "aA"], "=": ["/?", "]}", null, "\\|", null, "-_"], ">": [",<", "3#", "4$", "pP", "eE", "oO"], "?": ["lL", "[{", "]}", "=+", "-_", "sS"], "@": ["1!", null, null, "3#", ",<", "'\""], "A": [null, "'\"", ",<", "oO", ";:", null], "B": ["xX", "dD", "hH", "mM", null, null], "C": ["gG", "8*", "9(", "rR", "tT", "hH"], "D": ["iI", "fF", "gG", "hH", "bB", "xX"], "E": ["oO", ".>", "pP", "uU", "jJ", "qQ"], "F": ["yY", "6^", "7&", "gG", "dD", "iI"], "G": ["fF", "7&", "8*", "cC", "hH", "dD"], "H": ["dD", "gG", "cC", "tT", "mM", "bB"], "I": ["uU", "yY", "fF", "dD", "xX", "kK"], "J": ["qQ", "eE", "uU", "kK", null, null], "K": ["jJ", "uU", "iI", "xX", null, null], "L": ["rR", "0)", "[{", "/?", "sS", "nN"], "M": ["bB", "hH", "tT", "wW", null, null], "N": ["tT", "rR", "lL", "sS", "vV", "wW"], "O": ["aA", ",<", ".>", "eE", "qQ", ";:"], "P": [".>", "4$", "5%", "yY", "uU", "eE"], "Q": [";:", "oO", "eE", "jJ", null, null], "R": ["cC", "9(", "0)", "lL", "nN", "tT"], "S": ["nN", "lL", "/?", "-_", "zZ", "vV"], "T": ["hH", "cC", "rR", "nN", "wW", "mM"], "U": ["eE", "pP", "yY", "iI", "kK", "jJ"], "V": ["wW", "nN", "sS", "zZ", null, null], "W": ["mM", "tT", "nN", "vV", null, null], "X": ["kK", "iI", "dD", "bB", null, null], "Y": ["pP", "5%", "6^", "fF", "iI", "uU"], "Z": ["vV", "sS", "-_", null, null, null], "[": ["0)", null, null, "]}", "/?", "lL"], "\\": ["=+", null, null, null, null, null], "]": ["[{", null, null, null, "=+", "/?"], "^": ["5%", null, null, "7&", "fF", "yY"], "_": ["sS", "/?", "=+", null, null, "zZ"], "`": [null, null, null, "1!", null, null], "a": [null, "'\"", ",<", "oO", ";:", null], "b": ["xX", "dD", "hH", "mM", null, null], "c": ["gG", "8*", "9(", "rR", "tT", "hH"], "d": ["iI", "fF", "gG", "hH", "bB", "xX"], "e": ["oO", ".>", "pP", "uU", "jJ", "qQ"], "f": ["yY", "6^", "7&", "gG", "dD", "iI"], "g": ["fF", "7&", "8*", "cC", "hH", "dD"], "h": ["dD", "gG", "cC", "tT", "mM", "bB"], "i": ["uU", "yY", "fF", "dD", "xX", "kK"], "j": ["qQ", "eE", "uU", "kK", null, null], "k": ["jJ", "uU", "iI", "xX", null, null], "l": ["rR", "0)", "[{", "/?", "sS", "nN"], "m": ["bB", "hH", "tT", "wW", null, null], "n": ["tT", "rR", "lL", "sS", "vV", "wW"], "o": ["aA", ",<", ".>", "eE", "qQ", ";:"], "p": [".>", "4$", "5%", "yY", "uU", "eE"], "q": [";:", "oO", "eE", "jJ", null, null], "r": ["cC", "9(", "0)", "lL", "nN", "tT"], "s": ["nN", "lL", "/?", "-_", "zZ", "vV"], "t": ["hH", "cC", "rR", "nN", "wW", "mM"], "u": ["eE", "pP", "yY", "iI", "kK", "jJ"], "v": ["wW", "nN", "sS", "zZ", null, null], "w": ["mM", "tT", "nN", "vV", null, null], "x": ["kK", "iI", "dD", "bB", null, null], "y": ["pP", "5%", "6^", "fF", "iI", "uU"], "z": ["vV", "sS", "-_", null, null, null], "{": ["0)", null, null, "]}", "/?", "lL"], "|": ["=+", null, null, null, null, null], "}": ["[{", null, null, null, "=+", "/?"], "~": [null, null, null, "1!", null, null]};
-
-var keypad = {"*": ["/", null, null, null, "-", "+", "9", "8"], "+": ["9", "*", "-", null, null, null, null, "6"], "-": ["*", null, null, null, null, null, "+", "9"], ".": ["0", "2", "3", null, null, null, null, null], "/": [null, null, null, null, "*", "9", "8", "7"], "0": [null, "1", "2", "3", ".", null, null, null], "1": [null, null, "4", "5", "2", "0", null, null], "2": ["1", "4", "5", "6", "3", ".", "0", null], "3": ["2", "5", "6", null, null, null, ".", "0"], "4": [null, null, "7", "8", "5", "2", "1", null], "5": ["4", "7", "8", "9", "6", "3", "2", "1"], "6": ["5", "8", "9", "+", null, null, "3", "2"], "7": [null, null, null, "/", "8", "5", "4", null], "8": ["7", null, "/", "*", "9", "6", "5", "4"], "9": ["8", "/", "*", "-", "+", null, "6", "5"]};
-
-var mac_keypad = {"*": ["/", null, null, null, null, null, "-", "9"], "+": ["6", "9", "-", null, null, null, null, "3"], "-": ["9", "/", "*", null, null, null, "+", "6"], ".": ["0", "2", "3", null, null, null, null, null], "/": ["=", null, null, null, "*", "-", "9", "8"], "0": [null, "1", "2", "3", ".", null, null, null], "1": [null, null, "4", "5", "2", "0", null, null], "2": ["1", "4", "5", "6", "3", ".", "0", null], "3": ["2", "5", "6", "+", null, null, ".", "0"], "4": [null, null, "7", "8", "5", "2", "1", null], "5": ["4", "7", "8", "9", "6", "3", "2", "1"], "6": ["5", "8", "9", "-", "+", null, "3", "2"], "7": [null, null, null, "=", "8", "5", "4", null], "8": ["7", null, "=", "/", "9", "6", "5", "4"], "9": ["8", "=", "/", "*", "-", "+", "6", "5"], "=": [null, null, null, null, "/", "9", "8", "7"]};
-
diff --git a/spec/support/js_source/compiled.js b/spec/support/js_source/compiled.js
deleted file mode 100644
index b8220a1..0000000
--- a/spec/support/js_source/compiled.js
+++ /dev/null
@@ -1,1188 +0,0 @@
-// Generated by CoffeeScript 1.3.3
-var SEQUENCES, build_dict_matcher, build_ranked_dict, check_date, date_match, date_rx_year_prefix, date_rx_year_suffix, date_sep_match, date_without_sep_match, dictionary_match, digits_match, digits_rx, empty, enumerate_l33t_subs, extend, findall, l33t_match, l33t_table, omnimatch, relevent_l33t_subtable, repeat, repeat_match, sequence_match, spatial_match, spatial_match_helper, translate, year_match, year_rx;
-
-empty = function(obj) {
-  var k;
-  return ((function() {
-    var _results;
-    _results = [];
-    for (k in obj) {
-      _results.push(k);
-    }
-    return _results;
-  })()).length === 0;
-};
-
-extend = function(lst, lst2) {
-  return lst.push.apply(lst, lst2);
-};
-
-translate = function(string, chr_map) {
-  var chr;
-  return ((function() {
-    var _i, _len, _ref, _results;
-    _ref = string.split('');
-    _results = [];
-    for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-      chr = _ref[_i];
-      _results.push(chr_map[chr] || chr);
-    }
-    return _results;
-  })()).join('');
-};
-
-omnimatch = function(password) {
-  var matcher, matches, _i, _len;
-  matches = [];
-  for (_i = 0, _len = MATCHERS.length; _i < _len; _i++) {
-    matcher = MATCHERS[_i];
-    extend(matches, matcher(password));
-  }
-  return matches.sort(function(match1, match2) {
-    return (match1.i - match2.i) || (match1.j - match2.j);
-  });
-};
-
-dictionary_match = function(password, ranked_dict) {
-  var i, j, len, password_lower, rank, result, word, _i, _j;
-  result = [];
-  len = password.length;
-  password_lower = password.toLowerCase();
-  for (i = _i = 0; 0 <= len ? _i < len : _i > len; i = 0 <= len ? ++_i : --_i) {
-    for (j = _j = i; i <= len ? _j < len : _j > len; j = i <= len ? ++_j : --_j) {
-      if (password_lower.slice(i, j + 1 || 9e9) in ranked_dict) {
-        word = password_lower.slice(i, j + 1 || 9e9);
-        rank = ranked_dict[word];
-        result.push({
-          pattern: 'dictionary',
-          i: i,
-          j: j,
-          token: password.slice(i, j + 1 || 9e9),
-          matched_word: word,
-          rank: rank
-        });
-      }
-    }
-  }
-  return result;
-};
-
-build_ranked_dict = function(unranked_list) {
-  var i, result, word, _i, _len;
-  result = {};
-  i = 1;
-  for (_i = 0, _len = unranked_list.length; _i < _len; _i++) {
-    word = unranked_list[_i];
-    result[word] = i;
-    i += 1;
-  }
-  return result;
-};
-
-build_dict_matcher = function(dict_name, ranked_dict) {
-  return function(password) {
-    var match, matches, _i, _len;
-    matches = dictionary_match(password, ranked_dict);
-    for (_i = 0, _len = matches.length; _i < _len; _i++) {
-      match = matches[_i];
-      match.dictionary_name = dict_name;
-    }
-    return matches;
-  };
-};
-
-l33t_table = {
-  a: ['4', '@'],
-  b: ['8'],
-  c: ['(', '{', '[', '<'],
-  e: ['3'],
-  g: ['6', '9'],
-  i: ['1', '!', '|'],
-  l: ['1', '|', '7'],
-  o: ['0'],
-  s: ['$', '5'],
-  t: ['+', '7'],
-  x: ['%'],
-  z: ['2']
-};
-
-relevent_l33t_subtable = function(password) {
-  var chr, filtered, letter, password_chars, relevent_subs, sub, subs, _i, _len, _ref;
-  password_chars = {};
-  _ref = password.split('');
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    chr = _ref[_i];
-    password_chars[chr] = true;
-  }
-  filtered = {};
-  for (letter in l33t_table) {
-    subs = l33t_table[letter];
-    relevent_subs = (function() {
-      var _j, _len1, _results;
-      _results = [];
-      for (_j = 0, _len1 = subs.length; _j < _len1; _j++) {
-        sub = subs[_j];
-        if (sub in password_chars) {
-          _results.push(sub);
-        }
-      }
-      return _results;
-    })();
-    if (relevent_subs.length > 0) {
-      filtered[letter] = relevent_subs;
-    }
-  }
-  return filtered;
-};
-
-enumerate_l33t_subs = function(table) {
-  var chr, dedup, helper, k, keys, l33t_chr, sub, sub_dict, sub_dicts, subs, _i, _j, _len, _len1, _ref;
-  keys = (function() {
-    var _results;
-    _results = [];
-    for (k in table) {
-      _results.push(k);
-    }
-    return _results;
-  })();
-  subs = [[]];
-  dedup = function(subs) {
-    var assoc, deduped, label, members, sub, v, _i, _len;
-    deduped = [];
-    members = {};
-    for (_i = 0, _len = subs.length; _i < _len; _i++) {
-      sub = subs[_i];
-      assoc = (function() {
-        var _j, _len1, _results;
-        _results = [];
-        for (v = _j = 0, _len1 = sub.length; _j < _len1; v = ++_j) {
-          k = sub[v];
-          _results.push([k, v]);
-        }
-        return _results;
-      })();
-      assoc.sort();
-      label = ((function() {
-        var _j, _len1, _results;
-        _results = [];
-        for (v = _j = 0, _len1 = assoc.length; _j < _len1; v = ++_j) {
-          k = assoc[v];
-          _results.push(k + ',' + v);
-        }
-        return _results;
-      })()).join('-');
-      if (!(label in members)) {
-        members[label] = true;
-        deduped.push(sub);
-      }
-    }
-    return deduped;
-  };
-  helper = function(keys) {
-    var dup_l33t_index, first_key, i, l33t_chr, next_subs, rest_keys, sub, sub_alternative, sub_extension, _i, _j, _k, _len, _len1, _ref, _ref1;
-    if (!keys.length) {
-      return;
-    }
-    first_key = keys[0];
-    rest_keys = keys.slice(1);
-    next_subs = [];
-    _ref = table[first_key];
-    for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-      l33t_chr = _ref[_i];
-      for (_j = 0, _len1 = subs.length; _j < _len1; _j++) {
-        sub = subs[_j];
-        dup_l33t_index = -1;
-        for (i = _k = 0, _ref1 = sub.length; 0 <= _ref1 ? _k < _ref1 : _k > _ref1; i = 0 <= _ref1 ? ++_k : --_k) {
-          if (sub[i][0] === l33t_chr) {
-            dup_l33t_index = i;
-            break;
-          }
-        }
-        if (dup_l33t_index === -1) {
-          sub_extension = sub.concat([[l33t_chr, first_key]]);
-          next_subs.push(sub_extension);
-        } else {
-          sub_alternative = sub.slice(0);
-          sub_alternative.splice(dup_l33t_index, 1);
-          sub_alternative.push([l33t_chr, first_key]);
-          next_subs.push(sub);
-          next_subs.push(sub_alternative);
-        }
-      }
-    }
-    subs = dedup(next_subs);
-    return helper(rest_keys);
-  };
-  helper(keys);
-  sub_dicts = [];
-  for (_i = 0, _len = subs.length; _i < _len; _i++) {
-    sub = subs[_i];
-    sub_dict = {};
-    for (_j = 0, _len1 = sub.length; _j < _len1; _j++) {
-      _ref = sub[_j], l33t_chr = _ref[0], chr = _ref[1];
-      sub_dict[l33t_chr] = chr;
-    }
-    sub_dicts.push(sub_dict);
-  }
-  return sub_dicts;
-};
-
-l33t_match = function(password) {
-  var chr, k, match, match_sub, matcher, matches, sub, subbed_chr, subbed_password, token, v, _i, _j, _k, _len, _len1, _len2, _ref, _ref1;
-  matches = [];
-  _ref = enumerate_l33t_subs(relevent_l33t_subtable(password));
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    sub = _ref[_i];
-    if (empty(sub)) {
-      break;
-    }
-    for (_j = 0, _len1 = DICTIONARY_MATCHERS.length; _j < _len1; _j++) {
-      matcher = DICTIONARY_MATCHERS[_j];
-      subbed_password = translate(password, sub);
-      _ref1 = matcher(subbed_password);
-      for (_k = 0, _len2 = _ref1.length; _k < _len2; _k++) {
-        match = _ref1[_k];
-        token = password.slice(match.i, match.j + 1 || 9e9);
-        if (token.toLowerCase() === match.matched_word) {
-          continue;
-        }
-        match_sub = {};
-        for (subbed_chr in sub) {
-          chr = sub[subbed_chr];
-          if (token.indexOf(subbed_chr) !== -1) {
-            match_sub[subbed_chr] = chr;
-          }
-        }
-        match.l33t = true;
-        match.token = token;
-        match.sub = match_sub;
-        match.sub_display = ((function() {
-          var _results;
-          _results = [];
-          for (k in match_sub) {
-            v = match_sub[k];
-            _results.push("" + k + " -> " + v);
-          }
-          return _results;
-        })()).join(', ');
-        matches.push(match);
-      }
-    }
-  }
-  return matches;
-};
-
-spatial_match = function(password) {
-  var graph, graph_name, matches;
-  matches = [];
-  for (graph_name in GRAPHS) {
-    graph = GRAPHS[graph_name];
-    extend(matches, spatial_match_helper(password, graph, graph_name));
-  }
-  return matches;
-};
-
-spatial_match_helper = function(password, graph, graph_name) {
-  var adj, adjacents, cur_char, cur_direction, found, found_direction, i, j, last_direction, prev_char, result, shifted_count, turns, _i, _len;
-  result = [];
-  i = 0;
-  while (i < password.length - 1) {
-    j = i + 1;
-    last_direction = null;
-    turns = 0;
-    shifted_count = 0;
-    while (true) {
-      prev_char = password.charAt(j - 1);
-      found = false;
-      found_direction = -1;
-      cur_direction = -1;
-      adjacents = graph[prev_char] || [];
-      if (j < password.length) {
-        cur_char = password.charAt(j);
-        for (_i = 0, _len = adjacents.length; _i < _len; _i++) {
-          adj = adjacents[_i];
-          cur_direction += 1;
-          if (adj && adj.indexOf(cur_char) !== -1) {
-            found = true;
-            found_direction = cur_direction;
-            if (adj.indexOf(cur_char) === 1) {
-              shifted_count += 1;
-            }
-            if (last_direction !== found_direction) {
-              turns += 1;
-              last_direction = found_direction;
-            }
-            break;
-          }
-        }
-      }
-      if (found) {
-        j += 1;
-      } else {
-        if (j - i > 2) {
-          result.push({
-            pattern: 'spatial',
-            i: i,
-            j: j - 1,
-            token: password.slice(i, j),
-            graph: graph_name,
-            turns: turns,
-            shifted_count: shifted_count
-          });
-        }
-        i = j;
-        break;
-      }
-    }
-  }
-  return result;
-};
-
-repeat_match = function(password) {
-  var cur_char, i, j, prev_char, result, _ref;
-  result = [];
-  i = 0;
-  while (i < password.length) {
-    j = i + 1;
-    while (true) {
-      _ref = password.slice(j - 1, j + 1 || 9e9), prev_char = _ref[0], cur_char = _ref[1];
-      if (password.charAt(j - 1) === password.charAt(j)) {
-        j += 1;
-      } else {
-        if (j - i > 2) {
-          result.push({
-            pattern: 'repeat',
-            i: i,
-            j: j - 1,
-            token: password.slice(i, j),
-            repeated_char: password.charAt(i)
-          });
-        }
-        break;
-      }
-    }
-    i = j;
-  }
-  return result;
-};
-
-SEQUENCES = {
-  lower: 'abcdefghijklmnopqrstuvwxyz',
-  upper: 'ABCDEFGHIJKLMNOPQRSTUVWXYZ',
-  digits: '01234567890'
-};
-
-sequence_match = function(password) {
-  var chr, cur_char, cur_n, direction, i, i_n, j, j_n, prev_char, prev_n, result, seq, seq_candidate, seq_candidate_name, seq_direction, seq_name, _ref, _ref1, _ref2;
-  result = [];
-  i = 0;
-  while (i < password.length) {
-    j = i + 1;
-    seq = null;
-    seq_name = null;
-    seq_direction = null;
-    for (seq_candidate_name in SEQUENCES) {
-      seq_candidate = SEQUENCES[seq_candidate_name];
-      _ref = (function() {
-        var _i, _len, _ref, _results;
-        _ref = [password.charAt(i), password.charAt(j)];
-        _results = [];
-        for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-          chr = _ref[_i];
-          _results.push(seq_candidate.indexOf(chr));
-        }
-        return _results;
-      })(), i_n = _ref[0], j_n = _ref[1];
-      if (i_n > -1 && j_n > -1) {
-        direction = j_n - i_n;
-        if (direction === 1 || direction === (-1)) {
-          seq = seq_candidate;
-          seq_name = seq_candidate_name;
-          seq_direction = direction;
-          break;
-        }
-      }
-    }
-    if (seq) {
-      while (true) {
-        _ref1 = password.slice(j - 1, j + 1 || 9e9), prev_char = _ref1[0], cur_char = _ref1[1];
-        _ref2 = (function() {
-          var _i, _len, _ref2, _results;
-          _ref2 = [prev_char, cur_char];
-          _results = [];
-          for (_i = 0, _len = _ref2.length; _i < _len; _i++) {
-            chr = _ref2[_i];
-            _results.push(seq_candidate.indexOf(chr));
-          }
-          return _results;
-        })(), prev_n = _ref2[0], cur_n = _ref2[1];
-        if (!!cur_n && (cur_n - prev_n === seq_direction)) {
-          j += 1;
-        } else {
-          if (j - i > 2) {
-            result.push({
-              pattern: 'sequence',
-              i: i,
-              j: j - 1,
-              token: password.slice(i, j),
-              sequence_name: seq_name,
-              sequence_space: seq.length,
-              ascending: seq_direction === 1
-            });
-          }
-          break;
-        }
-      }
-    }
-    i = j;
-  }
-  return result;
-};
-
-repeat = function(chr, n) {
-  var i;
-  return ((function() {
-    var _i, _results;
-    _results = [];
-    for (i = _i = 1; 1 <= n ? _i <= n : _i >= n; i = 1 <= n ? ++_i : --_i) {
-      _results.push(chr);
-    }
-    return _results;
-  })()).join('');
-};
-
-findall = function(password, rx) {
-  var match, matches;
-  matches = [];
-  while (true) {
-    match = password.match(rx);
-    if (!match) {
-      break;
-    }
-    match.i = match.index;
-    match.j = match.index + match[0].length - 1;
-    matches.push(match);
-    password = password.replace(match[0], repeat(' ', match[0].length));
-  }
-  return matches;
-};
-
-digits_rx = /\d{3,}/;
-
-digits_match = function(password) {
-  var i, j, match, _i, _len, _ref, _ref1, _results;
-  _ref = findall(password, digits_rx);
-  _results = [];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-    _results.push({
-      pattern: 'digits',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9)
-    });
-  }
-  return _results;
-};
-
-year_rx = /19\d\d|200\d|201\d/;
-
-year_match = function(password) {
-  var i, j, match, _i, _len, _ref, _ref1, _results;
-  _ref = findall(password, year_rx);
-  _results = [];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-    _results.push({
-      pattern: 'year',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9)
-    });
-  }
-  return _results;
-};
-
-date_match = function(password) {
-  return date_without_sep_match(password).concat(date_sep_match(password));
-};
-
-date_without_sep_match = function(password) {
-  var candidate, candidates_round_1, candidates_round_2, date_matches, day, digit_match, end, i, j, month, token, valid, year, _i, _j, _k, _len, _len1, _len2, _ref, _ref1, _ref2, _ref3;
-  date_matches = [];
-  _ref = findall(password, /\d{4,8}/);
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    digit_match = _ref[_i];
-    _ref1 = [digit_match.i, digit_match.j], i = _ref1[0], j = _ref1[1];
-    token = password.slice(i, j + 1 || 9e9);
-    end = token.length;
-    candidates_round_1 = [];
-    if (token.length <= 6) {
-      candidates_round_1.push({
-        daymonth: token.slice(2),
-        year: token.slice(0, 2),
-        i: i,
-        j: j
-      });
-      candidates_round_1.push({
-        daymonth: token.slice(0, end - 2),
-        year: token.slice(end - 2),
-        i: i,
-        j: j
-      });
-    }
-    if (token.length >= 6) {
-      candidates_round_1.push({
-        daymonth: token.slice(4),
-        year: token.slice(0, 4),
-        i: i,
-        j: j
-      });
-      candidates_round_1.push({
-        daymonth: token.slice(0, end - 4),
-        year: token.slice(end - 4),
-        i: i,
-        j: j
-      });
-    }
-    candidates_round_2 = [];
-    for (_j = 0, _len1 = candidates_round_1.length; _j < _len1; _j++) {
-      candidate = candidates_round_1[_j];
-      switch (candidate.daymonth.length) {
-        case 2:
-          candidates_round_2.push({
-            day: candidate.daymonth[0],
-            month: candidate.daymonth[1],
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          break;
-        case 3:
-          candidates_round_2.push({
-            day: candidate.daymonth.slice(0, 2),
-            month: candidate.daymonth[2],
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          candidates_round_2.push({
-            day: candidate.daymonth[0],
-            month: candidate.daymonth.slice(1, 3),
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          break;
-        case 4:
-          candidates_round_2.push({
-            day: candidate.daymonth.slice(0, 2),
-            month: candidate.daymonth.slice(2, 4),
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-      }
-    }
-    for (_k = 0, _len2 = candidates_round_2.length; _k < _len2; _k++) {
-      candidate = candidates_round_2[_k];
-      day = parseInt(candidate.day);
-      month = parseInt(candidate.month);
-      year = parseInt(candidate.year);
-      _ref2 = check_date(day, month, year), valid = _ref2[0], (_ref3 = _ref2[1], day = _ref3[0], month = _ref3[1], year = _ref3[2]);
-      if (!valid) {
-        continue;
-      }
-      date_matches.push({
-        pattern: 'date',
-        i: candidate.i,
-        j: candidate.j,
-        token: password.slice(i, j + 1 || 9e9),
-        separator: '',
-        day: day,
-        month: month,
-        year: year
-      });
-    }
-  }
-  return date_matches;
-};
-
-date_rx_year_suffix = /(\d{1,2})(\s|-|\/|\\|_|\.)(\d{1,2})\2(19\d{2}|200\d|201\d|\d{2})/;
-
-date_rx_year_prefix = /(19\d{2}|200\d|201\d|\d{2})(\s|-|\/|\\|_|\.)(\d{1,2})\2(\d{1,2})/;
-
-date_sep_match = function(password) {
-  var day, k, match, matches, month, valid, year, _i, _j, _k, _len, _len1, _len2, _ref, _ref1, _ref2, _ref3, _ref4, _ref5, _results;
-  matches = [];
-  _ref = findall(password, date_rx_year_suffix);
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = (function() {
-      var _j, _len1, _ref1, _results;
-      _ref1 = [1, 3, 4];
-      _results = [];
-      for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-        k = _ref1[_j];
-        _results.push(parseInt(match[k]));
-      }
-      return _results;
-    })(), match.day = _ref1[0], match.month = _ref1[1], match.year = _ref1[2];
-    match.sep = match[2];
-    matches.push(match);
-  }
-  _ref2 = findall(password, date_rx_year_prefix);
-  for (_j = 0, _len1 = _ref2.length; _j < _len1; _j++) {
-    match = _ref2[_j];
-    _ref3 = (function() {
-      var _k, _len2, _ref3, _results;
-      _ref3 = [4, 3, 1];
-      _results = [];
-      for (_k = 0, _len2 = _ref3.length; _k < _len2; _k++) {
-        k = _ref3[_k];
-        _results.push(parseInt(match[k]));
-      }
-      return _results;
-    })(), match.day = _ref3[0], match.month = _ref3[1], match.year = _ref3[2];
-    match.sep = match[2];
-    matches.push(match);
-  }
-  _results = [];
-  for (_k = 0, _len2 = matches.length; _k < _len2; _k++) {
-    match = matches[_k];
-    _ref4 = check_date(match.day, match.month, match.year), valid = _ref4[0], (_ref5 = _ref4[1], day = _ref5[0], month = _ref5[1], year = _ref5[2]);
-    if (!valid) {
-      continue;
-    }
-    _results.push({
-      pattern: 'date',
-      i: match.i,
-      j: match.j,
-      token: password.slice(match.i, match.j + 1 || 9e9),
-      separator: match.sep,
-      day: day,
-      month: month,
-      year: year
-    });
-  }
-  return _results;
-};
-
-check_date = function(day, month, year) {
-  var _ref;
-  if ((12 <= month && month <= 31) && day <= 12) {
-    _ref = [month, day], day = _ref[0], month = _ref[1];
-  }
-  if (day > 31 || month > 12) {
-    return [false, []];
-  }
-  if (!((1900 <= year && year <= 2019))) {
-    return [false, []];
-  }
-  return [true, [day, month, year]];
-};
-// Generated by CoffeeScript 1.3.3
-var ALL_LOWER, ALL_UPPER, END_UPPER, NUM_ATTACKERS, NUM_DAYS, NUM_MONTHS, NUM_YEARS, SECONDS_PER_GUESS, SINGLE_GUESS, START_UPPER, calc_bruteforce_cardinality, calc_entropy, crack_time_to_score, date_entropy, dictionary_entropy, digits_entropy, display_time, entropy_to_crack_time, extra_l33t_entropy, extra_uppercase_entropy, lg, minimum_entropy_match_sequence, nCk, repeat_entropy, round_to_x_digits, sequence_entropy, spatial_entropy, year_entropy;
-
-nCk = function(n, k) {
-  var d, r, _i;
-  if (k > n) {
-    return 0;
-  }
-  if (k === 0) {
-    return 1;
-  }
-  r = 1;
-  for (d = _i = 1; 1 <= k ? _i <= k : _i >= k; d = 1 <= k ? ++_i : --_i) {
-    r *= n;
-    r /= d;
-    n -= 1;
-  }
-  return r;
-};
-
-lg = function(n) {
-  return Math.log(n) / Math.log(2);
-};
-
-minimum_entropy_match_sequence = function(password, matches) {
-  var backpointers, bruteforce_cardinality, candidate_entropy, crack_time, i, j, k, make_bruteforce_match, match, match_sequence, match_sequence_copy, min_entropy, up_to_k, _i, _j, _k, _len, _len1, _ref, _ref1, _ref2;
-  bruteforce_cardinality = calc_bruteforce_cardinality(password);
-  up_to_k = [];
-  backpointers = [];
-  for (k = _i = 0, _ref = password.length; 0 <= _ref ? _i < _ref : _i > _ref; k = 0 <= _ref ? ++_i : --_i) {
-    up_to_k[k] = (up_to_k[k - 1] || 0) + lg(bruteforce_cardinality);
-    backpointers[k] = null;
-    for (_j = 0, _len = matches.length; _j < _len; _j++) {
-      match = matches[_j];
-      if (!(match.j === k)) {
-        continue;
-      }
-      _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-      candidate_entropy = (up_to_k[i - 1] || 0) + calc_entropy(match);
-      if (candidate_entropy < up_to_k[j]) {
-        up_to_k[j] = candidate_entropy;
-        backpointers[j] = match;
-      }
-    }
-  }
-  match_sequence = [];
-  k = password.length - 1;
-  while (k >= 0) {
-    match = backpointers[k];
-    if (match) {
-      match_sequence.push(match);
-      k = match.i - 1;
-    } else {
-      k -= 1;
-    }
-  }
-  match_sequence.reverse();
-  make_bruteforce_match = function(i, j) {
-    return {
-      pattern: 'bruteforce',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9),
-      entropy: lg(Math.pow(bruteforce_cardinality, j - i + 1)),
-      cardinality: bruteforce_cardinality
-    };
-  };
-  k = 0;
-  match_sequence_copy = [];
-  for (_k = 0, _len1 = match_sequence.length; _k < _len1; _k++) {
-    match = match_sequence[_k];
-    _ref2 = [match.i, match.j], i = _ref2[0], j = _ref2[1];
-    if (i - k > 0) {
-      match_sequence_copy.push(make_bruteforce_match(k, i - 1));
-    }
-    k = j + 1;
-    match_sequence_copy.push(match);
-  }
-  if (k < password.length) {
-    match_sequence_copy.push(make_bruteforce_match(k, password.length - 1));
-  }
-  match_sequence = match_sequence_copy;
-  min_entropy = up_to_k[password.length - 1] || 0;
-  crack_time = entropy_to_crack_time(min_entropy);
-  return {
-    password: password,
-    entropy: round_to_x_digits(min_entropy, 3),
-    match_sequence: match_sequence,
-    crack_time: round_to_x_digits(crack_time, 3),
-    crack_time_display: display_time(crack_time),
-    score: crack_time_to_score(crack_time)
-  };
-};
-
-round_to_x_digits = function(n, x) {
-  return Math.round(n * Math.pow(10, x)) / Math.pow(10, x);
-};
-
-SINGLE_GUESS = .010;
-
-NUM_ATTACKERS = 100;
-
-SECONDS_PER_GUESS = SINGLE_GUESS / NUM_ATTACKERS;
-
-entropy_to_crack_time = function(entropy) {
-  return .5 * Math.pow(2, entropy) * SECONDS_PER_GUESS;
-};
-
-crack_time_to_score = function(seconds) {
-  if (seconds < Math.pow(10, 2)) {
-    return 0;
-  }
-  if (seconds < Math.pow(10, 4)) {
-    return 1;
-  }
-  if (seconds < Math.pow(10, 6)) {
-    return 2;
-  }
-  if (seconds < Math.pow(10, 8)) {
-    return 3;
-  }
-  return 4;
-};
-
-calc_entropy = function(match) {
-  var entropy_func;
-  if (match.entropy != null) {
-    return match.entropy;
-  }
-  entropy_func = (function() {
-    switch (match.pattern) {
-      case 'repeat':
-        return repeat_entropy;
-      case 'sequence':
-        return sequence_entropy;
-      case 'digits':
-        return digits_entropy;
-      case 'year':
-        return year_entropy;
-      case 'date':
-        return date_entropy;
-      case 'spatial':
-        return spatial_entropy;
-      case 'dictionary':
-        return dictionary_entropy;
-    }
-  })();
-  return match.entropy = entropy_func(match);
-};
-
-repeat_entropy = function(match) {
-  var cardinality;
-  cardinality = calc_bruteforce_cardinality(match.token);
-  return lg(cardinality * match.token.length);
-};
-
-sequence_entropy = function(match) {
-  var base_entropy, first_chr;
-  first_chr = match.token.charAt(0);
-  if (first_chr === 'a' || first_chr === '1') {
-    base_entropy = 1;
-  } else {
-    if (first_chr.match(/\d/)) {
-      base_entropy = lg(10);
-    } else if (first_chr.match(/[a-z]/)) {
-      base_entropy = lg(26);
-    } else {
-      base_entropy = lg(26) + 1;
-    }
-  }
-  if (!match.ascending) {
-    base_entropy += 1;
-  }
-  return base_entropy + lg(match.token.length);
-};
-
-digits_entropy = function(match) {
-  return lg(Math.pow(10, match.token.length));
-};
-
-NUM_YEARS = 119;
-
-NUM_MONTHS = 12;
-
-NUM_DAYS = 31;
-
-year_entropy = function(match) {
-  return lg(NUM_YEARS);
-};
-
-date_entropy = function(match) {
-  var entropy;
-  if (match.year < 100) {
-    entropy = lg(NUM_DAYS * NUM_MONTHS * 100);
-  } else {
-    entropy = lg(NUM_DAYS * NUM_MONTHS * NUM_YEARS);
-  }
-  if (match.separator) {
-    entropy += 2;
-  }
-  return entropy;
-};
-
-spatial_entropy = function(match) {
-  var L, S, U, d, entropy, i, j, possibilities, possible_turns, s, t, _i, _j, _k, _ref, _ref1;
-  if ((_ref = match.graph) === 'qwerty' || _ref === 'dvorak') {
-    s = KEYBOARD_STARTING_POSITIONS;
-    d = KEYBOARD_AVERAGE_DEGREE;
-  } else {
-    s = KEYPAD_STARTING_POSITIONS;
-    d = KEYPAD_AVERAGE_DEGREE;
-  }
-  possibilities = 0;
-  L = match.token.length;
-  t = match.turns;
-  for (i = _i = 2; 2 <= L ? _i <= L : _i >= L; i = 2 <= L ? ++_i : --_i) {
-    possible_turns = Math.min(t, i - 1);
-    for (j = _j = 1; 1 <= possible_turns ? _j <= possible_turns : _j >= possible_turns; j = 1 <= possible_turns ? ++_j : --_j) {
-      possibilities += nCk(i - 1, j - 1) * s * Math.pow(d, j);
-    }
-  }
-  entropy = lg(possibilities);
-  if (match.shifted_count) {
-    S = match.shifted_count;
-    U = match.token.length - match.shifted_count;
-    possibilities = 0;
-    for (i = _k = 0, _ref1 = Math.min(S, U); 0 <= _ref1 ? _k <= _ref1 : _k >= _ref1; i = 0 <= _ref1 ? ++_k : --_k) {
-      possibilities += nCk(S + U, i);
-    }
-    entropy += lg(possibilities);
-  }
-  return entropy;
-};
-
-dictionary_entropy = function(match) {
-  match.base_entropy = lg(match.rank);
-  match.uppercase_entropy = extra_uppercase_entropy(match);
-  match.l33t_entropy = extra_l33t_entropy(match);
-  return match.base_entropy + match.uppercase_entropy + match.l33t_entropy;
-};
-
-START_UPPER = /^[A-Z][^A-Z]+$/;
-
-END_UPPER = /^[^A-Z]+[A-Z]$/;
-
-ALL_UPPER = /^[^a-z]+$/;
-
-ALL_LOWER = /^[^A-Z]+$/;
-
-extra_uppercase_entropy = function(match) {
-  var L, U, chr, i, possibilities, regex, word, _i, _j, _len, _ref, _ref1;
-  word = match.token;
-  if (word.match(ALL_LOWER)) {
-    return 0;
-  }
-  _ref = [START_UPPER, END_UPPER, ALL_UPPER];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    regex = _ref[_i];
-    if (word.match(regex)) {
-      return 1;
-    }
-  }
-  U = ((function() {
-    var _j, _len1, _ref1, _results;
-    _ref1 = word.split('');
-    _results = [];
-    for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-      chr = _ref1[_j];
-      if (chr.match(/[A-Z]/)) {
-        _results.push(chr);
-      }
-    }
-    return _results;
-  })()).length;
-  L = ((function() {
-    var _j, _len1, _ref1, _results;
-    _ref1 = word.split('');
-    _results = [];
-    for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-      chr = _ref1[_j];
-      if (chr.match(/[a-z]/)) {
-        _results.push(chr);
-      }
-    }
-    return _results;
-  })()).length;
-  possibilities = 0;
-  for (i = _j = 0, _ref1 = Math.min(U, L); 0 <= _ref1 ? _j <= _ref1 : _j >= _ref1; i = 0 <= _ref1 ? ++_j : --_j) {
-    possibilities += nCk(U + L, i);
-  }
-  return lg(possibilities);
-};
-
-extra_l33t_entropy = function(match) {
-  var S, U, chr, i, possibilities, subbed, unsubbed, _i, _ref, _ref1;
-  if (!match.l33t) {
-    return 0;
-  }
-  possibilities = 0;
-  _ref = match.sub;
-  for (subbed in _ref) {
-    unsubbed = _ref[subbed];
-    S = ((function() {
-      var _i, _len, _ref1, _results;
-      _ref1 = match.token.split('');
-      _results = [];
-      for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-        chr = _ref1[_i];
-        if (chr === subbed) {
-          _results.push(chr);
-        }
-      }
-      return _results;
-    })()).length;
-    U = ((function() {
-      var _i, _len, _ref1, _results;
-      _ref1 = match.token.split('');
-      _results = [];
-      for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-        chr = _ref1[_i];
-        if (chr === unsubbed) {
-          _results.push(chr);
-        }
-      }
-      return _results;
-    })()).length;
-    for (i = _i = 0, _ref1 = Math.min(U, S); 0 <= _ref1 ? _i <= _ref1 : _i >= _ref1; i = 0 <= _ref1 ? ++_i : --_i) {
-      possibilities += nCk(U + S, i);
-    }
-  }
-  return lg(possibilities) || 1;
-};
-
-calc_bruteforce_cardinality = function(password) {
-  var c, chr, digits, lower, ord, symbols, upper, _i, _len, _ref, _ref1;
-  _ref = [false, false, false, false], lower = _ref[0], upper = _ref[1], digits = _ref[2], symbols = _ref[3];
-  _ref1 = password.split('');
-  for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-    chr = _ref1[_i];
-    ord = chr.charCodeAt(0);
-    if ((0x30 <= ord && ord <= 0x39)) {
-      digits = true;
-    } else if ((0x41 <= ord && ord <= 0x5a)) {
-      upper = true;
-    } else if ((0x61 <= ord && ord <= 0x7a)) {
-      lower = true;
-    } else {
-      symbols = true;
-    }
-  }
-  c = 0;
-  if (digits) {
-    c += 10;
-  }
-  if (upper) {
-    c += 26;
-  }
-  if (lower) {
-    c += 26;
-  }
-  if (symbols) {
-    c += 33;
-  }
-  return c;
-};
-
-display_time = function(seconds) {
-  var century, day, hour, minute, month, year;
-  minute = 60;
-  hour = minute * 60;
-  day = hour * 24;
-  month = day * 31;
-  year = month * 12;
-  century = year * 100;
-  if (seconds < minute) {
-    return 'instant';
-  } else if (seconds < hour) {
-    return "" + (1 + Math.ceil(seconds / minute)) + " minutes";
-  } else if (seconds < day) {
-    return "" + (1 + Math.ceil(seconds / hour)) + " hours";
-  } else if (seconds < month) {
-    return "" + (1 + Math.ceil(seconds / day)) + " days";
-  } else if (seconds < year) {
-    return "" + (1 + Math.ceil(seconds / month)) + " months";
-  } else if (seconds < century) {
-    return "" + (1 + Math.ceil(seconds / year)) + " years";
-  } else {
-    return 'centuries';
-  }
-};
-var qwerty = {"!": ["`~", null, null, "2@", "qQ", null], "\"": [";:", "[{", "]}", null, null, "/?"], "#": ["2@", null, null, "4$", "eE", "wW"], "$": ["3#", null, null, "5%", "rR", "eE"], "%": ["4$", null, null, "6^", "tT", "rR"], "&": ["6^", null, null, "8*", "uU", "yY"], "'": [";:", "[{", "]}", null, null, "/?"], "(": ["8*", null, null, "0)", "oO", "iI"], ")": ["9(", null, null, "-_", "pP", "oO"], "*": ["7&", null, null, "9(", "iI", "uU"], "+": ["-_", null, null, null, "]}", "[{"], ",": ["mM", "kK", "lL", ".>", null, null], "-": ["0)", null, null, "=+", "[{", "pP"], ".": [",<", "lL", ";:", "/?", null, null], "/": [".>", ";:", "'\"", null, null, null], "0": ["9(", null, null, "-_", "pP", "oO"], "1": ["`~", null, null, "2@", "qQ", null], "2": ["1!", null, null, "3#", "wW", "qQ"], "3": ["2@", null, null, "4$", "eE", "wW"], "4": ["3#", null, null, "5%", "rR", "eE"], "5": ["4$", null, null, "6^", "tT", "rR"], "6": ["5%", null, null, "7&", "yY", "tT"], "7": ["6^", null, null, "8*", "uU", "yY"], "8": ["7&", null, null, "9(", "iI", "uU"], "9": ["8*", null, null, "0)", "oO", "iI"], ":": ["lL", "pP", "[{", "'\"", "/?", ".>"], ";": ["lL", "pP", "[{", "'\"", "/?", ".>"], "<": ["mM", "kK", "lL", ".>", null, null], "=": ["-_", null, null, null, "]}", "[{"], ">": [",<", "lL", ";:", "/?", null, null], "?": [".>", ";:", "'\"", null, null, null], "@": ["1!", null, null, "3#", "wW", "qQ"], "A": [null, "qQ", "wW", "sS", "zZ", null], "B": ["vV", "gG", "hH", "nN", null, null], "C": ["xX", "dD", "fF", "vV", null, null], "D": ["sS", "eE", "rR", "fF", "cC", "xX"], "E": ["wW", "3#", "4$", "rR", "dD", "sS"], "F": ["dD", "rR", "tT", "gG", "vV", "cC"], "G": ["fF", "tT", "yY", "hH", "bB", "vV"], "H": ["gG", "yY", "uU", "jJ", "nN", "bB"], "I": ["uU", "8*", "9(", "oO", "kK", "jJ"], "J": ["hH", "uU", "iI", "kK", "mM", "nN"], "K": ["jJ", "iI", "oO", "lL", ",<", "mM"], "L": ["kK", "oO", "pP", ";:", ".>", ",<"], "M": ["nN", "jJ", "kK", ",<", null, null], "N": ["bB", "hH", "jJ", "mM", null, null], "O": ["iI", "9(", "0)", "pP", "lL", "kK"], "P": ["oO", "0)", "-_", "[{", ";:", "lL"], "Q": [null, "1!", "2@", "wW", "aA", null], "R": ["eE", "4$", "5%", "tT", "fF", "dD"], "S": ["aA", "wW", "eE", "dD", "xX", "zZ"], "T": ["rR", "5%", "6^", "yY", "gG", "fF"], "U": ["yY", "7&", "8*", "iI", "jJ", "hH"], "V": ["cC", "fF", "gG", "bB", null, null], "W": ["qQ", "2@", "3#", "eE", "sS", "aA"], "X": ["zZ", "sS", "dD", "cC", null, null], "Y": ["tT", "6^", "7&", "uU", "hH", "gG"], "Z": [null, "aA", "sS", "xX", null, null], "[": ["pP", "-_", "=+", "]}", "'\"", ";:"], "\\": ["]}", null, null, null, null, null], "]": ["[{", "=+", null, "\\|", null, "'\""], "^": ["5%", null, null, "7&", "yY", "tT"], "_": ["0)", null, null, "=+", "[{", "pP"], "`": [null, null, null, "1!", null, null], "a": [null, "qQ", "wW", "sS", "zZ", null], "b": ["vV", "gG", "hH", "nN", null, null], "c": ["xX", "dD", "fF", "vV", null, null], "d": ["sS", "eE", "rR", "fF", "cC", "xX"], "e": ["wW", "3#", "4$", "rR", "dD", "sS"], "f": ["dD", "rR", "tT", "gG", "vV", "cC"], "g": ["fF", "tT", "yY", "hH", "bB", "vV"], "h": ["gG", "yY", "uU", "jJ", "nN", "bB"], "i": ["uU", "8*", "9(", "oO", "kK", "jJ"], "j": ["hH", "uU", "iI", "kK", "mM", "nN"], "k": ["jJ", "iI", "oO", "lL", ",<", "mM"], "l": ["kK", "oO", "pP", ";:", ".>", ",<"], "m": ["nN", "jJ", "kK", ",<", null, null], "n": ["bB", "hH", "jJ", "mM", null, null], "o": ["iI", "9(", "0)", "pP", "lL", "kK"], "p": ["oO", "0)", "-_", "[{", ";:", "lL"], "q": [null, "1!", "2@", "wW", "aA", null], "r": ["eE", "4$", "5%", "tT", "fF", "dD"], "s": ["aA", "wW", "eE", "dD", "xX", "zZ"], "t": ["rR", "5%", "6^", "yY", "gG", "fF"], "u": ["yY", "7&", "8*", "iI", "jJ", "hH"], "v": ["cC", "fF", "gG", "bB", null, null], "w": ["qQ", "2@", "3#", "eE", "sS", "aA"], "x": ["zZ", "sS", "dD", "cC", null, null], "y": ["tT", "6^", "7&", "uU", "hH", "gG"], "z": [null, "aA", "sS", "xX", null, null], "{": ["pP", "-_", "=+", "]}", "'\"", ";:"], "|": ["]}", null, null, null, null, null], "}": ["[{", "=+", null, "\\|", null, "'\""], "~": [null, null, null, "1!", null, null]};
-
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"luetdi", "qcfmtz", "pyf8ah", "puddles", "pussyeat", "ralph1", "princeto", "trivia", "trewq", "tri5a3", "advent", "9898", "agyvorc", "clarkie", "coach1", "courier", "christo", "chowder", "cyzkhw", "davidb", "dad2ownu", "daredevi", "de7mdf", "nazgul", "booboo1", "bonzo", "butch1", "huskers1", "hgfdsa", "hornyman", "elektra", "england1", "elodie", "kermit1", "kaboom", "morten", "mocha", "monday1", "morgoth", "weewee", "weenie", "vorlon", "wahoo", "ilovegod", "insider", "jayman", "1911", "1dallas", "1900", "1ranger", "201jedlz", "2501", "1qaz", "bignuts", "bigbad", "beebee", "billows", "belize", "wvj5np", "wu4etd", "yamaha1", "wrinkle5", "zebra1", "yankee1", "zoomzoom", "09876543", "0311", "?????", "stjabn", "tainted", "3tmnej", "skooter", "skelter", "starlite", "spice1", "stacey1", "smithy", "pollux", "peternorth", "pixie", "piston", "poets", "toons", "topspin", "kugm7b", "legends", "jeepjeep", "joystick", "junkmail", "jojojojo", "jonboy", "midland", "mayfair", "riches", "reznor", "rockrock", "reboot", "renee1", "roadway", "rasta220", "1411", "1478963", "1019", "archery", "andyandy", "barks", "bagpuss", "auckland", "gooseman", "hazmat", "gucci", "grammy", "happydog", "7kbe9d", "7676", "6bjvpe", "5lyedn", "5858", "5291", "charlie2", "c7lrwu", "candys", "chateau", "ccccc1", "cardinals", "fihdfv", "fortune12", "gocats", "gaelic", "fwsadn", "godboy", "gldmeo", "fx3tuo", "fubar1", "generals", "gforce", "rxmtkp", "rulz", "sairam", "dunhill", "dogggg", "ozlq6qwm", "ov3ajy", "lockout", "makayla", "macgyver", "mallorca", "prima", "pvjegu", "qhxbij", "prelude1", "totoro", "tusymo", "trousers", "tulane", "turtle1", "tracy1", "aerosmit", "abbey1", "clticic", "cooper1", "comets", "delpiero", "cyprus", "dante1", "dave1", "nounours", "nexus6", "nogard", "norfolk", "brent1", "booyah", "bootleg", "bulls23", "bulls1", "booper", "heretic", "icecube", "hellno", "hounds", "honeydew", "hooters1", "hoes", "hevnm4", "hugohugo", "epson", "evangeli", "eeeee1", "eyphed"];
-
-var male_names = ["james", "john", "robert", "michael", "william", "david", "richard", "charles", "joseph", "thomas", "christopher", "daniel", "paul", "mark", "donald", "george", "kenneth", "steven", "edward", "brian", "ronald", "anthony", "kevin", "jason", "matthew", "gary", "timothy", "jose", "larry", "jeffrey", "frank", "scott", "eric", "stephen", "andrew", "raymond", "gregory", "joshua", "jerry", "dennis", "walter", "patrick", "peter", "harold", "douglas", "henry", "carl", "arthur", "ryan", "roger", "joe", "juan", "jack", "albert", "jonathan", "justin", "terry", "gerald", "keith", "samuel", "willie", "ralph", "lawrence", "nicholas", "roy", "benjamin", "bruce", "brandon", "adam", "harry", "fred", "wayne", "billy", "steve", "louis", "jeremy", "aaron", "randy", "eugene", "carlos", "russell", "bobby", "victor", "ernest", "phillip", "todd", "jesse", "craig", "alan", "shawn", "clarence", "sean", "philip", "chris", "johnny", "earl", "jimmy", "antonio", "danny", "bryan", "tony", "luis", "mike", "stanley", "leonard", "nathan", "dale", "manuel", "rodney", "curtis", "norman", "marvin", "vincent", "glenn", "jeffery", "travis", "jeff", "chad", "jacob", "melvin", "alfred", "kyle", "francis", "bradley", "jesus", "herbert", "frederick", "ray", "joel", "edwin", "don", "eddie", "ricky", "troy", "randall", "barry", "bernard", "mario", "leroy", "francisco", "marcus", "micheal", "theodore", "clifford", "miguel", "oscar", "jay", "jim", "tom", "calvin", "alex", "jon", "ronnie", "bill", "lloyd", "tommy", "leon", "derek", "darrell", "jerome", "floyd", "leo", "alvin", "tim", "wesley", "dean", "greg", "jorge", "dustin", "pedro", "derrick", "dan", "zachary", "corey", "herman", "maurice", "vernon", "roberto", "clyde", "glen", "hector", "shane", "ricardo", "sam", "rick", "lester", "brent", "ramon", "tyler", "gilbert", "gene", "marc", "reginald", "ruben", "brett", "angel", "nathaniel", "rafael", "edgar", "milton", "raul", "ben", "cecil", "duane", "andre", "elmer", "brad", "gabriel", "ron", "roland", "jared", "adrian", "karl", "cory", "claude", "erik", "darryl", "neil", "christian", "javier", "fernando", "clinton", "ted", "mathew", "tyrone", "darren", "lonnie", "lance", "cody", "julio", "kurt", "allan", "clayton", "hugh", "max", "dwayne", "dwight", "armando", "felix", "jimmie", "everett", "ian", "ken", "bob", "jaime", "casey", "alfredo", "alberto", "dave", "ivan", "johnnie", "sidney", "byron", "julian", "isaac", "clifton", "willard", "daryl", "virgil", "andy", "salvador", "kirk", "sergio", "seth", "kent", "terrance", "rene", "eduardo", "terrence", "enrique", "freddie", "stuart", "fredrick", "arturo", "alejandro", "joey", "nick", "luther", "wendell", "jeremiah", "evan", "julius", "donnie", "otis", "trevor", "luke", "homer", "gerard", "doug", "kenny", "hubert", "angelo", "shaun", "lyle", "matt", "alfonso", "orlando", "rex", "carlton", "ernesto", "pablo", "lorenzo", "omar", "wilbur", "blake", "horace", "roderick", "kerry", "abraham", "rickey", "ira", "andres", "cesar", "johnathan", "malcolm", "rudolph", "damon", "kelvin", "rudy", "preston", "alton", "archie", "marco", "wm", "pete", "randolph", "garry", "geoffrey", "jonathon", "felipe", "bennie", "gerardo", "ed", "dominic", "loren", "delbert", "colin", "guillermo", "earnest", "benny", "noel", "rodolfo", "myron", "edmund", "salvatore", "cedric", "lowell", "gregg", "sherman", "devin", "sylvester", "roosevelt", "israel", "jermaine", "forrest", "wilbert", "leland", "simon", "irving", "owen", "rufus", "woodrow", "kristopher", "levi", "marcos", "gustavo", "lionel", "marty", "gilberto", "clint", "nicolas", "laurence", "ismael", "orville", "drew", "ervin", "dewey", "al", "wilfred", "josh", "hugo", "ignacio", "caleb", "tomas", "sheldon", "erick", "frankie", "darrel", "rogelio", "terence", "alonzo", "elias", "bert", "elbert", "ramiro", "conrad", "noah", "grady", "phil", "cornelius", "lamar", "rolando", "clay", "percy", "dexter", "bradford", "merle", "darin", "amos", "terrell", "moses", "irvin", "saul", "roman", "darnell", "randal", "tommie", "timmy", "darrin", "brendan", "toby", "van", "abel", "dominick", "emilio", "elijah", "cary", "domingo", "aubrey", "emmett", "marlon", "emanuel", "jerald", "edmond", "emil", "dewayne", "otto", "teddy", "reynaldo", "bret", "jess", "trent", "humberto", "emmanuel", "stephan", "louie", "vicente", "lamont", "garland", "micah", "efrain", "heath", "rodger", "demetrius", "ethan", "eldon", "rocky", "pierre", "eli", "bryce", "antoine", "robbie", "kendall", "royce", "sterling", "grover", "elton", "cleveland", "dylan", "chuck", "damian", "reuben", "stan", "leonardo", "russel", "erwin", "benito", "hans", "monte", "blaine", "ernie", "curt", "quentin", "agustin", "jamal", "devon", "adolfo", "tyson", "wilfredo", "bart", "jarrod", "vance", "denis", "damien", "joaquin", "harlan", "desmond", "elliot", "darwin", "gregorio", "kermit", "roscoe", "esteban", "anton", "solomon", "norbert", "elvin", "nolan", "carey", "rod", "quinton", "hal", "brain", "rob", "elwood", "kendrick", "darius", "moises", "marlin", "fidel", "thaddeus", "cliff", "marcel", "ali", "raphael", "bryon", "armand", "alvaro", "jeffry", "dane", "joesph", "thurman", "ned", "sammie", "rusty", "michel", "monty", "rory", "fabian", "reggie", "kris", "isaiah", "gus", "avery", "loyd", "diego", "adolph", "millard", "rocco", "gonzalo", "derick", "rodrigo", "gerry", "rigoberto", "alphonso", "ty", "rickie", "noe", "vern", "elvis", "bernardo", "mauricio", "hiram", "donovan", "basil", "nickolas", "scot", "vince", "quincy", "eddy", "sebastian", "federico", "ulysses", "heriberto", "donnell", "denny", "gavin", "emery", "romeo", "jayson", "dion", "dante", "clement", "coy", "odell", "jarvis", "bruno", "issac", "dudley", "sanford", "colby", "carmelo", "nestor", "hollis", "stefan", "donny", "art", "linwood", "beau", "weldon", "galen", "isidro", "truman", "delmar", "johnathon", "silas", "frederic", "irwin", "merrill", "charley", "marcelino", "carlo", "trenton", "kurtis", "aurelio", "winfred", "vito", "collin", "denver", "leonel", "emory", "pasquale", "mohammad", "mariano", "danial", "landon", "dirk", "branden", "adan", "numbers", "clair", "buford", "german", "bernie", "wilmer", "emerson", "zachery", "jacques", "errol", "josue", "edwardo", "wilford", "theron", "raymundo", "daren", "tristan", "robby", "lincoln", "jame", "genaro", "octavio", "cornell", "hung", "arron", "antony", "herschel", "alva", "giovanni", "garth", "cyrus", "cyril", "ronny", "stevie", "lon", "kennith", "carmine", "augustine", "erich", "chadwick", "wilburn", "russ", "myles", "jonas", "mitchel", "mervin", "zane", "jamel", "lazaro", "alphonse", "randell", "major", "johnie", "jarrett", "ariel", "abdul", "dusty", "luciano", "seymour", "scottie", "eugenio", "mohammed", "valentin", "arnulfo", "lucien", "ferdinand", "thad", "ezra", "aldo", "rubin", "royal", "mitch", "earle", "abe", "marquis", "lanny", "kareem", "jamar", "boris", "isiah", "emile", "elmo", "aron", "leopoldo", "everette", "josef", "eloy", "dorian", "rodrick", "reinaldo", "lucio", "jerrod", "weston", "hershel", "lemuel", "lavern", "burt", "jules", "gil", "eliseo", "ahmad", "nigel", "efren", "antwan", "alden", "margarito", "refugio", "dino", "osvaldo", "les", "deandre", "normand", "kieth", "ivory", "trey", "norberto", "napoleon", "jerold", "fritz", "rosendo", "milford", "sang", "deon", "christoper", "alfonzo", "lyman", "josiah", "brant", "wilton", "rico", "jamaal", "dewitt", "brenton", "yong", "olin", "faustino", "claudio", "judson", "gino", "edgardo", "alec", "jarred", "donn", "trinidad", "tad", "porfirio", "odis", "lenard", "chauncey", "tod", "mel", "marcelo", "kory", "augustus", "keven", "hilario", "bud", "sal", "orval", "mauro", "dannie", "zachariah", "olen", "anibal", "milo", "jed", "thanh", "amado", "lenny", "tory", "richie", "horacio", "brice", "mohamed", "delmer", "dario", "mac", "jonah", "jerrold", "robt", "hank", "sung", "rupert", "rolland", "kenton", "damion", "chi", "antone", "waldo", "fredric", "bradly", "kip", "burl", "tyree", "jefferey", "ahmed", "willy", "stanford", "oren", "moshe", "mikel", "enoch", "brendon", "quintin", "jamison", "florencio", "darrick", "tobias", "minh", "hassan", "giuseppe", "demarcus", "cletus", "tyrell", "lyndon", "keenan", "werner", "theo", "geraldo", "columbus", "chet", "bertram", "markus", "huey", "hilton", "dwain", "donte", "tyron", "omer", "isaias", "hipolito", "fermin", "chung", "adalberto", "jamey", "teodoro", "mckinley", "maximo", "sol", "raleigh", "lawerence", "abram", "rashad", "emmitt", "daron", "chong", "samual", "otha", "miquel", "eusebio", "dong", "domenic", "darron", "wilber", "renato", "hoyt", "haywood", "ezekiel", "chas", "florentino", "elroy", "clemente", "arden", "neville", "edison", "deshawn", "carrol", "shayne", "nathanial", "jordon", "danilo", "claud", "val", "sherwood", "raymon", "rayford", "cristobal", "ambrose", "titus", "hyman", "felton", "ezequiel", "erasmo", "lonny", "len", "ike", "milan", "lino", "jarod", "herb", "andreas", "rhett", "jude", "douglass", "cordell", "oswaldo", "ellsworth", "virgilio", "toney", "nathanael", "del", "benedict", "mose", "hong", "isreal", "garret", "fausto", "asa", "arlen", "zack", "modesto", "francesco", "manual", "jae", "gaylord", "gaston", "filiberto", "deangelo", "michale", "granville", "wes", "malik", "zackary", "tuan", "nicky", "cristopher", "antione", "malcom", "korey", "jospeh", "colton", "waylon", "von", "hosea", "shad", "santo", "rudolf", "rolf", "rey", "renaldo", "marcellus", "lucius", "kristofer", "harland", "arnoldo", "rueben", "leandro", "kraig", "jerrell", "jeromy", "hobert", "cedrick", "arlie", "winford", "wally", "luigi", "keneth", "jacinto", "graig", "franklyn", "edmundo", "sid", "leif", "jeramy", "willian", "vincenzo", "shon", "michal", "lynwood", "jere", "hai", "elden", "darell", "broderick", "alonso"];
-
-var female_names = ["mary", "patricia", "linda", "barbara", "elizabeth", "jennifer", "maria", "susan", "margaret", "dorothy", "lisa", "nancy", "karen", "betty", "helen", "sandra", "donna", "carol", "ruth", "sharon", "michelle", "laura", "sarah", "kimberly", "deborah", "jessica", "shirley", "cynthia", "angela", "melissa", "brenda", "amy", "anna", "rebecca", "virginia", "kathleen", "pamela", "martha", "debra", "amanda", "stephanie", "carolyn", "christine", "marie", "janet", "catherine", "frances", "ann", "joyce", "diane", "alice", "julie", "heather", "teresa", "doris", "gloria", "evelyn", "jean", "cheryl", "mildred", "katherine", "joan", "ashley", "judith", "rose", "janice", "kelly", "nicole", "judy", "christina", "kathy", "theresa", "beverly", "denise", "tammy", "irene", "jane", "lori", "rachel", "marilyn", "andrea", "kathryn", "louise", "sara", "anne", "jacqueline", "wanda", "bonnie", "julia", "ruby", "lois", "tina", "phyllis", "norma", "paula", "diana", "annie", "lillian", "emily", "robin", "peggy", "crystal", "gladys", "rita", "dawn", "connie", "florence", "tracy", "edna", "tiffany", "carmen", "rosa", "cindy", "grace", "wendy", "victoria", "edith", "kim", "sherry", "sylvia", "josephine", "thelma", "shannon", "sheila", "ethel", "ellen", "elaine", "marjorie", "carrie", "charlotte", "monica", "esther", "pauline", "emma", "juanita", "anita", "rhonda", "hazel", "amber", "eva", "debbie", "april", "leslie", "clara", "lucille", "jamie", "joanne", "eleanor", "valerie", "danielle", "megan", "alicia", "suzanne", "michele", "gail", "bertha", "darlene", "veronica", "jill", "erin", "geraldine", "lauren", "cathy", "joann", "lorraine", "lynn", "sally", "regina", "erica", "beatrice", "dolores", "bernice", "audrey", "yvonne", "annette", "june", "marion", "dana", "stacy", "ana", "renee", "ida", "vivian", "roberta", "holly", "brittany", "melanie", "loretta", "yolanda", "jeanette", "laurie", "katie", "kristen", "vanessa", "alma", "sue", "elsie", "beth", "jeanne", "vicki", "carla", "tara", "rosemary", "eileen", "terri", "gertrude", "lucy", "tonya", "ella", "stacey", "wilma", "gina", "kristin", "jessie", "natalie", "agnes", "vera", "charlene", "bessie", "delores", "melinda", "pearl", "arlene", "maureen", "colleen", "allison", "tamara", "joy", "georgia", "constance", "lillie", "claudia", "jackie", "marcia", "tanya", "nellie", "minnie", "marlene", "heidi", "glenda", "lydia", "viola", "courtney", "marian", "stella", "caroline", "dora", "jo", "vickie", "mattie", "maxine", "irma", "mabel", "marsha", "myrtle", "lena", "christy", "deanna", "patsy", "hilda", "gwendolyn", "jennie", "nora", "margie", "nina", "cassandra", "leah", "penny", "kay", "priscilla", "naomi", "carole", "olga", "billie", "dianne", "tracey", "leona", "jenny", "felicia", "sonia", "miriam", "velma", "becky", "bobbie", "violet", "kristina", "toni", "misty", "mae", "shelly", "daisy", "ramona", "sherri", "erika", "katrina", "claire", "lindsey", "lindsay", "geneva", "guadalupe", "belinda", "margarita", "sheryl", "cora", "faye", "ada", "natasha", "sabrina", "isabel", "marguerite", "hattie", "harriet", "molly", "cecilia", "kristi", "brandi", "blanche", "sandy", "rosie", "joanna", "iris", "eunice", "angie", "inez", "lynda", "madeline", "amelia", "alberta", "genevieve", "monique", "jodi", "janie", "kayla", "sonya", "jan", "kristine", "candace", "fannie", "maryann", "opal", "alison", "yvette", "melody", "luz", "susie", "olivia", "flora", "shelley", "kristy", "mamie", "lula", "lola", "verna", "beulah", "antoinette", "candice", "juana", "jeannette", "pam", "kelli", "whitney", "bridget", "karla", "celia", "latoya", "patty", "shelia", "gayle", "della", "vicky", "lynne", "sheri", "marianne", "kara", "jacquelyn", "erma", "blanca", "myra", "leticia", "pat", "krista", "roxanne", "angelica", "robyn", "adrienne", "rosalie", "alexandra", "brooke", "bethany", "sadie", "bernadette", "traci", "jody", "kendra", "nichole", "rachael", "mable", "ernestine", "muriel", "marcella", "elena", "krystal", "angelina", "nadine", "kari", "estelle", "dianna", "paulette", "lora", "mona", "doreen", "rosemarie", "desiree", "antonia", "janis", "betsy", "christie", "freda", "meredith", "lynette", "teri", "cristina", "eula", "leigh", "meghan", "sophia", "eloise", "rochelle", "gretchen", "cecelia", "raquel", "henrietta", "alyssa", "jana", "gwen", "jenna", "tricia", "laverne", "olive", "tasha", "silvia", "elvira", "delia", "kate", "patti", "lorena", "kellie", "sonja", "lila", "lana", "darla", "mindy", "essie", "mandy", "lorene", "elsa", "josefina", "jeannie", "miranda", "dixie", "lucia", "marta", "faith", "lela", "johanna", "shari", "camille", "tami", "shawna", "elisa", "ebony", "melba", "ora", "nettie", "tabitha", "ollie", "winifred", "kristie", "marina", "alisha", "aimee", "rena", "myrna", "marla", "tammie", "latasha", "bonita", "patrice", "ronda", "sherrie", "addie", "francine", "deloris", "stacie", "adriana", "cheri", "abigail", "celeste", "jewel", "cara", "adele", "rebekah", "lucinda", "dorthy", "effie", "trina", "reba", "sallie", "aurora", "lenora", "etta", "lottie", "kerri", "trisha", "nikki", "estella", "francisca", "josie", "tracie", "marissa", "karin", "brittney", "janelle", "lourdes", "laurel", "helene", "fern", "elva", "corinne", "kelsey", "ina", "bettie", "elisabeth", "aida", "caitlin", "ingrid", "iva", "eugenia", "christa", "goldie", "maude", "jenifer", "therese", "dena", "lorna", "janette", "latonya", "candy", "consuelo", "tamika", "rosetta", "debora", "cherie", "polly", "dina", "jewell", "fay", "jillian", "dorothea", "nell", "trudy", "esperanza", "patrica", "kimberley", "shanna", "helena", "cleo", "stefanie", "rosario", "ola", "janine", "mollie", "lupe", "alisa", "lou", "maribel", "susanne", "bette", "susana", "elise", "cecile", "isabelle", "lesley", "jocelyn", "paige", "joni", "rachelle", "leola", "daphne", "alta", "ester", "petra", "graciela", "imogene", "jolene", "keisha", "lacey", "glenna", "gabriela", "keri", "ursula", "lizzie", "kirsten", "shana", "adeline", "mayra", "jayne", "jaclyn", "gracie", "sondra", "carmela", "marisa", "rosalind", "charity", "tonia", "beatriz", "marisol", "clarice", "jeanine", "sheena", "angeline", "frieda", "lily", "shauna", "millie", "claudette", "cathleen", "angelia", "gabrielle", "autumn", "katharine", "jodie", "staci", "lea", "christi", "justine", "elma", "luella", "margret", "dominique", "socorro", "martina", "margo", "mavis", "callie", "bobbi", "maritza", "lucile", "leanne", "jeannine", "deana", "aileen", "lorie", "ladonna", "willa", "manuela", "gale", "selma", "dolly", "sybil", "abby", "ivy", "dee", "winnie", "marcy", "luisa", "jeri", "magdalena", "ofelia", "meagan", "audra", "matilda", "leila", "cornelia", "bianca", "simone", "bettye", "randi", "virgie", "latisha", "barbra", "georgina", "eliza", "leann", "bridgette", "rhoda", "haley", "adela", "nola", "bernadine", "flossie", "ila", "greta", "ruthie", "nelda", "minerva", "lilly", "terrie", "letha", "hilary", "estela", "valarie", "brianna", "rosalyn", "earline", "catalina", "ava", "mia", "clarissa", "lidia", "corrine", "alexandria", "concepcion", "tia", "sharron", "rae", "dona", "ericka", "jami", "elnora", "chandra", "lenore", "neva", "marylou", "melisa", "tabatha", "serena", "avis", "allie", "sofia", "jeanie", "odessa", "nannie", "harriett", "loraine", "penelope", "milagros", "emilia", "benita", "allyson", "ashlee", "tania", "esmeralda", "karina", "eve", "pearlie", "zelma", "malinda", "noreen", "tameka", "saundra", "hillary", "amie", "althea", "rosalinda", "lilia", "alana", "clare", "alejandra", "elinor", "lorrie", "jerri", "darcy", "earnestine", "carmella", "noemi", "marcie", "liza", "annabelle", "louisa", "earlene", "mallory", "carlene", "nita", "selena", "tanisha", "katy", "julianne", "lakisha", "edwina", "maricela", "margery", "kenya", "dollie", "roxie", "roslyn", "kathrine", "nanette", "charmaine", "lavonne", "ilene", "tammi", "suzette", "corine", "kaye", "chrystal", "lina", "deanne", "lilian", "juliana", "aline", "luann", "kasey", "maryanne", "evangeline", "colette", "melva", "lawanda", "yesenia", "nadia", "madge", "kathie", "ophelia", "valeria", "nona", "mitzi", "mari", "georgette", "claudine", "fran", "alissa", "roseann", "lakeisha", "susanna", "reva", "deidre", "chasity", "sheree", "elvia", "alyce", "deirdre", "gena", "briana", "araceli", "katelyn", "rosanne", "wendi", "tessa", "berta", "marva", "imelda", "marietta", "marci", "leonor", "arline", "sasha", "madelyn", "janna", "juliette", "deena", "aurelia", "josefa", "augusta", "liliana", "lessie", "amalia", "savannah", "anastasia", "vilma", "natalia", "rosella", "lynnette", "corina", "alfreda", "leanna", "amparo", "coleen", "tamra", "aisha", "wilda", "karyn", "queen", "maura", "mai", "evangelina", "rosanna", "hallie", "erna", "enid", "mariana", "lacy", "juliet", "jacklyn", "freida", "madeleine", "mara", "cathryn", "lelia", "casandra", "bridgett", "angelita", "jannie", "dionne", "annmarie", "katina", "beryl", "millicent", "katheryn", "diann", "carissa", "maryellen", "liz", "lauri", "helga", "gilda", "rhea", "marquita", "hollie", "tisha", "tamera", "angelique", "francesca", "kaitlin", "lolita", "florine", "rowena", "reyna", "twila", "fanny", "janell", "ines", "concetta", "bertie", "alba", "brigitte", "alyson", "vonda", "pansy", "elba", "noelle", "letitia", "deann", "brandie", "louella", "leta", "felecia", "sharlene", "lesa", "beverley", "isabella", "herminia", "terra", "celina", "tori", "octavia", "jade", "denice", "germaine", "michell", "cortney", "nelly", "doretha", "deidra", "monika", "lashonda", "judi", "chelsey", "antionette", "margot", "adelaide", "nan", "leeann", "elisha", "dessie", "libby", "kathi", "gayla", "latanya", "mina", "mellisa", "kimberlee", "jasmin", "renae", "zelda", "elda", "justina", "gussie", "emilie", "camilla", "abbie", "rocio", "kaitlyn", "edythe", "ashleigh", "selina", "lakesha", "geri", "allene", "pamala", "michaela", "dayna", "caryn", "rosalia", "sun", "jacquline", "rebeca", "marybeth", "krystle", "iola", "dottie", "belle", "griselda", "ernestina", "elida", "adrianne", "demetria", "delma", "jaqueline", "arleen", "virgina", "retha", "fatima", "tillie", "eleanore", "cari", "treva", "wilhelmina", "rosalee", "maurine", "latrice", "jena", "taryn", "elia", "debby", "maudie", "jeanna", "delilah", "catrina", "shonda", "hortencia", "theodora", "teresita", "robbin", "danette", "delphine", "brianne", "nilda", "danna", "cindi", "bess", "iona", "winona", "vida", "rosita", "marianna", "racheal", "guillermina", "eloisa", "celestine", "caren", "malissa", "lona", "chantel", "shellie", "marisela", "leora", "agatha", "soledad", "migdalia", "ivette", "christen", "janel", "veda", "pattie", "tessie", "tera", "marilynn", "lucretia", "karrie", "dinah", "daniela", "alecia", "adelina", "vernice", "shiela", "portia", "merry", "lashawn", "dara", "tawana", "oma", "verda", "alene", "zella", "sandi", "rafaela", "maya", "kira", "candida", "alvina", "suzan", "shayla", "lyn", "lettie", "samatha", "oralia", "matilde", "larissa", "vesta", "renita", "india", "delois", "shanda", "phillis", "lorri", "erlinda", "cathrine", "barb", "zoe", "isabell", "ione", "gisela", "roxanna", "mayme", "kisha", "ellie", "mellissa", "dorris", "dalia", "bella", "annetta", "zoila", "reta", "reina", "lauretta", "kylie", "christal", "pilar", "charla", "elissa", "tiffani", "tana", "paulina", "leota", "breanna", "jayme", "carmel", "vernell", "tomasa", "mandi", "dominga", "santa", "melodie", "lura", "alexa", "tamela", "mirna", "kerrie", "venus", "felicita", "cristy", "carmelita", "berniece", "annemarie", "tiara", "roseanne", "missy", "cori", "roxana", "pricilla", "kristal", "jung", "elyse", "haydee", "aletha", "bettina", "marge", "gillian", "filomena", "zenaida", "harriette", "caridad", "vada", "una", "aretha", "pearline", "marjory", "marcela", "flor", "evette", "elouise", "alina", "damaris", "catharine", "belva", "nakia", "marlena", "luanne", "lorine", "karon", "dorene", "danita", "brenna", "tatiana", "louann", "julianna", "andria", "philomena", "lucila", "leonora", "dovie", "romona", "mimi", "jacquelin", "gaye", "tonja", "misti", "chastity", "stacia", "roxann", "micaela", "nikita", "mei", "velda", "marlys", "johnna", "aura", "ivonne", "hayley", "nicki", "majorie", "herlinda", "yadira", "perla", "gregoria", "antonette", "shelli", "mozelle", "mariah", "joelle", "cordelia", "josette", "chiquita", "trista", "laquita", "georgiana", "candi", "shanon", "hildegard", "valentina", "stephany", "magda", "karol", "gabriella", "tiana", "roma", "richelle", "oleta", "jacque", "idella", "alaina", "suzanna", "jovita", "tosha", "nereida", "marlyn", "kyla", "delfina", "tena", "stephenie", "sabina", "nathalie", "marcelle", "gertie", "darleen", "thea", "sharonda", "shantel", "belen", "venessa", "rosalina", "ona", "genoveva", "clementine", "rosalba", "renate", "renata", "georgianna", "floy", "dorcas", "ariana", "tyra", "theda", "mariam", "juli", "jesica", "vikki", "verla", "roselyn", "melvina", "jannette", "ginny", "debrah", "corrie", "asia", "violeta", "myrtis", "latricia", "collette", "charleen", "anissa", "viviana", "twyla", "nedra", "latonia", "lan", "hellen", "fabiola", "annamarie", "adell", "sharyn", "chantal", "niki", "maud", "lizette", "lindy", "kia", "kesha", "jeana", "danelle", "charline", "chanel", "valorie", "lia", "dortha", "cristal", "leone", "leilani", "gerri", "debi", "andra", "keshia", "ima", "eulalia", "easter", "dulce", "natividad", "linnie", "kami", "georgie", "catina", "brook", "alda", "winnifred", "sharla", "ruthann", "meaghan", "magdalene", "lissette", "adelaida", "venita", "trena", "shirlene", "shameka", "elizebeth", "dian", "shanta", "latosha", "carlotta", "windy", "rosina", "mariann", "leisa", "jonnie", "dawna", "cathie", "astrid", "laureen", "janeen", "holli", "fawn", "vickey", "teressa", "shante", "rubye", "marcelina", "chanda", "terese", "scarlett", "marnie", "lulu", "lisette", "jeniffer", "elenor", "dorinda", "donita", "carman", "bernita", "altagracia", "aleta", "adrianna", "zoraida", "nicola", "lyndsey", "janina", "ami", "starla", "phylis", "phuong", "kyra", "charisse", "blanch", "sanjuanita", "rona", "nanci", "marilee", "maranda", "brigette", "sanjuana", "marita", "kassandra", "joycelyn", "felipa", "chelsie", "bonny", "mireya", "lorenza", "kyong", "ileana", "candelaria", "sherie", "lucie", "leatrice", "lakeshia", "gerda", "edie", "bambi", "marylin", "lavon", "hortense", "garnet", "evie", "tressa", "shayna", "lavina", "kyung", "jeanetta", "sherrill", "shara", "phyliss", "mittie", "anabel", "alesia", "thuy", "tawanda", "joanie", "tiffanie", "lashanda", "karissa", "enriqueta", "daria", "daniella", "corinna", "alanna", "abbey", "roxane", "roseanna", "magnolia", "lida", "joellen", "era", "coral", "carleen", "tresa", "peggie", "novella", "nila", "maybelle", "jenelle", "carina", "nova", "melina", "marquerite", "margarette", "josephina", "evonne", "cinthia", "albina", "toya", "tawnya", "sherita", "myriam", "lizabeth", "lise", "keely", "jenni", "giselle", "cheryle", "ardith", "ardis", "alesha", "adriane", "shaina", "linnea", "karolyn", "felisha", "dori", "darci", "artie", "armida", "zola", "xiomara", "vergie", "shamika", "nena", "nannette", "maxie", "lovie", "jeane", "jaimie", "inge", "farrah", "elaina", "caitlyn", "felicitas", "cherly", "caryl", "yolonda", "yasmin", "teena", "prudence", "pennie", "nydia", "mackenzie", "orpha", "marvel", "lizbeth", "laurette", "jerrie", "hermelinda", "carolee", "tierra", "mirian", "meta", "melony", "kori", "jennette", "jamila", "ena", "anh", "yoshiko", "susannah", "salina", "rhiannon", "joleen", "cristine", "ashton", "aracely", "tomeka", "shalonda", "marti", "lacie", "kala", "jada", "ilse", "hailey", "brittani", "zona", "syble", "sherryl", "nidia", "marlo", "kandice", "kandi", "deb", "alycia", "ronna", "norene", "mercy", "ingeborg", "giovanna", "gemma", "christel", "audry", "zora", "vita", "trish", "stephaine", "shirlee", "shanika", "melonie", "mazie", "jazmin", "inga", "hoa", "hettie", "geralyn", "fonda", "estrella", "adella", "sarita", "rina", "milissa", "maribeth", "golda", "evon", "ethelyn", "enedina", "cherise", "chana", "velva", "tawanna", "sade", "mirta", "karie", "jacinta", "elna", "davina", "cierra", "ashlie", "albertha", "tanesha", "nelle", "mindi", "lorinda", "larue", "florene", "demetra", "dedra", "ciara", "chantelle", "ashly", "suzy", "rosalva", "noelia", "lyda", "leatha", "krystyna", "kristan", "karri", "darline", "darcie", "cinda", "cherrie", "awilda", "almeda", "rolanda", "lanette", "jerilyn", "gisele", "evalyn", "cyndi", "cleta", "carin", "zina", "zena", "velia", "tanika", "charissa", "talia", "margarete", "lavonda", "kaylee", "kathlene", "jonna", "irena", "ilona", "idalia", "candis", "candance", "brandee", "anitra", "alida", "sigrid", "nicolette", "maryjo", "linette", "hedwig", "christiana", "alexia", "tressie", "modesta", "lupita", "lita", "gladis", "evelia", "davida", "cherri", "cecily", "ashely", "annabel", "agustina", "wanita", "shirly", "rosaura", "hulda", "eun", "yetta", "verona", "thomasina", "sibyl", "shannan", "mechelle", "lue", "leandra", "lani", "kylee", "kandy", "jolynn", "ferne", "eboni", "corene", "alysia", "zula", "nada", "moira", "lyndsay", "lorretta", "jammie", "hortensia", "gaynell", "adria", "vina", "vicenta", "tangela", "stephine", "norine", "nella", "liana", "leslee", "kimberely", "iliana", "glory", "felica", "emogene", "elfriede", "eden", "eartha", "carma", "bea", "ocie", "lennie", "kiara", "jacalyn", "carlota", "arielle", "otilia", "kirstin", "kacey", "johnetta", "joetta", "jeraldine", "jaunita", "elana", "dorthea", "cami", "amada", "adelia", "vernita", "tamar", "siobhan", "renea", "rashida", "ouida", "nilsa", "meryl", "kristyn", "julieta", "danica", "breanne", "aurea", "anglea", "sherron", "odette", "malia", "lorelei", "leesa", "kenna", "kathlyn", "fiona", "charlette", "suzie", "shantell", "sabra", "racquel", "myong", "mira", "martine", "lucienne", "lavada", "juliann", "elvera", "delphia", "christiane", "charolette", "carri", "asha", "angella", "paola", "ninfa", "leda", "lai", "eda", "stefani", "shanell", "palma", "machelle", "lissa", "kecia", "kathryne", "karlene", "julissa", "jettie", "jenniffer", "hui", "corrina", "carolann", "alena", "rosaria", "myrtice", "marylee", "liane", "kenyatta", "judie", "janey", "elmira", "eldora", "denna", "cristi", "cathi", "zaida", "vonnie", "viva", "vernie", "rosaline", "mariela", "luciana", "lesli", "karan", "felice", "deneen", "adina", "wynona", "tarsha", "sheron", "shanita", "shani", "shandra", "randa", "pinkie", "nelida", "marilou", "lyla", "laurene", "laci", "joi", "janene", "dorotha", "daniele", "dani", "carolynn", "carlyn", "berenice", "ayesha", "anneliese", "alethea", "thersa", "tamiko", "rufina", "oliva", "mozell", "marylyn", "kristian", "kathyrn", "kasandra", "kandace", "janae", "domenica", "debbra", "dannielle", "arcelia", "aja", "zenobia", "sharen", "sharee", "lavinia", "kum", "kacie", "jackeline", "huong", "felisa", "emelia", "eleanora", "cythia", "cristin", "claribel", "anastacia", "zulma", "zandra", "yoko", "tenisha", "susann", "sherilyn", "shay", "shawanda", "romana", "mathilda", "linsey", "keiko", "joana", "isela", "gretta", "georgetta", "eugenie", "desirae", "delora", "corazon", "antonina", "anika", "willene", "tracee", "tamatha", "nichelle", "mickie", "maegan", "luana", "lanita", "kelsie", "edelmira", "bree", "afton", "teodora", "tamie", "shena", "meg", "linh", "keli", "kaci", "danyelle", "arlette", "albertine", "adelle", "tiffiny", "simona", "nicolasa", "nichol", "nia", "nakisha", "mee", "maira", "loreen", "kizzy", "fallon", "christene", "bobbye", "vincenza", "tanja", "rubie", "roni", "queenie", "margarett", "kimberli", "irmgard", "idell", "hilma", "evelina", "esta", "emilee", "dennise", "dania", "carie", "wai", "risa", "rikki", "particia", "mui", "masako", "luvenia", "loree", "loni", "lien", "gigi", "florencia", "denita", "billye", "tomika", "sharita", "rana", "nikole", "neoma", "margarite", "madalyn", "lucina", "laila", "kali", "jenette", "gabriele", "evelyne", "elenora", "clementina", "alejandrina", "zulema", "violette", "vannessa", "thresa", "retta", "pia", "patience", "noella", "nickie", "jonell", "chaya", "camelia", "bethel", "anya", "suzann", "shu", "mila", "lilla", "laverna", "keesha", "kattie", "georgene", "eveline", "estell", "elizbeth", "vivienne", "vallie", "trudie", "stephane", "magaly", "madie", "kenyetta", "karren", "janetta", "hermine", "drucilla", "debbi", "celestina", "candie", "britni", "beckie", "amina", "zita", "yun", "yolande", "vivien", "vernetta", "trudi", "sommer", "pearle", "patrina", "ossie", "nicolle", "loyce", "letty", "larisa", "katharina", "joselyn", "jonelle", "jenell", "iesha", "heide", "florinda", "florentina", "flo", "elodia", "dorine", "brunilda", "brigid", "ashli", "ardella", "twana", "thu", "tarah", "shavon", "serina", "rayna", "ramonita", "nga", "margurite", "lucrecia", "kourtney", "kati", "jesenia", "crista", "ayana", "alica", "alia", "vinnie", "suellen", "romelia", "rachell", "olympia", "michiko", "kathaleen", "jolie", "jessi", "janessa", "hana", "elease", "carletta", "britany", "shona", "salome", "rosamond", "regena", "raina", "ngoc", "nelia", "louvenia", "lesia", "latrina", "laticia", "larhonda", "jina", "jacki", "emmy", "deeann", "coretta", "arnetta", "thalia", "shanice", "neta", "mikki", "micki", "lonna", "leana", "lashunda", "kiley", "joye", "jacqulyn", "ignacia", "hyun", "hiroko", "henriette", "elayne", "delinda", "dahlia", "coreen", "consuela", "conchita", "celine", "babette", "ayanna", "anette", "albertina", "shawnee", "shaneka", "quiana", "pamelia", "min", "merri", "merlene", "margit", "kiesha", "kiera", "kaylene", "jodee", "jenise", "erlene", "emmie", "dalila", "daisey", "casie", "belia", "babara", "versie", "vanesa", "shelba", "shawnda", "nikia", "naoma", "marna", "margeret", "madaline", "lawana", "kindra", "jutta", "jazmine", "janett", "hannelore", "glendora", "gertrud", "garnett", "freeda", "frederica", "florance", "flavia", "carline", "beverlee", "anjanette", "valda", "tamala", "shonna", "sha", "sarina", "oneida", "merilyn", "marleen", "lurline", "lenna", "katherin", "jin", "jeni", "hae", "gracia", "glady", "farah", "enola", "ema", "dominque", "devona", "delana", "cecila", "caprice", "alysha", "alethia", "vena", "theresia", "tawny", "shakira", "samara", "sachiko", "rachele", "pamella", "marni", "mariel", "maren", "malisa", "ligia", "lera", "latoria", "larae", "kimber", "kathern", "karey", "jennefer", "janeth", "halina", "fredia", "delisa", "debroah", "ciera", "angelika", "andree", "altha", "yen", "vivan", "terresa", "tanna", "suk", "sudie", "soo", "signe", "salena", "ronni", "rebbecca", "myrtie", "malika", "maida", "loan", "leonarda", "kayleigh", "ethyl", "ellyn", "dayle", "cammie", "brittni", "birgit", "avelina", "asuncion", "arianna", "akiko", "venice", "tyesha", "tonie", "tiesha", "takisha", "steffanie", "sindy", "meghann", "manda", "macie", "kellye", "kellee", "joslyn", "inger", "indira", "glinda", "glennis", "fernanda", "faustina", "eneida", "elicia", "dot", "digna", "dell", "arletta", "willia", "tammara", "tabetha", "sherrell", "sari", "rebbeca", "pauletta", "natosha", "nakita", "mammie", "kenisha", "kazuko", "kassie", "earlean", "daphine", "corliss", "clotilde", "carolyne", "bernetta", "augustina", "audrea", "annis", "annabell", "yan", "tennille", "tamica", "selene", "rosana", "regenia", "qiana", "markita", "macy", "leeanne", "laurine", "kym", "jessenia", "janita", "georgine", "genie", "emiko", "elvie", "deandra", "dagmar", "corie", "collen", "cherish", "romaine", "porsha", "pearlene", "micheline", "merna", "margorie", "margaretta", "lore", "jenine", "hermina", "fredericka", "elke", "drusilla", "dorathy", "dione", "celena", "brigida", "angeles", "allegra", "tamekia", "synthia", "sook", "slyvia", "rosann", "reatha", "raye", "marquetta", "margart", "layla", "kymberly", "kiana", "kayleen", "katlyn", "karmen", "joella", "irina", "emelda", "eleni", "detra", "clemmie", "cheryll", "chantell", "cathey", "arnita", "arla", "angle", "angelic", "alyse", "zofia", "thomasine", "tennie", "sherly", "sherley", "sharyl", "remedios", "petrina", "nickole", "myung", "myrle", "mozella", "louanne", "lisha", "latia", "krysta", "julienne", "jeanene", "jacqualine", "isaura", "gwenda", "earleen", "cleopatra", "carlie", "audie", "antonietta", "alise", "verdell", "tomoko", "thao", "talisha", "shemika", "savanna", "santina", "rosia", "raeann", "odilia", "nana", "minna", "magan", "lynelle", "karma", "joeann", "ivana", "inell", "ilana", "hye", "hee", "gudrun", "dreama", "crissy", "chante", "carmelina", "arvilla", "annamae", "alvera", "aleida", "yanira", "vanda", "tianna", "tam", "stefania", "shira", "nicol", "nancie", "monserrate", "melynda", "melany", "lovella", "laure", "kacy", "jacquelynn", "hyon", "gertha", "eliana", "christena", "christeen", "charise", "caterina", "carley", "candyce", "arlena", "ammie", "willette", "vanita", "tuyet", "syreeta", "penney", "nyla", "maryam", "marya", "magen", "ludie", "loma", "livia", "lanell", "kimberlie", "julee", "donetta", "diedra", "denisha", "deane", "dawne", "clarine", "cherryl", "bronwyn", "alla", "valery", "tonda", "sueann", "soraya", "shoshana", "shela", "sharleen", "shanelle", "nerissa", "meridith", "mellie", "maye", "maple", "magaret", "lili", "leonila", "leonie", "leeanna", "lavonia", "lavera", "kristel", "kathey", "kathe", "jann", "ilda", "hildred", "hildegarde", "genia", "fumiko", "evelin", "ermelinda", "elly", "dung", "doloris", "dionna", "danae", "berneice", "annice", "alix", "verena", "verdie", "shawnna", "shawana", "shaunna", "rozella", "randee", "ranae", "milagro", "lynell", "luise", "loida", "lisbeth", "karleen", "junita", "jona", "isis", "hyacinth", "hedy", "gwenn", "ethelene", "erline", "donya", "domonique", "delicia", "dannette", "cicely", "branda", "blythe", "bethann", "ashlyn", "annalee", "alline", "yuko", "vella", "trang", "towanda", "tesha", "sherlyn", "narcisa", "miguelina", "meri", "maybell", "marlana", "marguerita", "madlyn", "lory", "loriann", "leonore", "leighann", "laurice", "latesha", "laronda", "katrice", "kasie", "kaley", "jadwiga", "glennie", "gearldine", "francina", "epifania", "dyan", "dorie", "diedre", "denese", "demetrice", "delena", "cristie", "cleora", "catarina", "carisa", "barbera", "almeta", "trula", "tereasa", "solange", "sheilah", "shavonne", "sanora", "rochell", "mathilde", "margareta", "maia", "lynsey", "lawanna", "launa", "kena", "keena", "katia", "glynda", "gaylene", "elvina", "elanor", "danuta", "danika", "cristen", "cordie", "coletta", "clarita", "carmon", "brynn", "azucena", "aundrea", "angele", "verlie", "verlene", "tamesha", "silvana", "sebrina", "samira", "reda", "raylene", "penni", "norah", "noma", "mireille", "melissia", "maryalice", "laraine", "kimbery", "karyl", "karine", "kam", "jolanda", "johana", "jesusa", "jaleesa", "jacquelyne", "iluminada", "hilaria", "hanh", "gennie", "francie", "floretta", "exie", "edda", "drema", "delpha", "bev", "barbar", "assunta", "ardell", "annalisa", "alisia", "yukiko", "yolando", "wonda", "wei", "waltraud", "veta", "temeka", "tameika", "shirleen", "shenita", "piedad", "ozella", "mirtha", "marilu", "kimiko", "juliane", "jenice", "janay", "jacquiline", "hilde", "fae", "elois", "echo", "devorah", "chau", "brinda", "betsey", "arminda", "aracelis", "apryl", "annett", "alishia", "veola", "usha", "toshiko", "theola", "tashia", "talitha", "shery", "renetta", "reiko", "rasheeda", "obdulia", "mika", "melaine", "meggan", "marlen", "marget", "marceline", "mana", "magdalen", "librada", "lezlie", "latashia", "lasandra", "kelle", "isidra", "isa", "inocencia", "gwyn", "francoise", "erminia", "erinn", "dimple", "devora", "criselda", "armanda", "arie", "ariane", "angelena", "aliza", "adriene", "adaline", "xochitl", "twanna", "tomiko", "tamisha", "taisha", "susy", "siu", "rutha", "rhona", "noriko", "natashia", "merrie", "marinda", "mariko", "margert", "loris", "lizzette", "leisha", "kaila", "joannie", "jerrica", "jene", "jannet", "janee", "jacinda", "herta", "elenore", "doretta", "delaine", "daniell", "claudie", "britta", "apolonia", "amberly", "alease", "yuri", "yuk", "wen", "waneta", "ute", "tomi", "sharri", "sandie", "roselle", "reynalda", "raguel", "phylicia", "patria", "olimpia", "odelia", "mitzie", "minda", "mignon", "mica", "mendy", "marivel", "maile", "lynetta", "lavette", "lauryn", "latrisha", "lakiesha", "kiersten", "kary", "josphine", "jolyn", "jetta", "janise", "jacquie", "ivelisse", "glynis", "gianna", "gaynelle", "danyell", "danille", "dacia", "coralee", "cher", "ceola", "arianne", "aleshia", "yung", "williemae", "trinh", "thora", "tai", "svetlana", "sherika", "shemeka", "shaunda", "roseline", "ricki", "melda", "mallie", "lavonna", "latina", "laquanda", "lala", "lachelle", "klara", "kandis", "johna", "jeanmarie", "jaye", "grayce", "gertude", "emerita", "ebonie", "clorinda", "ching", "chery", "carola", "breann", "blossom", "bernardine", "becki", "arletha", "argelia", "ara", "alita", "yulanda", "yon", "yessenia", "tobi", "tasia", "sylvie", "shirl", "shirely", "shella", "shantelle", "sacha", "rebecka", "providencia", "paulene", "misha", "miki", "marline", "marica", "lorita", "latoyia", "lasonya", "kerstin", "kenda", "keitha", "kathrin", "jaymie", "gricelda", "ginette", "eryn", "elina", "elfrieda", "danyel", "cheree", "chanelle", "barrie", "aurore", "annamaria", "alleen", "ailene", "aide", "yasmine", "vashti", "treasa", "tiffaney", "sheryll", "sharie", "shanae", "sau", "raisa", "neda", "mitsuko", "mirella", "milda", "maryanna", "maragret", "mabelle", "luetta", "lorina", "letisha", "latarsha", "lanelle", "lajuana", "krissy", "karly", "karena", "jessika", "jerica", "jeanelle", "jalisa", "jacelyn", "izola", "euna", "etha", "domitila", "dominica", "daina", "creola", "carli", "camie", "brittny", "ashanti", "anisha", "aleen", "adah", "yasuko", "valrie", "tona", "tinisha", "thi", "terisa", "taneka", "simonne", "shalanda", "serita", "ressie", "refugia", "olene", "margherita", "mandie", "maire", "lyndia", "luci", "lorriane", "loreta", "leonia", "lavona", "lashawnda", "lakia", "kyoko", "krystina", "krysten", "kenia", "kelsi", "jeanice", "isobel", "georgiann", "genny", "felicidad", "eilene", "deloise", "conception", "clora", "cherilyn", "calandra", "armandina", "anisa", "ula", "tiera", "theressa", "stephania", "sima", "shyla", "shonta", "shera", "shaquita", "shala", "rossana", "nohemi", "nery", "moriah", "melita", "melida", "melani", "marylynn", "marisha", "mariette", "malorie", "madelene", "ludivina", "loria", "lorette", "loralee", "lianne", "lavenia", "laurinda", "lashon", "kit", "kimi", "keila", "katelynn", "kai", "jone", "joane", "jayna", "janella", "hue", "hertha", "francene", "elinore", "despina", "delsie", "deedra", "clemencia", "carolin", "bulah", "brittanie", "bok", "blondell", "bibi", "beaulah", "beata", "annita", "agripina", "virgen", "valene", "twanda", "tommye", "toi", "tarra", "tari", "tammera", "shakia", "sadye", "ruthanne", "rochel", "rivka", "pura", "nenita", "natisha", "merrilee", "melodee", "marvis", "lucilla", "leena", "laveta", "larita", "lanie", "keren", "ileen", "georgeann", "genna", "frida", "ewa", "eufemia", "emely", "ela", "edyth", "deonna", "deadra", "darlena", "chanell", "cathern", "cassondra", "cassaundra", "bernarda", "berna", "arlinda", "anamaria", "vertie", "valeri", "torri", "tatyana", "stasia", "sherise", "sherill", "sanda", "ruthe", "rosy", "robbi", "ranee", "quyen", "pearly", "palmira", "onita", "nisha", "niesha", "nida", "nam", "merlyn", "mayola", "marylouise", "marth", "margene", "madelaine", "londa", "leontine", "leoma", "leia", "lauralee", "lanora", "lakita", "kiyoko", "keturah", "katelin", "kareen", "jonie", "johnette", "jenee", "jeanett", "izetta", "hiedi", "heike", "hassie", "giuseppina", "georgann", "fidela", "fernande", "elwanda", "ellamae", "eliz", "dusti", "dotty", "cyndy", "coralie", "celesta", "argentina", "alverta", "xenia", "wava", "vanetta", "torrie", "tashina", "tandy", "tambra", "tama", "stepanie", "shila", "shaunta", "sharan", "shaniqua", "shae", "setsuko", "serafina", "sandee", "rosamaria", "priscila", "olinda", "nadene", "muoi", "michelina", "mercedez", "maryrose", "marcene", "mao", "magali", "mafalda", "lannie", "kayce", "karoline", "kamilah", "kamala", "justa", "joline", "jennine", "jacquetta", "iraida", "georgeanna", "franchesca", "emeline", "elane", "ehtel", "earlie", "dulcie", "dalene", "classie", "chere", "charis", "caroyln", "carmina", "carita", "bethanie", "ayako", "arica", "alysa", "alessandra", "akilah", "adrien", "zetta", "youlanda", "yelena", "yahaira", "wendolyn", "tijuana", "terina", "teresia", "suzi", "sherell", "shavonda", "shaunte", "sharda", "shakita", "sena", "ryann", "rubi", "riva", "reginia", "rachal", "parthenia", "pamula", "monnie", "monet", "michaele", "melia", "malka", "maisha", "lisandra", "lekisha", "lean", "lakendra", "krystin", "kortney", "kizzie", "kittie", "kera", "kendal", "kemberly", "kanisha", "julene", "jule", "johanne", "jamee", "halley", "gidget", "galina", "fredricka", "fleta", "fatimah", "eusebia", "elza", "eleonore", "dorthey", "doria", "donella", "dinorah", "delorse", "claretha", "christinia", "charlyn", "bong", "belkis", "azzie", "andera", "aiko", "adena", "yer", "yajaira", "wan", "vania", "ulrike", "toshia", "tifany", "stefany", "shizue", "shenika", "shawanna", "sharolyn", "sharilyn", "shaquana", "shantay", "rozanne", "roselee", "remona", "reanna", "raelene", "phung", "petronila", "natacha", "nancey", "myrl", "miyoko", "miesha", "merideth", "marvella", "marquitta", "marhta", "marchelle", "lizeth", "libbie", "lahoma", "ladawn", "kina", "katheleen", "katharyn", "karisa", "kaleigh", "junie", "julieann", "johnsie", "janean", "jaimee", "jackqueline", "hisako", "herma", "helaine", "gwyneth", "gita", "eustolia", "emelina", "elin", "edris", "donnette", "donnetta", "dierdre", "denae", "darcel", "clarisa", "cinderella", "chia", "charlesetta", "charita", "celsa", "cassy", "cassi", "carlee", "bruna", "brittaney", "brande", "billi", "bao", "antonetta", "angla", "angelyn", "analisa", "alane", "wenona", "wendie", "veronique", "vannesa", "tobie", "tempie", "sumiko", "sulema", "sparkle", "somer", "sheba", "sharice", "shanel", "shalon", "rosio", "roselia", "renay", "rema", "reena", "ozie", "oretha", "oralee", "oda", "ngan", "nakesha", "milly", "marybelle", "margrett", "maragaret", "manie", "lurlene", "lillia", "lieselotte", "lavelle", "lashaunda", "lakeesha", "kaycee", "kalyn", "joya", "joette", "jenae", "janiece", "illa", "grisel", "glayds", "genevie", "gala", "fredda", "eleonor", "debera", "deandrea", "corrinne", "cordia", "contessa", "colene", "cleotilde", "chantay", "cecille", "beatris", "azalee", "arlean", "ardath", "anjelica", "anja", "alfredia", "aleisha", "zada", "yuonne", "willodean", "vennie", "vanna", "tyisha", "tova", "torie", "tonisha", "tilda", "tien", "sirena", "sherril", "shanti", "senaida", "samella", "robbyn", "renda", "reita", "phebe", "paulita", "nobuko", "nguyet", "neomi", "mikaela", "melania", "maximina", "marg", "maisie", "lynna", "lilli", "lashaun", "lakenya", "lael", "kirstie", "kathline", "kasha", "karlyn", "karima", "jovan", "josefine", "jennell", "jacqui", "jackelyn", "hyo", "hien", "grazyna", "florrie", "floria", "eleonora", "dwana", "dorla", "delmy", "deja", "dede", "dann", "crysta", "clelia", "claris", "chieko", "cherlyn", "cherelle", "charmain", "chara", "cammy", "bee", "arnette", "ardelle", "annika", "amiee", "amee", "allena", "yvone", "yuki", "yoshie", "yevette", "yael", "willetta", "voncile", "venetta", "tula", "tonette", "timika", "temika", "telma", "teisha", "taren", "stacee", "shawnta", "saturnina", "ricarda", "pok", "pasty", "onie", "nubia", "marielle", "mariella", "marianela", "mardell", "luanna", "loise", "lisabeth", "lindsy", "lilliana", "lilliam", "lelah", "leigha", "leanora", "kristeen", "khalilah", "keeley", "kandra", "junko", "joaquina", "jerlene", "jani", "jamika", "hsiu", "hermila", "genevive", "evia", "eugena", "emmaline", "elfreda", "elene", "donette", "delcie", "deeanna", "darcey", "cuc", "clarinda", "cira", "chae", "celinda", "catheryn", "casimira", "carmelia", "camellia", "breana", "bobette", "bernardina", "bebe", "basilia", "arlyne", "amal", "alayna", "zonia", "zenia", "yuriko", "yaeko", "wynell", "willena", "vernia", "tora", "terrilyn", "terica", "tenesha", "tawna", "tajuana", "taina", "stephnie", "sona", "sina", "shondra", "shizuko", "sherlene", "sherice", "sharika", "rossie", "rosena", "rima", "ria", "rheba", "renna", "natalya", "nancee", "melodi", "meda", "matha", "marketta", "maricruz", "marcelene", "malvina", "luba", "louetta", "leida", "lecia", "lauran", "lashawna", "laine", "khadijah", "katerine", "kasi", "kallie", "julietta", "jesusita", "jestine", "jessia", "jeffie", "janyce", "isadora", "georgianne", "fidelia", "evita", "eura", "eulah", "estefana", "elsy", "eladia", "dodie", "dia", "denisse", "deloras", "delila", "daysi", "crystle", "concha", "claretta", "charlsie", "charlena", "carylon", "bettyann", "asley", "ashlea", "amira", "agueda", "agnus", "yuette", "vinita", "victorina", "tynisha", "treena", "toccara", "tish", "thomasena", "tegan", "soila", "shenna", "sharmaine", "shantae", "shandi", "september", "saran", "sarai", "sana", "rosette", "rolande", "regine", "otelia", "olevia", "nicholle", "necole", "naida", "myrta", "myesha", "mitsue", "minta", "mertie", "margy", "mahalia", "madalene", "loura", "lorean", "lesha", "leonida", "lenita", "lavone", "lashell", "lashandra", "lamonica", "kimbra", "katherina", "karry", "kanesha", "jong", "jeneva", "jaquelyn", "hwa", "gilma", "ghislaine", "gertrudis", "fransisca", "fermina", "ettie", "etsuko", "ellan", "elidia", "edra", "dorethea", "doreatha", "denyse", "deetta", "daine", "cyrstal", "corrin", "cayla", "carlita", "camila", "burma", "bula", "buena", "barabara", "avril", "alaine", "zana", "wilhemina", "wanetta", "veronika", "verline", "vasiliki", "tonita", "tisa", "teofila", "tayna", "taunya", "tandra", "takako", "sunni", "suanne", "sixta", "sharell", "seema", "rosenda", "robena", "raymonde", "pei", "pamila", "ozell", "neida", "mistie", "micha", "merissa", "maurita", "maryln", "maryetta", "marcell", "malena", "makeda", "lovetta", "lourie", "lorrine", "lorilee", "laurena", "lashay", "larraine", "laree", "lacresha", "kristle", "krishna", "keva", "keira", "karole", "joie", "jinny", "jeannetta", "jama", "heidy", "gilberte", "gema", "faviola", "evelynn", "enda", "elli", "ellena", "divina", "dagny", "collene", "codi", "cindie", "chassidy", "chasidy", "catrice", "catherina", "cassey", "caroll", "carlena", "candra", "calista", "bryanna", "britteny", "beula", "bari", "audrie", "audria", "ardelia", "annelle", "angila", "alona", "allyn"];
-
-var surnames = ["smith", "johnson", "williams", "jones", "brown", "davis", "miller", "wilson", "moore", "taylor", "anderson", "jackson", "white", "harris", "martin", "thompson", "garcia", "martinez", "robinson", "clark", "rodriguez", "lewis", "lee", "walker", "hall", "allen", "young", "hernandez", "king", "wright", "lopez", "hill", "green", "adams", "baker", "gonzalez", "nelson", "carter", "mitchell", "perez", "roberts", "turner", "phillips", "campbell", "parker", "evans", "edwards", "collins", "stewart", "sanchez", "morris", "rogers", "reed", "cook", "morgan", "bell", "murphy", "bailey", "rivera", "cooper", "richardson", "cox", "howard", "ward", "torres", "peterson", "gray", "ramirez", "watson", "brooks", "sanders", "price", "bennett", "wood", "barnes", "ross", "henderson", "coleman", "jenkins", "perry", "powell", "long", "patterson", "hughes", "flores", "washington", "butler", "simmons", "foster", "gonzales", "bryant", "alexander", "griffin", "diaz", "hayes", "myers", "ford", "hamilton", "graham", "sullivan", "wallace", "woods", "cole", "west", "owens", "reynolds", "fisher", "ellis", "harrison", "gibson", "mcdonald", "cruz", "marshall", "ortiz", "gomez", "murray", "freeman", "wells", "webb", "simpson", "stevens", "tucker", "porter", "hicks", "crawford", "boyd", "mason", "morales", "kennedy", "warren", "dixon", "ramos", "reyes", "burns", "gordon", "shaw", "holmes", "rice", "robertson", "hunt", "daniels", "palmer", "mills", "nichols", "grant", "ferguson", "stone", "hawkins", "dunn", "perkins", "hudson", "spencer", "gardner", "stephens", "payne", "pierce", "berry", "matthews", "arnold", "wagner", "willis", "watkins", "olson", "carroll", "duncan", "snyder", "hart", "cunningham", "lane", "andrews", "ruiz", "harper", "fox", "riley", "armstrong", "carpenter", "weaver", "greene", "elliott", "chavez", "sims", "peters", "kelley", "franklin", "lawson", "fields", "gutierrez", "schmidt", "carr", "vasquez", "castillo", "wheeler", "chapman", "oliver", "montgomery", "richards", "williamson", "johnston", "banks", "meyer", "bishop", "mccoy", "howell", "alvarez", "morrison", "hansen", "fernandez", "garza", "burton", "nguyen", "jacobs", "reid", "fuller", "lynch", "garrett", "romero", "welch", "larson", "frazier", "burke", "hanson", "mendoza", "moreno", "bowman", "medina", "fowler", "brewer", "hoffman", "carlson", "silva", "pearson", "holland", "fleming", "jensen", "vargas", "byrd", "davidson", "hopkins", "may", "herrera", "wade", "soto", "walters", "neal", "caldwell", "lowe", "jennings", "barnett", "graves", "jimenez", "horton", "shelton", "barrett", "obrien", "castro", "sutton", "mckinney", "lucas", "miles", "rodriquez", "chambers", "holt", "lambert", "fletcher", "watts", "bates", "hale", "rhodes", "pena", "beck", "newman", "haynes", "mcdaniel", "mendez", "bush", "vaughn", "parks", "dawson", "santiago", "norris", "hardy", "steele", "curry", "powers", "schultz", "barker", "guzman", "page", "munoz", "ball", "keller", "chandler", "weber", "walsh", "lyons", "ramsey", "wolfe", "schneider", "mullins", "benson", "sharp", "bowen", "barber", "cummings", "hines", "baldwin", "griffith", "valdez", "hubbard", "salazar", "reeves", "warner", "stevenson", "burgess", "santos", "tate", "cross", "garner", "mann", "mack", "moss", "thornton", "mcgee", "farmer", "delgado", "aguilar", "vega", "glover", "manning", "cohen", "harmon", "rodgers", "robbins", "newton", "blair", "higgins", "ingram", "reese", "cannon", "strickland", "townsend", "potter", "goodwin", "walton", "rowe", "hampton", "ortega", "patton", "swanson", "goodman", "maldonado", "yates", "becker", "erickson", "hodges", "rios", "conner", "adkins", "webster", "malone", "hammond", "flowers", "cobb", "moody", "quinn", "pope", "osborne", "mccarthy", "guerrero", "estrada", "sandoval", "gibbs", "gross", "fitzgerald", "stokes", "doyle", "saunders", "wise", "colon", "gill", "alvarado", "greer", "padilla", "waters", "nunez", "ballard", "schwartz", "mcbride", "houston", "christensen", "klein", "pratt", "briggs", "parsons", "mclaughlin", "zimmerman", "french", "buchanan", "moran", "copeland", "pittman", "brady", "mccormick", "holloway", "brock", "poole", "logan", "bass", "marsh", "drake", "wong", "jefferson", "park", "morton", "abbott", "sparks", "norton", "huff", "massey", "figueroa", "carson", "bowers", "roberson", "barton", "tran", "lamb", "harrington", "boone", "cortez", "clarke", "mathis", "singleton", "wilkins", "cain", "underwood", "hogan", "mckenzie", "collier", "luna", "phelps", "mcguire", "bridges", "wilkerson", "nash", "summers", "atkins", "wilcox", "pitts", "conley", "marquez", "burnett", "cochran", "chase", "davenport", "hood", "gates", "ayala", "sawyer", "vazquez", "dickerson", "hodge", "acosta", "flynn", "espinoza", "nicholson", "monroe", "morrow", "whitaker", "oconnor", "skinner", "ware", "molina", "kirby", "huffman", "gilmore", "dominguez", "oneal", "lang", "combs", "kramer", "hancock", "gallagher", "gaines", "shaffer", "short", "wiggins", "mathews", "mcclain", "fischer", "wall", "small", "melton", "hensley", "bond", "dyer", "grimes", "contreras", "wyatt", "baxter", "snow", "mosley", "shepherd", "larsen", "hoover", "beasley", "petersen", "whitehead", "meyers", "garrison", "shields", "horn", "savage", "olsen", "schroeder", "hartman", "woodard", "mueller", "kemp", "deleon", "booth", "patel", "calhoun", "wiley", "eaton", "cline", "navarro", "harrell", "humphrey", "parrish", "duran", "hutchinson", "hess", "dorsey", "bullock", "robles", "beard", "dalton", "avila", "rich", "blackwell", "york", "johns", "blankenship", "trevino", "salinas", "campos", "pruitt", "callahan", "montoya", "hardin", "guerra", "mcdowell", "stafford", "gallegos", "henson", "wilkinson", "booker", "merritt", "atkinson", "orr", "decker", "hobbs", "tanner", "knox", "pacheco", "stephenson", "glass", "rojas", "serrano", "marks", "hickman", "english", "sweeney", "strong", "mcclure", "conway", "roth", "maynard", "farrell", "lowery", "hurst", "nixon", "weiss", "trujillo", "ellison", "sloan", "juarez", "winters", "mclean", "boyer", "villarreal", "mccall", "gentry", "carrillo", "ayers", "lara", "sexton", "pace", "hull", "leblanc", "browning", "velasquez", "leach", "chang", "sellers", "herring", "noble", "foley", "bartlett", "mercado", "landry", "durham", "walls", "barr", "mckee", "bauer", "rivers", "bradshaw", "pugh", "velez", "rush", "estes", "dodson", "morse", "sheppard", "weeks", "camacho", "bean", "barron", "livingston", "middleton", "spears", "branch", "blevins", "chen", "kerr", "mcconnell", "hatfield", "harding", "solis", "frost", "giles", "blackburn", "pennington", "woodward", "finley", "mcintosh", "koch", "mccullough", "blanchard", "rivas", "brennan", "mejia", "kane", "benton", "buckley", "valentine", "maddox", "russo", "mcknight", "buck", "moon", "mcmillan", "crosby", "berg", "dotson", "mays", "roach", "church", "chan", "richmond", "meadows", "faulkner", "oneill", "knapp", "kline", "ochoa", "jacobson", "gay", "hendricks", "horne", "shepard", "hebert", "cardenas", "mcintyre", "waller", "holman", "donaldson", "cantu", "morin", "gillespie", "fuentes", "tillman", "bentley", "peck", "key", "salas", "rollins", "gamble", "dickson", "battle", "santana", "cabrera", "cervantes", "howe", "hinton", "hurley", "spence", "zamora", "yang", "mcneil", "suarez", "petty", "gould", "mcfarland", "sampson", "carver", "bray", "macdonald", "stout", "hester", "melendez", "dillon", "farley", "hopper", "galloway", "potts", "joyner", "stein", "aguirre", "osborn", "mercer", "bender", "franco", "rowland", "sykes", "pickett", "sears", "mayo", "dunlap", "hayden", "wilder", "mckay", "coffey", "mccarty", "ewing", "cooley", "vaughan", "bonner", "cotton", "holder", "stark", "ferrell", "cantrell", "fulton", "lott", "calderon", "pollard", "hooper", "burch", "mullen", "fry", "riddle", "levy", "odonnell", "britt", "daugherty", "berger", "dillard", "alston", "frye", "riggs", "chaney", "odom", "duffy", "fitzpatrick", "valenzuela", "mayer", "alford", "mcpherson", "acevedo", "barrera", "cote", "reilly", "compton", "mooney", "mcgowan", "craft", "clemons", "wynn", "nielsen", "baird", "stanton", "snider", "rosales", "bright", "witt", "hays", "holden", "rutledge", "kinney", "clements", "castaneda", "slater", "hahn", "burks", "delaney", "pate", "lancaster", "sharpe", "whitfield", "talley", "macias", "burris", "ratliff", "mccray", "madden", "kaufman", "goff", "cash", "bolton", "mcfadden", "levine", "byers", "kirkland", "kidd", "workman", "carney", "mcleod", "holcomb", "england", "finch", "sosa", "haney", "franks", "sargent", "nieves", "downs", "rasmussen", "bird", "hewitt", "foreman", "valencia", "oneil", "delacruz", "vinson", "dejesus", "hyde", "forbes", "gilliam", "guthrie", "wooten", "huber", "barlow", "boyle", "mcmahon", "buckner", "rocha", "puckett", "langley", "knowles", "cooke", "velazquez", "whitley", "vang", "shea", "rouse", "hartley", "mayfield", "elder", "rankin", "hanna", "cowan", "lucero", "arroyo", "slaughter", "haas", "oconnell", "minor", "boucher", "archer", "boggs", "dougherty", "andersen", "newell", "crowe", "wang", "friedman", "bland", "swain", "holley", "pearce", "childs", "yarbrough", "galvan", "proctor", "meeks", "lozano", "mora", "rangel", "bacon", "villanueva", "schaefer", "rosado", "helms", "boyce", "goss", "stinson", "lake", "ibarra", "hutchins", "covington", "crowley", "hatcher", "mackey", "bunch", "womack", "polk", "dodd", "childress", "childers", "camp", "villa", "dye", "springer", "mahoney", "dailey", "belcher", "lockhart", "griggs", "costa", "brandt", "walden", "moser", "tatum", "mccann", "akers", "lutz", "pryor", "orozco", "mcallister", "lugo", "davies", "shoemaker", "rutherford", "newsome", "magee", "chamberlain", "blanton", "simms", "godfrey", "flanagan", "crum", "cordova", "escobar", "downing", "sinclair", "donahue", "krueger", "mcginnis", "gore", "farris", "webber", "corbett", "andrade", "starr", "lyon", "yoder", "hastings", "mcgrath", "spivey", "krause", "harden", "crabtree", "kirkpatrick", "arrington", "ritter", "mcghee", "bolden", "maloney", "gagnon", "dunbar", "ponce", "pike", "mayes", "beatty", "mobley", "kimball", "butts", "montes", "eldridge", "braun", "hamm", "gibbons", "moyer", "manley", "herron", "plummer", "elmore", "cramer", "rucker", "pierson", "fontenot", "field", "rubio", "goldstein", "elkins", "wills", "novak", "hickey", "worley", "gorman", "katz", "dickinson", "broussard", "woodruff", "crow", "britton", "nance", "lehman", "bingham", "zuniga", "whaley", "shafer", "coffman", "steward", "delarosa", "nix", "neely", "mata", "davila", "mccabe", "kessler", "hinkle", "welsh", "pagan", "goldberg", "goins", "crouch", "cuevas", "quinones", "mcdermott", "hendrickson", "samuels", "denton", "bergeron", "lam", "ivey", "locke", "haines", "snell", "hoskins", "byrne", "arias", "roe", "corbin", "beltran", "chappell", "downey", "dooley", "tuttle", "couch", "payton", "mcelroy", "crockett", "groves", "cartwright", "dickey", "mcgill", "dubois", "muniz", "tolbert", "dempsey", "cisneros", "sewell", "latham", "vigil", "tapia", "rainey", "norwood", "stroud", "meade", "tipton", "kuhn", "hilliard", "bonilla", "teague", "gunn", "greenwood", "correa", "reece", "poe", "pineda", "phipps", "frey", "kaiser", "ames", "gunter", "schmitt", "milligan", "espinosa", "bowden", "vickers", "lowry", "pritchard", "costello", "piper", "mcclellan", "lovell", "sheehan", "hatch", "dobson", "singh", "jeffries", "hollingsworth", "sorensen", "meza", "fink", "donnelly", "burrell", "tomlinson", "colbert", "billings", "ritchie", "helton", "sutherland", "peoples", "mcqueen", "thomason", "givens", "crocker", "vogel", "robison", "dunham", "coker", "swartz", "keys", "ladner", "richter", "hargrove", "edmonds", "brantley", "albright", "murdock", "boswell", "muller", "quintero", "padgett", "kenney", "daly", "connolly", "inman", "quintana", "lund", "barnard", "villegas", "simons", "land", "huggins", "tidwell", "sanderson", "bullard", "mcclendon", "duarte", "draper", "marrero", "dwyer", "abrams", "stover", "goode", "fraser", "crews", "bernal", "godwin", "conklin", "mcneal", "baca", "esparza", "crowder", "bower", "brewster", "mcneill", "rodrigues", "leal", "coates", "raines", "mccain", "mccord", "miner", "holbrook", "swift", "dukes", "carlisle", "aldridge", "ackerman", "starks", "ricks", "holliday", "ferris", "hairston", "sheffield", "lange", "fountain", "doss", "betts", "kaplan", "carmichael", "bloom", "ruffin", "penn", "kern", "bowles", "sizemore", "larkin", "dupree", "seals", "metcalf", "hutchison", "henley", "farr", "mccauley", "hankins", "gustafson", "curran", "ash", "waddell", "ramey", "cates", "pollock", "cummins", "messer", "heller", "lin", "funk", "cornett", "palacios", "galindo", "cano", "hathaway", "singer", "pham", "enriquez", "salgado", "pelletier", "painter", "wiseman", "blount", "feliciano", "temple", "houser", "doherty", "mead", "mcgraw", "swan", "capps", "blanco", "blackmon", "thomson", "mcmanus", "burkett", "post", "gleason", "ott", "dickens", "cormier", "voss", "rushing", "rosenberg", "hurd", "dumas", "benitez", "arellano", "marin", "caudill", "bragg", "jaramillo", "huerta", "gipson", "colvin", "biggs", "vela", "platt", "cassidy", "tompkins", "mccollum", "dolan", "daley", "crump", "sneed", "kilgore", "grove", "grimm", "davison", "brunson", "prater", "marcum", "devine", "stratton", "rosas", "choi", "tripp", "ledbetter", "hightower", "feldman", "epps", "yeager", "posey", "scruggs", "cope", "stubbs", "richey", "overton", "trotter", "sprague", "cordero", "butcher", "stiles", "burgos", "woodson", "horner", "bassett", "purcell", "haskins", "akins", "ziegler", "spaulding", "hadley", "grubbs", "sumner", "murillo", "zavala", "shook", "lockwood", "driscoll", "dahl", "thorpe", "redmond", "putnam", "mcwilliams", "mcrae", "romano", "joiner", "sadler", "hedrick", "hager", "hagen", "fitch", "coulter", "thacker", "mansfield", "langston", "guidry", "ferreira", "corley", "conn", "rossi", "lackey", "baez", "saenz", "mcnamara", "mcmullen", "mckenna", "mcdonough", "link", "engel", "browne", "roper", "peacock", "eubanks", "drummond", "stringer", "pritchett", "parham", "mims", "landers", "ham", "grayson", "schafer", "egan", "timmons", "ohara", "keen", "hamlin", "finn", "cortes", "mcnair", "nadeau", "moseley", "michaud", "rosen", "oakes", "kurtz", "jeffers", "calloway", "beal", "bautista", "winn", "suggs", "stern", "stapleton", "lyles", "laird", "montano", "dawkins", "hagan", "goldman", "bryson", "barajas", "lovett", "segura", "metz", "lockett", "langford", "hinson", "eastman", "hooks", "smallwood", "shapiro", "crowell", "whalen", "triplett", "chatman", "aldrich", "cahill", "youngblood", "ybarra", "stallings", "sheets", "reeder", "connelly", "bateman", "abernathy", "winkler", "wilkes", "masters", "hackett", "granger", "gillis", "schmitz", "sapp", "napier", "souza", "lanier", "gomes", "weir", "otero", "ledford", "burroughs", "babcock", "ventura", "siegel", "dugan", "bledsoe", "atwood", "wray", "varner", "spangler", "anaya", "staley", "kraft", "fournier", "belanger", "wolff", "thorne", "bynum", "burnette", "boykin", "swenson", "purvis", "pina", "khan", "duvall", "darby", "xiong", "kauffman", "healy", "engle", "benoit", "valle", "steiner", "spicer", "shaver", "randle", "lundy", "dow", "chin", "calvert", "staton", "neff", "kearney", "darden", "oakley", "medeiros", "mccracken", "crenshaw", "block", "perdue", "dill", "whittaker", "tobin", "washburn", "hogue", "goodrich", "easley", "bravo", "dennison", "shipley", "kerns", "jorgensen", "crain", "villalobos", "maurer", "longoria", "keene", "coon", "witherspoon", "staples", "pettit", "kincaid", "eason", "madrid", "echols", "lusk", "stahl", "currie", "thayer", "shultz", "mcnally", "seay", "north", "maher", "gagne", "barrow", "nava", "moreland", "honeycutt", "hearn", "diggs", "caron", "whitten", "westbrook", "stovall", "ragland", "munson", "meier", "looney", "kimble", "jolly", "hobson", "goddard", "culver", "burr", "presley", "negron", "connell", "tovar", "huddleston", "ashby", "salter", "root", "pendleton", "oleary", "nickerson", "myrick", "judd", "jacobsen", "bain", "adair", "starnes", "matos", "busby", "herndon", "hanley", "bellamy", "doty", "bartley", "yazzie", "rowell", "parson", "gifford", "cullen", "christiansen", "benavides", "barnhart", "talbot", "mock", "crandall", "connors", "bonds", "whitt", "gage", "bergman", "arredondo", "addison", "lujan", "dowdy", "jernigan", "huynh", "bouchard", "dutton", "rhoades", "ouellette", "kiser", "herrington", "hare", "blackman", "babb", "allred", "rudd", "paulson", "ogden", "koenig", "geiger", "begay", "parra", "lassiter", "hawk", "esposito", "cho", "waldron", "ransom", "prather", "chacon", "vick", "sands", "roark", "parr", "mayberry", "greenberg", "coley", "bruner", "whitman", "skaggs", "shipman", "leary", "hutton", "romo", "medrano", "ladd", "kruse", "askew", "schulz", "alfaro", "tabor", "mohr", "gallo", "bermudez", "pereira", "bliss", "reaves", "flint", "comer", "woodall", "naquin", 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"lind", "huston", "hay", "hawthorne", "hamby", "boyles", "boles", "regan", "faust", "crook", "beam", "barger", "hinds", "gallardo", "willoughby", "willingham", "eckert", "busch", "zepeda", "worthington", "tinsley", "hoff", "hawley", "carmona", "varela", "rector", "newcomb", "kinsey", "dube", "whatley", "ragsdale", "bernstein", "becerra", "yost", "mattson", "felder", "cheek", "handy", "grossman", "gauthier", "escobedo", "braden", "beckman", "mott", "hillman", "flaherty", "dykes", "doe", "stockton", "stearns", "lofton", "coats", "cavazos", "beavers", "barrios", "parish", "mosher", "cardwell", "coles", "burnham", "weller", "lemons", "beebe", "aguilera", "parnell", "harman", "couture", "alley", "schumacher", "redd", "dobbs", "blum", "blalock", "merchant", "ennis", "denson", "cottrell", "brannon", "bagley", "aviles", "watt", "sousa", "rosenthal", "rooney", "dietz", "blank", "paquette", "mcclelland", "duff", "velasco", "lentz", "grubb", "burrows", "barbour", "ulrich", "shockley", "rader", 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"treadway", "thornhill", "spalding", "rafferty", "pitre", "patino", "ordonez", "linkous", "kelleher", "homan", "galbraith", "feeney", "curtin", "coward", "camarillo", "buss", "bunnell", "bolt", "beeler", "autry", "alcala", "witte", "wentz", "stidham", "shively", "nunley", "meacham", "martins", "lemke", "lefebvre", "hynes", "horowitz", "hoppe", "holcombe", "dunne", "derr", "cochrane", "brittain", "bedard", "beauregard", "torrence", "strunk", "soria", "simonson", "shumaker", "scoggins", "oconner", "moriarty", "kuntz", "ives", "hutcheson", "horan", "hales", "garmon", "fitts", "bohn", "atchison", "wisniewski", "vanwinkle", "sturm", "sallee", "prosser", "moen", "lundberg", "kunz", "kohl", "keane", "jorgenson", "jaynes", "funderburk", "freed", "durr", "creamer", "cosgrove", "batson", "vanhoose", "thomsen", "teeter", "smyth", "redmon", "orellana", "maness", "heflin", "goulet", "frick", "forney", "bunker", "asbury", "aguiar", "talbott", "southard", "mowery", "mears", "lemmon", "krieger", "hickson", "elston", "duong", "delgadillo", "dayton", "dasilva", "conaway", "catron", "bruton", "bradbury", "bordelon", "bivins", "bittner", "bergstrom", "beals", "abell", "whelan", "tejada", "pulley", "pino", "norfleet", "nealy", "maes", "loper", "gatewood", "frierson", "freund", "finnegan", "cupp", "covey", "catalano", "boehm", "bader", "yoon", "walston", "tenney", "sipes", "rawlins", "medlock", "mccaskill", "mccallister", "marcotte", "maclean", "hughey", "henke", "harwell", "gladney", "gilson", "dew", "chism", "caskey", "brandenburg", "baylor", "villasenor", "veal", "thatcher", "stegall", "shore", "petrie", "nowlin", "navarrete", "muhammad", "lombard", "loftin", "lemaster", "kroll", "kovach", "kimbrell", "kidwell", "hershberger", "fulcher", "eng", "cantwell", "bustos", "boland", "bobbitt", "binkley", "wester", "weis", "verdin", "tiller", "sisco", "sharkey", "seymore", "rosenbaum", "rohr", "quinonez", "pinkston", "nation", "malley", "logue", "lessard", "lerner", "lebron", "krauss", "klinger", "halstead", "haller", "getz", "burrow", "alger", "shores", "pfeifer", "perron", "nelms", "munn", "mcmaster", "mckenney", "manns", "knudson", "hutchens", "huskey", "goebel", "flagg", "cushman", "click", "castellano", "carder", "bumgarner", "wampler", "spinks", "robson", "neel", "mcreynolds", "mathias", "maas", "loera", "kasper", "jenson", "florez", "coons", "buckingham", "brogan", "berryman", "wilmoth", "wilhite", "thrash", "shephard", "seidel", "schulze", "roldan", "pettis", "obryan", "maki", "mackie", "hatley", "frazer", "fiore", "chesser", "bui", "bottoms", "bisson", "benefield", "allman", "wilke", "trudeau", "timm", "shifflett", "rau", "mundy", "milliken", "mayers", "leake", "kohn", "huntington", "horsley", "hermann", "guerin", "fryer", "frizzell", "foret", "flemming", "fife", "criswell", "carbajal", "bozeman", "boisvert", "angulo", "wallen", "tapp", "silvers", "ramsay", "oshea", "orta", "moll", "mckeever", "mcgehee", "linville", "kiefer", "ketchum", "howerton", "groce", "gass", "fusco", "corbitt", "betz", "bartels", "amaral", "aiello", "yoo", "weddle", "sperry", "seiler", "runyan", "raley", "overby", "osteen", "olds", "mckeown", "matney", "lauer", "lattimore", "hindman", "hartwell", "fredrickson", "fredericks", "espino", "clegg", "carswell", "cambell", "burkholder", "woodbury", "welker", "totten", "thornburg", "theriault", "stitt", "stamm", "stackhouse", "scholl", "saxon", "rife", "razo", "quinlan", "pinkerton", "olivo", "nesmith", "nall", "mattos", "lafferty", "justus", "giron", "geer", "fielder", "drayton", "dortch", "conners", "conger", "boatwright", "billiot", "barden", "armenta", "tibbetts", "steadman", "slattery", "rinaldi", "raynor", "pinckney", "pettigrew", "milne", "matteson", "halsey", "gonsalves", "fellows", "durand", "desimone", "cowley", "cowles", "brill", "barham", "barela", "barba", "ashmore", "withrow", "valenti", "tejeda", "spriggs", "sayre", "salerno", "peltier", "peel", "merriman", "matheson", "lowman", "lindstrom", "hyland", "giroux", "earls", "dugas", "dabney", "collado", "briseno", "baxley", "whyte", "wenger", "vanover", "vanburen", "thiel", "schindler", "schiller", "rigby", "pomeroy", "passmore", "marble", "manzo", "mahaffey", "lindgren", "laflamme", "greathouse", "fite", "calabrese", "bayne", "yamamoto", "wick", "townes", "thames", "reinhart", "peeler", "naranjo", "montez", "mcdade", "mast", "markley", "marchand", "leeper", "kellum", "hudgens", "hennessey", "hadden", "gainey", "coppola", "borrego", "bolling", "beane", "ault", "slaton", "poland", "pape", "null", "mulkey", "lightner", "langer", "hillard", "glasgow", "ethridge", "enright", "derosa", "baskin", "weinberg", "turman", "somerville", "pardo", "noll", "lashley", "ingraham", "hiller", "hendon", "glaze", "cothran", "cooksey", "conte", "carrico", "abner", "wooley", "swope", "summerlin", "sturgis", "sturdivant", "stott", "spurgeon", "spillman", "speight", "roussel", "popp", "nutter", "mckeon", "mazza", "magnuson", "lanning", "kozak", "jankowski", "heyward", "forster", "corwin", "callaghan", "bays", "wortham", "usher", "theriot", "sayers", "sabo", "poling", "loya", "lieberman", "laroche", "labelle", "howes", "harr", "garay", "fogarty", "everson", "durkin", "dominquez", "chaves", "chambliss", "witcher", "vieira", "vandiver", "terrill", "stoker", "schreiner", "moorman", "liddell", "lew", "lawhorn", "krug", "irons", "hylton", "hollenbeck", "herrin", "hembree", "goolsby", "goodin", "gilmer", "foltz", "dinkins", "daughtry", "caban", "brim", "briley", "bilodeau", "wyant", "vergara", "tallent", "swearingen", "stroup", "scribner", "quillen", "pitman", "monaco", "mccants", "maxfield", "martinson", "holtz", "flournoy", "brookins", "brody", "baumgardner", "straub", "sills", "roybal", "roundtree", "oswalt", "mcgriff", "mcdougall", "mccleary", "maggard", "gragg", "gooding", "godinez", "doolittle", "donato", "cowell", "cassell", "bracken", "appel", "zambrano", "reuter", "perea", "nakamura", "monaghan", "mickens", "mcclinton", "mcclary", "marler", "kish", "judkins", "gilbreath", "freese", "flanigan", "felts", "erdmann", "dodds", "chew", "brownell", "boatright", "barreto", "slayton", "sandberg", "saldivar", "pettway", "odum", "narvaez", "moultrie", "montemayor", "merrell", "lees", "keyser", "hoke", "hardaway", "hannan", "gilbertson", "fogg", "dumont", "deberry", "coggins", "buxton", "bucher", "broadnax", "beeson", "araujo", "appleton", "amundson", "aguayo", "ackley", "yocum", "worsham", "shivers", "sanches", "sacco", "robey", "rhoden", "pender", "ochs", "mccurry", "madera", "luong", "knotts", "jackman", "heinrich", "hargrave", "gault", "comeaux", "chitwood", "caraway", "boettcher", "bernhardt", "barrientos", "zink", "wickham", "whiteman", "thorp", "stillman", "settles", "schoonover", "roque", "riddell", "pilcher", "phifer", "novotny", "macleod", "hardee", "haase", "grider", "doucette", "clausen", "bevins", "beamon", "badillo", "tolley", "tindall", "soule", "snook", "seale", "pitcher", "pinkney", "pellegrino", "nowell", "nemeth", "mondragon", "mclane", "lundgren", "ingalls", "hudspeth", "hixson", "gearhart", "furlong", "downes", "dibble", "deyoung", "cornejo", "camara", "brookshire", "boyette", "wolcott", "surratt", "sellars", "segal", "salyer", "reeve", "rausch", "labonte", "haro", "gower", "freeland", "fawcett", "eads", "driggers", "donley", "collett", "bromley", "boatman", "ballinger", "baldridge", "volz", "trombley", "stonge", "shanahan", "rivard", "rhyne", "pedroza", "matias", "jamieson", "hedgepeth", "hartnett", "estevez", "eskridge", "denman", "chiu", "chinn", "catlett", "carmack", "buie", "bechtel", "beardsley", "bard", "ballou", "ulmer", "skeen", "robledo", "rincon", "reitz", "piazza", "munger", "moten", "mcmichael", "loftus", "ledet", "kersey", "groff", "fowlkes", "folk", "crumpton", "clouse", "bettis", "villagomez", "timmerman", "strom", "santoro", "roddy", "penrod", "musselman", "macpherson", "leboeuf", "harless", "haddad", "guido", "golding", "fulkerson", "fannin", "dulaney", "dowdell", "cottle", "ceja", "cate", "bosley", "benge", "albritton", "voigt", "trowbridge", "soileau", "seely", "rohde", "pearsall", "paulk", "orth", "nason", "mota", "mcmullin", "marquardt", "madigan", "hoag", "gillum", "gabbard", "fenwick", "eck", "danforth", "cushing", "cress", "creed", "cazares", "casanova", "bey", "bettencourt", "barringer", "baber", "stansberry", "schramm", "rutter", "rivero", "oquendo", "necaise", "mouton", "montenegro", "miley", "mcgough", "marra", "macmillan", "lamontagne", "jasso", "horst", "hetrick", "heilman", "gaytan", "gall", "fortney", "dingle", "desjardins", "dabbs", "burbank", "brigham", "breland", "beaman", "arriola", "yarborough", "wallin", "toscano", "stowers", "reiss", "pichardo", "orton", "michels", "mcnamee", "mccrory", "leatherman", "kell", "keister", "horning", "hargett", "guay", "ferro", "deboer", "dagostino", "carper", "blanks", "beaudry", "towle", "tafoya", "stricklin", "strader", "soper", "sonnier", "sigmon", "schenk", "saddler", "pedigo", "mendes", "lunn", "lohr", "lahr", "kingsbury", "jarman", "hume", "holliman", "hofmann", "haworth", "harrelson", "hambrick", "flick", "edmunds", "dacosta", "crossman", "colston", "chaplin", "carrell", "budd", "weiler", "waits", "valentino", "trantham", "tarr", "solorio", "roebuck", "powe", "plank", "pettus", "palm", "pagano", "mink", "luker", "leathers", "joslin", "hartzell", "gambrell", "deutsch", "cepeda", "carty", "caputo", "brewington", "bedell", "ballew", "applewhite", "warnock", "walz", "urena", "tudor", "reel", "pigg", "parton", "mickelson", "meagher", "mclellan", "mcculley", "mandel", "leech", "lavallee", "kraemer", "kling", "kipp", "kehoe", "hochstetler", "harriman", "gregoire", "grabowski", "gosselin", "gammon", "fancher", "edens", "desai", "brannan", "armendariz", "woolsey", "whitehouse", "whetstone", "ussery", "towne", "testa", "tallman", "studer", "strait", "steinmetz", "sorrells", "sauceda", "rolfe", "paddock", "mitchem", "mcginn", "mccrea", "lovato", "hazen", "gilpin", "gaynor", "fike", "devoe", "delrio", "curiel", "burkhardt", "bode", "backus", "zinn", "watanabe", "wachter", "vanpelt", "turnage", "shaner", "schroder", "sato", "riordan", "quimby", "portis", "natale", "mckoy", "mccown", "kilmer", "hotchkiss", "hesse", "halbert", "gwinn", "godsey", "delisle", "chrisman", "canter", "arbogast", "angell", "acree", "yancy", "woolley", "wesson", "weatherspoon", "trainor", "stockman", "spiller", "sipe", "rooks", "reavis", "propst", "porras", "neilson", "mullens", "loucks", "llewellyn", "kumar", "koester", "klingensmith", "kirsch", "kester", "honaker", "hodson", "hennessy", "helmick", "garrity", "garibay", "fee", "drain", "casarez", "callis", "botello", "aycock", "avant", "wingard", "wayman", "tully", "theisen", "szymanski", "stansbury", "segovia", "rainwater", "preece", "pirtle", "padron", "mincey", "mckelvey", "mathes", "larrabee", "kornegay", "klug", "ingersoll", "hecht", "germain", "eggers", "dykstra", "deering", "decoteau", "deason", "dearing", "cofield", "carrigan", "bonham", "bahr", "aucoin", "appleby", "almonte", "yager", "womble", "wimmer", "weimer", "vanderpool", "stancil", "sprinkle", "romine", "remington", "pfaff", "peckham", "olivera", "meraz", "maze", "lathrop", "koehn", "hazelton", "halvorson", "hallock", "haddock", "ducharme", "dehaven", "caruthers", "brehm", "bosworth", "bost", "bias", "beeman", "basile", "bane", "aikens", "wold", "walther", "tabb", "suber", "strawn", "stocker", "shirey", "schlosser", "riedel", "rembert", "reimer", "pyles", "peele", "merriweather", "letourneau", "latta", "kidder", "hixon", "hillis", "hight", "herbst", "henriquez", "haygood", "hamill", "gabel", "fritts", "eubank", "dawes", "correll", "cha", "bushey", "buchholz", "brotherton", "botts", "barnwell", "auger", "atchley", "westphal", "veilleux", "ulloa", "stutzman", "shriver", "ryals", "prior", "pilkington", "moyers", "marrs", "mangrum", "maddux", "lockard", "laing", "kuhl", "harney", "hammock", "hamlett", "felker", "doerr", "depriest", "carrasquillo", "carothers", "bogle", "bischoff", "bergen", "albanese", "wyckoff", "vermillion", "vansickle", "thibault", "tetreault", "stickney", "shoemake", "ruggiero", "rawson", "racine", "philpot", "paschal", "mcelhaney", "mathison", "legrand", "lapierre", "kwan", "kremer", "jiles", "hilbert", "geyer", "faircloth", "ehlers", "egbert", "desrosiers", "dalrymple", "cotten", "cashman", "cadena", "breeding", "boardman", "alcaraz", "ahn", "wyrick", "therrien", "tankersley", "strickler", "puryear", "plourde", "pattison", "pardue", "mcginty", "mcevoy", "landreth", "kuhns", "koon", "hewett", "giddens", "emerick", "eades", "deangelis", "cosme", "ceballos", "birdsong", "benham", "bemis", "armour", "anguiano", "welborn", "tsosie", "storms", "shoup", "sessoms", "samaniego", "rood", "rojo", "rhinehart", "raby", "northcutt", "myer", "munguia", "morehouse", "mcdevitt", "mallett", "lozada", "lemoine", "kuehn", "hallett", "grim", "gillard", "gaylor", "garman", "gallaher", "feaster", "faris", "darrow", "dardar", "coney", "carreon", "braithwaite", "boylan", "boyett", "bixler", "bigham", "benford", "barragan", "barnum", "zuber", "wyche", "westcott", "vining", "stoltzfus", "simonds", "shupe", "sabin", "ruble", "rittenhouse", "richman", "perrone", "mulholland", "millan", "lomeli", "kite", "jemison", "hulett", "holler", "hickerson", "herold", "hazelwood", "griffen", "gause", "forde", "eisenberg", "dilworth", "charron", "chaisson", "brodie", "bristow", "breunig", "brace", "boutwell", "bentz", "belk", "bayless", "batchelder", "baran", "baeza", "zimmermann", "weathersby", "volk", "toole", "theis", "tedesco", "searle", "schenck", "satterwhite", "ruelas", "rankins", "partida", "nesbit", "morel", "menchaca", "levasseur", "kaylor", "johnstone", "hulse", "hollar", "hersey", "harrigan", "harbison", "guyer", "gish", "giese", "gerlach", "geller", "geisler", "falcone", "elwell", "doucet", "deese", "darr", "corder", "chafin", "byler", "bussell", "burdett", "brasher", "bowe", "bellinger", "bastian", "barner", "alleyne", "wilborn", "weil", "wegner", "wales", "tatro", "spitzer", "smithers", "schoen", "resendez", "parisi", "overman", "obrian", "mudd", "moy", "mclaren", "maggio", "lindner", "lalonde", "lacasse", "laboy", "killion", "kahl", "jessen", "jamerson", "houk", "henshaw", "gustin", "graber", "durst", "duenas", "davey", "cundiff", "conlon", "colunga", "coakley", "chiles", "capers", "buell", "bricker", "bissonnette", "birmingham", "bartz", "bagby", "zayas", "volpe", "treece", "toombs", "thom", "terrazas", "swinney", "skiles", "silveira", "shouse", "senn", "ramage", "nez", "moua", "langham", "kyles", "holston", "hoagland", "herd", "feller", "denison", "carraway", "burford", "bickel", "ambriz", "abercrombie", "yamada", "weidner", "waddle", "verduzco", "thurmond", "swindle", "schrock", "sanabria", "rosenberger", "probst", "peabody", "olinger", "nazario", "mccafferty", "mcbroom", "mcabee", "mazur", "matherne", "mapes", "leverett", "killingsworth", "heisler", "griego", 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"kubiak", "kirtley", "keffer", "kaczmarek", "housman", "hiers", "hibbert", "herrod", "hegarty", "hathorn", "greenhaw", "grafton", "govea", "futch", "furst", "franko", "forcier", "foran", "flickinger", "fairfield", "eure", "emrich", "embrey", "edgington", "ecklund", "eckard", "durante", "deyo", "delvecchio", "dade", "currey", "creswell", "cottrill", "casavant", "cartier", "cargile", "capel", "cammack", "calfee", "burse", "burruss", "brust", "brousseau", "bridwell", "braaten", "borkholder", "bloomquist", "bjork", "bartelt", "arp", "amburgey", "yeary", "yao", "whitefield", "vinyard", "vanvalkenburg", "twitchell", "timmins", "tapper", "stringham", "starcher", "spotts", "slaugh", "simonsen", "sheffer", "sequeira", "rosati", "rhymes", "reza", "quint", "pollak", "peirce", "patillo", "parkerson", "paiva", "nilson", "nevin", "narcisse", "nair", "mitton", "merriam", "merced", "meiners", "mckain", "mcelveen", "mcbeth", "marsden", "marez", "manke", "mahurin", "mabrey", "luper", "krull", "kees", 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"sluder", "shryock", "shepardson", "shatley", "scannell", "santistevan", "rosner", "rhode", "resto", "reinhard", "rathburn", "prisco", "poulsen", "pinney", "phares", "pennock", "pastrana", "oviedo", "ostler", "noto", "nauman", "mulford", "moise", "moberly", "mirabal", "metoyer", "metheny", "mentzer", "meldrum", "mcinturff", "mcelyea", "mcdougle", "massaro", "lumpkins", "loveday", "lofgren", "loe", "lirette", "lesperance", "lefkowitz", "ledger", "lauzon", "lain", "lachapelle", "kurz", "klassen", "keough", "kempton", "kaelin", "jeffords", "huot", "hsieh", "hoyer", "horwitz", "hopp", "hoeft", "hennig", "haskin", "gourdine", "golightly", "girouard", "fulgham", "fritsch", "freer", "frasher", "foulk", "firestone", "fiorentino", "fedor", "ensley", "englehart", "eells", "ebel", "dunphy", "donahoe", "dileo", "dibenedetto", "dabrowski", "crick", "coonrod", "conder", "coddington", "chunn", "choy", "chaput", "cerna", "carreiro", "calahan", "braggs", "bourdon", "bollman", "bittle", "behm", "bauder", "batt", "barreras", "aubuchon", "anzalone", "adamo", "zerbe", "wirt", "willcox", "westberg", "weikel", "waymire", "vroman", "vinci", "vallejos", "truesdell", "troutt", "trotta", "tollison", "toles", "tichenor", "symonds", "surles", "strayer", "stgeorge", "sroka", "sorrentino", "solares", "snelson", "silvestri", "sikorski", "shawver", "schumaker", "schorr", "schooley", "scates", "satterlee", "satchell", "sacks", "rymer", "roselli", "robitaille", "riegel", "regis", "reames", "provenzano", "priestley", "plaisance", "pettey", "palomares", "oman", "nowakowski", "nace", "monette", "minyard", "mclamb", "mchone", "mccarroll", "masson", "magoon", "maddy", "lundin", "loza", "licata", "leonhardt", "lema", "landwehr", "kircher", "kinch", "karpinski", "johannsen", "hussain", "houghtaling", "hoskinson", "hollaway", "holeman", "hobgood", "hilt", "hiebert", "gros", "goggin", "geissler", "gadbois", "gabaldon", "fleshman", "flannigan", "fairman", "epp", "eilers", "dycus", "dunmire", 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"rheaume", "reisinger", "randles", "pullum", "petrella", "payan", "papp", "nordin", "norcross", "nicoletti", "nicholes", "newbold", "nakagawa", "mraz", "monteith", "milstead", "milliner", "mellen", "mccardle", "luft", "liptak", "lipp", "leitch", "latimore", "larrison", "landau", "laborde", "koval", "izquierdo", "hymel", "hoskin", "holte", "hoefer", "hayworth", "hausman", "harrill", "harrel", "hardt", "gully", "groover", "grinnell", "greenspan", "graver", "grandberry", "gorrell", "goldenberg", "goguen", "gilleland", "garr", "fuson", "foye", "feldmann", "everly", "dyess", "dyal", "dunnigan", "downie", "dolby", "deatherage", "cosey", "cheever", "celaya", "caver", "cashion", "caplinger", "cansler", "byrge", "bruder", "breuer", "breslin", "brazelton", "botkin", "bonneau", "bondurant", "bohanan", "bogue", "boes", "bodner", "boatner", "blatt", "bickley", "belliveau", "beiler", "beier", "beckstead", "bachmann", "atkin", "altizer", "alloway", "allaire", "albro", "abron", "zellmer", "yetter", 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"wetherington", "wein", "watchman", "warf", "wansley", "vesely", "velazco", "vannorman", "valasquez", "utz", "urso", "turco", "turbeville", "trivett", "toothaker", "toohey", "tondreau", "thaler", "sylvain", "swindler", "swigert", "swider", "stiner", "stever", "steffes", "stampley", "stair", "smidt", "skeete", "silvestre", "shutts", "shealey", "seigler", "schweizer", "schuldt", "schlichting", "scherr", "saulsberry", "saner", "rosin", "rosato", "roling", "rohn", "rix", "rister", "remley", "remick", "recinos", "ramm", "raabe", "pursell", "poythress", "poli", "pokorny", "pettry", "petrey", "petitt", "penman", "payson", "paquet", "pappalardo", "outland", "orenstein", "nuttall", "nuckols", "nott", "nimmo", "murtagh", "mousseau", "moulder", "mooneyhan", "moak", "minch", "miera", "mercuri", "meighan", "mcnelly", "mcguffin", "mccreery", "mcclaskey", "mainor", "luongo", "lundstrom", "loughman", "lobb", "linhart", "lever", "leu", "leiter", "lehoux", "lehn", "lares", "lapan", "langhorne", "lamon", "ladwig", "ladson", "kuzma", "kreitzer", "knop", "keech", "kea", "kadlec", "jhonson", "jantz", "inglis", "husk", "hulme", "housel", "hofman", "hillery", "heidenreich", "heaps", "haslett", "harting", "hartig", "hamler", "halton", "hallum", "gutierres", "guida", "guerrier", "grossi", "gress", "greenhalgh", "gravelle", "gow", "goslin", "gonyea", "gipe", "gerstner", "gasser", "garceau", "gannaway", "gama", "gallop", "gaiser", "fullilove", "foutz", "fossum", "flannagan", "farrior", "faller", "ericksen", "entrekin", "enochs", "englund", "ellenberger", "eastland", "earwood", "dudash", "drozd", "desoto", "delph", "dekker", "dejohn", "degarmo", "defeo", "defalco", "deblois", "dacus", "cudd", "crossen", "crooms", "cronan", "costin", "cordray", "comerford", "colegrove", "coldwell", "claassen", "chartrand", "castiglione", "carte", "cardella", "carberry", "capp", "capobianco", "cangelosi", "buch", "brunell", "brucker", "brockett", "brizendine", "brinegar", "brimer", "brase", "bosque", "bonk", "bolger", "bohanon", "bohan", "blazek", "berning", "bergan", "bennette", "beauchemin", "battiste", "barra", "balogh", "avallone", "aubry", "ashcroft", "asencio", "arledge", "anchondo", "alvord", "acheson", "zaleski", "yonker", "wyss", "wycoff", "woodburn", "wininger", "winders", "willmon", "wiechmann", "westley", "weatherholt", "warnick", "wardle", "warburton", "volkert", "villanveva", "veit", "vass", "vanallen", "tung", "toribio", "toothman", "tiggs", "thornsberry", "thome", "tepper", "teeple", "tebo", "tassone", "tann", "stucker", "stotler", "stoneman", "stehle", "stanback", "stallcup", "spurr", "speers", "spada", "solum", "smolen", "sinn", "silvernail", "sholes", "shives", "shain", "secrest", "seagle", "schuette", "schoch", "schnieders", "schild", "schiavone", "schiavo", "scharff", "santee", "sandell", "salvo", "rollings", "rivenburg", "ritzman", "rist", "reynosa", "retana", "regnier", "rarick", "ransome", "rall", "propes", "prall", "poyner", "ponds", "poitra", "pippins", "pinion", 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"fralick", "fouse", "fluharty", "faucette", "fairfax", "evanoff", "elser", "ellard", "egerton", "ector", "ebling", "dunkel", "duhart", "drysdale", "dostal", "dorey", "dolph", "doles", "dismukes", "digregorio", "digby", "dewees", "deramus", "denniston", "dennett", "deloney", "delaughter", "cuneo", "cumberland", "crotts", "crosswhite", "cremeans", "creasey", "cottman", "cothern", "costales", "cosner", "corpus", "colligan", "cobble", "clutter", "chupp", "chevez", "chatmon", "chaires", "caplan", "caffee", "cabana", "burrough", "burditt", "buckler", "brunswick", "brouillard", "broady", "bowlby", "bouley", "borgman", "boltz", "boddy", "blackston", "birdsell", "bedgood", "bate", "bartos", "barriga", "barna", "barcenas", "banach", "baccus", "auclair", "ashman", "arter", "arendt", "ansell", "allums", "allender", "alber", "albarran", "adelson", "zoll", "wysong", "wimbley", "wildes", "whitis", "whitehill", "whicker", "weymouth", "weldy", "wark", "wareham", "waddy", "viveiros", "vath", "vandoren", 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"mattocks", "matranga", "martone", "markland", "maravilla", "manno", "mancha", "mallery", "magno", "lorentz", "locklin", "livingstone", "lipford", "lininger", "lepley", "leming", "lemelin", "leadbetter", "lawhon", "lattin", "langworthy", "lampman", "lambeth", "lamarr", "lahey", "krajewski", "klopp", "kinnison", "kestner", "kennell", "karim", "jozwiak", "jakubowski", "ivery", "iliff", "iddings", "hudkins", "houseman", "holz", "holderman", "hoehne", "highfill", "hiett", "heskett", "heldt", "hedman", "hayslett", "hatchell", "hasse", "hamon", "hamada", "hakala", "haislip", "haffey", "hackbarth", "guo", "gullickson", "guerrette", "greenblatt", "goudreau", "gongora", "godbout", "glaude", "gills", "gillison", "gigliotti", "gargano", "gallucci", "galli", "galante", "frasure", "fodor", "fizer", "fishburn", "finkbeiner", "finck", "fager", "estey", "espiritu", "eppinger", "epperly", "emig", "eckley", "dray", "dorsch", "dille", "devita", "deslauriers", "demery", "delorme", "delbosque", "dauphin", "dantonio", "curd", "crume", "cozad", "cossette", "comacho", "climer", "chadbourne", "cespedes", "cayton", "castaldo", "carpino", "carls", "capozzi", "canela", "buzard", "busick", "burlison", "brinkmann", "bridgeforth", "bourbeau", "bornstein", "bonfiglio", "boice", "boese", "biondi", "bilski", "betton", "berwick", "berlanga", "behan", "becraft", "barrientez", "banh", "balke", "balderrama", "bahe", "bachand", "armer", "arceo", "aliff", "alatorre", "zermeno", "younce", "yeoman", "yamasaki", "wroten", "woodby", "winer", "willits", "wilcoxon", "wehmeyer", "waterbury", "wass", "wann", "wachtel", "vizcarra", "veitch", "vanderbilt", "vallone", "vallery", "ureno", "tyer", "tipps", "tiedeman", "theberge", "texeira", "taub", "tapscott", "stutts", "stults", "stukes", "spink", "sottile", "smithwick", "slane", "simeone", "silvester", "siegrist", "shiffer", "sheedy", "sheaffer", "severin", "sellman", "scotto", "schupp", "schueller", "schreier", "schoolcraft", "schoenberger", "schnabel", "sangster", 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"mabie", "lynde", "lykes", "lueras", "lokken", "loken", "linzy", "lillis", "lilienthal", "levey", "legler", "leedom", "lebowitz", "lazzaro", "larabee", "lapinski", "langner", "langenfeld", "lampkins", "lamotte", "lambright", "lagarde", "ladouceur", "labounty", "lablanc", "laberge", "kyte", "kroon", "kron", "kraker", "kouba", "kirwin", "kincer", "kimbler", "kegler", "keach", "katzman", "katzer", "kalman", "jimmerson", "jenning", "janus", "iacovelli", "hust", "huson", "husby", "humphery", "hufnagel", "honig", "holsey", "holoman", "hohl", "hogge", "hinderliter", "hildebrant", "hemby", "helle", "heintzelman", "heidrick", "hearon", "hazelip", "hauk", "hasbrouck", "harton", "hartin", "harpster", "hansley", "hanchett", "haar", "guthridge", "gulbranson", "guill", "guerrera", "grund", "grosvenor", "grist", "grell", "grear", "granberry", "gonser", "giunta", "giuliani", "gillon", "gillmore", "gillan", "gibbon", "gettys", "gelb", "gano", "galliher", "fullen", "frese", "frates", "foxwell", "fleishman", "fleener", "fielden", "ferrera", "fells", "feemster", "fauntleroy", "evatt", "espy", "eno", "emmerich", "edler", "eastham", "dunavant", "duca", "drinnon", "dowe", "dorgan", "dollinger", "dipalma", "difranco", "dietrick", "denzer", "demarest", "delee", "delariva", "delany", "decesare", "debellis", "deavers", "deardorff", "dawe", "darosa", "darley", "dalzell", "dahlen", "curto", "cupps", "cunniff", "cude", "crivello", "cripps", "cresswell", "cousar", "cotta", "compo", "clyne", "clayson", "cearley", "catania", "carini", "cantero", "buttrey", "buttler", "burpee", "bulkley", "buitron", "buda", "bublitz", "bryer", "bryden", "brouillette", "brott", "brookman", "bronk", "breshears", "brennen", "brannum", "brandl", "braman", "bracewell", "boyter", "bomberger", "bogen", "boeding", "blauvelt", "blandford", "biermann", "bielecki", "bibby", "berthold", "berkman", "belvin", "bellomy", "beland", "behne", "beecham", "becher", "bax", "bassham", "barret", "baley", "auxier", "atkison", "ary", "arocha", "arechiga", "anspach", "algarin", "alcott", "alberty", "ager", "ackman", "abdallah", "zwick", "ziemer", "zastrow", "zajicek", "yokum", "yokley", "wittrock", "winebarger", "wilker", "wilham", "whitham", "wetzler", "westling", "westbury", "wendler", "wellborn", "weitzman", "weitz", "wallner", "waldroup", "vrabel", "vowels", "volker", "vitiello", "visconti", "villicana", "vibbert", "vesey", "vannatter", "vangilder", "vandervort", "vandegrift", "vanalstyne", "vallecillo", "usrey", "tynan", "turpen", "tuller", "trisler", "townson", "tillmon", "threlkeld", "thornell", "terrio", "taunton", "tarry", "tardy", "swoboda", "swihart", "sustaita", "suitt", "stuber", "strine", "stookey", "stmartin", "stiger", "stainbrook", "solem", "smail", "sligh", "siple", "sieben", "shumake", "shriner", "showman", "sheen", "sheckler", "seim", "secrist", "scoggin", "schultheis", "schmalz", "schendel", "schacher", "savard", "saulter", "santillanes", "sandiford", "sande", "salzer", "salvato", "saltz", "sakai", "ryckman", "ryant", "ruck", "rittenberry", "ristau", "richart", "rhynes", "reyer", "reulet", "reser", "redington", "reddington", "rebello", "reasor", "raftery", "rabago", "raasch", "quintanar", "pylant", "purington", "provencal", "prioleau", "prestwood", "pothier", "popa", "polster", "politte", "poffenberger", "pinner", "pietrzak", "pettie", "penaflor", "pellot", "pellham", "paylor", "payeur", "papas", "paik", "oyola", "osbourn", "orzechowski", "oppenheimer", "olesen", "oja", "ohl", "nuckolls", "nordberg", "noonkester", "nold", "nitta", "niblett", "neuhaus", "nesler", "nanney", "myrie", "mutch", "mosquera", "morena", "montalto", "montagna", "mizelle", "mincy", "millikan", "millay", "miler", "milbourn", "mikels", "migues", "miesner", "mershon", "merrow", "meigs", "mealey", "mcraney", "mcmartin", "mclachlan", "mcgeehan", "mcferren", "mcdole", "mccaulley", "mcanulty", "maziarz", "maul", "mateer", "martinsen", "marson", "mariotti", "manna", "mance", "malbon", "magnusson", "maclachlan", "macek", "lurie", "luc", "lown", "loranger", "lonon", "lisenby", "linsley", "lenk", "leavens", "lauritzen", "lathem", "lashbrook", "landman", "lamarche", "lamantia", "laguerre", "lagrange", "kogan", "klingbeil", "kist", "kimpel", "kime", "kier", "kerfoot", "kennamer", "kellems", "kammer", "kamen", "jepsen", "jarnigan", "isler", "ishee", "hux", "hungate", "hummell", "hultgren", "huffaker", "hruby", "hornick", "hooser", "hooley", "hoggan", "hirano", "hilley", "higham", "heuser", "henrickson", "henegar", "hellwig", "hedley", "hasegawa", "hartt", "hambright", "halfacre", "hafley", "guion", "guinan", "grunwald", "grothe", "gries", "greaney", "granda", "grabill", "gothard", "gossman", "gosser", "gossard", "gosha", "goldner", "gobin", "ginyard", "gilkes", "gilden", "gerson", "gephart", "gengler", "gautier", "gassett", "garon", "galusha", "gallager", "galdamez", "fulmore", "fritsche", "fowles", "foutch", "footman", "fludd", "ferriera", "ferrero", "ferreri", "fenimore", "fegley", "fegan", "fearn", "farrier", "fansler", "fane", "falzone", "fairweather", "etherton", "elsberry", "dykema", "duppstadt", "dunnam", "dunklin", "duet", "dudgeon", "dubuc", "doxey", "donmoyer", "dodgen", "disanto", "dingler", "dimattia", "dilday", "digennaro", "diedrich", "derossett", "depp", "demasi", "degraffenreid", "deakins", "deady", "davin", "daigre", "daddario", "czerwinski", "cullens", "cubbage", "cracraft", "combest", "coletti", "coghill", "claybrooks", "christofferse", "chiesa", "chason", "chamorro", "celentano", "cayer", "carolan", "carnegie", "capetillo", "callier", "cadogan", "caba", "byrom", "byrns", "burrowes", "burket", "burdge", "burbage", "buchholtz", "brunt", "brungardt", "brunetti", "brumbelow", "brugger", "broadhurst", "brigance", "brandow", "bouknight", "bottorff", "bottomley", "bosarge", "borger", "bombardier", "boggan", "blumer", "blecha", "birney", "birkland", "betances", "beran", "belin", "belgrave", "bealer", "bauch", "bashir", "bartow", "baro", "barnhouse", "barile", "ballweg", "baisley", "bains", "baehr", "badilla", "bachus", "bacher", "bachelder", "auzenne", "aten", "astle", "allis", "agarwal", "adger", "adamek", "ziolkowski", "zinke", "zazueta", "zamorano", "younkin", "wittig", "witman", "winsett", "winkles", "wiedman", "whitner", "whitcher", "wetherby", "westra", "westhoff", "wehrle", "wagaman", "voris", "vicknair", "veasley", "vaugh", "vanderburg", "valletta", "tunney", "trumbo", "truluck", "trueman", "truby", "trombly", "tourville", "tostado", "titcomb", "timpson", "tignor", "thrush", "thresher", "thiede", "tews", "tamplin", "taff", "tacker", "syverson", "sylvestre", "summerall", "stumbaugh", "strouth", "straker", "stradford", "stokley", "steinhoff", "steinberger", "spigner", "soltero", "snively", "sletten", "sinkler", "sinegal", "simoes", "siller", "sigel", "shire", "shinkle", "shellman", "sheller", "sheats", "sharer", "selvage", "sedlak", "schriver", "schimke", "scheuerman", "schanz", "savory", "saulters", "sauers", "sais", "rusin", "rumfelt", "ruhland", "rozar", "rosborough", "ronning", "rolph", "roloff", "robie", "rimer", "riehle", "ricco", "rhein", "retzlaff", "reisman", "reimann", "rayes", "raub", "raminez", "quesinberry", "pua", "procopio", "priolo", "printz", "prewett", "preas", "prahl", "poovey", "ploof", "platz", "plaisted", "pinzon", "pineiro", "pickney", "petrovich", "perl", "pehrson", "peets", "pavon", "pautz", "pascarella", "paras", "paolini", "pafford", "oyer", "ovellette", "outten", "outen", "orduna", "odriscoll", "oberlin", "nosal", "niven", "nisbett", "nevers", "nathanson", "mukai", "mozee", "mowers", "motyka", "morency", "montford", "mollica", "molden", "mitten", "miser", "millender", "midgette", "messerly", "melendy", "meisel", "meidinger", "meany", "mcnitt", "mcnemar", "mcmakin", "mcgaugh", "mccaa", "mauriello", "maudlin", "matzke", "mattia", "matsumura", "masuda", "mangels", "maloof", "malizia", "mahmoud", "maglione", "maddix", "lucchesi", "lochner", "linquist", "lietz", "leventhal", "lemanski", "leiser", "laury", "lauber", "lamberth", "kuss", "kulik", "kuiper", "krout", "kotter", "kort", "kohlmeier", "koffler", "koeller", "knipe", "knauss", "kleiber", "kissee", "kirst", "kirch", "kilgo", "kerlin", "kellison", "kehl", "kalb", "jorden", "jantzen", "inabinet", "ikard", "husman", "hunsberger", "hundt", "hucks", "houtz", "houseknecht", "hoots", "hogsett", "hogans", "hintze", "hession", "henault", "hemming", "helsley", "heinen", "heffington", "heberling", "heasley", "hazley", "hazeltine", "hayton", "hayse", "hawke", "haston", "harward", "harrow", "hanneman", "hafford", "hadnot", "guerro", "grahm", "gowins", "gordillo", "goosby", "glatt", "gibbens", "ghent", "gerrard", "germann", "gebo", "gean", "garling", "gardenhire", "garbutt", "gagner", "furguson", "funchess", "fujiwara", "fujita", "friley", "frigo", "forshee", "folkes", "filler", "fernald", "ferber", "feingold", "faul", "farrelly", "fairbank", "failla", "espey", "eshleman", "ertl", "erhart", "erhardt", "erbe", "elsea", "ells", "ellman", "eisenhart", "ehmann", "earnhardt", "duplantis", "dulac", "ducote", "draves", "dosch", "dolce", "divito", "dimauro", "derringer", "demeo", "demartini", "delima", "dehner", "degen", "defrancisco", "defoor", "dedeaux", "debnam", "cypert", "cutrer", "cusumano", "custis", "croker", "courtois", "costantino", "cormack", "corbeil", "copher", "conlan", "conkling", "cogdell", "cilley", "chapdelaine", "cendejas", "castiglia", "cashin", "carstensen", "caprio", "calcote", "calaway", "byfield", "butner", "bushway", "burritt", "browner", "brobst", "briner", "bridger", "brickley", "brendel", "bratten", "bratt", "brainerd", "brackman", "bowne", "bouck", "borunda", "bordner", "bonenfant", "boer", "boehmer", "bodiford", "bleau", "blankinship", "blane", "blaha", "bitting", "bissonette", "bigby", "bibeau", "bermudes", "berke", "bergevin", "bergerson", "bendel", "belville", "bechard", "bearce", "beadles", "batz", "bartlow", "ayoub", "avans", "aumiller", "arviso", "arpin", "arnwine", "armwood", "arent", "arehart", "arcand", "antle", "ambrosino", "alongi", "alm", "allshouse", "ahart", "aguon", "ziebarth", "zeledon", "zakrzewski", "yuhas", "yingst", "yedinak", "wommack", "winnett", "wingler", "wilcoxen", "whitmarsh", "wayt", "watley", "warkentin", "voll", "vogelsang", "voegele", "vivanco", "vinton", "villafane", "viles", "ver", "venne", "vanwagoner", "vanwagenen", "vanleuven", "vanauken", "uselton", "uren", "trumbauer", "tritt", "treadaway", "tozier", "tope", "tomczak", "tomberlin", "tomasini", "tollett", "toller", "titsworth", "tirrell", "tilly", "tavera", "tarnowski", "tanouye", "swarthout", "sutera", "surette", "styers", "styer", "stipe", "stickland", "stembridge", "stearn", "starkes", "stanberry", "stahr", "spino", "spicher", "sperber", "speece", "sonntag", "sneller", "smalling", "slowik", "slocumb", "sliva", "slemp", "slama", "sitz", "sisto", "sisemore", "sindelar", "shipton", "shillings", "sheeley", "sharber", "shaddix", "severns", "severino", "sensabaugh", "seder", "seawell", "seamons", "schrantz", "schooler", "scheffer", "scheerer", "scalia", "saum", "santibanez", "sano", "sanjuan", "sampley", "sailer", "sabella", "sabbagh", "royall", "rottman", "rivenbark", "rikard", "ricketson", "rickel", "rethman", "reily", "reddin", "reasoner", "rast", "ranallo", "quintal", "pung", "pucci", "proto", "prosperie", "prim", "preusser", "preslar", "powley", "postma", "pinnix", "pilla", "pietsch", "pickerel", "pica", "pharris", "petway", "petillo", "perin", "pereda", "pennypacker", "pennebaker", "pedrick", "patin", "patchell", "parodi", "parman", "pantano", "padua", "padro", "osterhout", "orner", "olivar", "ohlson", "odonoghue", "oceguera", "oberry", "novello", "noguera", "newquist", "newcombe", "neihoff", "nehring", "nees", "nebeker", "mundo", "mullenix", "morrisey", "moronta", "morillo", "morefield", "mongillo", "molino", "minto", "midgley", "michie", "menzies", "medved", "mechling", "mealy", "mcshan", "mcquaig", "mcnees", "mcglade", "mcgarity", "mcgahey", "mcduff", "mayweather", "mastropietro", "masten", "maranto", "maniscalco", "maize", "mahmood", "maddocks", "maday", "macha", "maag", "luken", "lopp", "lolley", "llanas", "litz", "litherland", "lindenberg", "lieu", "letcher", "lentini", "lemelle", "leet", "lecuyer", "leber", "laursen", "larrick", "lantigua", "langlinais", "lalli", "lafever", "labat", "labadie", "krogman", "kohut", "knarr", "klimas", "klar", "kittelson", "kirschbaum", "kintzel", "kincannon", "kimmell", "killgore", "kettner", "kelsch", "karle", "kapoor", "johansson", "jenkinson", "janney", "iraheta", "insley", "hyslop", "huckstep", "holleran", "hoerr", "hinze", "hinnenkamp", "hilger", "higgin", "hicklin", "heroux", "henkle", "helfer", "heikkinen", "heckstall", "heckler", "heavener", "haydel", "haveman", "haubert", "harrop", "harnois", "hansard", "hanover", "hammitt", "haliburton", "haefner", "hadsell", "haakenson", "guynn", "guizar", "grout", "grosz", "gomer", "golla", "godby", "glanz", "glancy", "givan", "giesen", "gerst", "gayman", "garraway", "gabor", "furness", "frisk", "fremont", "frary", "forand", "fessenden", "ferrigno", "fearon", "favreau", "faulks", "falbo", "ewen", "eurich", "etchison", "esterly", "entwistle", "ellingsworth", "eisenbarth", "edelson", "eckel", "earnshaw", "dunneback", "doyal", "donnellan", "dolin", "dibiase", "deschenes", "dermody", "degregorio", "darnall", "dant", "dansereau", "danaher", "dammann", "dames", "czarnecki", "cuyler", "custard", "cummingham", "cuffie", "cuffee", "cudney", "cuadra", "crigler", "creger", "coughlan", "corvin", "cortright", "corchado", "connery", "conforti", "condron", "colosimo", "colclough", "cohee", "ciotti", "chien", "chacko", "cevallos", "cavitt", "cavins", "castagna", "cashwell", "carrozza", "carrara", "capra", "campas", "callas", "caison", "caggiano", "bynoe", "buswell", "burpo", "burnam", "burges", "buerger", "buelow", "bueche", "bruni", "brummitt", "brodersen", "briese", "breit", "brakebill", "braatz", "boyers", "boughner", "borror", "borquez", "bonelli", "bohner", "blaker", "blackmer", "bissette", "bibbins", "bhatt", "bhatia", "bessler", "bergh", "beresford", "bensen", "benningfield", "bellantoni", "behler", "beehler", "beazley", "beauchesne", "bargo", "bannerman", "baltes", "balog", "ballantyne", "axelson", "apgar", "aoki", "anstett", "alejos", "alcocer", "albury", "aichele", "ackles", "zerangue", "zehner", "zank", "zacarias", "youngberg", "yorke", "yarbro", "wydra", "worthley", "wolbert", "wittmer", "witherington", "wishart", "winkleman", "willilams", "willer", "wiedeman", "whittingham", "whitbeck", "whetsel", "wheless", "westerberg", "welcher", "wegman", "waterfield", "wasinger", "warfel", "wannamaker", "walborn", "wada", "vogl", "vizcarrondo", "vitela", "villeda", "veras", "venuti", "veney", "ulrey", "uhlig", "turcios", "tremper", "torian", "torbett", "thrailkill", "terrones", "teitelbaum", "teems", "swoope", "sunseri", "stutes", "stthomas", "strohm", "stroble", "striegel", "streicher", "stodola", "stinchcomb", "steves", "steppe", "steller", "staudt", "starner", "stamant", "stam", "stackpole", "sprankle", "speciale", "spahr", "sowders", "sova", "soluri", "soderlund", "slinkard", "sjogren", "sirianni", "siewert", "sickels", "sica", "shugart", "shoults", "shive", "shimer", "shier", "shepley", "sheeran", "sevin", "seto", "segundo", "sedlacek", "scuderi", "schurman", "schuelke", "scholten", "schlater", "schisler", "schiefelbein", "schalk", "sanon", "sabala", "ruyle", "ruybal", "rueb", "rowsey", "rosol", "rocheleau", "rishel", "rippey", "ringgold", "rieves", "ridinger", "retherford", "rempe", "reith", "rafter", "raffaele", "quinto", "putz", "purdom", "puls", "pulaski", "propp", "principato", "preiss", "prada", "polansky", "poch", "plath", "pittard", "pinnock", "pfarr", "pfannenstiel", "penniman", "pauling", "patchen", "paschke", "parkey", "pando", "ouimet", "ottman", "ostlund", "ormiston", "occhipinti", "nowacki", "norred", "noack", "nishida", "nilles", "nicodemus", "neth", "nealey", "myricks", "murff", "mungia", "motsinger", "moscato", "morado", "monnier", "molyneux", "modzelewski", "miura", "minich", "militello", "milbrandt", "michalik", "meserve", "mendivil", "melara", "mcnish", "mcelhannon", "mccroy", "mccrady", "mazzella", "maule", "mattera", "mathena", "matas", "mascorro", "marinello", "marguez", "manwaring", "manhart", "mangano", "maggi", "lymon", "luter", "luse", "lukasik", "luiz", "ludlum", "luczak", "lowenthal", "lossett", "lorentzen", "loredo", "longworth", "lomanto", "lisi", "lish", "lipsky", "linck", "liedtke", "levering", "lessman", "lemond", "lembo", "ledonne", "leatham", "laufer", "lanphear", "langlais", "lamphear", "lamberton", "lafon", "lade", "lacross", "kyzer", "krok", "kring", "krell", "krehbiel", "kratochvil", "krach", "kovar", "kostka", "knudtson", "knaack", "kliebert", "klahn", "kirkley", "kimzey", "kerrick", "kennerson", "keesler", "karlin", "janousek", "imel", "icenhour", "hyler", "hudock", "houpt", "holquin", "holiman", "holahan", "hodapp", "hillen", "hickmon", "hersom", "henrich", "helvey", "heidt", "heideman", "hedstrom", "hedin", "hebron", "hayter", "harn", "hardage", "halsted", "hahne", "hagemann", "guzik", "guel", "groesbeck", "gritton", "grego", "graziani", "grasty", "graney", "gouin", "gossage", "golston", "goheen", "godina", "glade", "giorgi", "giambrone", "gerrity", "gerrish", "gero", "gerling", "gaulke", "garlick", "galiano", "gaiter", "gahagan", "gagnier", "friddle", "fredericksen", "franqui", "follansbee", "foerster", "flury", "fitzmaurice", "fiorini", "finlayson", "fiecke", "fickes", "fichter", "ferron", "farrel", "fackler", "eyman", "escarcega", "errico", "erler", "erby", "engman", "engelmann", "elsass", "elliston", "eddleman", "eadie", "dummer", "drost", "dorrough", "dorrance", "doolan", "donalson", "domenico", "ditullio", "dittmar", "dishon", "dionisio", "dike", "devinney", "desir", "deschamp", "derrickson", "delamora", "deitch", "dechant", "danek", "dahmen", "curci", "cudjoe", "croxton", "creasman", "craney", "crader", "cowling", "coulston", "cortina", "corlew", "corl", "copland", "convery", "cohrs", "clune", "clausing", "cipriani", "cianciolo", "chubb", "chittum", "chenard", "charlesworth", "charlebois", "champine", "chamlee", "chagoya", "casselman", "cardello", "capasso", "cannella", "calderwood", "byford", "buttars", "bushee", "burrage", "buentello", "brzozowski", "bryner", "brumit", "brookover", "bronner", "bromberg", "brixey", "brinn", "briganti", "bremner", "brawn", "branscome", "brannigan", "bradsher", "bozek", "boulay", "bormann", "bongiorno", "bollin", "bohler", "bogert", "bodenhamer", "blose", "bivona", "billips", "bibler", "benfer", "benedetti", "belue", "bellanger", "belford", "behn", "barnhardt", "baltzell", "balling", "balducci", "bainter", "babineau", "babich", "baade", "attwood", "asmus", "asaro", "artiaga", "applebaum", "anding", "amar", "amaker", "allsup", "alligood", "alers", "agin", "agar", "achenbach", "abramowitz", "abbas", "aasen", "zehnder", "yopp", "yelle", "yeldell", "wynter", "woodmansee", "wooding", "woll", "winborne", "willsey", "willeford", "widger", "whiten", "whitchurch", "whang", "weissinger", "weinman", "weingartner", "weidler", "waltrip", "wagar", "wafford", "vitagliano", "villalvazo", "villacorta", "vigna", "vickrey", "vicini", "ventimiglia", "vandenbosch", "valvo", "valazquez", "utsey", "urbaniak", "unzueta", "trombetta", "trevizo", "trembley", "tremaine", "traverso", "tores", "tolan", "tillison", "tietjen", "teachout", "taube", "tatham", "tarwater", "tarbell", "sydow", "swims", "swader", "striplin", "stoltenberg", "steinhauer", "steil", "steigerwald", "starkweather", "stallman", "squier", "sparacino", "spadafora", "shiflet", "shibata", "shevlin", "sherrick", "sessums", "servais", "senters", "seevers", "seelye", "searfoss", "seabrooks", "scoles", "schwager", "schrom", "schmeltzer", "scheffel", "sawin", "saterfiel", "sardina", "sanroman", "sandin", "salamanca", "saladin", "sabia", "rustin", "rushin", "ruley", "rueter", "rotter", "rosenzweig", "rohe", "roder", "riter", "rieth", "ried", "ridder", "rennick", "remmers", "remer", "relyea", "reilley", "reder", "rasheed", "rakowski", "rabin", "queener", "pursel", "prowell", "pritts", "presler", "pouncy", "porche", "porcaro", "pollman", "pleas", "planas", "pinkley", "pinegar", "pilger", "philson", "petties", "perrodin", "pendergrast", "patao", "pasternak", "passarelli", "pasko", "parshall", "panos", "panella", "palombo", "padillo", "oyama", "overlock", "overbeck", "otterson", "orrell", "ornellas", "opitz", "okelly", "obando", "noggle", "nicosia", "netto", "negrin", "natali", "nakayama", "nagao", "nadel", "musial", "murrill", "murrah", "munsch", "mucci", "mrozek", "moyes", "mowrer", "moris", "morais", "moorhouse", "monico", "mondy", "moncayo", "miltenberger", "milsap", "milone", "millikin", "milardo", "micheals", "micco", "meyerson", "mericle", "mendell", "meinhardt", "meachum", "mcleroy", "mcgray", "mcgonigal", "maultsby", "matis", "matheney", "matamoros", "marro", "marcil", "marcial", "mantz", "mannings", "maltby", "malchow", "maiorano", "mahn", "mahlum", "maglio", "maberry", "lustig", "luellen", "longwell", "longenecker", "lofland", "locascio", "linney", "linneman", "lighty", "levell", "levay", "lenahan", "lemen", "lehto", "lebaron", "lanctot", "lamy", "lainez", "laffoon", "labombard", "kujawski", "kroger", "kreutzer", "korhonen", "kondo", "kollman", "kohan", "kogut", "knaus", "kivi", "kittel", "kinner", "kindig", "kindel", "kiesel", "kibby", "khang", "kettler", "ketterer", "kepner", "kelliher", "keenum", "kanode", "kail", "juhasz", "jowett", "jolicoeur", "jeon", "iser", "ingrassia", "imai", "hutchcraft", "humiston", "hulings", "hukill", "huizenga", "hugley", "hornyak", "hodder", "hisle", "hillenbrand", "hille", "higuchi", "hertzler", "herdon", "heppner", "hepp", "heitmann", "heckart", "hazlewood", "hayles", "hayek", "hawkin", "haugland", "hasler", "harbuck", "happel", "hambly", "hambleton", "hagaman", "guzzi", "gullette", "guinyard", "grogg", "grise", "griffing", "goto", "gosney", "goley", "goldblatt", "gledhill", "girton", "giltner", "gillock", "gilham", "gilfillan", "giblin", "gentner", "gehlert", "gehl", "garten", "garney", "garlow", "garett", "galles", "galeana", "futral", "fuhr", "friedland", "franson", "fransen", "foulds", "follmer", "foland", "flax", "flavin", "firkins", "fillion", "figueredo", "ferrill", "fenster", "fenley", "fauver", "farfan", "eustice", "eppler", "engelman", "engelke", "emmer", "elzy", "ellwood", "ellerbee", "elks", "ehret", "ebbert", "durrah", "dupras", "dubuque", "dragoo", "donlon", "dolloff", "dibella", "derrico", "demko", "demar", "darrington", "czapla", "crooker", "creagh", "cranor", "craner", "crabill", "coyer", "cowman", "cowherd", "cottone", "costillo", "coster", "costas", "cosenza", "corker", "collinson", "coello", "clingman", "clingerman", "claborn", "chmura", "chausse", "chaudhry", "chapell", "chancy", "cerrone", "caverly", "caulkins", "carn", "campfield", "campanelli", "callaham", "cadorette", "butkovich", "buske", "burrier", "burkley", "bunyard", "buckelew", "buchheit", "broman", "brescia", "brasel", "boyster", "booe", "bonomo", "bondi", "bohnsack", "blomberg", "blanford", "bilderback", "biggins", "bently", "behrends", "beegle", "bedoya", "bechtol", "beaubien", "bayerl", "baumgart", "baumeister", "barratt", "barlowe", "barkman", "barbagallo", "baldree", "baine", "baggs", "bacote", "aylward", "ashurst", "arvidson", "arthurs", "arrieta", "arrey", "arreguin", "arrant", "arner", "arizmendi", "anker", "amis", "amend", "alphin", "allbright", "aikin", "zupan", "zuchowski", "zeolla", "zanchez", "zahradnik", "zahler", "younan", "yeater", "yearta", "yarrington", "yantis", "woomer", "wollard", "wolfinger", "woerner", "witek", "wishon", "wisener", "wingerter", "willet", "wilding", "wiedemann", "weisel", "wedeking", "waybright", "wardwell", "walkins", "waldorf", "voth", "voit", "virden", "viloria", "villagran", "vasta", "vashon", "vaquera", "vantassell", "vanderlinden", "vandergrift", "vancuren", "valenta", "underdahl", "tygart", "twining", "twiford", "turlington", "tullius", "tubman", "trowell", "trieu", "transue", "tousant", "torgersen", "tooker", "tome", "toma", "tocci", "tippins", "tinner", "timlin", "tillinghast", "tidmore", "teti", "tedrick", "tacey", "swanberg", "sunde", "summitt", "summerford", "summa", "stratman", "strandberg", "storck", "stober", "steitz", "stayer", "stauber", "staiger", "sponaugle", "spofford", "sparano", "spagnola", "sokoloski", "snay", "slough", "skowronski", "sieck", "shimkus", "sheth", "sherk", "shankles", "shahid", "sevy", "senegal", "seiden", "seidell", "searls", "searight", "schwalm", "schug", "schilke", "schier", "scheck", "sawtelle", "santore", "sanks", "sandquist", "sanden", "saling", "saathoff", "ryberg", "rustad", "ruffing", "rudnicki", "ruane", "rozzi", "rowse", "rosenau", "rodes", "risser", "riggin", "riess", "riese", "rhoten", "reinecke", "reigle", "reichling", "redner", "rebelo", "raynes", "raimondi", "rahe", "rada", "querry", "quellette", "pulsifer", "prochnow", "prato", "poulton", "poudrier", "policastro", "polhemus", "polasek", "poissant", "pohlmann", "plotner", "pitkin", "pita", "pinkett", "piekarski", "pichon", "pfau", "petroff", "petermann", "peplinski", "peller", "pecinovsky", "pearse", "pattillo", "patague", "parlier", "parenti", "parchman", "pane", "paff", "ortner", "oros", "nolley", "noakes", "nigh", "nicolosi", "nicolay", "newnam", "netter", "nass", "napoles", "nakata", "nakamoto", "morlock", "moraga", "montilla", "mongeau", "molitor", "mohney", "mitchener", "meyerhoff", "medel", "mcniff", "mcmonagle", "mcglown", "mcglinchey", "mcgarrity", "mccright", "mccorvey", "mcconnel", "mccargo", "mazzei", "matula", "mastroianni", "massingale", "maring", "maricle", "mans", "mannon", "mannix", "manney", "manalo", "malo", "malan", "mahony", "madril", "mackowiak", "macko", "macintosh", "lurry", "luczynski", "lucke", "lucarelli", "losee", "lorence", "loiacono", "lohse", "loder", "lipari", "linebarger", "lindamood", "limbaugh", "letts", "leleux", "leep", "leeder", "leard", "laxson", "lawry", "laverdiere", "laughton", "lastra", "kurek", "kriss", "krishnan", "kretschmer", "krebsbach", "kontos", "knobel", "knauf", "klick", "kleven", "klawitter", "kitchin", "kirkendoll", "kinkel", "kingrey", "kilbourn", "kensinger", "kennerly", "kamin", "justiniano", "jurek", "junkin", "judon", "jordahl", "jeanes", "jarrells", "iwamoto", "ishida", "immel", "iman", "ihle", "hyre", "hurn", "hunn", "hultman", "huffstetler", "huffer", "hubner", "howey", "hooton", "holts", "holscher", "holen", "hoggatt", "hilaire", "herz", "henne", "helstrom", "hellickson", "heinlein", "heckathorn", "heckard", "headlee", "hauptman", "haughey", "hatt", "harring", "harford", "hammill", "hamed", "halperin", "haig", "hagwood", "hagstrom", "gunnells", "gundlach", "guardiola", "greeno", "greenland", "gonce", "goldsby", "gobel", "gisi", "gillins", "gillie", "germano", "geibel", "gauger", "garriott", "garbarino", "gajewski", "funari", "fullbright", "fuell", "fritzler", "freshwater", "freas", "fortino", "forbus", "flohr", "flemister", "fisch", "finks", "fenstermaker", "feldstein", "farhat", "fankhauser", "fagg", "fader", "exline", "emigh", "eguia", "edman", "eckler", "eastburn", "dunmore", "dubuisson", "dubinsky", "drayer", "doverspike", "doubleday", "doten", "dorner", "dolson", "dohrmann", "disla", "direnzo", "dipaola", "dines", "diblasi", "dewolf", "desanti", "dennehy", "demming", "delker", "decola", "davilla", "daughtridge", "darville", "darland", "danzy", "dagenais", "culotta", "cruzado", "crudup", "croswell", "coverdale", "covelli", "couts", "corbell", "coplan", "coolbaugh", "conyer", "conlee", "conigliaro", "comiskey", "coberly", "clendening", "clairmont", "cienfuegos", "chojnacki", "chilcote", "champney", "cassara", "casazza", "casado", "carew", "carbin", "carabajal", "calcagni", "cail", "busbee", "burts", "burbridge", "bunge", "bundick", "buhler", "bucholtz", "bruen", "broce", "brite", "brignac", "brierly", "bridgman", "braham", "bradish", "boyington", "borjas", "bonn", "bonhomme", "bohlen", "bogardus", "bockelman", "blick", "blackerby", "bizier", "biro", "binney", "bertolini", "bertin", "berti", "bento", "beno", "belgarde", "belding", "beckel", "becerril", "bazaldua", "bayes", "bayard", "barrus", "barris", "baros", "bara", "ballow", "bakewell", "baginski", "badalamenti", "backhaus", "avilez", "auvil", "atteberry", "ardon", "anzaldua", "anello", "amsler", "ambrosio", "althouse", "alles", "alberti", "alberson", "aitchison", "aguinaga", "ziemann", "zickefoose", "zerr", "zeck", "zartman", "zahm", "zabriskie", "yohn", "yellowhair", "yeaton", "yarnall", "yaple", "wolski", "wixon", "willner", "willms", "whitsitt", "wheelwright", "weyandt", "wess", "wengerd", "weatherholtz", "wattenbarger", "walrath", "walpole", "waldrip", "voges", "vinzant", "viars", "veres", "veneziano", "veillon", "vawter", "vaughns", "vanwart", "vanostrand", "valiente", "valderas", "uhrig", "tunison", "tulloch", "trostle", "treaster", "traywick", "toye", "tomson", "tomasello", "tomasek", "tippit", "tinajero", "tift", "tienda", "thorington", "thieme", "thibeau", "thakkar", "tewell", "telfer", "sweetser", "stratford", "stracener", "stoke", "stiverson", "stelling", "spatz", "spagnoli", "sorge", "slevin", "slabaugh", "simson", "shupp", "shoultz", "shotts", "shiroma", "shetley", "sherrow", "sheffey", "shawgo", "shamburger", "sester", "segraves", "seelig", "scioneaux", "schwartzkopf", "schwabe", "scholes", "schluter", "schlecht", "schillaci", "schildgen", "schieber", "schewe", "schecter", "scarpelli", "scaglione", "sautter", "santelli", "salmi", "sabado", "ryer", "rydberg", "ryba", "rushford", "runk", "ruddick", "rotondo", "rote", "rosenfield", "roesner", "rocchio", "ritzer", "rippel", "rimes", "riffel", "richison", "ribble", "reynold", "resh", "rehn", "ratti", "rasor", "rasnake", "rappold", "rando", "radosevich", "pulice", "prichett", "pribble", "poynor", "plowden", "pitzen", "pittsley", "pitter", "philyaw", "philipps", "pestana", "perro", "perone", "pera", "peil", "pedone", "pawlowicz", "pattee", "parten", "parlin", "pariseau", "paredez", "paek", "pacifico", "otts", "ostrow", "osornio", "oslund", "orso", "ooten", "onken", "oniel", "onan", "ollison", "ohlsen", "ohlinger", "odowd", "niemiec", "neubert", "nembhard", "neaves", "neathery", "nakasone", "myerson", "muto", "muntz", "munez", "mumme", "mumm", "mujica", "muise", "muench", "morriss", "molock", "mishoe", "minier", "metzgar", "mero", "meiser", "meese", "mcsween", "mcquire", "mcquinn", "mcpheeters", "mckeller", "mcilrath", "mcgown", "mcdavis", "mccuen", "mcclenton", "maxham", "matsui", "marriner", "marlette", "mansur", "mancino", "maland", "majka", "maisch", "maheux", "madry", "madriz", "mackley", "macke", "lydick", "lutterman", "luppino", "lundahl", "lovingood", "loudon", "longmore", "liefer", "leveque", "lescarbeau", "lemmer", "ledgerwood", "lawver", "lawrie", "lattea", "lasko", "lahman", "kulpa", "kukowski", "kukla", "kubota", "kubala", "krizan", "kriz", "krikorian", "kravetz", "kramp", "kowaleski", "knobloch", "klosterman", "kloster", "klepper", "kirven", "kinnaman", "kinnaird", "killam", "kiesling", "kesner", "keebler", "keagle", "karls", "kapinos", "kantner", "kaba", "junious", "jefferys", "jacquet", "izzi", "ishii", "irion", "ifill", "hotard", "horman", "hoppes", "hopkin", "hokanson", "hoda", "hocutt", "hoaglin", "hites", "hirai", "hindle", "hinch", "hilty", "hild", "hier", "hickle", "hibler", "henrichs", "hempstead", "helmers", "hellard", "heims", "heidler", "hawbaker", "harkleroad", "harari", "hanney", "hannaford", "hamid", "haltom", "hallford", "guilliams", "guerette", "gryder", "groseclose", "groen", "grimley", "greenidge", "graffam", "goucher", "goodenough", "goldsborough", "gloster", "glanton", "gladson", "gladding", "ghee", "gethers", "gerstein", "geesey", "geddie", "gayer", "gaver", "gauntt", "gartland", "garriga", "garoutte", "fronk", "fritze", "frenzel", "forgione", "fluitt", "flinchbaugh", "flach", "fiorito", "finan", "finamore", "fimbres", "fillman", "figeroa", "ficklin", "feher", "feddersen", "fambro", "fairbairn", "eves", "escalona", "elsey", "eisenstein", "ehrenberg", "eargle", "drane", "dogan", "dively", "dewolfe", "dettman", "desiderio", "desch", "dennen", "denk", "demaris", "delsignore", "dejarnette", "deere", "dedman", "daws", "dauphinais", "danz", "dantin", "dannenberg", "dalby", "currence", "culwell", "cuesta", "croston", "crossno", "cromley", "crisci", "craw", "coryell", "condra", "colpitts", "colas", "clink", "clevinger", "clermont", "cistrunk", "cirilo", "chirico", "chiarello", "cephus", "cecena", "cavaliere", "caughey", "casimir", "carwell", "carlon", "carbonaro", "caraveo", "cantley", "callejas", "cagney", "cadieux", "cabaniss", "bushard", "burlew", "buras", "budzinski", "bucklew", "bruneau", "brummer", "brueggemann", "brotzman", "bross", "brittian", "brimage", "briles", "brickman", "breneman", "breitenstein", "brandel", "brackins", "boydstun", "botta", "bosket", "boros", "borgmann", "bordeau", "bonifacio", "bolten", "boehman", "blundell", "bloodsaw", "bjerke", "biffle", "bickett", "bickers", "beville", "bergren", "bergey", "benzing", "belfiore", "beirne", "beckert", "bebout", "baumert", "battey", "barrs", "barriere", "barcelo", "barbe", "balliet", "baham", "babst", "auton", "asper", "asbell", "arzate", "argento", "arel", "araki", "arai", "antley", "amodeo", "ammann", "allensworth", "aldape", "akey", "abeita", "zweifel", "zeiler", "zamor", "zalenski", "yzaguirre", "yousef", "yetman", "wyer", "woolwine", "wohlgemuth", "wohlers", "wittenberg", "wingrove", "wimsatt", "willimas", "wilkenson", "wildey", "wilderman", "wilczynski", "wigton", "whorley", "wellons", "welle", "weirich", "weideman", "weide", "weast", "wasmund", "warshaw", "walson", "waldner", "walch", "walberg", "wagener", "wageman", "vrieze", "vossen", "vorce", "voorhis", "vonderheide", "viruet", "vicari", "verne", "velasques", "vautour", "vartanian", "varona", "vankeuren", "vandine", "vandermeer", "ursery", "underdown", "uhrich", "uhlman", "tworek", "twine", "twellman", "tweedie", "tutino", "turmelle", "tubb", "trivedi", "triano", "trevathan", "treese", "treanor", "treacy", "traina", "topham", "toenjes", "tippetts", "tieu", "thomure", "thatch", "tetzlaff", "tetterton", "teamer", "tappan", "talcott", "tagg", "szczepanski", "syring", "surace", "sulzer", "sugrue", "sugarman", "suess", "styons", "stwart", "stupka", "strey", "straube", "strate", "stoddart", "stockbridge", "stjames", "steimle", "steenberg", "stamand", "staller", "stahly", "stager", "spurgin", "sprow", "sponsler", "speas", "spainhour", "sones", "smits", "smelcer", "slovak", "slaten", "singleterry", "simien", "sidebottom", "sibrian", "shellhammer", "shelburne", "shambo", "sepeda", "seigel", "scogin", "scianna", "schmoll", "schmelzer", "scheu", "schachter", "savant", "sauseda", "satcher", "sandor", "sampsell", "rugh", "rufener", "rotenberry", "rossow", "rossbach", "rollman", "rodrique", "rodreguez", "rodkey", "roda", "rini", "riggan", "rients", "riedl", "rhines", "ress", "reinbold", "raschke", "rardin", "racicot", "quillin", "pushard", "primrose", "pries", "pressey", "precourt", "pratts", "postel", "poppell", "plumer", "pingree", "pieroni", "pflug", "petre", "petrarca", "peterka", "perkin", "pergande", "peranio", "penna", "paulhus", "pasquariello", "parras", "parmentier", "pamplin", "oviatt", "osterhoudt", "ostendorf", "osmun", "ortman", "orloff", "orban", "onofrio", "olveda", "oltman", "okeeffe", "ocana", "nunemaker", "novy", "noffsinger", "nish", "niday", "nethery", "nemitz", "neidert", "nadal", "nack", "muszynski", "munsterman", "mulherin", "mortimore", "morter", "montesino", "montalvan", "montalbano", "momon", "moman", "mogan", "minns", "millward", "milling", "michelsen", "mewborn", "metayer", "mensch", "meloy", "meggs", "meaders", "mcsorley", "mcmenamin", "mclead", "mclauchlin", "mcguffey", "mcguckin", "mcglaughlin", "mcferron", "mcentyre", "mccrum", "mccawley", "mcbain", "mayhue", "matzen", "matton", "marsee", "marrin", "marland", "markum", "mantilla", "manfre", "makuch", "madlock", "macauley", "luzier", "luthy", "lufkin", "lucena", "loudin", "lothrop", "lorch", "loll", "loadholt", "lippold", "lichtman", "liberto", "liakos", "lewicki", "levett", "lentine", "leja", "legree", "lawhead", "lauro", "lauder", "lanman", "lank", "laning", "lalor", "krob", "kriger", "kriegel", "krejci", "kreisel", "kozel", "konkel", "kolstad", "koenen", "kocsis", "knoblock", "knebel", "klopfer", "klee", "kilday", "kesten", "kerbs", "kempker", "keathley", "kazee", "kaur", "kamer", "kamaka", "kallenbach", "jehle", "jaycox", "jardin", "jahns", "ivester", "hyppolite", "hyche", "huppert", "hulin", "hubley", "horsey", "hornak", "holzwarth", "holmon", "hollabaugh", "holaway", "hodes", "hoak", "hinesley", "hillwig", "hillebrand", "highfield", "heslop", "herrada", "hendryx", "hellums", "heit", "heishman", "heindel", "hayslip", "hayford", "hastie", "hartgrove", "hanus", "hakim", "hains", "hadnott", "gundersen", "gulino", "guidroz", "guebert", "gressett", "graydon", "gramling", "grahn", "goupil", "gorelick", "goodreau", "goodnough", "golay", "goers", "glatz", "gillikin", "gieseke", "giammarino", "getman", "gensler", "gazda", "garibaldi", "gahan", "funderburke", "fukuda", "fugitt", "fuerst", "fortman", "forsgren", "formica", "flink", "fitton", "feltz", "fekete", "feit", "fehrenbach", "farone", "farinas", "faries", "fagen", "ewin", "esquilin", "esch", "enderle", "ellery", "ellers", "ekberg", "egli", "effinger", "dymond", "dulle", "dula", "duhe", "dudney", "dowless", "dower", "dorminey", "dopp", "dooling", "domer", "disher", "dillenbeck", "difilippo", "dibernardo", "deyoe", "devillier", "denley", "deland", "defibaugh", "deeb", "debow", "dauer", "datta", "darcangelo", "daoust", "damelio", "dahm", "dahlman", "curlin", "cupit", "culton", "cuenca", "cropp", "croke", "cremer", "crace", "cosio", "corzine", "coombe", "coman", "colone", "coloma", "collingwood", "coderre", "cocke", "cobler", "claybrook", "cincotta", "cimmino", "christoff", "chisum", "chillemi", "chevere", "chachere", "cervone", "cermak", "cefalu", "cauble", "cather", "caso", "carns", "carcamo", "carbo", "capoccia", "capello", "capell", "canino", "cambareri", "calvi", "cabiness", "bushell", "burtt", "burstein", "burkle", "bunner", "bundren", "buechler", "bryand", "bruso", "brownstein", "brouse", "brodt", "brisbin", "brightman", "brenes", "breitenbach", "brazzell", "brazee", "bramwell", "bramhall", "bradstreet", "boyton", "bowland", "boulter", "bossert", "bonura", "bonebrake", "bonacci", "boeck", "blystone", "birchard", "bilal", "biddy", "bibee", "bevans", "bethke", "bertelsen", "berney", "bergfeld", "benware", "bellon", "bellah", "batterton", "barberio", "bamber", "bagdon", "badeaux", "averitt", "augsburger", "ates", "arvie", "aronowitz", "arens", "araya", "angelos", "andrada", "amell", "amante", "almy", "almquist", "alls", "aispuro", "aguillon", "agudelo", "aceto", "abalos", "zdenek", "zaremba", "zaccaria", "youssef", "wrona", "wrede", "wotton", "woolston", "wolpert", "wollman", "wince", "wimberley", "willmore", "willetts", "wikoff", "wieder", "wickert", "whitenack", "wernick", "welte", "welden", "weisenberger", "weich", "wallington", "walder", "vossler", "vore", "vigo", "vierling", "victorine", "verdun", "vencill", "vazguez", "vassel", "vanzile", "vanvliet", "vantrease", "vannostrand", "vanderveer", "vanderveen", "vancil", "uyeda", "umphrey", "uhler", "uber", "tutson", "turrentine", "tullier", "tugwell", "trundy", "tripodi", "tomer", "tomasi", "tomaselli", "tokarski", "tisher", "tibbets", "thweatt", "tharrington", "tesar", "telesco", "teasdale", "tatem", "taniguchi", "suriel", "sudler", "stutsman", "sturman", "strite", "strelow", "streight", "strawder", "stransky", "strahl", "stours", "stong", "stinebaugh", "stillson", "steyer", "stelle", "steffensmeier", "statham", "squillante", "spiess", "spargo", "southward", "soller", "soden", "snuggs", "snellgrove", "smyers", "smiddy", "slonaker", "skyles", "skowron", "sivils", "siqueiros", "siers", "siddall", "shontz", "shingler", "shiley", "shibley", "sherard", "shelnutt", "shedrick", "shasteen", "sereno", "selke", "scovil", "scola", "schuett", "schuessler", "schreckengost", "schranz", "schoepp", "schneiderman", "schlanger", "schiele", "scheuermann", "schertz", "scheidler", "scheff", "schaner", "schamber", "scardina", "savedra", "saulnier", "sater", "sarro", "sambrano", "salomone", "sabourin", "ruud", "rutten", "ruffino", "ruddock", "rowser", "roussell", "rosengarten", "rominger", "rollinson", "rohman", "roeser", "rodenberg", "roberds", "ridgell", "rhodus", "reynaga", "rexrode", "revelle", "rempel", "remigio", "reising", "reiling", "reetz", "rayos", "ravenscroft", "ravenell", "raulerson", "rasmusson", "rask", "rase", "ragon", "quesnel", "quashie", "puzo", "puterbaugh", "ptak", "prost", "prisbrey", "principe", "pricer", "pratte", "pouncey", "portman", "pontious", "pomerantz", "planck", "pilkenton", "pilarski", "phegley", "pertuit", "penta", "pelc", "peffer", "pech", "peagler", "pavelka", "pavao", "patman", "paskett", "parrilla", "pardini", "papazian", "panter", "palin", "paley", "paetzold", "packett", "pacheo", "ostrem", "orsborn", "olmedo", "okamura", "oiler", "oglesbee", "oatis", "nuckles", "notter", "nordyke", "nogueira", "niswander", "nibert", "nesby", "neloms", "nading", "naab", "munns", "mullarkey", "moudy", "moret", "monnin", "molder", "modisette", "moczygemba", "moctezuma", "mischke", "miro", "mings", "milot", "milledge", "milhorn", "milera", "mieles", "mickley", "micek", "metellus", "mersch", "merola", "mercure", "mencer", "mellin", "mell", "meinke", "mcquillan", "mcmurtrie", "mckillop", "mckiernan", "mckendrick", "mckamie", "mcilvaine", "mcguffie", "mcgonigle", "mcgarrah", "mcfetridge", "mcenaney", "mcdow", "mccutchan", "mccallie", "mcadam", "maycock", "maybee", "mattei", "massi", "masser", "masiello", "marshell", "marmo", "marksberry", "markell", "marchal", "manross", "manganaro", "mally", "mallow", "mailhot", "magyar", "madero", "madding", "maddalena", "macfarland", "lynes", "lugar", "luckie", "lucca", "lovitt", "loveridge", "loux", "loth", "loso", "lorenzana", "lorance", "lockley", "lockamy", "littler", "litman", "litke", "liebel", "lichtenberger", "licea", "leverich", "letarte", "lesesne", "leno", "legleiter", "leffew", "laurin", "launius", "laswell", "lassen", "lasala", "laraway", "laramore", "landrith", "lancon", "lanahan", "laiche", "laford", "lachermeier", "kunst", "kugel", "kuck", "kuchta", "kube", "korus", "koppes", "kolbe", "koerber", "kochan", "knittel", "kluck", "kleve", "kleine", "kitch", "kirton", "kirker", "kintz", "kinghorn", "kindell", "kimrey", "kilduff", "kilcrease", "kicklighter", "kibble", "kervin", "keplinger", "keogh", "kellog", "keeth", "kealey", "kazmierczak", "karner", "kamel", "kalina", "kaczynski", "juel", "jerman", "jeppson", "jawad", "jasik", "jaqua", "janusz", "janco", "inskeep", "inks", "ingold", "hyndman", "hymer", "hunte", "hunkins", "humber", "huffstutler", "huffines", "hudon", "hudec", "hovland", "houze", "hout", "hougland", "hopf", "holsapple", "holness", "hollenbach", "hoffmeister", "hitchings", "hirata", "hieber", "hickel", "hewey", "herriman", "hermansen", "herandez", "henze", "heffelfinger", "hedgecock", "hazlitt", "hazelrigg", "haycock", "harren", "harnage", "harling", "harcrow", "hannold", "hanline", "hanel", "hanberry", "hammersley", "hamernik", "hajduk", "haithcock", "haff", "hadaway", "haan", "gullatt", "guilbault", "guidotti", "gruner", "grisson", "grieves", "granato", "grabert", "gover", "gorka", "glueck", "girardin", "giesler", "gersten", "gering", "geers", "gaut", "gaulin", "gaskamp", "garbett", "gallivan", "galland", "gaeth", "fullenkamp", "fullam", "friedrichs", "freire", "freeney", "fredenburg", "frappier", "fowkes", "foree", "fleurant", "fleig", "fleagle", "fitzsimons", "fischetti", "fiorenza", "finneran", "filippi", "figueras", "fesler", "fertig", "fennel", "feltmann", "felps", "felmlee", "fannon", "familia", "fairall", "fadden", "esslinger", "enfinger", "elsasser", "elmendorf", "ellisor", "einhorn", "ehrman", "egner", "edmisten", "edlund", "ebinger", "dyment", "dykeman", "durling", "dunstan", "dunsmore", "dugal", "duer", "drescher", "doyel", "dossey", "donelan", "dockstader", "dobyns", "divis", "dilks", "didier", "desrosier", "desanto", "deppe", "delosh", "delange", "defrank", "debo", "dauber", "dartez", "daquila", "dankert", "dahn", "cygan", "cusic", "curfman", "croghan", "croff", "criger", "creviston", "crays", "cravey", "crandle", "crail", "crago", "craghead", "cousineau", "couchman", "cothron", "corella", "conine", "coller", "colberg", "cogley", "coatney", "coale", "clendenin", "claywell", "clagon", "cifaldi", "choiniere", "chickering", "chica", "chennault", "chavarin", "chattin", "chaloux", "challis", "cesario", "cazarez", "caughman", "catledge", "casebolt", "carrel", "carra", "carlow", "capote", "canez", "camillo", "caliendo", "calbert", "bylsma", "buskey", "buschman", "burkhard", "burghardt", "burgard", "buonocore", "bunkley", "bungard", "bundrick", "bumbrey", "buice", "buffkin", "brundige", "brockwell", "brion", "briant", "bredeson", "bransford", "brannock", "brakefield", "brackens", "brabant", "bowdoin", "bouyer", "bothe", "boor", "bonavita", "bollig", "blurton", "blunk", "blanke", "blanck", "birden", "bierbaum", "bevington", "beutler", "betters", "bettcher", "bera", "benway", "bengston", "benesh", "behar", "bedsole", "becenti", "beachy", "battersby", "basta", "bartmess", "bartle", "bartkowiak", "barsky", "barrio", "barletta", "barfoot", "banegas", "baldonado", "azcona", "avants", "austell", "aungst", "aune", "aumann", "audia", "atterbury", "asselin", "asmussen", "ashline", "asbill", "arvizo", "arnot", "ariola", "ardrey", "angstadt", "anastasio", "amsden", "amerman", "alred", "allington", "alewine", "alcina", "alberico", "ahlgren", "aguas", "agrawal", "agosta", "adolphsen", "acey", "aburto", "abler", "zwiebel", "zepp", "zentz", "ybarbo", "yarberry", "yamauchi", "yamashiro", "wurtz", "wronski", "worster", "wootten", "wongus", "woltz", "wolanski", "witzke", "withey", "wisecarver", "wingham", "wineinger", "winegarden", "windholz", "wilgus", "wiesen", "wieck", "widrick", "wickliffe", "whittenberg", "westby", "werley", "wengert", "wendorf", "weimar", "weick", "weckerly", "watrous", "wasden", "walford", "wainright", "wahlstrom", "wadlow", "vrba", "voisin", "vives", "vivas", "vitello", "villescas", "villavicencio", "villanova", "vialpando", "vetrano", "vensel", "vassell", "varano", "vanriper", "vankleeck", "vanduyne", "vanderpol", "vanantwerp", "valenzula", "udell", "turnquist", "tuff", "trickett", "tramble", "tingey", "timbers", "tietz", "thiem", "tercero", "tenner", "tenaglia", "teaster", "tarlton", "taitt", "tabon", "sward", "swaby", "suydam", "surita", "suman", "suddeth", "stumbo", "studivant", "strobl", "streich", "stoodley", "stoecker", "stillwagon", "stickle", "stellmacher", "stefanik", "steedley", "starbird", "stainback", "stacker", "speir", "spath", "sommerfeld", "soltani", "solie", "sojka", "sobota", "sobieski", "sobczak", "smullen", "sleeth", "slaymaker", "skolnick", "skoglund", "sires", "singler", "silliman", "shrock", "shott", "shirah", "shimek", "shepperd", "sheffler", "sheeler", "sharrock", "sharman", "shalash", "seyfried", "seybold", "selander", "seip", "seifried", "sedor", "sedlock", "sebesta", "seago", "scutt", "scrivens", "sciacca", "schultze", "schoemaker", "schleifer", "schlagel", "schlachter", "schempp", "scheider", "scarboro", "santi", "sandhu", "salim", "saia", "rylander", "ryburn", "rutigliano", "ruocco", "ruland", "rudloff", "rott", "rosenburg", "rosenbeck", "romberger", "romanelli", "rohloff", "rohlfing", "rodda", "rodd", "ritacco", "rielly", "rieck", "rickles", "rickenbacker", "respass", "reisner", "reineck", "reighard", "rehbein", "rega", "reddix", "rawles", "raver", "rattler", "ratledge", "rathman", "ramsburg", "raisor", "radovich", "radigan", "quail", "puskar", "purtee", "priestly", "prestidge", "presti", "pressly", "pozo", "pottinger", "portier", "porta", "porcelli", "poplawski", "polin", "poeppelman", "pocock", "plump", "plantz", "placek", "piro", "pinnell", "pinkowski", "pietz", "picone", "philbeck", "pflum", "peveto", "perret", "pentz", "payer", "patlan", "paterno", "papageorge", "overmyer", "overland", "osier", "orwig", "orum", "orosz", "oquin", "opie", "ochsner", "oathout", "nygard", "norville", "northway", "niver", "nicolson", "newhart", "neitzel", "nath", "nanez", "murnane", "mortellaro", "morreale", "morino", "moriarity", "morgado", "moorehouse", "mongiello", "molton", "mirza", "minnix", "millspaugh", "milby", "miland", "miguez", "mickles", "michaux", "mento", "melugin", "melito", "meinecke", "mehr", "meares", "mcneece", "mckane", "mcglasson", "mcgirt", "mcgilvery", "mcculler", "mccowen", "mccook", "mcclintic", "mccallon", "mazzotta", "maza", "mayse", "mayeda", "matousek", "matley", "martyn", "marney", "marnell", "marling", "manuelito", "maltos", "malson", "mahi", "maffucci", "macken", "maass", "lyttle", "lynd", "lyden", "lukasiewicz", "luebbers", "lovering", "loveall", "longtin", "lobue", "loberg", "lipka", "lightbody", "lichty", "levert", "lettieri", "letsinger", "lepak", "lemmond", "lembke", "leitz", "lasso", "lasiter", "lango", "landsman", "lamirande", "lamey", "laber", "kuta", "kulesza", "krenz", "kreiner", "krein", "kreiger", "kraushaar", "kottke", "koser", "kornreich", "kopczynski", "konecny", "koff", "koehl", "kocian", "knaub", "kmetz", "kluender", "klenke", "kleeman", "kitzmiller", "kirsh", "kilman", "kildow", "kielbasa", "ketelsen", "kesinger", "kehr", "keef", "kauzlarich", "karter", "kahre", "jobin", "jinkins", "jines", "jeffress", "jaquith", "jaillet", "jablonowski", "ishikawa", "irey", "ingerson", "indelicato", "huntzinger", "huisman", "huett", "howson", "houge", "hosack", "hora", "hoobler", "holtzen", "holtsclaw", "hollingworth", "hollin", "hoberg", "hobaugh", "hilker", "hilgefort", "higgenbotham", "heyen", "hetzler", "hessel", "hennessee", "hendrie", "hellmann", "heft", "heesch", "haymond", "haymon", "haye", "havlik", "havis", "haverland", "haus", "harstad", "harriston", "harju", "hardegree", "hammell", "hamaker", "halbrook", "halberg", "guptill", "guntrum", "gunderman", "gunder", "gularte", "guarnieri", "groll", "grippo", "greely", "gramlich", "goewey", "goetzinger", "goding", "giraud", "giefer", "giberson", "gennaro", "gemmell", "gearing", "gayles", "gaudin", "gatz", "gatts", "gasca", "garn", "gandee", "gammel", "galindez", "galati", "gagliardo", "fulop", "fukushima", "friedt", "fretz", "frenz", "freeberg", "fravel", "fountaine", "forry", "forck", "fonner", "flippin", "flewelling", "flansburg", "filippone", "fettig", "fenlon", "felter", "felkins", "fein", "favero", "faulcon", "farver", "farless", "fahnestock", "facemire", "faas", "eyer", "evett", "esses", "escareno", "ensey", "ennals", "engelking", "empey", "ellithorpe", "effler", "edling", "edgley", "durrell", "dunkerson", "draheim", "domina", "dombrosky", "doescher", "dobbin", "divens", "dinatale", "dieguez", "diede", "devivo", "devilbiss", "devaul", "determan", "desjardin", "deshaies", "delpozo", "delorey", "delman", "delapp", "delamater", "deibert", "degroff", "debelak", "dapolito", "dano", "dacruz", "dacanay", "cushenberry", "cruze", "crosbie", "cregan", "cousino", "corrao", "corney", "cookingham", "conry", "collingsworth", "coldren", "cobian", "coate", "clauss", "christenberry", "chmiel", "chauez", "charters", "chait", "cesare", "cella", "caya", "castenada", "cashen", "cantrelle", "canova", "campione", "calixte", "caicedo", "byerley", "buttery", "burda", "burchill", "bulmer", "bulman", "buesing", "buczek", "buckholz", "buchner", "buchler", "buban", "bryne", "brunkhorst", "brumsey", "brumer", "brownson", "brodnax", "brezinski", "brazile", "braverman", "branning", "boye", "boulden", "bough", "bossard", "bosak", "borth", "borgmeyer", "borge", "blowers", "blaschke", "blann", "blankenbaker", "bisceglia", "billingslea", "bialek", "beverlin", "besecker", "berquist", "benigno", "benavente", "belizaire", "beisner", "behrman", "beausoleil", "baylon", "bayley", "bassi", "basnett", "basilio", "basden", "basco", "banerjee", "balli", "bagnell", "bady", "averette", "arzu", "archambeault", "arboleda", "arbaugh", "arata", "antrim", "amrhein", "amerine", "alpers", "alfrey", "alcon", "albus", "albertini", "aguiniga", "aday", "acquaviva", "accardi", "zygmont", "zych", "zollner", "zobel", "zinck", "zertuche", "zaragosa", "zale", "zaldivar", "yeadon", "wykoff", "woullard", "wolfrum", "wohlford", "wison", "wiseley", "wisecup", "winchenbach", "wiltsie", "whittlesey", "whitelow", "whiteford", "wever", "westrich", "wertman", "wensel", "wenrich", "weisbrod", "weglarz", "wedderburn", "weatherhead", "wease", "warring", "wadleigh", "voltz", "vise", "villano", "vicario", "vermeulen", "vazques", "vasko", "varughese", "vangieson", "vanfossen", "vanepps", "vanderploeg", "vancleve", "valerius", "uyehara", "unsworth", "twersky", "turrell", "tuner", "tsui", "trunzo", "trousdale", "trentham", "traughber", "torgrimson", "toppin", "tokar", "tobia", "tippens", "tigue", "thiry", "thackston", "terhaar", "tenny", "tassin", "tadeo", "sweigart", "sutherlin", "sumrell", "suen", "stuhr", "strzelecki", "strosnider", "streiff", "stottlemyer", "storment", "storlie", "stonesifer", "stogsdill", "stenzel", "stemen", "stellhorn", "steidl", "stecklein", "statton", "stangle", "spratling", "spoor", "spight", "spelman", "spece", "spanos", "spadoni", "southers", "sola", "sobol", "smyre", "slaybaugh", "sizelove", "sirmons", "simington", "silversmith", "siguenza", "sieren", "shelman", "sharples", "sharif", "sessler", "serrata", "serino", "serafini", "semien", "selvey", "seedorf", "seckman", "seawood", "scoby", "scicchitano", "schorn", "schommer", "schnitzer", "schleusner", "schlabach", "schiel", "schepers", "schaber", "scally", "sautner", "sartwell", "santerre", "sandage", "salvia", "salvetti", "salsman", "sallis", "salais", "saeger", "sabat", "saar", "ruther", "russom", "ruoff", "rumery", "rubottom", "rozelle", "rowton", "routon", "rotolo", "rostad", "roseborough", "rorick", "ronco", "roher", "roberie", "robare", "ritts", "rison", "rippe", "rinke", "ringwood", "righter", "rieser", "rideaux", "rickerson", "renfrew", "releford", "reinsch", "reiman", "reifsteck", "reidhead", "redfearn", "reddout", "reaux", "rado", "radebaugh", "quinby", "quigg", "provo", "provenza", "provence", "pridgeon", "praylow", "powel", "poulter", "portner", "pontbriand", "poirrier", "poirer", "platero", "pixler", "pintor", "pigman", "piersall", "piel", "pichette", "phou", "pharis", "phalen", "petsche", "perrier", "penfield", "pelosi", "pebley", "peat", "pawloski", "pawlik", "pavlick", "pavel", "patz", "patout", "pascucci", "pasch", "parrinello", "parekh", "pantaleo", "pannone", "pankow", "pangborn", "pagani", "pacelli", "orsi", "oriley", "orduno", "oommen", "olivero", "okada", "ocon", "ocheltree", "oberman", "nyland", "noss", "norling", "nolton", "nobile", "nitti", "nishimoto", "nghiem", "neuner", "neuberger", "neifert", "negus", "nagler", "mullally", "moulden", "morra", "morquecho", "moots", "mizzell", "mirsky", "mirabito", "minardi", "milholland", "mikus", "mijangos", "michener", "michalek", "methvin", "merrit", "menter", "meneely", "meiers", "mehring", "mees", "mcwhirt", "mcwain", "mcphatter", "mcnichol", "mcnaught", "mclarty", "mcivor", "mcginness", "mcgaughy", "mcferrin", "mcfate", "mcclenny", "mcclard", "mccaskey", "mccallion", "mcamis", "mathisen", "marton", "marsico", "marchi", "mani", "mangione", "macaraeg", "lupi", "lunday", "lukowski", "lucious", "locicero", "loach", "littlewood", "litt", "lipham", "linley", "lindon", "lightford", "lieser", "leyendecker", "lewey", "lesane", "lenzi", "lenart", "leisinger", "lehrman", "lefebure", "lazard", "laycock", "laver", "launer", "lastrapes", "lastinger", "lasker", "larkey", "lanser", "lanphere", "landey", "lampton", "lamark", "kumm", "kullman", "krzeminski", "krasner", "koran", "koning", "kohls", "kohen", "kobel", "kniffen", "knick", "kneip", "knappenberger", "klumpp", "klausner", "kitamura", "kisling", "kirshner", "kinloch", "kingman", "kimery", "kestler", "kellen", "keleher", "keehn", "kearley", "kasprzak", "kampf", "kamerer", "kalis", "kahan", "kaestner", "kadel", "kabel", "junge", "juckett", "joynt", "jorstad", "jetter", "jelley", "jefferis", "jeansonne", "janecek", "jaffee", "izzard", "istre", "isherwood", "ipock", "iannuzzi", "hypolite", "humfeld", "hotz", "hosein", "honahni", "holzworth", "holdridge", "holdaway", "holaday", "hodak", "hitchman", "hippler", "hinchey", "hillin", "hiler", "hibdon", "hevey", "heth", "hepfer", "henneman", "hemsley", "hemmings", "hemminger", "helbert", "helberg", "heinze", "heeren", "heber", "haver", "hauff", "haswell", "harvison", "hartson", "harshberger", "harryman", "harries", "hane", "hamsher", "haggett", "hagemeier", "haecker", "haddon", "haberkorn", "guttman", "guttierrez", "guthmiller", "guillet", "guilbert", "gugino", "grumbles", "griffy", "gregerson", "grana", "goya", "goranson", "gonsoulin", "goettl", "goertz", "godlewski", "glandon", "gilsdorf", "gillogly", "gilkison", "giard", "giampaolo", "gheen", "gettings", "gesell", "gershon", "gaumer", "gartrell", "garside", "garrigan", "garmany", "garlitz", "garlington", "gamet", "furlough", "funston", "funaro", "frix", "frasca", "francoeur", "forshey", "foose", "flatley", "flagler", "fils", "fillers", "fickett", "feth", "fennelly", "fencl", "felch", "fedrick", "febres", "fazekas", "farnan", "fairless", "ewan", "etsitty", "enterline", "elsworth", "elliff", "eleby", "eldreth", "eidem", "edgecomb", "edds", "ebarb", "dworkin", "dusenberry", "durrance", "duropan", "durfey", "dungy", "dundon", "dumbleton", "dubon", "dubberly", "droz", "drinkwater", "dressel", "doughtie", "doshier", "dorrell", "dople", "doonan", "donadio", "dollison", "doig", "ditzler", "dishner", "discher", "dimaio", "digman", "difalco", "devino", "devens", "derosia", "deppen", "depaola", "deniz", "denardo", "demos", "demay", "delgiudice", "davi", "danielsen", "dally", "dais", "dahmer", "cutsforth", "cusimano", "curington", "cumbee", "cryan", "crusoe", "crowden", "crete", "cressman", "crapo", "cowens", "coupe", "councill", "coty", "cotnoir", "correira", "copen", "consiglio", "combes", "coffer", "cockrill", "coad", "clogston", "clasen", "chesnutt", "charrier", "chadburn", "cerniglia", "cebula", "castruita", "castilla", "castaldi", "casebeer", "casagrande", "carta", "carrales", "carnley", "cardon", "capshaw", "capron", "cappiello", "capito", "canney", "candela", "caminiti", "califano", "calabria", "caiazzo", "cahall", "buscemi", "burtner", "burgdorf", "burdo", "buffaloe", "buchwald", "brwon", "brunke", "brummond", "brumm", "broe", "brocious", "brocato", "briski", "brisker", "brightwell", "bresett", "breiner", "brazeau", "braz", "brayman", "brandis", "bramer", "bradeen", "boyko", "bossi", "boshart", "bortle", "boniello", "bomgardner", "bolz", "bolenbaugh", "bohling", "bohland", "bochenek", "blust", "bloxham", "blowe", "blish", "blackwater", "bjelland", "biros", "biederman", "bickle", "bialaszewski", "bevil", "beumer", "bettinger", "besse", "bernett", "bermejo", "bement", "belfield", "beckler", "baxendale", "batdorf", "bastin", "bashore", "bascombe", "bartlebaugh", "barsh", "ballantine", "bahl", "badon", "autin", "astin", "askey", "ascher", "arrigo", "arbeiter", "antes", "angers", "amburn", "amarante", "alvidrez", "althaus", "allmond", "alfieri", "aldinger", "akerley", "akana", "aikins", "ader", "acebedo", "accardo", "abila", "aberle", "abele", "abboud", "zollars", "zimmerer", "zieman", "zerby", "zelman", "zellars", "yoshimura", "yonts", "yeats", "yant", "yamanaka", "wyland", "wuensche", "worman", "wordlaw", "wohl", "winslett", "winberg", "wilmeth", "willcutt", "wiers", "wiemer", "wickwire", "wichman", "whitting", "whidbee", "westergard", "wemmer", "wellner", "weishaupt", "weinert", "weedon", "waynick", "wasielewski", "waren", "walworth", "wallingford", "walke", "waechter", "viviani", "vitti", "villagrana", "vien", "vicks", "venema", "varnes", "varnadoe", "varden", "vanpatten", "vanorden", "vanderzee", "vandenburg", "vandehey", "valls", "vallarta", "valderrama", "valade", "urman", "ulery", "tusa", "tuft", "tripoli", "trimpe", "trickey", "tortora", "torrens", "torchia", "toft", "tjaden", "tison", "tindel", "thurmon", "thode", "tardugno", "tancredi", "taketa", "taillon", "tagle", "sytsma", "symes", "swindall", "swicegood", "swartout", "sundstrom", "sumners", "sulton", "studstill", "stroop", "stonerock", "stmarie", "stlawrence", "stemm", "steinhauser", "steinert", "steffensen", "stefaniak", "starck", "stalzer", "spidle", "spake", "sowinski", "sosnowski", "sorber", "somma", "soliday", "soldner", "soja", "soderstrom", "soder", "sockwell", "sobus", "sloop", "sinkfield", "simerly", "silguero", "sigg", "siemers", "siegmund", "shum", "sholtis", "shkreli", "sheikh", "shattles", "sharlow", "shambaugh", "shaikh", "serrao", "serafino", "selley", "selle", "seel", "sedberry", "secord", "schunk", "schuch", "schor", "scholze", "schnee", "schmieder", "schleich", "schimpf", "scherf", "satterthwaite", "sasson", "sarkisian", "sarinana", "sanzone", "salvas", "salone", "salido", "saiki", "sahr", "rusher", "rusek", "ruppel", "rubel", "rothfuss", "rothenberger", "rossell", "rosenquist", "rosebrook", "romito", "romines", "rolan", "roker", "roehrig", "rockhold", "rocca", "robuck", "riss", "rinaldo", "riggenbach", "rezentes", "reuther", "renolds", "rench", "remus", "remsen", "reller", "relf", "reitzel", "reiher", "rehder", "redeker", "ramero", "rahaim", "radice", "quijas", "qualey", "purgason", "prum", "proudfoot", "prock", "probert", "printup", "primer", "primavera", "prenatt", "pratico", "polich", "podkowka", "podesta", "plattner", "plasse", "plamondon", "pittmon", "pippenger", "pineo", "pierpont", "petzold", "petz", "pettiway", "petters", "petroski", "petrik", "pesola", "pershall", "perlmutter", "penepent", "peevy", "pechacek", "peaden", "pazos", "pavia", "pascarelli", "parm", "parillo", "parfait", "paoletti", "palomba", "palencia", "pagaduan", "oxner", "overfield", "overcast", "oullette", "ostroff", "osei", "omarah", "olenick", "olah", "odem", "nygren", "notaro", "northcott", "nodine", "nilges", "neyman", "neve", "neuendorf", "neisler", "neault", "narciso", "naff", "muscarella", "morrisette", "morphew", "morein", "montville", "montufar", "montesinos", "monterroso", "mongold", "mojarro", "moitoso", "mirarchi", "mirando", "minogue", "milici", "miga", "midyett", "michna", "meuser", "messana", "menzie", "menz", "mendicino", "melone", "mellish", "meller", "melle", "meints", "mechem", "mealer", "mcwilliam", "mcwhite", "mcquiggan", "mcphillips", "mcpartland", "mcnellis", "mcmackin", "mclaughin", "mckinny", "mckeithan", "mcguirk", "mcgillivray", "mcgarr", "mcgahee", "mcfaul", "mcfadin", "mceuen", "mccullah", "mcconico", "mcclaren", "mccaul", "mccalley", "mccalister", "mazer", "mayson", "mayhan", "maugeri", "mauger", "mattix", "mattews", "maslowski", "masek", "martir", "marsch", "marquess", "maron", "markwell", "markow", "marinaro", "marcinek", "mannella", "mallen", "majeed", "mahnke", "mahabir", "magby", "magallan", "madere", "machnik", "lybrand", "luque", "lundholm", "lueders", "lucian", "lubinski", "lowy", "loew", "lippard", "linson", "lindblad", "lightcap", "levitsky", "levens", "leonardi", "lenton", "lengyel", "leitzel", "leicht", "leaver", "laubscher", "lashua", "larusso", "larrimore", "lanterman", "lanni", "lanasa", "lamoureaux", "lambros", "lamborn", "lamberti", "lall", "lafuente", "laferriere", "laconte", "kyger", "kupiec", "kunzman", "kuehne", "kuder", "kubat", "krogh", "kreidler", "krawiec", "krauth", "kratky", "kottwitz", "korb", "kono", "kolman", "kolesar", "koeppel", "knapper", "klingenberg", "kjos", "keppel", "kennan", "keltz", "kealoha", "kasel", "karney", "kanne", "kamrowski", "kagawa", "johnosn", "jilek", "jarvie", "jarret", "jansky", "jacquemin", "jacox", "jacome", "iriarte", "ingwersen", "imboden", "iglesia", "huyser", "hurston", "hursh", "huntoon", "hudman", "hoying", "horsman", "horrigan", "hornbaker", "horiuchi", "hopewell", "hommel", "homeyer", "holzinger", "holmer", "hipsher", "hinchman", "hilts", "higginbottom", "hieb", "heyne", "hessling", "hesler", "hertlein", "herford", "heras", "henricksen", "hennemann", "henery", "hendershott", "hemstreet", "heiney", "heckert", "heatley", "hazell", "hazan", "hayashida", "hausler", "hartsoe", "harth", "harriott", "harriger", "harpin", "hardisty", "hardge", "hannaman", "hannahs", "hamp", "hammersmith", "hamiton", "halsell", "halderman", "hagge", "habel", "gusler", "gushiken", "gurr", "gummer", "gullick", "grunden", "grosch", "greenburg", "greb", "greaver", "gratz", "grajales", "gourlay", "gotto", "gorley", "goodpasture", "godard", "glorioso", "gloor", "glascock", "gizzi", "giroir", "gibeault", "gauldin", "gauer", "gartin", "garrels", "gamber", "gallogly", "gade", "fusaro", "fripp", "freyer", "freiberg", "franzoni", "fragale", "foston", "forti", "forness", "folts", "followell", "foard", "flom", "flett", "fleitas", "flamm", "fino", "finnen", "finchum", "filippelli", "fickel", "feucht", "feiler", "feenstra", "feagins", "faver", "faulkenberry", "farabaugh", "fandel", "faler", "faivre", "fairey", "facey", "exner", "evensen", "erion", "erben", "epting", "epping", "ephraim", "engberg", "elsen", "ellingwood", "eisenmann", "eichman", "ehle", "edsall", "durall", "dupler", "dunker", "dumlao", "duford", "duffie", "dudding", "dries", "doung", "dorantes", "donahoo", "domenick", "dollins", "dobles", "dipiazza", "dimeo", "diehm", "dicicco", "devenport", "desormeaux", "derrow", "depaolo", "demas", "delpriore", "delosantos", "degreenia", "degenhardt", "defrancesco", "defenbaugh", "deets", "debonis", "deary", "dazey", "dargie", "dambrosia", "dalal", "dagen", "cuen", "crupi", "crossan", "crichlow", "creque", "coutts", "counce", "coram", "constante", "connon", "collelo", "coit", "cocklin", "coblentz", "cobey", "coard", "clutts", "clingan", "clampitt", "claeys", "ciulla", "cimini", "ciampa", "christon", "choat", "chiou", "chenail", "chavous", "catto", "catalfamo", "casterline", "cassinelli", "caspers", "carroway", "carlen", "carithers", "cappel", "calo", "callow", "cagley", "cafferty", "byun", "byam", "buttner", "buth", "burtenshaw", "burget", "burfield", "buresh", "bunt", "bultman", "bulow", "buchta", "buchmann", "brunett", "bruemmer", "brueggeman", "britto", "briney", "brimhall", "bribiesca", "bresler", "brazan", "brashier", "brar", "brandstetter", "boze", "boonstra", "bluitt", "blomgren", "blattner", "blasi", "bladen", "bitterman", "bilby", "bierce", "biello", "bettes", "bertone", "berrey", "bernat", "berberich", "benshoof", "bendickson", "bellefeuille", "bednarski", "beddingfield", "beckerman", "beaston", "bavaro", "batalla", "basye", "baskins", "bartolotta", "bartkowski", "barranco", "barkett", "banaszak", "bame", "bamberger", "balsley", "ballas", "balicki", "badura", "aymond", "aylor", "aylesworth", "axley", "axelrod", "aubert", "armond", "ariza", "apicella", "anstine", "ankrom", "angevine", "andreotti", "alto", "alspaugh", "alpaugh", "almada", "allinder", "alequin", "aguillard", "agron", "agena", "afanador", "ackerley", "abrev", "abdalla", "aaronson", "zynda", "zucco", "zipp", "zetina", "zenz", "zelinski", "youngren", "yochum", "yearsley", "yankey", "woodfork", "wohlwend", "woelfel", "wiste", "wismer", "winzer", "winker", "wilkison", "wigger", "wierenga", "whipps", "westray", "wesch", "weld", "weible", "wedell", "weddell", "wawrzyniak", "wasko", "washinton", "wantz", "walts", "wallander", "wain", "wahlen", "wachowiak", "voshell", "viteri", "vire", "villafuerte", "vieyra", "viau", "vescio", "verrier", "verhey", "vause", "vandermolen", "vanderhorst", "valois", "valla", "valcourt", "vacek", "uzzle", "umland", "ulman", "ulland", "turvey", "tuley", "trembath", "trabert", "towsend", "totman", "toews", "tisch", "tisby", "tierce", "thivierge", "tenenbaum", "teagle", "tacy", "tabler", "szewczyk", "swearngin", "suire", "sturrock", "stubbe", "stronach", "stoute", "stoudemire", "stoneberg", "sterba", "stejskal", "steier", "stehr", "steckel", "stearman", "steakley", "stanforth", "stancill", "srour", "sprowl", "spevak", "sokoloff", "soderman", "snover", "sleeman", "slaubaugh", "sitzman", "simes", "siegal", "sidoti", "sidler", "sider", "sidener", "siddiqi", "shireman", "shima", "sheroan", "shadduck", "seyal", "sentell", "sennett", "senko", "seligman", "seipel", "seekins", "seabaugh", "scouten", "schweinsberg", "schwartzberg", "schurr", "schult", "schrick", "schoening", "schmitmeyer", "schlicher", "schlager", "schack", "schaar", "scavuzzo", "scarpa", "sassano", "santigo", "sandavol", "sampsel", "samms", "samet", "salzano", "salyards", "salva", "saidi", "sabir", "saam", "runions", "rundquist", "rousselle", "rotunno", "rosch", "romney", "rohner", "roff", "rockhill", "rocamora", "ringle", "riggie", "ricklefs", "rexroat", "reves", "reuss", "repka", "rentfro", "reineke", "recore", "recalde", "rease", "rawling", "ravencraft", "ravelo", "rappa", "randol", "ramsier", "ramerez", "rahimi", "rahim", "radney", "racey", "raborn", "rabalais", "quebedeaux", "pujol", "puchalski", "prothro", "proffit", "prigge", "prideaux", "prevo", "portales", "porco", "popovic", "popek", "popejoy", "pompei", "plude", "platner", "pizzuto", "pizer", "pistone", "piller", "pierri", "piehl", "pickert", "piasecki", "phong", "philipp", "peugh", "pesqueira", "perrett", "perfetti", "percell", "penhollow", "pelto", "pellett", "pavlak", "paulo", "pastorius", "parsell", "parrales", "pareja", "parcell", "pappan", "pajak", "owusu", "ovitt", "orrick", "oniell", "olliff", "olberding", "oesterling", "odwyer", "ocegueda", "obermiller", "nylander", "nulph", "nottage", "northam", "norgard", "nodal", "niel", "nicols", "newhard", "nellum", "neira", "nazzaro", "nassif", "narducci", "nalbandian", "musil", "murga", "muraoka", "mumper", "mulroy", "mountjoy", "mossey", "moreton", "morea", "montoro", "montesdeoca", "montealegre", "montanye", "montandon", "moisan", "mohl", "modeste", "mitra", "minson", "minjarez", "milbourne", "michaelsen", "metheney", "mestre", "mescher", "mervis", "mennenga", "melgarejo", "meisinger", "meininger", "mcwaters", "mckern", "mckendree", "mchargue", "mcglothlen", "mcgibbon", "mcgavock", "mcduffee", "mcclurkin", "mccausland", "mccardell", "mccambridge", "mazzoni", "mayen", "maxton", "mawson", "mauffray", "mattinson", "mattila", "matsunaga", "mascia", "marse", "marotz", "marois", "markin", "markee", "marcinko", "marcin", "manville", "mantyla", "manser", "manry", "manderscheid", "mallari", "malecha", "malcomb", "majerus", "macinnis", "mabey", "lyford", "luth", "lupercio", "luhman", "luedke", "lovick", "lossing", "lookabaugh", "longway", "loisel", "logiudice", "loffredo", "lobaugh", "lizaola", "livers", "littlepage", "linnen", "limmer", "liebsch", "liebman", "leyden", "levitan", "levison", "levier", "leven", "levalley", "lettinga", "lessley", "lessig", "lepine", "leight", "leick", "leggio", "leffingwell", "leffert", "lefevers", "ledlow", "leaton", "leander", "leaming", "lazos", "laviolette", "lauffer", "latz", "lasorsa", "lasch", "larin", "laporta", "lanter", "langstaff", "landi", "lamica", "lambson", "lambe", "lamarca", "laman", "lamagna", "lajeunesse", "lafontant", "lafler", "labrum", "laakso", "kush", "kuether", "kuchar", "kruk", "kroner", "kroh", "kridler", "kreuzer", "kovats", "koprowski", "kohout", "knicely", "knell", "klutts", "kindrick", "kiddy", "khanna", "ketcher", "kerschner", "kerfien", "kensey", "kenley", "kenan", "kemplin", "kellerhouse", "keesling", "keas", "kaplin", "kanady", "kampen", "jutras", "jungers", "jeschke", "janowski", "janas", "iskra", "imperato", "ikerd", "igoe", "hyneman", "hynek", "husain", "hurrell", "hultquist", "hullett", "hulen", "huberty", "hoyte", "hossain", "hornstein", "hori", "hopton", "holms", "hollmann", "holdman", "holdeman", "holben", "hoffert", "himel", "hillsman", "herdt", "hellyer", "heister", "heimer", "heidecker", "hedgpeth", "hedgepath", "hebel", "heatwole", "hayer", "hausner", "haskew", "haselden", "hartranft", "harsch", "harres", "harps", "hardimon", "halm", "hallee", "hallahan", "hackley", "hackenberg", "hachey", "haapala", "guynes", "gunnerson", "gunby", "gulotta", "gudger", "groman", "grignon", "griebel", "gregori", "greenan", "grauer", "gourd", "gorin", "gorgone", "gooslin", "goold", "goltz", "goldberger", "glotfelty", "glassford", "gladwin", "giuffre", "gilpatrick", "gerdts", "geisel", "gayler", "gaunce", "gaulding", "gateley", "gassman", "garson", "garron", "garand", "gangestad", "gallow", "galbo", "gabrielli", "fullington", "fucci", "frum", "frieden", "friberg", "frasco", "francese", "fowle", "foucher", "fothergill", "foraker", "fonder", "foisy", "fogal", "flurry", "flenniken", "fitzhenry", "fishbein", "finton", "filmore", "filice", "feola", "felberbaum", "fausnaught", "fasciano", "farquharson", "faires", "estridge", "essman", "enriques", "emmick", "ekker", "ekdahl", "eisman", "eggleton", "eddinger", "eakle", "eagar", "durio", "dunwoody", "duhaime", "duenes", "duden", "dudas", "dresher", "dresel", "doutt", "donlan", "donathan", "domke", "dobrowolski", "dingee", "dimmitt", "dimery", "dilullo", "deveaux", "devalle", "desper", "desnoyers", "desautels", "derouin", "derbyshire", "denmon", "demski", "delucca", "delpino", "delmont", "deller", "dejulio", "deibler", "dehne", "deharo", "degner", "defore", "deerman", "decuir", "deckman", "deasy", "dease", "deaner", "dawdy", "daughdrill", "darrigo", "darity", "dalbey", "dagenhart", "daffron", "curro", "curnutte", "curatolo", "cruikshank", "crosswell", "croslin", "croney", "crofton", "criado", "crecelius", "coscia", "conniff", "commodore", "coltharp", "colonna", "collyer", "collington", "cobbley", "coache", "clonts", "cloe", "cliett", "clemans", "chrisp", "chiarini", "cheatam", "cheadle", "chand", "chadd", "cervera", "cerulli", "cerezo", "cedano", "cayetano", "cawthorne", "cavalieri", "cattaneo", "cartlidge", "carrithers", "carreira", "carranco", "cargle", "candanoza", "camburn", "calender", "calderin", "calcagno", "cahn", "cadden", "byham", "buttry", "burry", "burruel", "burkitt", "burgio", "burgener", "buescher", "buckalew", "brymer", "brumett", "brugnoli", "brugman", "brosnahan", "bronder", "broeckel", "broderson", "brisbon", "brinsfield", "brinks", "bresee", "bregman", "branner", "brambila", "brailsford", "bouska", "boster", "borucki", "bortner", "boroughs", "borgeson", "bonier", "bomba", "bolender", "boesch", "boeke", "bloyd", "bley", "binger", "bilbro", "biery", "bichrest", "bezio", "bevel", "berrett", "bermeo", "bergdoll", "bercier", "benzel", "bentler", "belnap", "bellini", "beitz", "behrend", "bednarczyk", "bearse", "bartolini", "bartol", "barretta", "barbero", "barbaro", "banvelos", "bankes", "ballengee", "baldon", "ausmus", "atilano", "atienza", "aschenbrenner", "arora", "armstong", "aquilino", "appleberry", "applebee", "apolinar", "antos", "andrepont", "ancona", "amesquita", "alvino", "altschuler", "allin", "alire", "ainslie", "agular", "aeschliman", "accetta", "abdulla", "abbe", "zwart", "zufelt", "zirbel", "zingaro", "zilnicki", "zenteno", "zent", "zemke", "zayac", "zarrella", "yoshimoto", "yearout", "womer", "woltman", "wolin", "wolery", "woldt", "witts", "wittner", "witherow", "winward", "winrow", "wiemann", "wichmann", "whitwell", "whitelaw", "wheeless", "whalley", "wessner", "wenzl", "wene", "weatherbee", "waye", "wattles", "wanke", "walkes", "waldeck", "vonruden", "voisine", "vogus", "vittetoe", "villalva", "villacis", "venturini", "venturi", "venson", "vanloan", "vanhooser", "vanduzer", "vandever", "vanderwal", "vanderheyden", "vanbeek", "vanbebber", "vallance", "vales", "vahle", "urbain", "upshur", "umfleet", "tsuji", "trybus", "triolo", "trimarchi", "trezza", "trenholm", "tovey", "tourigny", "torry", "torrain", "torgeson", "tomey", "tischler", "tinkler", "tinder", "ticknor", "tibbles", "tibbals", "throneberry", "thormahlen", "thibert", "thibeaux", "theurer", "templet", "tegeler", "tavernier", "taubman", "tamashiro", "tallon", "tallarico", "taboada", "sypher", "sybert", "swyers", "switalski", "swedberg", "suther", "surprenant", "sullen", "sulik", "sugden", "suder", "suchan", "strube", "stroope", "strittmatter", "streett", "straughn", "strasburg", "stjacques", "stimage", "stimac", "stifter", "stgelais", "steinhart", "stehlik", "steffenson", "steenbergen", "stanbery", "stallone", "spraggs", "spoto", "spilman", "speno", "spanbauer", "spalla", "spagnolo", "soliman", "solan", "sobolik", "snelgrove", "snedden", "smale", "sliter", "slankard", "sircy", "shutter", "shurtliff", "shur", "shirkey", "shewmake", "shams", "shadley", "shaddox", "sgro", "serfass", "seppala", "segawa", "segalla", "seaberry", "scruton", "scism", "schwein", "schwartzman", "schwantes", "schomer", "schoenborn", "schlottmann", "schissler", "scheurer", "schepis", "scheidegger", "saunier", "sauders", "sassman", "sannicolas", "sanderfur", "salser", "sagar", "saffer", "saeed", "sadberry", "saban", "ryce", "rybak", "rumore", "rummell", "rudasill", "rozman", "rota", "rossin", "rosell", "rosel", "romberg", "rojero", "rochin", "robideau", "robarge", "roath", "risko", "ringel", "ringdahl", "riera", "riemann", "ribas", "revard", "renegar", "reinwald", "rehman", "redel", "raysor", "rathke", "rapozo", "rampton", "ramaker", "rakow", "raia", "radin", "raco", "rackham", "racca", "racanelli", "rabun", "quaranta", "purves", "pundt", "protsman", "prezioso", "presutti", "presgraves", "poydras", "portnoy", "portalatin", "pontes", "poehler", "poblete", "poat", "plumadore", "pleiman", "pizana", "piscopo", "piraino", "pinelli", "pillai", "picken", "picha", "piccoli", "philen", "petteway", "petros", "peskin", "perugini", "perrella", "pernice", "peper", "pensinger", "pembleton", "passman", "parrent", "panetta", "pallas", "palka", "pais", "paglia", "padmore", "ottesen", "oser", "ortmann", "ormand", "oriol", "orick", "oler", "okafor", "ohair", "obert", "oberholtzer", "nowland", "nosek", "nordeen", "nolf", "nogle", "nobriga", "nicley", "niccum", "newingham", "neumeister", "neugebauer", "netherland", "nerney", "neiss", "neis", "neider", "neeld", "nailor", "mustain", "mussman", "musante", "murton", "murden", "munyon", "muldrew", "motton", "moscoso", "moschella", "moroz", "morelos", "morace", "moone", "montesano", "montemurro", "montas", "montalbo", "molander", "mleczko", "miyake", "mitschke", "minger", "minelli", "minear", "millener", "mihelich", "miedema", "miah", "metzer", "mery", "merrigan", "merck", "mennella", "membreno", "melecio", "melder", "mehling", "mehler", "medcalf", "meche", "mealing", "mcqueeney", "mcphaul", "mcmickle", "mcmeen", "mcmains", "mclees", "mcgowin", "mcfarlain", "mcdivitt", "mccotter", "mcconn", "mccaster", "mcbay", "mcbath", "mayoral", "mayeux", "matsuo", "masur", "massman", "marzette", "martensen", "marlett", "markgraf", "marcinkowski", "marchbanks", "mansir", "mandez", "mancil", "malagon", "magnani", "madonia", "madill", "madia", "mackiewicz", "macgillivray", "macdowell", "mabee", "lundblad", "lovvorn", "lovings", "loreto", "linz", "linnell", "linebaugh", "lindstedt", "lindbloom", "limberg", "liebig", "lickteig", "lichtenberg", "licari", "lewison", "levario", "levar", "lepper", "lenzen", "lenderman", "lemarr", "leinen", "leider", "legrande", "lefort", "lebleu", "leask", "leacock", "lazano", "lawalin", "laven", "laplaca", "lant", "langsam", "langone", "landress", "landen", "lande", "lamorte", "lairsey", "laidlaw", "laffin", "lackner", "lacaze", "labuda", "labree", "labella", "labar", "kyer", "kuyper", "kulinski", "kulig", "kuhnert", "kuchera", "kubicek", "kruckeberg", "kruchten", "krider", "kotch", "kornfeld", "koren", "koogler", "koll", "kole", "kohnke", "kohli", "kofoed", "koelling", "kluth", "klump", "klopfenstein", "klippel", "klinge", "klett", "klemp", "kleis", "klann", "kitzman", "kinnan", "kingsberry", "kilmon", "killpack", "kilbane", "kijowski", "kies", "kierstead", "kettering", "kesselman", "kennington", "keniston", "kehrer", "kearl", "keala", "kassa", "kasahara", "kantz", "kalin", "kaina", "jupin", "juntunen", "juares", "joynes", "jovel", "joos", "jiggetts", "jervis", "jerabek", "jennison", "jaso", "janz", "izatt", "ishibashi", "iannotti", "hymas", "huneke", "hulet", "hougen", "horvat", "horstmann", "hopple", "holtkamp", "holsten", "hohenstein", "hoefle", "hoback", "hiney", "hiemstra", "herwig", "herter", "herriott", "hermsen", "herdman", "herder", "herbig", "helling", "helbig", "heitkamp", "heinrichs", "heinecke", "heileman", "heffley", "heavrin", "heaston", "haymaker", "hauenstein", "hartlage", "harig", "hardenbrook", "hankin", "hamiter", "hagens", "hagel", "grizzell", "griest", "griese", "grennan", "graden", "gosse", "gorder", "goldin", "goatley", "gillespi", "gilbride", "giel", "ghoston", "gershman", "geisinger", "gehringer", "gedeon", "gebert", "gaxiola", "gawronski", "gathright", "gatchell", "gargiulo", "garg", "galang", "gadison", "fyock", "furniss", "furby", "funnell", "frizell", "frenkel", "freeburg", "frankhouser", "franchi", "foulger", "formby", "forkey", "fonte", "folson", "follette", "flavell", "finegan", "filippini", "ferencz", "ference", "fennessey", "feggins", "feehan", "fazzino", "fazenbaker", "faunce", "farraj", "farnell", "farler", "farabee", "falkowski", "facio", "etzler", "ethington", "esterline", "esper", "esker", "erxleben", "engh", "emling", "elridge", "ellenwood", "elfrink", "ekhoff", "eisert", "eifert", "eichenlaub", "egnor", "eggebrecht", "edlin", "edberg", "eble", "eber", "easler", "duwe", "dutta", "dutremble", "dusseault", "durney", "dunworth", "dumire", "dukeman", "dufner", "duey", "duble", "dreese", "dozal", "douville", "ditmore", "distin", "dimuzio", "dildine", "dieterich", "dieckman", "didonna", "dhillon", "dezern", "devereux", "devall", "detty", "detamore", "derksen", "deremer", "deras", "denslow", "deno", "denicola", "denbow", "demma", "demille", "delira", "delawder", "delara", "delahanty", "dejonge", "deininger", "dedios", "dederick", "decelles", "debus", "debruyn", "deborde", "deak", "dauenhauer", "darsey", "dansie", "dalman", "dakin", "dagley", "czaja", "cybart", "cutchin", "currington", "curbelo", "croucher", "crinklaw", "cremin", "cratty", "cranfield", "crafford", "cowher", "couvillion", "couturier", "corter", "coombes", "contos", "consolini", "connaughton", "conely", "collom", "cockett", "clepper", "cleavenger", "claro", "clarkin", "ciriaco", "ciesla", "cichon", "ciancio", "cianci", "chynoweth", "chrzanowski", "christion", "cholewa", "chipley", "chilcott", "cheyne", "cheslock", "chenevert", "charlot", "chagolla", "chabolla", "cesena", "cerutti", "cava", "caul", "cassone", "cassin", "cassese", "casaus", "casali", "cartledge", "cardamone", "carcia", "carbonneau", "carboni", "carabello", "capozzoli", "capella", "cannata", "campoverde", "campeau", "cambre", "camberos", "calvery", "calnan", "calmes", "calley", "callery", "calise", "cacciotti", "cacciatore", "butterbaugh", "burgo", "burgamy", "burell", "bunde", "bumbalough", "buel", "buechner", "buchannon", "brunn", "brost", "broadfoot", "brittan", "brevard", "breda", "brazel", "brayboy", "brasier", "boyea", "boxx", "boso", "bosio", "boruff", "borda", "bongiovanni", "bolerjack", "boedeker", "blye", "blumstein", "blumenfeld", "blinn", "bleakley", "blatter", "blan", "bjornson", "bisignano", "billick", "bieniek", "bhatti", "bevacqua", "berra", "berenbaum", "bensinger", "bennefield", "belvins", "belson", "bellin", "beighley", "beecroft", "beaudreau", "baynard", "bautch", "bausch", "basch", "bartleson", "barthelemy", "barak", "balzano", "balistreri", "bailer", "bagnall", "bagg", "auston", "augustyn", "aslinger", "ashalintubbi", "arjona", "arebalo", "appelbaum", "angert", "angelucci", "andry", "andersson", "amorim", "amavisca", "alward", "alvelo", "alvear", "alumbaugh", "alsobrook", "allgeier", "allende", "aldrete", "akiyama", "ahlquist", "adolphson", "addario", "acoff", "abelson", "abasta", "zulauf", "zirkind", "zeoli", "zemlicka", "zawislak", "zappia", "zanella", "yelvington", "yeatman", "yanni", "wragg", "wissing", "wischmeier", "wirta", "wiren", "wilmouth", "williard", "willert", "willaert", "wildt", "whelpley", "weingart", "weidenbach", "weidemann", "weatherman", "weakland", "watwood", "wattley", "waterson", "wambach", "walzer", "waldow", "waag", "vorpahl", "volkmann", "vitolo", "visitacion", "vincelette", "viggiano", "vieth", "vidana", "vert", "verges", "verdejo", "venzon", "velardi", "varian", "vargus", "vandermeulen", "vandam", "vanasse", "vanaman", "utzinger", "uriostegui", "uplinger", "twiss", "tumlinson", "tschanz", "trunnell", "troung", "troublefield", "trojacek", "treloar", "tranmer", "touchton", "torsiello", "torina", "tootle", "toki", "toepfer", "tippie", "thronson", "thomes", "tezeno", "texada", "testani", "tessmer", "terrel", "terlizzi", "tempel", "temblador", "tayler", "tawil", "tasch", "tames", "talor", "talerico", "swinderman", "sweetland", "swager", "sulser", "sullens", "subia", "sturgell", "stumpff", "stufflebeam", "stucki", "strohmeyer", "strebel", "straughan", "strackbein", "stobaugh", "stetz", "stelter", "steinmann", "steinfeld", "stecher", "stanwood", "stanislawski", "stander", "speziale", "soppe", "soni", "sobotka", "smuin", "slee", "skerrett", "sjoberg", "sittig", "simonelli", "simo", "silverio", "silveria", "silsby", "sillman", "sienkiewicz", "shomo", "shoff", "shoener", "shiba", "sherfey", "shehane", "sexson", "setton", "sergi", "selvy", "seiders", "seegmiller", "sebree", "seabury", "scroggin", "sconyers", "schwalb", "schurg", "schulenberg", "schuld", "schrage", "schow", "schon", "schnur", "schneller", "schmidtke", "schlatter", "schieffer", "schenkel", "scheeler", "schauwecker", "schartz", "schacherer", "scafe", "sayegh", "savidge", "saur", "sarles", "sarkissian", "sarkis", "sarcone", "sagucio", "saffell", "saenger", "sacher", "rylee", "ruvolo", "ruston", "ruple", "rulison", "ruge", "ruffo", "ruehl", "rueckert", "rudman", "rudie", "rubert", "rozeboom", "roysden", "roylance", "rothchild", "rosse", "rosecrans", "rodi", "rockmore", "robnett", "roberti", "rivett", "ritzel", "rierson", "ricotta", "ricken", "rezac", "rendell", "reitman", "reindl", "reeb", "reddic", "reddell", "rebuck", "reali", "raso", "ramthun", "ramsden", "rameau", "ralphs", "rago", "racz", "quinteros", "quinter", "quinley", "quiggle", "purvines", "purinton", "purdum", "pummill", "puglia", "puett", "ptacek", "przybyla", "prowse", "prestwich", "pracht", "poutre", "poucher", "portera", "polinsky", "poage", "platts", "pineau", "pinckard", "pilson", "pilling", "pilkins", "pili", "pikes", "pigram", "pietila", "pickron", "philippi", "philhower", "pflueger", "pfalzgraf", "pettibone", "pett", "petrosino", "persing", "perrino", "perotti", "periera", "peri", "peredo", "peralto", "pennywell", "pennel", "pellegren", "pella", "pedroso", "paulos", "paulding", "pates", "pasek", "paramo", "paolino", "panganiban", "paneto", "paluch", "ozaki", "ownbey", "overfelt", "outman", "opper", "onstad", "oland", "okuda", "oertel", "oelke", "normandeau", "nordby", "nordahl", "noecker", "noblin", "niswonger", "nishioka", "nett", "negley", "nedeau", "natera", "nachman", "naas", "musich", "mungin", "mourer", "mounsey", "mottola", "mothershed", "moskal", "mosbey", "morini", "moreles", "montaluo", "moneypenny", "monda", "moench", "moates", "moad", "missildine", "misiewicz", "mirabella", "minott", "mincks", "milum", "milani", "mikelson", "mestayer", "mertes", "merrihew", "merlos", "meritt", "melnyk", "medlen", "meder", "mcvea", "mcquarrie", "mcquain", "mclucas", "mclester", "mckitrick", "mckennon", "mcinnes", "mcgrory", "mcgranahan", "mcglamery", "mcgivney", "mcgilvray", "mccuiston", "mccuin", "mccrystal", "mccolley", "mcclerkin", "mcclenon", "mccamey", "mcaninch", "mazariegos", "maynez", "mattioli", "mastronardi", "masone", "marzett", "marsland", "margulies", "margolin", "malatesta", "mainer", "maietta", "magrath", "maese", "madkins", "madeiros", "madamba", "mackson", "maben", "lytch", "lundgreen", "lumb", "lukach", "luick", "luetkemeyer", "luechtefeld", "ludy", "ludden", "luckow", "lubinsky", "lowes", "lorenson", "loran", "lopinto", "looby", "lones", "livsey", "liskey", "lisby", "lintner", "lindow", "lindblom", "liming", "liechty", "leth", "lesniewski", "lenig", "lemonds", "leisy", "lehrer", "lehnen", "lehmkuhl", "leeth", "leeks", "lechler", "lebsock", "lavere", "lautenschlage", "laughridge", "lauderback", "laudenslager", "lassonde", "laroque", "laramee", "laracuente", "lapeyrouse", "lampron", "lamers", "laino", "lague", "lafromboise", "lafata", "lacount", "lachowicz", "kysar", "kwiecien", "kuffel", "kueter", "kronenberg", "kristensen", "kristek", "krings", "kriesel", "krey", "krebbs", "kreamer", "krabbe", "kossman", "kosakowski", "kosak", "kopacz", "konkol", "koepsell", "koening", "koen", "knerr", "knapik", "kluttz", "klocke", "klenk", "klemme", "klapp", "kitchell", "kita", "kissane", "kirkbride", "kirchhoff", "kinter", "kinsel", "kingsland", "kimmer", "kimler", "killoran", "kieser", "khalsa", "khalaf", "kettel", "kerekes", "keplin", "kentner", "kennebrew", "kenison", "kellough", "keatts", "keasey", "kauppi", "katon", "kanner", "kampa", "kall", "kaczorowski", "kaczmarski", "juarbe", "jordison", "jobst", "jezierski", "jeanbart", "jarquin", "jagodzinski", "ishak", "isett", "infantino", "imburgia", "illingworth", "hysmith", "hynson", "hydrick", "hurla", "hunton", "hunnell", "humbertson", "housand", "hottle", "hosch", "hoos", "honn", "hohlt", "hodel", "hochmuth", "hixenbaugh", "hislop", "hisaw", "hintzen", "hilgendorf", "hilchey", "higgens", "hersman", "herrara", "hendrixson", "hendriks", "hemond", "hemmingway", "heminger", "helgren", "heisey", "heilmann", "hehn", "hegna", "heffern", "hawrylak", "haverty", "hauger", "haslem", "harnett", "harb", "happ", "hanzlik", "hanway", "hanby", "hanan", "hamric", "hammaker", "halas", "hagenbuch", "habeck", "gwozdz", "gunia", "guadarrama", "grubaugh", "grivas", "griffieth", "grieb", "grewell", "gregorich", "grazier", "graeber", "graciano", "gowens", "goodpaster", "gondek", "gohr", "goffney", "godbee", "gitlin", "gisler", "gillyard", "gillooly", "gilchrest", "gilbo", "gierlach", "giebler", "giang", "geske", "gervasio", "gertner", "gehling", "geeter", "gaus", "gattison", "gatica", "gathings", "gath", "gassner", "gassert", "garabedian", "gamon", "gameros", "galban", "gabourel", "gaal", "fuoco", "fullenwider", "fudala", "friscia", "franceschini", "foronda", "fontanilla", "florey", "flore", "flegle", "flecha", "fisler", "fischbach", "fiorita", "figura", "figgins", "fichera", "ferra", "fawley", "fawbush", "fausett", "farnes", "farago", "fairclough", "fahie", "fabiani", "evanson", "eutsey", "eshbaugh", "ertle", "eppley", "englehardt", "engelhard", "emswiler", "elling", "elderkin", "eland", "efaw", "edstrom", "edgemon", "ecton", "echeverri", "ebright", "earheart", "dynes", "dygert", "dyches", "dulmage", "duhn", "duhamel", "dubrey", "dubray", "dubbs", "drey", "drewery", "dreier", "dorval", "dorough", "dorais", "donlin", "donatelli", "dohm", "doetsch", "dobek", "disbrow", "dinardi", "dillahunty", "dillahunt", "diers", "dier", "diekmann", "diangelo", "deskin", "deschaine", "depaoli", "denner", "demyan", "demont", "demaray", "delillo", "deleeuw", "deibel", "decato", "deblasio", "debartolo", "daubenspeck", "darner", "dardon", "danziger", "danials", "damewood", "dalpiaz", "dallman", "dallaire", "cunniffe", "cumpston", "cumbo", "cubero", "cruzan", "cronkhite", "critelli", "crimi", "creegan", "crean", "craycraft", "cranfill", "coyt", "courchesne", "coufal", "corradino", "corprew", "colville", "cocco", "coby", "clinch", "clickner", "clavette", "claggett", "cirigliano", "ciesielski", "christain", "chesbro", "chavera", "chard", "casteneda", "castanedo", "casseus", "caruana", "carnero", "cappelli", "capellan", "canedy", "cancro", "camilleri", "calero", "cada", "burghart", "burbidge", "bulfer", "buis", "budniewski", "bruney", "brugh", "brossard", "brodmerkel", "brockmann", "brigmond", "briere", "bremmer", "breck", "breau", "brautigam", "brasch", "brandenberger", "bragan", "bozell", "bowsher", "bosh", "borgia", "borey", "boomhower", "bonneville", "bonam", "bolland", "boise", "boeve", "boettger", "boersma", "boateng", "bliven", "blazier", "blahnik", "bjornstad", "bitton", "biss", "birkett", "billingsly", "biagioni", "bettle", "bertucci", "bertolino", "bermea", "bergner", "berber", "bensley", "bendixen", "beltrami", "bellone", "belland", "behringer", "begum", "bayona", "batiz", "bassin", "baskette", "bartolomeo", "bartolo", "bartholow", "barkan", "barish", "barett", "bardo", "bamburg", "ballerini", "balla", "balis", "bakley", "bailon", "bachicha", "babiarz", "ayars", "axton", "axel", "awong", "awalt", "auslander", "ausherman", "aumick", "atha", "atchinson", "aslett", "askren", "arrowsmith", "arras", "arnhold", "armagost", "arey", "arcos", "archibeque", "antunes", "antilla", "andras", "amyx", "amison", "amero", "alzate", "alper", "aller", "alioto", "aigner", "agtarap", "agbayani", "adami", "achorn", "aceuedo", "acedo", "abundis", "aber", "abee", "zuccaro", "ziglar", "zier", "ziebell", "zieba", "zamzow", "zahl", "yurko", "yurick", "yonkers", "yerian", "yeaman", "yarman", "yann", "yahn", "yadon", "yadao", "woodbridge", "wolske", "wollenberg", "wojtczak", "wnuk", "witherite", "winther", "winick", "widell", "wickens", "whichard", "wheelis", "wesely", "wentzell", "wenthold", "wemple", "weisenburger", "wehling", "weger", "weaks", "wassink", "walquist", "wadman", "wacaster", "waage", "voliva", "vlcek", "villafana", "vigliotti", "viger", "viernes", "viands", "veselka", "versteeg", "vero", "verhoeven", "vendetti", "velardo", "vatter", "vasconcellos", "varn", "vanwagner", "vanvoorhis", "vanhecke", "vanduyn", "vandervoort", "vanderslice", "valone", "vallier", "vails", "uvalle", "ursua", "urenda", "uphoff", "tustin", "turton", "turnbough", "turck", "tullio", "tuch", "truehart", "tropea", "troester", "trippe", "tricarico", "trevarthen", "trembly", "trabue", "traber", "tosi", "toal", "tinley", "tingler", "timoteo", "tiffin", "ticer", "thorman", "therriault", "theel", "tessman", "tekulve", "tejera", "tebbs", "tavernia", "tarpey", "tallmadge", "takemoto", "szot", "sylvest", "swindoll", "swearinger", "swantek", "swaner", "swainston", "susi", "surrette", "sullenger", "sudderth", "suddarth", "suckow", "strege", "strassburg", "stoval", "stotz", "stoneham", "stilley", "stille", "stierwalt", "stfleur", "steuck", "stermer", "stclaire", "stano", "staker", "stahler", "stablein", "srinivasan", "squillace", "sprvill", "sproull", "sprau", "sporer", "spore", "spittler", "speelman", "sparr", "sparkes", "spang", "spagnuolo", "sosinski", "sorto", "sorkin", "sondag", "sollers", "socia", "snarr", "smrekar", "smolka", "slyter", "slovinsky", "sliwa", "slavik", "slatter", "skiver", "skeem", "skala", "sitzes", "sitsler", "sitler", "sinko", "simser", "siegler", "sideris", "shrewsberry", "shoopman", "shoaff", "shindler", "shimmin", "shill", "shenkel", "shemwell", "shehorn", "severa", "semones", "selsor", "sekulski", "segui", "sechrest", "schwer", "schwebach", "schur", "schmiesing", "schlick", "schlender", "schebler", "schear", "schapiro", "sauro", "saunder", "sauage", "satterly", "saraiva", "saracino", "saperstein", "sanmartin", "sanluis", "sandt", "sandrock", "sammet", "sama", "salk", "sakata", "saini", "sackrider", "russum", "russi", "russaw", "rozzell", "roza", "rowlette", "rothberg", "rossano", "rosebrock", "romanski", "romanik", "romani", "roiger", "roig", "roehr", "rodenberger", "rodela", "rochford", "ristow", "rispoli", "rigo", "riesgo", "riebel", "ribera", "ribaudo", "reys", "resendes", "repine", "reisdorf", "reisch", "rebman", "rasmus", "raske", "ranum", "rames", "rambin", "raman", "rajewski", "raffield", "rady", "radich", "raatz", "quinnie", "pyper", "puthoff", "prow", "proehl", "pribyl", "pretti", "prete", "presby", "poyer", "powelson", "porteous", "poquette", "pooser", "pollan", "ploss", "plewa", "placide", "pion", "pinnick", "pinales", "pillot", "pille", "pilato", "piggee", "pietrowski", "piermarini", "pickford", "piccard", "phenix", "pevey", "petrowski", "petrillose", "pesek", "perrotti", "peppler", "peppard", "penfold", "pellitier", "pelland", "pehowic", "pedretti", "paules", "passero", "pasha", "panza", "pallante", "palau", "pakele", "pacetti", "paavola", "overy", "overson", "outler", "osegueda", "oplinger", "oldenkamp", "ohern", "oetting", "odums", "nowlen", "nowack", "nordlund", "noblett", "nobbe", "nierman", "nichelson", "niblock", "newbrough", "nemetz", "needleman", "navin", "nastasi", "naslund", "naramore", "nakken", "nakanishi", "najarro", "mushrush", "muma", "mulero", "morganfield", "moreman", "morain", "moquin", "monterrosa", "monsivais", "monroig", "monje", "monfort", "moffa", "moeckel", "mobbs", "misiak", "mires", "mirelez", "mineo", "mineau", "milnes", "mikeska", "michelin", "michalowski", "meszaros", "messineo", "meshell", "merten", "meola", "menton", "mends", "mende", "memmott", "melius", "mehan", "mcnickle", "mcmorran", "mclennon", "mcleish", "mclaine", "mckendry", "mckell", "mckeighan", "mcisaac", "mcie", "mcguinn", "mcgillis", "mcfatridge", "mcfarling", "mcelravy", "mcdonalds", "mcculla", "mcconnaughy", "mcconnaughey", "mcchriston", "mcbeath", "mayr", "matyas", "matthiesen", "matsuura", "matinez", "mathys", "matarazzo", "masker", "masden", "mascio", "martis", "marrinan", "marinucci", "margerum", "marengo", "manthe", "mansker", "manoogian", "mankey", "manigo", "manier", "mangini", "maltese", "malsam", "mallo", "maliszewski", "mainolfi", "maharaj", "maggart", "magar", "maffett", "macmaster", "macky", "macdonnell", "lyvers", "luzzi", "lutman", "lovan", "lonzo", "longerbeam", "lofthouse", "loethen", "lodi", "llorens", "lizama", "litscher", "lisowski", "lipski", "lipsett", "lipkin", "linzey", "lineman", "limerick", "limas", "lige", "lierman", "liebold", "liberti", "leverton", "levene", "lesueur", "lenser", "lenker", "legnon", "lefrancois", "ledwell", "lavecchia", "laurich", "lauricella", "lannigan", "landor", "lamprecht", "lamountain", "lamore", "lammert", "lamboy", "lamarque", "lamacchia", "lalley", "lagace", "lacorte", "lacomb", "kyllonen", "kyker", "kuschel", "kupfer", "kunde", "kucinski", "kubacki", "kroenke", "krech", "koziel", "kovacich", "kothari", "koth", "kotek", "kostelnik", "kosloski", "knoles", "knabe", "kmiecik", "klingman", "kliethermes", "kleffman", "klees", "klaiber", "kittell", "kissling", "kisinger", "kintner", "kinoshita", "kiener", "khouri", "kerman", "kelii", "keirn", "keezer", "kaup", "kathan", "kaser", "karlsen", "kapur", "kandoll", "kammel", "kahele", "justesen", "jonason", "johnsrud", "joerling", "jochim", "jespersen", "jeong", "jenness", "jedlicka", "jakob", "isaman", "inghram", "ingenito", "iadarola", "hynd", "huxtable", "huwe", "hurless", "humpal", "hughston", "hughart", "huggett", "hugar", "huether", "howdyshell", "houtchens", "houseworth", "hoskie", "holshouser", "holmen", "holloran", "hohler", "hoefler", "hodsdon", "hochman", "hjort", "hippert", "hippe", "hinzman", "hillock", "hilden", "heyn", "heyden", "heyd", "hergert", "henrikson", "henningsen", "hendel", "helget", "helf", "helbing", "heintzman", "heggie", "hege", "hecox", "heatherington", "heare", "haxton", "haverstock", "haverly", "hatler", "haselton", "hase", "hartzfeld", "harten", "harken", "hargrow", "haran", "hanton", "hammar", "hamamoto", "halper", "halko", "hackathorn", "haberle", "haake", "gunnoe", "gunkel", "gulyas", "guiney", "guilbeau", "guider", "guerrant", "gudgel", "guarisco", "grossen", "grossberg", "gropp", "groome", "grobe", "gremminger", "greenley", "grauberger", "grabenstein", "gowers", "gostomski", "gosier", "goodenow", "gonzoles", "goliday", "goettle", "goens", "goates", "glymph", "glavin", "glassco", "gladfelter", "glackin", "githens", "girgis", "gimpel", "gilbreth", "gilbeau", "giffen", "giannotti", "gholar", "gervasi", "gertsch", "gernatt", "gephardt", "genco", "gehr", "geddis", "gase", "garrott", "garrette", "gapinski", "ganter", "ganser", "gangi", "gangemi", "gallina", "galdi", "gailes", "gaetano", "gadomski", "gaccione", "fuschetto", "furtick", "furfaro", "fullman", "frutos", "fruchter", "frogge", "freytag", "freudenthal", "fregoe", "franzone", "frankum", "francia", "franceschi", "forys", "forero", "folkers", "flug", "flitter", "flemons", "fitzer", "firpo", "finizio", "filiault", "figg", "fichtner", "fetterolf", "ferringer", "feil", "fayne", "farro", "faddis", "ezzo", "ezelle", "eynon", "evitt", "eutsler", "euell", "escovedo", "erne", "eriksson", "enriguez", "empson", "elkington", "eisenmenger", "eidt", "eichenberger", "ehrmann", "ediger", "earlywine", "eacret", "duzan", "dunnington", "ducasse", "dubiel", "drovin", "drager", "drage", "donham", "donat", "dolinger", "dokken", "doepke", "dodwell", "docherty", "distasio", "disandro", "diniz", "digangi", "didion", "dezzutti", "detmer", "deshon", "derrigo", "dentler", "demoura", "demeter", "demeritt", "demayo", "demark", "demario", "delzell", "delnero", "delgrosso", "dejarnett", "debernardi", "dearmas", "dashnaw", "daris", "danks", "danker", "dangler", "daignault", "dafoe", "dace", "curet", "cumberledge", "culkin", "crowner", "crocket", "crawshaw", "craun", "cranshaw", "cragle", "courser", "costella", "cornforth", "corkill", "coopersmith", "conzemius", "connett", "connely", "condict", "condello", "comley", "cohoon", "coday", "clugston", "clowney", "clippard", "clinkenbeard", "clines", "clelland", "clapham", "clancey", "clabough", "cichy", "cicalese", "chua", "chittick", "chisom", "chisley", "chinchilla", "cheramie", "cerritos", "cercone", "cena", "cawood", "cavness", "catanzarite", "casada", "carvell", "carmicheal", "carll", "cardozo", "caplin", "candia", "canby", "cammon", "callister", "calligan", "calkin", "caillouet", "buzzelli", "bute", "bustillo", "bursey", "burgeson", "bupp", "bulson", "buist", "buffey", "buczkowski", "buckbee", "bucio", "brueckner", "broz", "brookhart", "brong", "brockmeyer", "broberg", "brittenham", "brisbois", "bridgmon", "breyer", "brede", "breakfield", "breakey", "brauner", "branigan", "brandewie", "branche", "brager", "brader", "bovell", "bouthot", "bostock", "bosma", "boseman", "boschee", "borthwick", "borneman", "borer", "borek", "boomershine", "boni", "bommarito", "bolman", "boleware", "boisse", "boehlke", "bodle", "blash", "blasco", "blakesley", "blacklock", "blackley", "bittick", "birks", "birdin", "bircher", "bilbao", "bick", "biby", "bertoni", "bertino", "bertini", "berson", "bern", "berkebile", "bergstresser", "benne", "benevento", "belzer", "beltre", "bellomo", "bellerose", "beilke", "begeman", "bebee", "beazer", "beaven", "beamish", "baymon", "baston", "bastidas", "basom", "basey", "bartles", "baroni", "barocio", "barnet", "barclift", "banville", "balthazor", "balleza", "balkcom", "baires", "bailie", "baik", "baggott", "bagen", "bachner", "babington", "babel", "asmar", "arvelo", "artega", "arrendondo", "arreaga", "arrambide", "arquette", "aronoff", "arico", "argentieri", "arevalos", "archbold", "apuzzo", "antczak", "ankeny", "angelle", "angelini", "anfinson", "amer", "amarillas", "altier", "altenburg", "alspach", "alosa", "allsbrook", "alexopoulos", "aleem", "aldred", "albertsen", "akerson", "agler", "adley", "addams", "acoba", "achille", "abplanalp", "abella", "abare", "zwolinski", "zollicoffer", "zins", "ziff", "zenner", "zender", "zelnick", "zelenka", "zeches", "zaucha", "zauala", "zangari", "zagorski", "youtsey", "yasso", "yarde", "yarbough", "woolever", "woodsmall", "woodfolk", "wobig", "wixson", "wittwer", "wirtanen", "winson", "wingerd", "wilkening", "wilhelms", "wierzbicki", "wiechman", "weyrick", "wessell", "wenrick", "wenning", "weltz", "weinrich", "weiand", "wehunt", "wareing", "walth", "waibel", "wahlquist", "vona", "voelkel", "vitek", "vinsant", "vincente", "vilar", "viel", "vicars", "vermette", "verma", "venner", "veazie", "vayda", "vashaw", "varon", "vardeman", "vandevelde", "vanbrocklin", "vaccarezza", "urquidez", "urie", "urbach", "uram", "ungaro", "umali", "ulsh", "tutwiler", "turnbaugh", "tumminello", "tuite", "tueller", "trulove", "troha", "trivino", "trisdale", "trippett", "tribbett", "treptow", "tremain", "travelstead", "trautwein", "trautmann", "tram", "traeger", "tonelli", "tomsic", "tomich", "tomasulo", "tomasino", "tole", "todhunter", "toborg", "tischer", "tirpak", "tircuit", "tinnon", "tinnel", "tines", "timbs", "tilden", "tiede", "thumm", "throgmorton", "thorndike", "thornburgh", "thoren", "thomann", "therrell", "thau", "thammavong", "tetrick", "tessitore", "tesreau", "teicher", "teaford", "tauscher", "tauer", "tanabe", "talamo", "takeuchi", "taite", "tadych", "sweeton", "swecker", "swartzentrube", "swarner", "surrell", "surbaugh", "suppa", "sumbry", "suchy", "stuteville", "studt", "stromer", "strome", "streng", "stonestreet", "stockley", "stmichel", "stfort", "sternisha", "stensrud", "steinhardt", "steinback", "steichen", "stauble", "stasiak", "starzyk", "stango", "standerfer", "stachowiak", "springston", "spratlin", "spracklen", "sponseller", "spilker", "spiegelman", "spellacy", "speiser", "spaziani", "spader", "spackman", "sorum", "sopha", "sollis", "sollenberger", "solivan", "solheim", "sokolsky", "sogge", "smyser", "smitley", "sloas", "slinker", "skora", "skiff", "skare", "siverd", "sivels", "siska", "siordia", "simmering", "simko", "sime", "silmon", "silano", "sieger", "siebold", "shukla", "shreves", "shoun", "shortle", "shonkwiler", "shoals", "shimmel", "shiel", "shieh", "sherbondy", "shenkman", "shein", "shearon", "shean", "shatz", "shanholtz", "shafran", "shaff", "shackett", "sgroi", "sewall", "severy", "sethi", "sessa", "sequra", "sepulvado", "seper", "senteno", "sendejo", "semmens", "seipp", "segler", "seegers", "sedwick", "sedore", "sechler", "sebastiano", "scovel", "scotton", "scopel", "schwend", "schwarting", "schutter", "schrier", "schons", "scholtes", "schnetzer", "schnelle", "schmutz", "schlichter", "schelling", "schams", "schamp", "scarber", "scallan", "scalisi", "scaffidi", "saxby", "sawrey", "sauvageau", "sauder", "sarrett", "sanzo", "santizo", "santella", "santander", "sandez", "sandel", "sammon", "salsedo", "salge", "sagun", "safi", "sader", "sacchetti", "sablan", "saade", "runnion", "runkel", "rumbo", "ruesch", "ruegg", "ruckle", "ruchti", "rubens", "rubano", "rozycki", "roupe", "roufs", "rossel", "rosmarin", "rosero", "rosenwald", "ronca", "romos", "rolla", "rohling", "rohleder", "roell", "roehm", "rochefort", "roch", "robotham", "rivenburgh", "riopel", "riederer", "ridlen", "rias", "rhudy", "reynard", "retter", "respess", "reppond", "repko", "rengifo", "reinking", "reichelt", "reeh", "redenius", "rebolledo", "rauh", "ratajczak", "rapley", "ranalli", "ramie", "raitt", "radloff", "radle", "rabbitt", "quay", "quant", "pusateri", "puffinberger", "puerta", "provencio", "proano", "privitera", "prenger", "prellwitz", "pousson", "potier", "portz", "portlock", "porth", "portela", "portee", "porchia", "pollick", "polinski", "polfer", "polanski", "polachek", "pluta", "plourd", "plauche", "pitner", "piontkowski", "pileggi", "pierotti", "pico", "piacente", "phinisee", "phaup", "pfost", "pettinger", "pettet", "petrich", "peto", "persley", "persad", "perlstein", "perko", "pere", "penders", "peifer", "peco", "pawley", "pash", "parrack", "parady", "papen", "pangilinan", "pandolfo", "palone", "palmertree", "padin", "ottey", "ottem", "ostroski", "ornstein", "ormonde", "onstott", "oncale", "oltremari", "olcott", "olan", "oishi", "oien", "odonell", "odonald", "obeso", "obeirne", "oatley", "nusser", "novo", "novicki", "nitschke", "nistler", "nikkel", "niese", "nierenberg", "nield", "niedzwiecki", "niebla", "niebel", "nicklin", "neyhart", "newsum", "nevares", "nageotte", "nagai", "mutz", "murata", "muralles", "munnerlyn", "mumpower", "muegge", "muckle", "muchmore", "moulthrop", "motl", "moskos", "mortland", "morring", "mormile", "morimoto", "morikawa", "morgon", "mordecai", "montour", "mont", "mongan", "monell", "miyasato", "mish", "minshew", "mimbs", "millin", "milliard", "mihm", "middlemiss", "miano", "mesick", "merlan", "mendonsa", "mench", "melonson", "melling", "meachem", "mctighe", "mcnelis", "mcmurtrey", "mckesson", "mckenrick", "mckelvie", "mcjunkins", "mcgory", "mcgirr", "mcgeever", "mcfield", "mcelhinney", "mccrossen", "mccommon", "mccannon", "mazyck", "mawyer", "maull", "matute", "mathies", "maschino", "marzan", "martinie", "marrotte", "marmion", "markarian", "marinacci", "margolies", "margeson", "marak", "maraia", "maracle", "manygoats", "manker", "mank", "mandich", "manderson", "maltz", "malmquist", "malacara", "majette", "magnan", "magliocca", "madina", "madara", "macwilliams", "macqueen", "maccallum", "lyde", "lyday", "lutrick", "lurz", "lurvey", "lumbreras", "luhrs", "luhr", "lowrimore", "lowndes", "lourenco", "lougee", "lorona", "longstreth", "loht", "lofquist", "loewenstein", "lobos", "lizardi", "lionberger", "limoli", "liljenquist", "liguori", "liebl", "liburd", "leukhardt", "letizia", "lesinski", "lepisto", "lenzini", "leisenring", "leipold", "leier", "leggitt", "legare", "leaphart", "lazor", "lazaga", "lavey", "laue", "laudermilk", "lauck", "lassalle", "larsson", "larison", "lanzo", "lantzy", "lanners", "langtry", "landford", "lancour", "lamour", "lambertson", "lalone", "lairson", "lainhart", "lagreca", "lacina", "labranche", "labate", "kurtenbach", "kuipers", "kuechle", "kubo", "krinsky", "krauser", "kraeger", "kracht", "kozeliski", "kozar", "kowalik", "kotler", "kotecki", "koslosky", "kosel", "koob", "kolasinski", "koizumi", "kohlman", "koffman", "knutt", "knore", "knaff", "kmiec", "klamm", "kittler", "kitner", "kirkeby", "kiper", "kindler", "kilmartin", "kilbride", "kerchner", "kendell", "keddy", "keaveney", "kearsley", "karlsson", "karalis", "kappes", "kapadia", "kallman", "kallio", "kalil", "kader", "jurkiewicz", "jitchaku", "jillson", "jeune", "jarratt", "jarchow", "janak", "ivins", "ivans", "isenhart", "inocencio", "inoa", "imhof", "iacono", "hynds", "hutching", "hutchin", "hulsman", "hulsizer", "hueston", "huddleson", "hrbek", "howry", "housey", "hounshell", "hosick", "hortman", "horky", "horine", "hootman", "honeywell", "honeyestewa", "holste", "holien", "holbrooks", "hoffmeyer", "hoese", "hoenig", "hirschfeld", "hildenbrand", "higson", "higney", "hibert", "hibbetts", "hewlin", "hesley", "herrold", "hermon", "hepker", "henwood", "helbling", "heinzman", "heidtbrink", "hedger", "havey", "hatheway", "hartshorne", "harpel", "haning", "handelman", "hamalainen", "hamad", "halasz", "haigwood", "haggans", "hackshaw", "guzzo", "gundrum", "guilbeault", "gugliuzza", "guglielmi", "guderian", "gruwell", "grunow", "grundman", "gruen", "grotzke", "grossnickle", "groomes", "grode", "grochowski", "grob", "grein", "greif", "greenwall", "greenup", "grassl", "grannis", "grandfield", "grames", "grabski", "grabe", "gouldsberry", "gosch", "goodling", "goodermote", "gonzale", "golebiowski", "goldson", "godlove", "glanville", "gillin", "gilkerson", "giessler", "giambalvo", "giacomini", "giacobbe", "ghio", "gergen", "gentz", "genrich", "gelormino", "gelber", "geitner", "geimer", "gauthreaux", "gaultney", "garvie", "gareau", "garbacz", "ganoe", "gangwer", "gandarilla", "galyen", "galt", "galluzzo", "galardo", "gager", "gaddie", "gaber", "gabehart", "gaarder", "fusilier", "furnari", "furbee", "fugua", "fruth", "frohman", "friske", "frilot", "fridman", "frescas", "freier", "frayer", "franzese", "frankenberry", "frain", "fosse", "foresman", "forbess", "flook", "fletes", "fleer", "fleek", "fleegle", "fishburne", "fiscalini", "finnigan", "fini", "filipiak", "figueira", "fiero", "ficek", "fiaschetti", "ferren", "ferrando", "ferman", "fergusson", "fenech", "feiner", "feig", "faulds", "fariss", "falor", "falke", "ewings", "eversley", "everding", "etling", "essen", "erskin", "enstrom", "engebretsen", "eitel", "eichberger", "ehler", "eekhoff", "edrington", "edmonston", "edgmon", "edes", "eberlein", "dwinell", "dupee", "dunklee", "dungey", "dunagin", "dumoulin", "duggar", "duenez", "dudzic", "dudenhoeffer", "ducey", "drouillard", "dreibelbis", "dreger", "dreesman", "draughon", "downen", "dorminy", "dombeck", "dolman", "doebler", "dittberner", "dishaw", "disanti", "dinicola", "dinham", "dimino", "dilling", "difrancesco", "dicello", "dibert", "deshazer", "deserio", "descoteau", "deruyter", "dering", "depinto", "dente", "demus", "demattos", "demarsico", "delude", "dekok", "debrito", "debois", "deakin", "dayley", "dawsey", "dauria", "datson", "darty", "darsow", "darragh", "darensbourg", "dalleva", "dalbec", "dadd", "cutcher", "cung", "cuello", "cuadros", "crute", "crutchley", "crispino", "crislip", "crisco", "crevier", "creekmur", "crance", "cragg", "crager", "cozby", "coyan", "coxon", "covalt", "couillard", "costley", "costilow", "cossairt", "corvino", "corigliano", "cordaro", "corbridge", "corban", "coor", "conkel", "conary", "coltrain", "collopy", "colgin", "colen", "colbath", "coiro", "coffie", "cochrum", "cobbett", "clopper", "cliburn", "clendenon", "clemon", "clementi", "clausi", "cirino", "cina", "churchman", "chilcutt", "cherney", "cheetham", "cheatom", "chatelain", "chalifour", "cesa", "cervenka", "cerullo", "cerreta", "cerbone", "cecchini", "ceccarelli", "cawthorn", "cavalero", "castner", "castlen", "castine", "casimiro", "casdorph", "cartmill", "cartmell", "carro", "carriger", "carias", "caravella", "cappas", "capen", "cantey", "canedo", "camuso", "campanaro", "cambria", "calzado", "callejo", "caligiuri", "cafaro", "cadotte", "cacace", "byrant", "busbey", "burtle", "burres", "burnworth", "burggraf", "burback", "bunte", "bunke", "bulle", "bugos", "budlong", "buckhalter", "buccellato", "brummet", "bruff", "brubeck", "brouk", "broten", "brosky", "broner", "brislin", "brimm", "brillhart", "bridgham", "brideau", "brennecke", "breer", "breeland", "bredesen", "brackney", "brackeen", "boza", "boyum", "bowdry", "bowdish", "bouwens", "bouvier", "bougie", "bouche", "bottenfield", "bostian", "bossie", "bosler", "boschert", "boroff", "borello", "bonser", "bonfield", "bole", "boldue", "bogacz", "boemer", "bloxom", "blickenstaff", "blessinger", "bleazard", "blatz", "blanchet", "blacksher", "birchler", "binning", "binkowski", "biltz", "bilotta", "bilagody", "bigbee", "bieri", "biehle", "bidlack", "betker", "bethers", "bethell", "bero", "bernacchi", "bermingham", "berkshire", "benvenuto", "bensman", "benoff", "bencivenga", "beman", "bellow", "bellany", "belflower", "belch", "bekker", "bejar", "beisel", "beichner", "beedy", "beas", "beanblossom", "bawek", "baus", "baugus", "battie", "battershell", "bateson", "basque", "basford", "bartone", "barritt", "barko", "bann", "bamford", "baltrip", "balon", "balliew", "ballam", "baldus", "ayling", "avelino", "ashwell", "ashland", "arseneau", "arroyos", "armendarez", "arita", "argust", "archuletta", "arcement", "antonacci", "anthis", "antal", "annan", "anderman", "amster", "amiri", "amadon", "alveraz", "altomari", "altmann", "altenhofen", "allers", "allbee", "allaway", "aleo", "alcoser", "alcorta", "akhtar", "ahuna", "agramonte", "agard", "adkerson", "achord", "abdi", "abair", "zurn", "zoellner", "zirk", "zion", "zarro", "zarco", "zambo", "zaiser", "zaino", "zachry", "youd", "yonan", "yniguez", "yepes", "yellock", "yellen", "yeatts", "yearling", "yatsko", "yannone", "wyler", "woodridge", "wolfrom", "wolaver", "wolanin", "wojnar", "wojciak", "wittmann", "wittich", "wiswell", "wisser", "wintersteen", "wineland", "willford", "wiginton", "wigfield", "wierman", "wice", "wiater", "whitsel", "whitbread", "wheller", "wettstein", "werling", "wente", "wenig", "wempe", "welz", "weinhold", "weigelt", "weichman", "wedemeyer", "weddel", "wayment", "waycaster", "wauneka", "watzka", "watton", "warnell", "warnecke", "warmack", "warder", "wands", "waldvogel", "waldridge", "wahs", "wagganer", "waddill", "vyas", "vought", "votta", "voiles", "virga", "viner", "villella", "villaverde", "villaneda", "viele", "vickroy", "vicencio", "vetere", "vermilyea", "verley", "verburg", "ventresca", "veno", "venard", "venancio", "velaquez", "veenstra", "vasil", "vanzee", "vanwie", "vantine", "vant", "vanschoyck", "vannice", "vankampen", "vanicek", "vandersloot", "vanderpoel", "vanderlinde", "vallieres", "uzzell", "uzelac", "uranga", "uptain", "updyke", "uong", "untiedt", "umbrell", "umbaugh", "umbarger", "ulysse", "ullmann", "ullah", "tutko", "turturro", "turnmire", "turnley", "turcott", "turbyfill", "turano", "tuminello", "tumbleson", "tsou", "truscott", "trulson", "troutner", "trone", "trinklein", "tremmel", "tredway", "trease", "traynham", "traw", "totty", "torti", "torregrossa", "torok", "tomkins", "tomaino", "tkach", "tirey", "tinsman", "timpe", "tiefenauer", "tiedt", "tidball", "thwaites", "thulin", "throneburg", "thorell", "thorburn", "thiemann", "thieman", "thesing", "tham", "terrien", "telfair", "taybron", "tasson", "tasso", "tarro", "tanenbaum", "taddeo", "taborn", "tabios", "szekely", "szatkowski", "sylve", "swineford", "swartzfager", "swanton", "swagerty", "surrency", "sunderlin", "sumerlin", "suero", "suddith", "sublette", "stumpe", "stueve", "stuckert", "strycker", "struve", "struss", "strubbe", "strough", "strothmann", "strahle", "stoutner", "stooksbury", "stonebarger", "stokey", "stoffer", "stimmel", "stief", "stephans", "stemper", "steltenpohl", "stellato", "steinle", "stegeman", "steffler", "steege", "steckman", "stapel", "stansbery", "stanaland", "stahley", "stagnaro", "stachowski", "squibb", "sprunger", "sproule", "sprehe", "spreen", "sprecher", "sposato", "spivery", "souter", "sopher", "sommerfeldt", "soffer", "snowberger", "snape", "smylie", "smyer", "slaydon", "slatton", "slaght", "skovira", "skeans", "sjolund", "sjodin", "siragusa", "singelton", "silis", "siebenaler", "shuffield", "shobe", "shiring", "shimabukuro", "shilts", "sherbert", "shelden", "sheil", "shedlock", "shearn", "shaub", "sharbono", "shapley", "shands", "shaheen", "shaffner", "servantez", "sentz", "seney", "selin", "seitzinger", "seider", "sehr", "sego", "segall", "sebastien", "scimeca", "schwenck", "schweiss", "schwark", "schwalbe", "schucker", "schronce", "schrag", "schouten", "schoppe", "schomaker", "schnarr", "schmied", "schmader", "schlicht", "schlag", "schield", "schiano", "scheve", "scherbarth", "schaumburg", "schauman", "scarpino", "savinon", "sassaman", "saporito", "sanville", "santilli", "santaana", "salzmann", "salman", "sagraves", "safran", "saccone", "rutty", "russett", "rupard", "rumbley", "ruffins", "ruacho", "rozema", "roxas", "routson", "rourk", "rought", "rotunda", "rotermund", "rosman", "rork", "rooke", "rolin", "rohm", "rohlman", "rohl", "roeske", "roecker", "rober", "robenson", "riso", "rinne", "riina", "rigsbee", "riggles", "riester", "rials", "rhinehardt", "reynaud", "reyburn", "rewis", "revermann", "reutzel", "retz", "rende", "rendall", "reistad", "reinders", "reichardt", "rehrig", "rehrer", "recendez", "reamy", "rauls", "ratz", "rattray", "rasband", "rapone", "ragle", "ragins", "radican", "raczka", "rachels", "raburn", "rabren", "raboin", "quesnell", "quaintance", "puccinelli", "pruner", "prouse", "prosise", "proffer", "prochazka", "probasco", "previte", "portell", "porcher", "popoca", "pomroy", "poma", "polsky", "polsgrove", "polidore", "podraza", "plymale", "plescia", "pleau", "platte", "pizzi", "pinchon", "picot", "piccione", "picazo", "philibert", "phebus", "pfohl", "petell", "pesso", "pesante", "pervis", "perrins", "perley", "perkey", "pereida", "penate", "peloso", "pellerito", "peffley", "peddicord", "pecina", "peale", "payette", "paxman", "pawlikowski", "pavy", "patry", "patmon", "patil", "pater", "patak", "pasqua", "pasche", "partyka", "parody", "parmeter", "pares", "pardi", "paonessa", "panozzo", "panameno", "paletta", "pait", "oyervides", "ossman", "oshima", "ortlieb", "orsak", "onley", "oldroyd", "okano", "ohora", "offley", "oestreicher", "odonovan", "odham", "odegard", "obst", "obriant", "obrecht", "nuccio", "nowling", "nowden", "novelli", "nost", "norstrom", "nordgren", "nopper", "noller", "nisonger", "niskanen", "nienhuis", "nienaber", "neuwirth", "neumeyer", "neice", "naugher", "naiman", "nagamine", "mustin", "murrietta", "murdaugh", "munar", "muhlbauer", "mroczkowski", "mowdy", "mouw", "mousel", "mountcastle", "moscowitz", "mosco", "morro", "moresi", "morago", "moomaw", "montroy", "montpas", "montieth", "montanaro", "mongelli", "mollison", "mollette", "moldovan", "mohar", "mitchelle", "mishra", "misenheimer", "minshall", "minozzi", "minniefield", "milhous", "migliaccio", "migdal", "mickell", "meyering", "methot", "mester", "mesler", "meriweather", "mensing", "mensah", "menge", "mendibles", "meloche", "melnik", "mellas", "meinert", "mehrhoff", "medas", "meckler", "mctague", "mcspirit", "mcshea", "mcquown", "mcquiller", "mclarney", "mckiney", "mckearney", "mcguyer", "mcfarlan", "mcfadyen", "mcdanial", "mcdanel", "mccurtis", "mccrohan", "mccorry", "mcclune", "mccant", "mccanna", "mccandlish", "mcaloon", "mayall", "maver", "maune", "matza", "matsuzaki", "matott", "mathey", "mateos", "masoner", "masino", "marzullo", "marz", "marsolek", "marquard", "marchetta", "marberry", "manzione", "manthei", "manka", "mangram", "mangle", "mangel", "mandato", "mancillas", "mammen", "malina", "maletta", "malecki", "majkut", "mages", "maestre", "macphail", "maco", "macneill", "macadam", "lysiak", "lyne", "luxton", "luptak", "lundmark", "luginbill", "lovallo", "louthan", "lousteau", "loupe", "lotti", "lopresto", "lonsdale", "longsworth", "lohnes", "loghry", "logemann", "lofaro", "loeber", "locastro", "livings", "litzinger", "litts", "liotta", "lingard", "lineback", "lindhorst", "lill", "lide", "lickliter", "liberman", "lewinski", "levandowski", "leimbach", "leifer", "leidholt", "leiby", "leibel", "leibee", "lehrke", "lehnherr", "lego", "leese", "leen", "ledo", "lech", "leblond", "leahey", "lazzari", "lawrance", "lawlis", "lawhorne", "lawes", "lavigna", "lavell", "lauzier", "lauter", "laumann", "latsha", "latourette", "latona", "latney", "laska", "larner", "larmore", "larke", "larence", "lapier", "lanzarin", "lammey", "lamke", "laminack", "lamastus", "lamaster", "lacewell", "labarr", "laabs", "kutch", "kuper", "kuna", "kubis", "krzemien", "krupinski", "krepps", "kreeger", "kraner", "krammer", "kountz", "kothe", "korpela", "komara", "kolenda", "kolek", "kohnen", "koelzer", "koelsch", "kocurek", "knoke", "knauff", "knaggs", "knab", "kluver", "klose", "klien", "klahr", "kitagawa", "kissler", "kirstein", "kinnon", "kinnebrew", "kinnamon", "kimmins", "kilgour", "kilcoyne", "kiester", "kiehm", "kesselring", "kerestes", "kenniston", "kennamore", "kenebrew", "kelderman", "keitel", "kefauver", "katzenberger", "katt", "kast", "kassel", "kamara", "kalmbach", "kaizer", "kaiwi", "kainz", "jurczyk", "jumonville", "juliar", "jourdain", "johndrow", "johanning", "johannesen", "joffrion", "jobes", "jerde", "jentzsch", "jenkens", "jendro", "jellerson", "jefferds", "jaure", "jaquish", "janeway", "jago", "iwasaki", "ishman", "isaza", "inmon", "inlow", "inclan", "ildefonso", "iezzi", "ianni", "iacovetto", "hyldahl", "huxhold", "huser", "humpherys", "humburg", "hult", "hullender", "hulburt", "huckabay", "howeth", "hovermale", "hoven", "houtman", "hourigan", "hosek", "hopgood", "homrich", "holstine", "holsclaw", "hokama", "hoffpauir", "hoffner", "hochstein", "hochstatter", "hochberg", "hjelm", "hiscox", "hinsley", "hineman", "hineline", "hinck", "hilbun", "hewins", "herzing", "hertzberg", "hertenstein", "herrea", "herington", "henrie", "henman", "hengst", "hemmen", "helmke", "helgerson", "heinsohn", "heigl", "hegstad", "heggen", "hegge", "hefti", "heathcock", "haylett", "haupert", "haufler", "hatala", "haslip", "hartless", "hartje", "hartis", "harpold", "harmsen", "harbach", "hanten", "hanington", "hammen", "hameister", "hallstrom", "habersham", "habegger", "gussman", "gundy", "guitterez", "guisinger", "guilfoyle", "groulx", "grismer", "griesbach", "grawe", "grall", "graben", "goulden", "gornick", "gori", "gookin", "gonzalaz", "gonyer", "gonder", "golphin", "goller", "goergen", "glosson", "glor", "gladin", "girdler", "gillim", "gillians", "gillaspie", "gilhooly", "gildon", "gignac", "gibler", "gibbins", "giardino", "giampietro", "gettman", "gerringer", "gerrald", "gerlich", "georgiou", "georgi", "geiselman", "gehman", "gangl", "gamage", "gallian", "gallen", "gallatin", "galea", "gainor", "gahr", "furbush", "fulfer", "fuhrmann", "fritter", "friis", "friedly", "freudenberger", "freemon", "fratus", "frans", "foulke", "fosler", "forquer", "fontan", "folwell", "foeller", "fodge", "fobes", "florek", "fliss", "flesner", "flegel", "fitzloff", "fiser", "firmin", "firestine", "finfrock", "fineberg", "fiegel", "fickling", "fesperman", "fernadez", "felber", "feimster", "feazel", "favre", "faughn", "fatula", "fasone", "farron", "faron", "farino", "falvey", "falkenberg", "faley", "faletti", "faeth", "fackrell", "espe", "eskola", "escott", "esaw", "erps", "erker", "erath", "enfield", "emfinger", "embury", "embleton", "emanuele", "elvers", "ellwanger", "ellegood", "eichinger", "egge", "egeland", "edgett", "echard", "eblen", "eastmond", "duteau", "durland", "dure", "dunlavy", "dungee", "dukette", "dugay", "duboise", "dubey", "dsouza", "druck", "dralle", "doubek", "dorta", "dorch", "dorce", "dopson", "dolney", "dockter", "distler", "dippel", "dichiara", "dicerbo", "dewindt", "dewan", "deveney", "devargas", "deutscher", "deuel", "detter", "dess", "derrington", "deroberts", "dern", "deponte", "denogean", "denardi", "denard", "demary", "demarais", "delucas", "deloe", "delmonico", "delisi", "delio", "delduca", "deihl", "dehmer", "decoste", "dechick", "decatur", "debruce", "debold", "debell", "deats", "daunt", "daquilante", "dambrosi", "damas", "dalin", "dahman", "dahlem", "daffin", "dacquel", "cutrell", "cusano", "curtner", "currens", "curnow", "cuppett", "cummiskey", "cullers", "culhane", "crull", "crossin", "cropsey", "cromie", "crofford", "criscuolo", "crisafulli", "crego", "creeden", "covello", "covel", "corse", "correra", "cordner", "cordier", "coplen", "copeman", "contini", "conteras", "consalvo", "conduff", "compher", "colliver", "colan", "cohill", "cohenour", "cogliano", "codd", "cockayne", "clum", "clowdus", "clarida", "clance", "clairday", "clagg", "citron", "citino", "ciriello", "cicciarelli", "chrostowski", "christley", "chrisco", "chrest", "chisler", "chieffo", "cherne", "cherico", "cherian", "cheirs", "chauhan", "chamblin", "cerra", "cepero", "cellini", "celedon", "cejka", "cavagnaro", "cauffman", "catanese", "castrillo", "castrellon", "casserly", "caseres", "carthen", "carse", "carragher", "carpentieri", "carmony", "carmer", "carlozzi", "caradine", "cappola", "capece", "capaldi", "cantres", "cantos", "canevari", "canete", "calcaterra", "cadigan", "cabbell", "byrn", "bykowski", "butchko", "busler", "bushaw", "buschmann", "burow", "buri", "burgman", "bunselmeyer", "bunning", "buhrman", "budnick", "buckson", "buckhannon", "brunjes", "brumleve", "bruckman", "brouhard", "brougham", "brostrom", "broerman", "brocks", "brison", "brining", "brindisi", "brereton", "breon", "breitling", "breedon", "brasseaux", "branaman", "bramon", "brackenridge", "boyan", "boxley", "bouman", "bouillion", "botting", "botti", "bosshart", "borup", "borner", "bordonaro", "bonsignore", "bonsall", "bolter", "bojko", "bohne", "bohlmann", "bogdon", "boen", "bodenschatz", "bockoven", "bobrow", "blondin", "blissett", "bligen", "blasini", "blankenburg", "bjorkman", "bistline", "bisset", "birdow", "biondolillo", "bielski", "biele", "biddix", "biddinger", "bianchini", "bevens", "bevard", "betancur", "bernskoetter", "bernet", "bernardez", "berliner", "berland", "berkheimer", "berent", "bensch", "benesch", "belleau", "bedingfield", "beckstrom", "beckim", "bechler", "beachler", "bazzell", "basa", "bartoszek", "barsch", "barrell", "barnas", "barnaba", "barillas", "barbier", "baltodano", "baltierra", "balle", "balint", "baldi", "balderson", "balderama", "baldauf", "balcazar", "balay", "baiz", "bairos", "azim", "aversa", "avellaneda", "ausburn", "auila", "augusto", "atwill", "artiles", "arterberry", "arnow", "arnaud", "arnall", "arenz", "arduini", "archila", "arakawa", "appleman", "aplin", "antonini", "anstey", "anglen", "andros", "amweg", "amstutz", "amari", "amadeo", "alteri", "aloi", "allebach", "aley", "alamillo", "airhart", "ahrendt", "aegerter", "adragna", "admas", "adderly", "adderley", "addair", "abelar", "abbamonte", "abadi", "zurek", "zundel", "zuidema", "zuelke", "zuck", "zogg", "zody", "zets", "zech", "zecca", "zavaleta", "zarr", "yousif", "yoes", "yoast", "yeagley", "yaney", "yanda", "yackel", "wyles", "wyke", "woolman", "woollard", "woodis", "woodin", "wonderly", "wombles", "woloszyn", "wollam", "wnek", "wittie", "withee", "wissman", "wisham", "wintle", "winokur", "wilmarth", "willhoite", "wildner", "wikel", "wieser", "wien", "wicke", "wiatrek", "whitehall", "whetstine", "wheelus", "weyrauch", "weyers", "westerling", "wendelken", "welner", "weinreb", "weinheimer", "weilbacher", "weihe", "weider", "wecker", "wead", "watler", "watkinson", "wasmer", "waskiewicz", "wasik", "warneke", "wares", "wangerin", "wamble", "walken", "waker", "wakeley", "wahlgren", "wahlberg", "wagler", "wachob", "vorhies", "vonseggern", "vittitow", "vink", "villarruel", "villamil", "villamar", "villalovos", "vidmar", "victorero", "vespa", "vertrees", "verissimo", "veltman", "vecchione", "veals", "varrone", "varma", "vanveen", "vanterpool", "vaneck", "vandyck", "vancise", "vanausdal", "vanalphen", "valdiviezo", "urton", "urey", "updegrove", "unrue", "ulbrich", "tysinger", "twiddy", "tunson", "trueheart", "troyan", "trier", "traweek", "trafford", "tozzi", "toulouse", "tosto", "toste", "torez", "tooke", "tonini", "tonge", "tomerlin", "tolmie", "tobe", "tippen", "tierno", "tichy", "thuss", "thran", "thornbury", "thone", "theunissen", "thelmon", "theall", "textor", "teters", "tesh", "tench", "tekautz", "tehrani", "teat", "teare", "tavenner", "tartaglione", "tanski", "tanis", "tanguma", "tangeman", "taney", "tammen", "tamburri", "tamburello", "talsma", "tallie", "takeda", "taira", "taheri", "tademy", "taddei", "taaffe", "szymczak", "szczepaniak", "szafranski", "swygert", "swem", "swartzlander", "sutley", "supernaw", "sundell", "sullivant", "suderman", "sudbury", "suares", "stueber", "stromme", "streeper", "streck", "strebe", "stonehouse", "stoia", "stohr", "stodghill", "stirewalt", "sterry", "stenstrom", "stene", "steinbrecher", "stear", "stdenis", "stanphill", "staniszewski", "stanard", "stahlhut", "stachowicz", "srivastava", "spong", "spomer", "spinosa", "spindel", "spera", "soward", "sopp", "sooter", "sonnek", "soland", "sojourner", "soeder", "sobolewski", "snellings", "smola", "smetana", "smeal", "smarr", "sloma", "sligar", "skenandore", "skalsky", "sissom", "sirko", "simkin", "silverthorn", "silman", "sikkink", "signorile", "siddens", "shumsky", "shrider", "shoulta", "shonk", "shomaker", "shippey", "shimada", "shillingburg", "shifflet", "shiels", "shepheard", "sheerin", "shedden", "sheckles", "sharrieff", "sharpley", "shappell", "shaneyfelt", "shampine", "shaefer", "shaddock", "shadd", "sforza", "severtson", "setzler", "sepich", "senne", "senatore", "sementilli", "selway", "selover", "sellick", "seigworth", "sefton", "seegars", "sebourn", "seaquist", "sealock", "seabreeze", "scriver", "scinto", "schumer", "schulke", "schryver", "schriner", "schramek", "schoon", "schoolfield", "schonberger", "schnieder", "schnider", "schlitz", "schlather", "schirtzinger", "scherman", "schenker", "scheiner", "scheible", "schaus", "schakel", "schaad", "saxe", "savely", "savary", "sardinas", "santarelli", "sanschagrin", "sanpedro", "sandine", "sandigo", "sandgren", "sanderford", "sandahl", "salzwedel", "salzar", "salvino", "salvatierra", "salminen", "salierno", "salberg", "sahagun", "saelee", "sabel", "rynearson", "ryker", "rupprecht", "runquist", "rumrill", "ruhnke", "rovira", "rottenberg", "rosoff", "rosete", "rosebrough", "roppolo", "roope", "romas", "roley", "rohrback", "rohlfs", "rogriguez", "roel", "rodriguiz", "rodewald", "roback", "rizor", "ritt", "rippee", "riolo", "rinkenberger", "riggsby", "rigel", "rieman", "riedesel", "rideau", "ricke", "rhinebolt", "rheault", "revak", "relford", "reinsmith", "reichmann", "regula", "redlinger", "rayno", "raycroft", "raus", "raupp", "rathmann", "rastorfer", "rasey", "raponi", "rantz", "ranno", "ranes", "ramnauth", "rahal", "raddatz", "quattrocchi", "quang", "pullis", "pulanco", "pryde", "prohaska", "primiano", "prez", "prevatt", "prechtl", "pottle", "potenza", "portes", "porowski", "poppleton", "pontillo", "politz", "politi", "poggi", "plonka", "plaskett", "placzek", "pizzuti", "pizzaro", "pisciotta", "pippens", "pinkins", "pinilla", "pini", "pingitore", "piercey", "piccola", "piccioni", "picciano", "philps", "philp", "philo", "philmon", "philbin", "pflieger", "pezzullo", "petruso", "petrea", "petitti", "peth", "peshlakai", "peschel", "persico", "persichetti", "persechino", "perris", "perlow", "perico", "pergola", "penniston", "pembroke", "pellman", "pekarek", "peirson", "pearcey", "pealer", "pavlicek", "passino", "pasquarello", "pasion", "parzych", "parziale", "parga", "papalia", "papadakis", "paino", "pacini", "oyen", "ownes", "owczarzak", "outley", "ouelette", "ottosen", "otting", "ostwinkle", "osment", "oshita", "osario", "orlow", "oriordan", "orefice", "orantes", "oran", "orahood", "opel", "olpin", "oliveria", "okon", "okerlund", "okazaki", "ohta", "offerman", "nyce", "nutall", "northey", "norcia", "noor", "niehoff", "niederhauser", "nickolson", "nguy", "neylon", "newstrom", "nevill", "netz", "nesselrodt", "nemes", "neally", "nauyen", "nascimento", "nardella", "nanni", "myren", "murchinson", "munter", "mundschenk", "mujalli", "muckleroy", "moussa", "mouret", "moulds", "mottram", "motte", "morre", "montreuil", "monton", "montellano", "monninger", "monhollen", "mongeon", "monestime", "monegro", "mondesir", "monceaux", "mola", "moga", "moening", "moccia", "misko", "miske", "mishaw", "minturn", "mingione", "milstein", "milla", "milks", "michl", "micheletti", "michals", "mesia", "merson", "meras", "menifee", "meluso", "mella", "melick", "mehlman", "meffert", "medoza", "mecum", "meaker", "meahl", "mczeal", "mcwatters", "mcomber", "mcmonigle", "mckiddy", "mcgranor", "mcgeary", "mcgaw", "mcenery", "mcelderry", "mcduffey", "mccuistion", "mccrudden", "mccrossin", "mccosh", "mccolgan", "mcclish", "mcclenahan", "mcclam", "mccartt", "mccarrell", "mcbane", "maybury", "mayben", "maulden", "mauceri", "matko", "mathie", "matheis", "mathai", "masucci", "massiah", "martorano", "martnez", "martindelcamp", "marschke", "marovich", "markiewicz", "marinaccio", "marhefka", "marcrum", "manton", "mannarino", "manlove", "mangham", "manasco", "malpica", "mallernee", "malinsky", "malhotra", "maish", "maisel", "mainville", "maharrey", "magid", "maertz", "mada", "maclaughlin", "macina", "macdermott", "macallister", "macadangdang", "maack", "lynk", "lydic", "luyando", "lutke", "lupinacci", "lunz", "lundsten", "lujano", "luhn", "luecke", "luebbe", "ludolph", "luckman", "lucker", "luckenbill", "luckenbach", "lucido", "lowney", "lowitz", "lovaglio", "louro", "louk", "loudy", "louderback", "lorick", "lorenzini", "lorensen", "lorenc", "lomuscio", "loguidice", "lockner", "lockart", "lochridge", "litaker", "lisowe", "liptrap", "linnane", "linhares", "lindfors", "lindenmuth", "lincourt", "liew", "liebowitz", "levengood", "leskovec", "lesch", "leoni", "lennard", "legner", "leaser", "leas", "leadingham", "lazarski", "layland", "laurito", "laulu", "laughner", "laughman", "laughery", "laube", "latiolais", "lasserre", "lasser", "larrow", "larrea", "lapsley", "lantrip", "lanthier", "langwell", "langelier", "landaker", "lampi", "lamond", "lamblin", "lambie", "lakins", "laipple", "lagrimas", "lafrancois", "laffitte", "laday", "lacko", "lacava", "labianca", "kutsch", "kuske", "kunert", "kubly", "kuamoo", "krummel", "krise", "krenek", "kreiser", "krausz", "kraska", "krakowski", "kradel", "kozik", "koza", "kotowski", "koslow", "korber", "kojima", "kochel", "knabjian", "klunder", "klugh", "klinkhammer", "kliewer", "klever", "kleber", "klages", "klaas", "kizziar", "kitchel", "kishimoto", "kirschenman", "kirschenbaum", "kinnick", "kinn", "kiner", "kindla", "kindall", "kincaide", "kilson", "killins", "kightlinger", "kienzle", "kiah", "khim", "ketcherside", "kerl", "kelsoe", "kelker", "keizer", "keir", "kawano", "kawa", "kaveney", "kasparek", "kaplowitz", "kantrowitz", "kant", "kanoff", "kano", "kamalii", "kalt", "kaleta", "kalbach", "kalauli", "kalata", "kalas", "kaigler", "kachel", "juran", "jubb", "jonker", "jonke", "jolivette", "joles", "joas", "jividen", "jeffus", "jeanty", "jarvi", "jardon", "janvier", "janosko", "janoski", "janiszewski", "janish", "janek", "iwanski", "iuliano", "irle", "ingmire", "imber", "ijames", "iiams", "ihrig", "ichikawa", "hynum", "hutzel", "hutts", "huskin", "husak", "hurndon", "huntsinger", "hulette", "huitron", "huguenin", "hugg", "hugee", "huelskamp", "huch", "howen", "hovanec", "hoston", "hostettler", "horsfall", "horodyski", "holzhauer", "hollimon", "hollender", "hogarth", "hoffelmeyer", "histand", "hissem", "hisel", "hirayama", "hinegardner", "hinde", "hinchcliffe", "hiltbrand", "hilsinger", "hillstrom", "hiley", "hickenbottom", "hickam", "hibley", "heying", "hewson", "hetland", "hersch", "herlong", "herda", "henzel", "henshall", "helson", "helfen", "heinbach", "heikkila", "heggs", "hefferon", "hebard", "heathcote", "hearl", "heaberlin", "hauth", "hauschild", "haughney", "hauch", "hattori", "hasley", "hartpence", "harroun", "harelson", "hardgrove", "hardel", "hansbrough", "handshoe", "handly", "haluska", "hally", "halling", "halfhill", "halferty", "hakanson", "haist", "hairgrove", "hahner", "hagg", "hafele", "haaland", "guttierez", "gutknecht", "gunnarson", "gunlock", "gummersheimer", "gullatte", "guity", "guilmette", "guhl", "guenette", "guardino", "groshong", "grober", "gripp", "grillot", "grilli", "greulich", "gretzinger", "greenwaldt", "graven", "grassman", "granberg", "graeser", "graeff", "graef", "grabow", "grabau", "gotchy", "goswick", "gosa", "gordineer", "gorczyca", "goodchild", "golz", "gollihue", "goldwire", "goldbach", "goffredo", "glassburn", "glaeser", "gillilan", "gigante", "giere", "gieger", "gidcumb", "giarrusso", "giannelli", "gettle", "gesualdi", "geschke", "gerwig", "gervase", "geoffrion", "gentilcore", "genther", "gemes", "gemberling", "gelles", "geitz", "geeslin", "gedney", "gebauer", "gawron", "gavia", "gautney", "gaustad", "gasmen", "gargus", "ganske", "ganger", "galvis", "gallinger", "gallichio", "galletta", "gaede", "gadlin", "gaby", "gabrielsen", "gaboriault", "furlan", "furgerson", "fujioka", "fugett", "fuehrer", "frint", "frigon", "frevert", "frautschi", "fraker", "fradette", "foulkes", "forslund", "forni", "fontenette", "fones", "folz", "folmer", "follman", "folkman", "flourney", "flickner", "flemmings", "fleischacker", "flander", "flament", "fithian", "fiorello", "fiorelli", "fioravanti", "fieck", "ficke", "fiallos", "fiacco", "feuer", "ferrington", "fernholz", "feria", "fergurson", "feick", "febles", "favila", "faulkingham", "fath", "farnam", "falter", "fakhouri", "fairhurst", "fahs", "estrello", "essick", "espree", "esmond", "eskelson", "escue", "escatel", "erebia", "epperley", "epler", "enyart", "engelbert", "enderson", "emch", "elisondo", "elford", "ekman", "eick", "eichmann", "ehrich", "ehlen", "edwardson", "edley", "edghill", "edel", "eastes", "easterbrooks", "eagleson", "eagen", "eade", "dyle", "dutkiewicz", "dunnagan", "duncil", "duling", "drumgoole", "droney", "dreyfus", "dragan", "dowty", "doscher", "dornan", "doremus", "doogan", "donaho", "donahey", "dombkowski", "dolton", "dolen", "dobratz", "diveley", "dittemore", "ditsch", "disque", "dishmon", "disch", "dirickson", "dippolito", "dimuccio", "dilger", "diefenderfer", "dicola", "diblasio", "dibello", "devan", "dettmer", "deschner", "desbiens", "derusha", "denkins", "demonbreun", "demchak", "delucchi", "delprete", "deloy", "deliz", "deline", "delap", "deiter", "deignan", "degiacomo", "degaetano", "defusco", "deboard", "debiase", "deaville", "deadwyler", "davanzo", "daughton", "darter", "danser", "dandrade", "dando", "dampeer", "dalziel", "dalen", "dain", "dague", "czekanski", "cutwright", "cutliff", "curle", "cuozzo", "cunnington", "cunnigham", "cumings", "crowston", "crittle", "crispell", "crisostomo", "crear", "creach", "craigue", "crabbs", "cozzi", "cozza", "coxe", "cowsert", "coviello", "couse", "coull", "cottier", "costagliola", "corra", "corpening", "cormany", "corless", "corkern", "conteh", "conkey", "conditt", "conaty", "colomb", "collura", "colledge", "colins", "colgate", "coleson", "colemon", "coffland", "coccia", "clougherty", "clewell", "cleckley", "cleaveland", "clarno", "civils", "cillo", "cifelli", "ciesluk", "christison", "chowning", "chouteau", "choung", "childres", "cherrington", "chenette", "cheeves", "cheairs", "chaddock", "cernoch", "cerino", "cazier", "castel", "casselberry", "caserta", "carvey", "carris", "carmant", "cariello", "cardarelli", "caras", "caracciolo", "capitano", "cantoni", "cantave", "cancio", "campillo", "callens", "caldero", "calamia", "cahee", "cahan", "cahalan", "cabanilla", "cabal", "bywater", "bynes", "byassee", "busker", "bushby", "busack", "burtis", "burrola", "buroker", "burnias", "burlock", "burham", "burak", "bulla", "buffin", "buening", "budney", "buchannan", "buchalter", "brule", "brugler", "broxson", "broun", "brosh", "brissey", "brisby", "brinlee", "brinkmeyer", "brimley", "brickell", "breth", "breger", "brees", "brank", "braker", "bozak", "bowlds", "bowersock", "bousman", "boushie", "botz", "bordwell", "bonkowski", "bonine", "bonifay", "bonesteel", "boldin", "bohringer", "bohlander", "boecker", "bocook", "bocock", "boblett", "bobbett", "boas", "boarman", "bleser", "blazejewski", "blaustein", "blausey", "blancarte", "blaize", "blackson", "blacketer", "blackard", "bisch", "birchett", "billa", "bilder", "bierner", "bienvenu", "bielinski", "bialas", "biagini", "beynon", "beyl", "bettini", "betcher", "bessent", "beshara", "besch", "bernd", "bergemann", "bergeaux", "berdan", "bens", "benedicto", "bendall", "beltron", "beltram", "bellville", "beisch", "behney", "beechler", "beckum", "batzer", "batte", "bastida", "bassette", "basley", "bartosh", "bartolone", "barraclough", "barnick", "barket", "barkdoll", "baringer", "barella", "barbian", "barbati", "bannan", "balles", "baldo", "balasubramani", "baig", "bahn", "bachmeier", "babyak", "baas", "baars", "ayuso", "avinger", "avella", "ausbrooks", "aull", "augello", "atkeson", "atkerson", "atherley", "athan", "assad", "asebedo", "arrison", "armon", "armfield", "arkin", "archambeau", "antonellis", "angotti", "amorose", "amini", "amborn", "amano", "aluarez", "allgaier", "allegood", "alen", "aldama", "aird", "ahsing", "ahmann", "aguado", "agostino", "agostinelli", "adwell", "adsit", "adelstein", "actis", "acierno", "achee", "abbs", "abbitt", "zwagerman", "zuercher", "zinno", "zettler", "zeff", "zavalza", "zaugg", "zarzycki", "zappulla", "zanotti", "zachman", "zacher", "yundt", "yslas", "younes", "yontz", "yglesias", "yeske", "yeargin", "yauger", "yamane", "xang", "wylam", "wrobleski", "wratchford", "woodlee", "wolsey", "wolfinbarger", "wohlenhaus", "wittler", "wittenmyer", "witkop", "wishman", "wintz", "winkelmann", "windus", "winborn", "wims", "wiltrout", "willmott", "williston", "wilemon", "wilbourne", "wiedyk", "widmann", "wickland", "wickes", "wichert", "whitsell", "whisenand", "whidby", "wetz", "westmeyer", "wertheim", "wernert", "werle", "werkheiser", "weldin", "weissenborn", "weingard", "weinfeld", "weihl", "weightman", "weichel", "wehrheim", "wegrzyn", "wegmann", "waszak", "wankum", "walthour", "waltermire", "walstad", "waldren", "walbert", "walawender", "wahlund", "wahlert", "wahlers", "wach", "vuncannon", "vredenburgh", "vonk", "vollmar", "voisinet", "vlahos", "viscardi", "vires", "vipperman", "violante", "vidro", "vessey", "vesper", "veron", "vergari", "verbeck", "venturino", "velastegui", "vegter", "varas", "vanwey", "vanvranken", "vanvalkenbur", "vanorsdale", "vanoli", "vanochten", "vanier", "vanevery", "vane", "vanduser", "vandersteen", "vandell", "vandall", "vallot", "vallon", "vallez", "vallely", "vadenais", "uthe", "usery", "unga", "ultsch", "ullom", "tyminski", "twogood", "tursi", "turay", "tungate", "truxillo", "trulock", "trovato", "troise", "tripi", "trinks", "trimboli", "trickel", "trezise", "trefry", "treen", "trebilcock", "travieso", "trachtenberg", "touhey", "tougas", "tortorella", "tormey", "torelli", "torborg", "toran", "tomek", "tomassi", "tollerson", "tolden", "toda", "tobon", "tjelmeland", "titmus", "tilbury", "tietje", "thurner", "thum", "thrope", "thornbrough", "thibaudeau", "thackeray", "tesoro", "territo", "ternes", "teich", "tecson", "teater", "teagarden", "tatsch", "tarallo", "tapanes", "tanberg", "tamm", "sylvis", "swenor", "swedlund", "sutfin", "sura", "sundt", "sundin", "summerson", "sumatzkuku", "sultemeier", "sulivan", "suggitt", "suermann", "sturkie", "sturgess", "stumph", "stuemke", "struckhoff", "strose", "stroder", "stricklen", "strick", "streib", "strei", "strawther", "stratis", "strahm", "stortz", "storrer", "storino", "stohler", "stohl", "stockel", "stinnette", "stile", "stieber", "steffenhagen", "stefanowicz", "steever", "steagall", "statum", "stapley", "stanish", "standiford", "standen", "stamos", "stahlecker", "stadtler", "spratley", "spraker", "sposito", "spickard", "spehar", "spees", "spearing", "spangle", "spallone", "soulard", "sora", "sopko", "sood", "sonnen", "solly", "solesbee", "soldano", "sobey", "sobczyk", "snedegar", "sneddon", "smolinski", "smolik", "slota", "slavick", "skorupski", "skolnik", "skirvin", "skeels", "skains", "skahan", "skaar", "siwiec", "siverly", "siver", "sivak", "sirk", "sinton", "sinor", "sincell", "silberstein", "sieminski", "sidelinger", "shurman", "shunnarah", "shirer", "shidler", "sherlin", "shepperson", "shemanski", "sharum", "shartrand", "shapard", "shanafelt", "shamp", "shader", "shackelton", "seyer", "seroka", "sernas", "seright", "serano", "sengupta", "selinger", "seith", "seidler", "seehusen", "seefried", "scovell", "scorzelli", "sconiers", "schwind", "schwichtenber", "schwerin", "schwenke", "schwaderer", "schussler", "schuneman", "schumpert", "schultheiss", "schroll", "schroepfer", "schroeden", "schrimpf", "schook", "schoof", "schomburg", "schoenfeldt", "schoener", "schnoor", "schmick", "schlereth", "schindele", "schildt", "schildknecht", "schemmel", "scharfenberg", "schanno", "schane", "schaer", "schad", "scearce", "scardino", "sawka", "sawinski", "savoca", "savery", "saults", "sarpy", "saris", "sardinha", "sarafin", "sankar", "sanjurjo", "sanderfer", "sanagustin", "samudio", "sammartino", "samas", "salz", "salmen", "salkeld", "salamon", "sakurai", "sakoda", "safley", "sada", "sachse", "ryden", "ryback", "russow", "russey", "ruprecht", "rumple", "ruffini", "rudzinski", "rudel", "rudden", "rovero", "routledge", "roussin", "rousse", "rouser", "rougeau", "rosica", "romey", "romaniello", "rolfs", "rogoff", "rogne", "rodriquz", "rodrequez", "rodin", "rocray", "rocke", "riviere", "rivette", "riske", "risenhoover", "rindfleisch", "rinaudo", "rimbey", "riha", "righi", "ridner", "ridling", "riden", "rhue", "reyome", "reynoldson", "reusch", "rensing", "rensch", "rennels", "renderos", "reininger", "reiners", "reigel", "rehmer", "regier", "reff", "redlin", "recchia", "reaume", "reagor", "rawe", "rattigan", "raska", "rashed", "ranta", "ranft", "randlett", "ramiez", "ramella", "rallis", "rajan", "raisbeck", "raimondo", "raible", "ragone", "rackliffe", "quirino", "quiring", "quero", "quaife", "pyke", "purugganan", "pursifull", "purkett", "purdon", "pulos", "puccia", "provance", "propper", "preis", "prehn", "prata", "prasek", "pranger", "pradier", "portor", "portley", "porte", "popiel", "popescu", "pomales", "polowy", "pollett", "politis", "polit", "poley", "pohler", "poggio", "podolak", "poag", "plymel", "ploeger", "planty", "piskura", "pirrone", "pirro", "piroso", "pinsky", "pilant", "pickerill", "piccolomini", "picart", "piascik", "phann", "petruzzelli", "petosa", "persson", "perretta", "perkowski", "perilli", "percifield", "perault", "peppel", "pember", "pelotte", "pelcher", "peixoto", "pehl", "peatross", "pearlstein", "peacher", "payden", "paya", "pawelek", "pavey", "pauda", "pathak", "parrillo", "parness", "parlee", "paoli", "pannebaker", "palomar", "palo", "palmberg", "paganelli", "paffrath", "padovano", "padden", "pachucki", "ovando", "othman", "osowski", "osler", "osika", "orsburn", "orlowsky", "oregel", "oppelt", "opfer", "opdyke", "onell", "olivos", "okumura", "okoro", "ogas", "oelschlaeger", "oder", "ocanas", "obrion", "obarr", "oare", "nyhus", "nyenhuis", "nunnelley", "nunamaker", "nuckels", "noyd", "nowlan", "novakovich", "noteboom", "norviel", "nortz", "norment", "norland", "nolt", "nolie", "nixson", "nitka", "nissley", "nishiyama", "niland", "niewiadomski", "niemeier", "nieland", "nickey", "nicholsen", "neugent", "neto", "nerren", "neikirk", "neigh", "nedrow", "neave", "nazaire", "navaro", "navalta", "nasworthy", "nasif", "nalepa", "nakao", "nakai", "nadolny", "myklebust", "mussel", "murthy", "muratore", "murat", "mundie", "mulverhill", "muilenburg", "muetzel", "mudra", "mudgett", "mrozinski", "moura", "mottinger", "morson", "moretto", "morentin", "mordan", "mooreland", "mooers", "monts", "montone", "montondo", "montiero", "monie", "monat", "monares", "mollo", "mollet", "molacek", "mokry", "mohrmann", "mohabir", "mogavero", "moes", "moceri", "miyoshi", "mitzner", "misra", "mirr", "minish", "minge", "minckler", "milroy", "mille", "mileski", "milanesi", "miko", "mihok", "mihalik", "mieczkowski", "messerli", "meskill", "mesenbrink", "merton", "merryweather", "merkl", "menser", "menner", "menk", "menden", "menapace", "melbourne", "mekus", "meinzer", "meers", "mctigue", "mcquitty", "mcpheron", "mcmurdie", "mcleary", "mclafferty", "mckinzy", "mckibbin", "mckethan", "mcintee", "mcgurl", "mceachran", "mcdowall", "mcdermitt", "mccuaig", "mccreedy", "mccoskey", "mcclosky", "mcclintick", "mccleese", "mccanless", "mazzucco", "mazzocco", "mazurkiewicz", "mazariego", "mayhorn", "maxcy", "mavity", "mauzey", "maulding", "matuszewski", "mattsson", "mattke", "matsushita", "matsuno", "matsko", "matkin", "mathur", "masterman", "massett", "massart", "massari", "mashni", "martella", "marren", "margotta", "marder", "marczak", "maran", "maradiaga", "manwarren", "manter", "mantelli", "manso", "mangone", "manfredonia", "malden", "malboeuf", "malanga", "makara", "maison", "maisano", "mairs", "mailhiot", "magri", "madron", "madole", "mackall", "macduff", "macartney", "lynds", "lusane", "luffman", "louth", "loughmiller", "lougheed", "lotspeich", "lorenzi", "loosli", "longe", "longanecker", "lonero", "lohmeyer", "loeza", "lobstein", "lobner", "lober", "littman", "litalien", "lippe", "lints", "lijewski", "ligas", "liebert", "liebermann", "liberati", "lezcano", "levinthal", "lessor", "lesieur", "lenning", "lengel", "lempke", "lemp", "lemar", "leitzke", "leinweber", "legrone", "lege", "leder", "lawnicki", "lauth", "laun", "laughary", "lassley", "lashway", "larrivee", "largen", "lare", "lanouette", "lanno", "langille", "langen", "lamonte", "lalin", "laible", "lafratta", "laforte", "lacuesta", "lacer", "labore", "laboe", "labeau", "kwasniewski", "kunselman", "kuhr", "kuchler", "krugman", "kruckenberg", "krotzer", "kroemer", "krist", "krigbaum", "kreke", "kreisman", "kreisler", "kreft", "krasnow", "kras", "krag", "kouyate", "kough", "kotz", "kostura", "korner", "kornblum", "korczynski", "koppa", "kopczyk", "konz", "komorowski", "kollen", "kolander", "koepnick", "koehne", "kochis", "knoch", "knippers", "knaebel", "klipp", "klinedinst", "klimczyk", "klier", "klement", "klaphake", "kisler", "kinzie", "kines", "kindley", "kimple", "kimm", "kimbel", "kilker", "kilborn", "kibbey", "khong", "ketchie", "kerbow", "kennemore", "kennebeck", "kenneally", "kenndy", "kenmore", "kemnitz", "kemler", "kemery", "kelnhofer", "kellstrom", "kellis", "kellams", "keiter", "keirstead", "keeny", "keelin", "keefauver", "keams", "kautzman", "kaus", "katayama", "kasson", "kassim", "kasparian", "kase", "karwoski", "kapuscinski", "kaneko", "kamerling", "kamada", "kalka", "kalar", "kakacek", "kaczmarczyk", "jurica", "junes", "journell", "jolliffe", "johnsey", "jindra", "jimenz", "jette", "jesperson", "jerido", "jenrette", "jencks", "jech", "jayroe", "jayo", "javens", "jaskot", "jaros", "jaquet", "janowiak", "jaegers", "jackel", "izumi", "irelan", "inzunza", "imoto", "imme", "iglehart", "iannone", "iannacone", "huyler", "hussaini", "hurlock", "hurlbutt", "huprich", "humphry", "hulslander", "huelsman", "hudelson", "hudecek", "hsia", "hreha", "hoyland", "howk", "housholder", "housden", "houff", "horkey", "honan", "homme", "holtzberg", "hollyfield", "hollings", "hollenbaugh", "hokenson", "hogrefe", "hogland", "hoel", "hodgkin", "hochhalter", "hjelle", "hittson", "hinderman", "hinchliffe", "hime", "hilyer", "hilby", "hibshman", "heydt", "hewell", "heward", "hetu", "hestand", "heslep", "herridge", "herner", "hernande", "hermandez", "hermance", "herbold", "heon", "henthorne", "henion", "henao", "heming", "helmkamp", "hellberg", "heidgerken", "heichel", "hehl", "hegedus", "heckathorne", "hearron", "haymer", "haycook", "havlicek", "hausladen", "haseman", "hartsook", "hartog", "harns", "harne", "harmann", "haren", "hanserd", "hanners", "hanekamp", "hamra", "hamley", "hamelin", "hamblet", "hakimi", "hagle", "hagin", "haehn", "haeck", "hackleman", "haacke", "gulan", "guirand", "guiles", "guggemos", "guerrieri", "guerreiro", "guereca", "gudiel", "guccione", "gubler", "gruenwald", "gritz", "grieser", "grewe", "grenon", "gregersen", "grefe", "grech", "grecco", "gravette", "grassia", "granholm", "graner", "grandi", "grahan", "gradowski", "gradney", "graczyk", "gouthier", "gottschall", "goracke", "gootee", "goodknight", "goodine", "gonzalea", "gonterman", "gonalez", "gomm", "goleman", "goldtooth", "goldstone", "goldey", "golan", "goen", "goeller", "goel", "goecke", "godek", "goan", "glunz", "gloyd", "glodowski", "glinski", "glawe", "girod", "girdley", "gindi", "gillings", "gildner", "giger", "giesbrecht", "gierke", "gier", "giboney", "giaquinto", "giannakopoulo", "giaimo", "giaccio", "giacalone", "gessel", "gerould", "gerlt", "gerhold", "geralds", "genson", "genereux", "gellatly", "geigel", "gehrig", "gehle", "geerdes", "geagan", "gawel", "gavina", "gauss", "gatwood", "gathman", "gaster", "garske", "garratt", "garms", "garis", "gansburg", "gammell", "gambale", "gamba", "galimore", "gadway", "gadoury", "furrer", "furino", "fullard", "fukui", "fryou", "friesner", "friedli", "friedl", "friedberg", "freyermuth", "fremin", "fredell", "fraze", "franken", "foth", "fote", "fortini", "fornea", "formanek", "forker", "forgette", "folan", "foister", "foglesong", "flinck", "flewellen", "flaten", "flaig", "fitgerald", "fischels", "firman", "finstad", "finkelman", "finister", "fina", "fetterhoff", "ferriter", "ferch", "fennessy", "feltus", "feltes", "feinman", "farve", "farry", "farrall", "farag", "falzarano", "falck", "falanga", "fakhoury", "fairbrother", "fagley", "faggins", "facteau", "ewer", "ewbank", "evola", "evener", "eustis", "estwick", "estel", "essa", "espinola", "escutia", "eschmann", "erpelding", "ernsberger", "erling", "entz", "engelhart", "enbody", "emick", "elsinger", "ellinwood", "ellingsen", "ellicott", "elkind", "eisinger", "eisenbeisz", "eischen", "eimer", "eigner", "eichhorst", "ehmke", "egleston", "eggett", "efurd", "edgeworth", "eckels", "ebey", "eberling", "eagleton", "dwiggins", "dweck", "dunnings", "dunnavant", "dumler", "duman", "dugue", "duerksen", "dudeck", "dreisbach", "drawdy", "drawbaugh", "draine", "draggoo", "dowse", "dovel", "doughton", "douds", "doubrava", "dort", "dorshorst", "dornier", "doolen", "donavan", "dominik", "domingez", "dolder", "dold", "dobies", "diskin", "disano", "dirden", "diponio", "dipirro", "dimock", "diltz", "dillabough", "diley", "dikes", "digges", "digerolamo", "diel", "dicharry", "dicecco", "dibartolomeo", "diamant", "dewire", "devone", "dessecker", "dertinger", "derousselle", "derk", "depauw", "depalo", "denherder", "demeyer", "demetro", "demastus", "delvillar", "deloye", "delosrios", "delgreco", "delarge", "delangel", "dejongh", "deitsch", "degiorgio", "degidio", "defreese", "defoe", "decambra", "debenedetto", "deaderick", "daza", "dauzat", "daughenbaugh", "dato", "dass", "darwish", "dantuono", "danton", "dammeyer", "daloia", "daleo", "dagg", "dacey", "curts", "cuny", "cunneen", "culverhouse", "cucinella", "cubit", "crumm", "crudo", "crowford", "crout", "crotteau", "crossfield", "crooke", "crom", "critz", "cristaldi", "crickmore", "cribbin", "cremeens", "crayne", "cradduck", "couvertier", "cottam", "cossio", "correy", "cordrey", "coplon", "copass", "coone", "coody", "contois", "consla", "connelley", "connard", "congleton", "condry", "coltey", "colindres", "colgrove", "colfer", "colasurdo", "cochell", "cobbin", "clouthier", "closs", "cloonan", "clizbe", "clennon", "clayburn", "claybourn", "clausell", "clasby", "clagett", "ciskowski", "cirrincione", "cinque", "cinelli", "cimaglia", "ciaburri", "christiani", "christeson", "chladek", "chizmar", "chinnici", "chiarella", "chevrier", "cheves", "chernow", "cheong", "chelton", "chanin", "cham", "chaligoj", "celestino", "cayce", "cavey", "cavaretta", "caughron", "catmull", "catapano", "cashaw", "carullo", "carualho", "carthon", "cartelli", "carruba", "carrere", "carolus", "carlstrom", "carfora", "carello", "carbary", "caplette", "cannell", "cancilla", "campell", "cammarota", "camilo", "camejo", "camarata", "caisse", "cacioppo", "cabbagestalk", "cabatu", "cabanas", "byles", "buxbaum", "butland", "burrington", "burnsed", "burningham", "burlingham", "burgy", "buitrago", "bueti", "buehring", "buday", "bucknell", "buchbinder", "bucey", "bruster", "brunston", "brouillet", "brosious", "broomes", "brodin", "broddy", "brochard", "britsch", "britcher", "brierley", "brezina", "bressi", "bressette", "breslow", "brenden", "breier", "brei", "braymer", "brasuell", "branscomb", "branin", "brandley", "brahler", "bracht", "bracamontes", "brabson", "boyne", "boxell", "bowery", "bovard", "boutelle", "boulette", "bottini", "botkins", "bosen", "boscia", "boscarino", "borich", "boreman", "bordoy", "bordley", "bordenet", "boquet", "boocks", "bolner", "boissy", "boilard", "bohnen", "bohall", "boening", "boccia", "boccella", "bobe", "blyth", "biviano", "bitto", "bisel", "binstock", "bines", "billiter", "bigsby", "bighorse", "bielawski", "bickmore", "bettin", "bettenhausen", "besson", "beseau", "berton", "berroa", "berntson", "bernas", "berisford", "berhow", "bergsma", "benyo", "benyard", "bente", "bennion", "benko", "belsky", "bellavance", "belasco", "belardo", "beidler", "behring", "begnaud", "bega", "befort", "beek", "bedore", "beddard", "becknell", "beardslee", "beardall", "beagan", "bayly", "bauza", "bautz", "bausman", "baumler", "batterson", "battenfield", "bassford", "basse", "basemore", "baruch", "bartholf", "barman", "baray", "barabas", "banghart", "banez", "balsam", "ballester", "ballagh", "baldock", "bagnoli", "bagheri", "bacus", "bacho", "baccam", "axson", "averhart", "aver", "austill", "auberry", "athans", "atcitty", "atay", "astarita", "ascolese", "artzer", "arrasmith", "argenbright", "aresco", "aranjo", "appleyard", "appenzeller", "apilado", "antonetti", "antis", "annas", "angwin", "andris", "andries", "andreozzi", "ando", "andis", "anderegg", "amyot", "aminov", "amelung", "amelio", "amason", "alviar", "allendorf", "aldredge", "alcivar", "alaya", "alapai", "airington", "aina", "ailor", "ahrns", "ahmadi", "agresta", "affolter", "aeschlimann", "adney", "aderhold", "adachi", "ackiss", "aben", "abdelhamid", "abar", "aase", "zorilla", "zordan", "zollman", "zoch", "zipfel", "zimmerle", "zike", "ziel", "zens", "zelada", "zaman", "zahner", "zadora", "zachar", "zaborowski", "zabinski", "yzquierdo", "yoshizawa", "yori", "yielding", "yerton", "yehl", "yeargain", "yeakley", "yamaoka", "yagle", "yablonski", "wynia", "wyne", "wyers", "wrzesinski", "wrye", "wriston", "woolums", "woolen", "woodlock", "woodle", "wonser", "wombacher", "wollschlager", "wollen", "wolfley", "wolfer", "wisse", "wisell", "wirsing", "winstanley", "winsley", "winiecki", "winiarski", "winge", "winesett", "windell", "winberry", "willyard", "willemsen", "wilkosz", "wilensky", "wikle", "wiford", "wienke", "wieneke", "wiederhold", "wiebold", "widick", "wickenhauser", "whitrock", "whisner", "whinery", "wherley", "whedbee", "wheadon", "whary", "wessling", "wessells", "wenninger", "wendroth", "wende", "wellard", "weirick", "weinkauf", "wehrman", "weech", "weathersbee", "warncke", "wardrip", "walstrom", "walkowski", "walcutt", "waight", "wagman", "waggett", "wadford", "vowles", "vormwald", "vondran", "vohs", "vitt", "vitalo", "viser", "vinas", "villena", "villaneuva", "villafranca", "villaflor", "vilain", "vicory", "viana", "vian", "verucchi", "verra", "venzke", "venske", "veley", "veile", "veeder", "vaske", "vasconez", "vargason", "varble", "vanwert", "vantol", "vanscooter", "vanmetre", "vanmaanen", "vanhise", "vaneaton", "vandyk", "vandriel", "vandorp", "vandewater", "vandervelden", "vanderstelt", "vanderhoef", "vanderbeck", "vanbibber", "vanalstine", "vanacore", "valdespino", "vaill", "vailes", "vagliardo", "ursini", "urrea", "urive", "uriegas", "umphress", "ucci", "uballe", "tynon", "twiner", "tutton", "tudela", "tuazon", "troisi", "tripplett", "trias", "trescott", "treichel", "tredo", "tranter", "tozer", "toxey", "tortorici", "tornow", "topolski", "topia", "topel", "topalian", "tonne", "tondre", "tola", "toepke", "tisdell", "tiscareno", "thornborrow", "thomison", "thilges", "theuret", "therien", "thagard", "thacher", "texter", "terzo", "tenpenny", "tempesta", "teetz", "teaff", "tavella", "taussig", "tatton", "tasler", "tarrence", "tardie", "tarazon", "tantillo", "tanney", "tankson", "tangen", "tamburo", "tabone", "szilagyi", "syphers", "swistak", "swiatkowski", "sweigert", "swayzer", "swapp", "svehla", "sutphen", "sutch", "susa", "surma", "surls", "sundermeyer", "sundeen", "sulek", "sughrue", "sudol", "sturms", "stupar", "stum", "stuckman", "strole", "strohman", "streed", "strebeck", "strausser", "strassel", "stpaul", "storts", "storr", "stommes", "stmary", "stjulien", "stika", "stiggers", "sthill", "stevick", "sterman", "stepanek", "stemler", "stelman", "stelmack", "steinkamp", "steinbock", "stcroix", "stcharles", "staudinger", "stanly", "stallsworth", "stalley", "srock", "spritzer", "spracklin", "spinuzzi", "spidell", "speyrer", "sperbeck", "spendlove", "speckman", "spargur", "spangenberg", "spaid", "sowle", "soulier", "sotolongo", "sostre", "sorey", "sonier", "somogyi", "somera", "soldo", "soderholm", "snoots", "snooks", "snoke", "snodderly", "snee", "smithhart", "smillie", "smay", "smallman", "sliwinski", "slentz", "sledd", "slager", "skogen", "skog", "skarda", "skalicky", "siwek", "sitterson", "sisti", "sissel", "sinopoli", "similton", "simila", "simenson", "silvertooth", "silos", "siggins", "sieler", "siburt", "sianez", "shurley", "shular", "shuecraft", "shreeves", "shollenberger", "shoen", "shishido", "shipps", "shipes", "shinall", "sherfield", "shawe", "sharrett", "sharrard", "shankman", "sessum", "serviss", "servello", "serice", "serda", "semler", "semenza", "selmon", "sellen", "seley", "seidner", "seib", "sehgal", "seelbach", "sedivy", "sebren", "sebo", "seanez", "seagroves", "seagren", "seabron", "schwertner", "schwegel", "schwarzer", "schrunk", "schriefer", "schreder", "schrank", "schopp", "schonfeld", "schoenwetter", "schnall", "schnackenberg", "schnack", "schmutzler", "schmierer", "schmidgall", "schlup", "schloemer", "schlitt", "schermann", "scherff", "schellenberg", "schain", "schaedler", "schabel", "scaccia", "saye", "saurez", "sasseen", "sasnett", "sarti", "sarra", "sarber", "santoy", "santeramo", "sansoucy", "sando", "sandles", "sandau", "samra", "samaha", "salizar", "salam", "saindon", "sagaser", "saeteun", "sadusky", "sackman", "sabater", "saas", "ruthven", "ruszkowski", "rusche", "rumpf", "ruhter", "ruhenkamp", "rufo", "rudge", "ruddle", "rowlee", "rowand", "routhier", "rougeot", "rotramel", "rotan", "rosten", "rosillo", "rookard", "roode", "rongstad", "rollie", "roider", "roffe", "roettger", "rodick", "rochez", "rochat", "rivkin", "rivadeneira", "riston", "risso", "rinderknecht", "riis", "riggsbee", "rieker", "riegle", "riedy", "richwine", "richmon", "ricciuti", "riccardo", "ricardson", "rhew", "revier", "remsberg", "remiszewski", "rembold", "rella", "reinken", "reiland", "reidel", "reichart", "rehak", "redway", "rednour", "redifer", "redgate", "redenbaugh", "redburn", "readus", "raybuck", "rauhuff", "rauda", "ratte", "rathje", "rappley", "rands", "ramseyer", "ramseur", "ramsdale", "ramo", "ramariz", "raitz", "raisch", "rainone", "rahr", "ragasa", "rafalski", "radunz", "quenzer", "queja", "queenan", "pyun", "putzier", "puskas", "purrington", "puri", "punt", "pullar", "pruse", "pring", "primeau", "prevette", "preuett", "prestage", "pownell", "pownall", "potthoff", "potratz", "poth", "poter", "posthuma", "posen", "porritt", "popkin", "poormon", "polidoro", "polcyn", "pokora", "poer", "pluviose", "plock", "pleva", "placke", "pioli", "pingleton", "pinchback", "pieretti", "piccone", "piatkowski", "philley", "phibbs", "phay", "phagan", "pfund", "peyer", "pettersen", "petter", "petrucelli", "petropoulos", "petras", "petix", "pester", "pepperman", "pennick", "penado", "pelot", "pelis", "peeden", "pechon", "peal", "pazmino", "patchin", "pasierb", "parran", "parilla", "pardy", "parcells", "paragas", "paradee", "papin", "panko", "pangrazio", "pangelinan", "pandya", "pancheri", "panas", "palmiter", "pallares", "palinkas", "palek", "pagliaro", "packham", "pacitti", "ozier", "overbaugh", "oursler", "ouimette", "otteson", "otsuka", "othon", "osmundson", "oroz", "orgill", "ordeneaux", "orama", "oppy", "opheim", "onkst", "oltmanns", "olstad", "olofson", "ollivier", "olejniczak", "okura", "okuna", "ohrt", "oharra", "oguendo", "ogier", "offermann", "oetzel", "oechsle", "odoherty", "oddi", "ockerman", "occhiogrosso", "obryon", "obremski", "nyreen", "nylund", "nylen", "nyholm", "nuon", "nuanes", "norrick", "noris", "nordell", "norbury", "nooner", "nomura", "nole", "nolden", "nofsinger", "nocito", "niedbala", "niebergall", "nicolini", "nevils", "neuburger", "nemerofsky", "nemecek", "nazareno", "nastri", "nast", "nagorski", "myre", "muzzey", "mutschler", "muther", "musumeci", "muranaka", "muramoto", "murad", "murach", "muns", "munno", "muncrief", "mugrage", "muecke", "mozer", "moyet", "mowles", "mottern", "mosman", "mosconi", "morine", "morge", "moravec", "morad", "mones", "moncur", "monarez", "molzahn", "moglia", "moesch", "mody", "modisett", "mitnick", "mithcell", "mitchiner", "mistry", "misercola", "mirabile", "minvielle", "mino", "minkler", "minifield", "minichiello", "mindell", "minasian", "milteer", "millwee", "millstein", "millien", "mikrut", "mihaly", "miggins", "michard", "mezo", "metzner", "mesquita", "merriwether", "merk", "merfeld", "mercik", "mercadante", "menna", "mendizabal", "mender", "melusky", "melquist", "mellado", "meler", "melendes", "mekeel", "meiggs", "megginson", "meck", "mcwherter", "mcwayne", "mcsparren", "mcrea", "mcneff", "mcnease", "mcmurrin", "mckeag", "mchughes", "mcguiness", "mcgilton", "mcelreath", "mcelhone", "mcelhenney", "mceldowney", "mccurtain", "mccure", "mccosker", "mccory", "mccormic", "mccline", "mccleave", "mcclatchey", "mccarney", "mccanse", "mcallen", "mazzie", "mazin", "mazanec", "mayette", "mautz", "maun", "mattas", "mathurin", "mathiesen", "massmann", "masri", "masias", "mascolo", "mascetti", "mascagni", "marzolf", "maruska", "martain", "marszalek", "marolf", "marmas", "marlor", "markwood", "marinero", "marier", "marich", "marcom", "marciante", "marchman", "marchio", "marbach", "manzone", "mantey", "mannina", "manhardt", "manaois", "malmgren", "mallonee", "mallin", "mallary", "malette", "makinson", "makins", "makarewicz", "mainwaring", "maiava", "magro", "magouyrk", "magett", "maeder", "madyun", "maduena", "maden", "madeira", "mackins", "mackel", "macinnes", "macia", "macgowan", "lyssy", "lyerly", "lyalls", "lutter", "lunney", "luksa", "ludeman", "lucidi", "lucci", "lowden", "lovier", "loughridge", "losch", "lorson", "lorenzano", "lorden", "lorber", "lopardo", "loosier", "loomer", "longsdorf", "longchamps", "loncar", "loker", "logwood", "loeffelholz", "lockmiller", "livoti", "linford", "linenberger", "lindloff", "lindenbaum", "limoges", "liley", "lighthill", "lightbourne", "lieske", "leza", "levandoski", "leuck", "lepere", "leonhart", "lenon", "lemma", "lemler", "leising", "leinonen", "lehtinen", "lehan", "leetch", "leeming", "ledyard", "ledwith", "ledingham", "leclere", "leck", "lebert", "leandry", "lazzell", "layo", "laye", "laxen", "lawther", "lawerance", "lavoy", "lavertu", "laverde", "latouche", "latner", "lathen", "laskin", "lashbaugh", "lascala", "larroque", "larick", "laraia", "laplume", "lanzilotta", "lannom", "landrigan", "landolt", "landess", "lamkins", "lalla", "lalk", "lakeman", "lakatos", "laib", "lahay", "lagrave", "lagerquist", "lafoy", "lafleche", "lader", "labrada", "kwiecinski", "kutner", "kunshier", "kulakowski", "kujak", "kuehnle", "kubisiak", "krzyminski", "krugh", "krois", "kritikos", "krill", "kriener", "krewson", "kretzschmar", "kretz", "kresse", "kreiter", "kreischer", "krebel", "krans", "kraling", "krahenbuhl", "kouns", "kotson", "kossow", "kopriva", "konkle", "kolter", "kolk", "kolich", "kohner", "koeppen", "koenigs", "kock", "kochanski", "kobus", "knowling", "knouff", "knoerzer", "knippel", "kloberdanz", "kleinert", "klarich", "klaassen", "kisamore", "kirn", "kiraly", "kipps", "kinson", "kinneman", "kington", "kine", "kimbriel", "kille", "kibodeaux", "khamvongsa", "keylon", "kever", "keser", "kertz", "kercheval", "kendrix", "kendle", "kempt", "kemple", "keesey", "keatley", "kazmierski", "kazda", "kazarian", "kawashima", "katsch", "kasun", "kassner", "kassem", "kasperski", "kasinger", "kaschak", "karels", "kantola", "kana", "kamai", "kalthoff", "kalla", "kalani", "kahrs", "kahanek", "kacher", "jurasek", "jungels", "jukes", "juelfs", "judice", "juda", "josselyn", "jonsson", "jonak", "joens", "jobson", "jegede", "jeanjacques", "jaworowski", "jaspers", "jannsen", "janner", "jankowiak", "jank", "janiak", "jackowski", "jacklin", "jabbour", "iyer", "iveson", "isner", "iniquez", "ingwerson", "ingber", "imbrogno", "ille", "ikehara", "iannelli", "hyson", "huxford", "huseth", "hurns", "hurney", "hurles", "hunnings", "humbarger", "hulan", "huisinga", "hughett", "hughen", "hudler", "hubiak", "hricko", "hoversten", "hottel", "hosaka", "horsch", "hormann", "hordge", "honzell", "homburg", "holten", "holme", "hollopeter", "hollinsworth", "hollibaugh", "holberg", "hohmann", "hoenstine", "hodell", "hodde", "hiter", "hirko", "hinzmann", "hinrichsen", "hinger", "hincks", "hilz", "hilborn", "highley", "higashi", "hieatt", "hicken", "heverly", "hesch", "hervert", "hershkowitz", "herreras", "hermanns", "herget", "henriguez", "hennon", "hengel", "helmlinger", "helmig", "heldman", "heizer", "heinitz", "heifner", "heidorn", "heglin", "heffler", "hebner", "heathman", "heaslip", "hazlip", "haymes", "hayase", "hawver", "havermale", "havas", "hauber", "hashim", "hasenauer", "harvel", "hartney", "hartel", "harsha", "harpine", "harkrider", "harkin", "harer", "harclerode", "hanzely", "hanni", "hannagan", "hampel", "hammerschmidt", "hamar", "hallums", "hallin", "hainline", "haid", "haggart", "hafen", "haer", "hadiaris", "hadad", "hackford", "habeeb", "guymon", "guttery", "gunnett", "guillette", "guiliano", "guilbeaux", "guiher", "guignard", "guerry", "gude", "gucman", "guadian", "grzybowski", "grzelak", "grussendorf", "grumet", "gruenhagen", "grudzinski", "grossmann", "grof", "grisso", "grisanti", "griffitts", "griesbaum", "grella", "gregston", "graveline", "grandusky", "grandinetti", "gramm", "goynes", "gowing", "goudie", "gosman", "gort", "gorsline", "goralski", "goodstein", "goodroe", "goodlin", "goodheart", "goodhart", "gonzelez", "gonthier", "goldsworthy", "goldade", "goettel", "goerlitz", "goepfert", "goehner", "goben", "gobeille", "gliem", "gleich", "glasson", "glascoe", "gladwell", "giusto", "girdner", "gipple", "giller", "giesing", "giammona", "ghormley", "germon", "geringer", "gergely", "gerberich", "gepner", "gens", "genier", "gemme", "gelsinger", "geigle", "gebbia", "gayner", "gavitt", "gatrell", "gastineau", "gasiewski", "gascoigne", "garro", "garin", "ganong", "ganga", "galpin", "gallus", "galizia", "gajda", "gahm", "gagen", "gaffigan", "furno", "furnia", "furgason", "fronczak", "frishman", "friess", "frierdich", "freestone", "franta", "frankovich", "fors", "forres", "forrer", "florido", "flis", "flicek", "flens", "flegal", "finkler", "finkenbinder", "finefrock", "filpo", "filion", "fierman", "fieldman", "ferreyra", "fernendez", "fergeson", "fera", "fencil", "feith", "feight", "federici", "federer", "fechtner", "feagan", "fausnaugh", "faubert", "fata", "farman", "farinella", "fantauzzi", "fanara", "falso", "falardeau", "fagnani", "fabro", "excell", "ewton", "evey", "everetts", "evarts", "etherington", "estremera", "estis", "estabrooks", "essig", "esplin", "espenschied", "ernzen", "eppes", "eppard", "entwisle", "emison", "elison", "elguezabal", "eledge", "elbaz", "eisler", "eiden", "eichorst", "eichert", "egle", "eggler", "eggimann", "edey", "eckerman", "echelberger", "ebbs", "ebanks", "dziak", "dyche", "dyce", "dusch", "duross", "durley", "durate", "dunsworth", "dumke", "dulek", "duhl", "duggin", "dufford", "dudziak", "ducrepin", "dubree", "dubre", "dubie", "dubas", "droste", "drisko", "drewniak", "doxtator", "dowtin", "downum", "doubet", "dottle", "dosier", "doshi", "dorst", "dorset", "dornbusch", "donze", "donica", "domanski", "domagala", "dohse", "doerner", "doerfler", "doble", "dobkins", "dilts", "digiulio", "digaetano", "dietzel", "diddle", "dickel", "dezarn", "devoy", "devoss", "devilla", "devere", "deters", "desvergnes", "deshay", "desena", "deross", "depedro", "densley", "demorest", "demore", "demora", "demirjian", "demerchant", "dematteis", "demateo", "delgardo", "delfavero", "delaurentis", "delamar", "delacy", "deitrich", "deisher", "degracia", "degraaf", "defries", "defilippis", "decoursey", "debruin", "debiasi", "debar", "dearden", "dealy", "dayhoff", "davino", "darvin", "darrisaw", "darbyshire", "daquino", "daprile", "danh", "danahy", "dalsanto", "dallavalle", "dagel", "dadamo", "dacy", "dacunha", "dabadie", "czyz", "cutsinger", "curney", "cuppernell", "cunliffe", "cumby", "cullop", "cullinane", "cugini", "cudmore", "cuda", "cucuzza", "cuch", "crumby", "crouser", "critton", "critchley", "cremona", "cremar", "crehan", "creary", "crasco", "crall", "crabbe", "cozzolino", "cozier", "coyner", "couvillier", "counterman", "coulthard", "coudriet", "cottom", "corzo", "cornutt", "corkran", "corda", "copelin", "coonan", "consolo", "conrow", "conran", "connerton", "conkwright", "condren", "comly", "comisky", "colli", "collet", "colello", "colbeck", "colarusso", "coiner", "cohron", "codere", "cobia", "clure", "clowser", "clingenpeel", "clenney", "clendaniel", "clemenson", "cleere", "cleckler", "claybaugh", "clason", "cirullo", "ciraulo", "ciolek", "ciampi", "christopherse", "chovanec", "chopra", "chol", "chiem", "chestnutt", "chesterman", "chernoff", "chermak", "chelette", "checketts", "charpia", "charo", "chargois", "champman", "challender", "chafins", "cerruto", "celi", "cazenave", "cavaluzzi", "cauthon", "caudy", "catino", "catano", "cassaro", "cassarino", "carrano", "carozza", "carow", "carmickle", "carlyon", "carlew", "cardena", "caputi", "capley", "capalbo", "canseco", "candella", "campton", "camposano", "calleros", "calleja", "callegari", "calica", "calarco", "calais", "caillier", "cahue", "cadenhead", "cadenas", "cabera", "buzzo", "busto", "bussmann", "busenbark", "burzynski", "bursley", "bursell", "burle", "burkleo", "burkette", "burczyk", "bullett", "buikema", "buenaventura", "buege", "buechel", "budreau", "budhram", "bucknam", "brye", "brushwood", "brumbalow", "brulotte", "bruington", "bruderer", "brougher", "bromfield", "broege", "brodhead", "brocklesby", "broadie", "brizuela", "britz", "brisendine", "brilla", "briggeman", "brierton", "bridgeford", "breyfogle", "brevig", "breuninger", "bresse", "bresette", "brelsford", "breitbach", "brayley", "braund", "branscom", "brandner", "brahm", "braboy", "brabble", "bozman", "boyte", "boynes", "boyken", "bowell", "bowan", "boutet", "bouse", "boulet", "boule", "bottcher", "bosquez", "borrell", "boria", "bordes", "borchard", "bonson", "bonino", "bonas", "bonamico", "bolstad", "bolser", "bollis", "bolich", "bolf", "boker", "boileau", "bohac", "bogucki", "bogren", "boeger", "bodziony", "bodo", "bodley", "boback", "blyther", "blenker", "blazina", "blase", "blamer", "blacknall", "blackmond", "bitz", "biser", "biscardi", "binz", "bilton", "billotte", "billafuerte", "bigford", "biegler", "bibber", "bhandari", "beyersdorf", "bevelle", "bettendorf", "bessard", "bertsche", "berne", "berlinger", "berish", "beranek", "bentson", "bentsen", "benskin", "benoy", "benoist", "benitz", "belongia", "belmore", "belka", "beitzel", "beiter", "beitel", "behrns", "becka", "beaudion", "beary", "beare", "beames", "beabout", "beaber", "bazzano", "bazinet", "baucum", "batrez", "baswell", "bastos", "bascomb", "bartha", "barstad", "barrilleaux", "barretto", "barresi", "barona", "barkhurst", "barke", "bardales", "barczak", "barca", "barash", "banfill", "balonek", "balmes", "balko", "balestrieri", "baldino", "baldelli", "baken", "baiza", "bahner", "baek", "badour", "badley", "badia", "backmon", "bacich", "bacca", "ayscue", "aynes", "ausiello", "auringer", "auiles", "aspinwall", "askwith", "artiga", "arroliga", "arns", "arman", "arellanes", "aracena", "antwine", "antuna", "anselmi", "annen", "angelino", "angeli", "angarola", "andrae", "amodio", "ameen", "alwine", "alverio", "altro", "altobello", "altemus", "alquicira", "allphin", "allemand", "allam", "alessio", "akpan", "akerman", "aiona", "agyeman", "agredano", "adamik", "adamczak", "acrey", "acevado", "abreo", "abrahamsen", "abild", "zwicker", "zweig", "zuvich", "zumpano", "zuluaga", "zubek", "zornes", "zoglmann", "ziminski", "zimbelman", "zhanel", "zenor", "zechman", "zauner", "zamarron", "zaffino", "yusuf", "ytuarte", "yett", "yerkovich", "yelder", "yasuda", "yapp", "yaden", "yackley", "yaccarino", "wytch", "wyre", "wussow", "worthing", "wormwood", "wormack", "wordell", "woodroof", "woodington", "woodhams", "wooddell", "wollner", "wojtkowski", "wojcicki", "wogan", "wlodarczyk", "wixted", "withington", "withem", "wisler", "wirick", "winterhalter", "winski", "winne", "winemiller", "wimett", "wiltfong", "willibrand", "willes", "wilkos", "wilbon", "wiktor", "wiggers", "wigg", "wiegmann", "wickliff", "wiberg", "whittler", "whittenton", "whitling", "whitledge", "whitherspoon", "whiters", "whitecotton", "whitebird", "wheary", "wetherill", "westmark", "westaby", "wertenberger", "wentland", "wenstrom", "wenker", "wellen", "weier", "wegleitner", "wedekind", "wawers", "wassel", "warehime", "wandersee", "waltmon", "waltersheid", "walbridge", "wakely", "wakeham", "wajda", "waithe", "waidelich", "wahler", "wahington", "wagster", "wadel", "vuyovich", "vuolo", "vulich", "vukovich", "volmer", "vollrath", "vollbrecht", "vogelgesang", "voeller", "vlach", "vivar", "vitullo", "vitanza", "visker", "visalli", "viray", "vinning", "viniard", "villapando", "villaman", "vier", "viar", "viall", "verstraete", "vermilya", "verdon", "venn", "velten", "velis", "vanoven", "vanorder", "vanlue", "vanheel", "vanderwoude", "vanderheide", "vandenheuvel", "vandenbos", "vandeberg", "vandal", "vanblarcom", "vanaken", "vanacker", "vallian", "valine", "valent", "vaine", "vaile", "vadner", "uttech", "urioste", "urbanik", "unrath", "unnasch", "underkofler", "uehara", "tyrer", "tyburski", "twaddle", "turntine", "tunis", "tullock", "tropp", "troilo", "tritsch", "triola", "trigo", "tribou", "tribley", "trethewey", "tress", "trela", "treharne", "trefethen", "trayler", "trax", "traut", "tranel", "trager", "traczyk", "towsley", "torrecillas", "tornatore", "tork", "torivio", "toriello", "tooles", "tomme", "tolosa", "tolen", "toca", "titterington", "tipsword", "tinklenberg", "tigney", "tigert", "thygerson", "thurn", "thur", "thorstad", "thornberg", "thoresen", "thomaston", "tholen", "thicke", "theiler", "thebeau", "theaux", "thaker", "tewani", "teufel", "tetley", "terrebonne", "terrano", "terpening", "tela", "teig", "teichert", "tegethoff", "teele", "tatar", "tashjian", "tarte", "tanton", "tanimoto", "tamimi", "tamas", "talman", "taal", "szydlowski", "szostak", "swoyer", "swerdlow", "sweeden", "sweda", "swanke", "swander", "suyama", "suriano", "suri", "surdam", "suprenant", "sundet", "summerton", "sult", "suleiman", "suffridge", "suby", "stych", "studeny", "strupp", "struckman", "strief", "strictland", "stremcha", "strehl", "stramel", "stoy", "stoutamire", "storozuk", "stordahl", "stopher", "stolley", "stolfi", "stoeger", "stockhausen", "stjulian", "stivanson", "stinton", "stinchfield", "stigler", "stieglitz", "stgermaine", "steuer", "steuber", "steuart", "stepter", "stepnowski", "stepanian", "steimer", "stefanelli", "stebner", "stears", "steans", "stayner", "staubin", "statz", "stasik", "starn", "starmer", "stargel", "stanzione", "stankovich", "stamour", "staib", "stadelman", "stadel", "stachura", "squadrito", "springstead", "spragg", "spigelmyer", "spieler", "spaur", "sovocool", "soundara", "soulia", "souffrant", "sorce", "sonkin", "sodhi", "soble", "sniffen", "smouse", "smittle", "smithee", "smedick", "slowinski", "slovacek", "slominski", "skowronek", "skokan", "skanes", "sivertson", "sinyard", "sinka", "sinard", "simonin", "simonian", "simmions", "silcott", "silberg", "siefken", "siddon", "shuttlesworth", "shubin", "shubeck", "shiro", "shiraki", "shipper", "shina", "shilt", "shikles", "shideler", "shenton", "shelvey", "shellito", "shelhorse", "shawcroft", "shatto", "shanholtzer", "shamonsky", "shadden", "seymer", "seyfarth", "setlock", "serratos", "serr", "sepulueda", "senay", "semmel", "semans", "selvig", "selkirk", "selk", "seligson", "seldin", "seiple", "seiersen", "seidling", "seidensticker", "secker", "searson", "scordo", "scollard", "scoggan", "scobee", "sciandra", "scialdone", "schwimmer", "schwieger", "schweer", "schwanz", "schutzenhofer", "schuetze", "schrodt", "schriever", "schriber", "schremp", "schrecongost", "schraeder", "schonberg", "scholtz", "scholle", "schoettle", "schoenemann", "schoene", "schnitker", "schmuhl", "schmith", "schlotterbeck", "schleppenbach", "schlee", "schickel", "schibi", "schein", "scheide", "scheibe", "scheib", "schaumberg", "schardein", "schaalma", "scantlin", "scantlebury", "sayle", "sausedo", "saurer", "sassone", "sarracino", "saric", "sanz", "santarpia", "santano", "santaniello", "sangha", "sandvik", "sandoral", "sandobal", "sandercock", "sanantonio", "salviejo", "salsberry", "salois", "salazer", "sagon", "saglibene", "sagel", "sagal", "saetern", "saefong", "sadiq", "sabori", "saballos", "rygiel", "rushlow", "runco", "rulli", "ruller", "ruffcorn", "ruess", "ruebush", "rudlong", "rudin", "rudgers", "rudesill", "ruderman", "rucki", "rucinski", "rubner", "rubinson", "rubiano", "roznowski", "rozanski", "rowson", "rower", "rounsaville", "roudabush", "rotundo", "rothell", "rotchford", "rosiles", "roshak", "rosetti", "rosenkranz", "rorer", "rollyson", "rokosz", "rojek", "roitman", "rohrs", "rogel", "roewe", "rodriges", "rodocker", "rodgerson", "rodan", "rodak", "rocque", "rochholz", "robicheau", "robbinson", "roady", "ritchotte", "ripplinger", "rippetoe", "ringstaff", "ringenberg", "rinard", "rigler", "rightmire", "riesen", "riek", "ridges", "richner", "richberg", "riback", "rial", "rhyner", "rhees", "resse", "renno", "rendleman", "reisz", "reisenauer", "reinschmidt", "reinholt", "reinard", "reifsnyder", "rehfeld", "reha", "regester", "reffitt", "redler", "rediske", "reckner", "reckart", "rebolloso", "rebollar", "reasonover", "reasner", "reaser", "reano", "reagh", "raval", "ratterman", "ratigan", "rater", "rasp", "raneses", "randolf", "ramil", "ramdas", "ramberg", "rajaniemi", "raggio", "ragel", "ragain", "rade", "radaker", "racioppi", "rabinovich", "quickle", "quertermous", "queal", "quartucci", "quander", "quain", "pynes", "putzel", "purl", "pulizzi", "pugliares", "prusak", "prueter", "protano", "propps", "primack", "prieur", "presta", "preister", "prawl", "pratley", "pozzo", "powless", "povey", "pottorf", "pote", "postley", "porzio", "portney", "ponzi", "pontoriero", "ponto", "pont", "poncedeleon", "polimeni", "polhamus", "polan", "poetker", "poellnitz", "podgurski", "plotts", "pliego", "plaugher", "plantenberg", "plair", "plagmann", "pizzitola", "pittinger", "pitcavage", "pischke", "piontek", "pintar", "pinnow", "pinneo", "pinley", "pingel", "pinello", "pimenta", "pillard", "piker", "pietras", "piere", "phillps", "pfleger", "pfahl", "pezzuti", "petruccelli", "petrello", "peteet", "pescatore", "peruzzi", "perusse", "perotta", "perona", "perini", "perelman", "perciful", "peppin", "pennix", "pennino", "penalosa", "pemble", "pelz", "peltzer", "pelphrey", "pelote", "pellum", "pellecchia", "pelikan", "peitz", "pebworth", "peary", "pawlicki", "pavelich", "paster", "pasquarella", "paskey", "paseur", "paschel", "parslow", "parrow", "parlow", "parlett", "parler", "pargo", "parco", "paprocki", "panepinto", "panebianco", "pandy", "pandey", "pamphile", "pamintuan", "pamer", "paluso", "paleo", "paker", "pagett", "paczkowski", "ozburn", "ovington", "overmeyer", "ouellet", "osterlund", "oslin", "oseguera", "osaki", "orrock", "ormsbee", "orlikowski", "organista", "oregan", "orebaugh", "orabuena", "openshaw", "ontiveroz", "ondo", "omohundro", "ollom", "ollivierre", "olivencia", "oley", "olazabal", "okino", "offenberger", "oestmann", "ocker", "obar", "oakeson", "nuzum", "nurre", "nowinski", "novosel", "norquist", "nordlie", "noorani", "nonnemacher", "nolder", "njoku", "niznik", "niwa", "niss", "ninneman", "nimtz", "niemczyk", "nieder", "nicolo", "nichlos", "niblack", "newtown", "newill", "newcom", "neverson", "neuhart", "neuenschwande", "nestler", "nenno", "nejman", "neiffer", "neidlinger", "neglia", "nazarian", "navor", "nary", "narayan", "nangle", "nakama", "naish", "naik", "nadolski", "muscato", "murphrey", "murdick", "murchie", "muratalla", "munnis", "mundwiller", "muncey", "munce", "mullenbach", "mulhearn", "mulcahey", "muhammed", "muchow", "mountford", "moudry", "mosko", "morvay", "morrical", "morr", "moros", "mormann", "morgen", "moredock", "morden", "mordarski", "moravek", "morandi", "mooradian", "montejo", "montegut", "montan", "monsanto", "monford", "moncus", "molinas", "molek", "mohd", "moehrle", "moehring", "modzeleski", "modafferi", "moala", "moake", "miyahira", "mitani", "mischel", "minges", "minella", "mimes", "milles", "milbrett", "milanes", "mikolajczyk", "mikami", "meucci", "metler", "methven", "metge", "messmore", "messerschmidt", "mesrobian", "meservey", "merseal", "menor", "menon", "menear", "melott", "melley", "melfi", "meinhart", "megivern", "megeath", "meester", "meeler", "meegan", "medoff", "medler", "meckley", "meath", "mearns", "mcquigg", "mcpadden", "mclure", "mckellips", "mckeithen", "mcglathery", "mcginnes", "mcghan", "mcdonel", "mccullom", "mccraken", "mccrackin", "mcconathy", "mccloe", "mcclaughry", "mcclaflin", "mccarren", "mccaig", "mcaulay", "mcaffee", "mazzuca", "maytubby", "mayner", "maymi", "mattiello", "matthis", "matthees", "matthai", "mathiason", "mastrogiovann", "masteller", "mashack", "marucci", "martorana", "martiniz", "marter", "martellaro", "marsteller", "marris", "marrara", "maroni", "marolda", "marocco", "maritn", "maresh", "maready", "marchione", "marbut", "maranan", "maragno", "mapps", "manrriquez", "mannis", "manni", "mangina", "manganelli", "mancera", "mamon", "maloch", "mallozzi", "maller", "majchrzak", "majano", "mainella", "mahanna", "maertens", "madon", "macumber", "macioce", "machuga", "machlin", "machala", "mabra", "lybbert", "luvert", "lutts", "luttrull", "lupez", "lukehart", "ludewig", "luchsinger", "lovecchio", "louissaint", "loughney", "lostroh", "lorton", "lopeman", "loparo", "londo", "lombera", "lokietek", "loiko", "lohrenz", "lohan", "lofties", "locklar", "lockaby", "lobianco", "llano", "livesey", "litster", "liske", "linsky", "linne", "lindbeck", "licudine", "leyua", "levie", "leonelli", "lenzo", "lenze", "lents", "leitao", "leidecker", "leibold", "lehne", "legan", "lefave", "leehy", "ledue", "lecount", "lecea", "leadley", "lazzara", "lazcano", "lazalde", "lavi", "lavancha", "lavan", "latu", "latty", "lato", "larranaga", "lapidus", "lapenta", "langridge", "langeveld", "langel", "landowski", "landgren", "landfried", "lamattina", "lallier", "lairmore", "lahaie", "lagazo", "lagan", "lafoe", "lafluer", "laflame", "lafevers", "lada", "lacoss", "lachney", "labreck", "labreche", "labay", "kwasnik", "kuzyk", "kutzner", "kushnir", "kusek", "kurtzman", "kurian", "kulhanek", "kuklinski", "kueny", "kuczynski", "kubitz", "kruschke", "krous", "krompel", "kritz", "krimple", "kriese", "krenzer", "kreis", "kratzke", "krane", "krage", "kraebel", "kozub", "kozma", "kouri", "koudelka", "kotcher", "kotas", "kostic", "kosh", "kosar", "kopko", "kopka", "kooy", "konigsberg", "konarski", "kolmer", "kohlmeyer", "kobbe", "knoop", "knoedler", "knocke", "knipple", "knippenberg", "knickrehm", "kneisel", "kluss", "klossner", "klipfel", "klawiter", "klasen", "kittles", "kissack", "kirtland", "kirschenmann", "kirckof", "kiphart", "kinstler", "kinion", "kilton", "killman", "kiehl", "kief", "kett", "kesling", "keske", "kerstein", "kepple", "keneipp", "kempson", "kempel", "kehm", "kehler", "keeran", "keedy", "kebert", "keast", "kearbey", "kawaguchi", "kaupu", "kauble", "katzenbach", "katcher", "kartes", "karpowicz", "karpf", "karban", "kanzler", "kanarek", "kamper", "kaman", "kalsow", "kalafut", "kaeser", "kaercher", "kaeo", "kaeding", "jurewicz", "julson", "jozwick", "jollie", "johnigan", "johll", "jochum", "jewkes", "jestes", "jeska", "jereb", "jaurez", "jarecki", "jansma", "janosik", "jandris", "jamin", "jahr", "jacot", "ivens", "itson", "isenhower", "iovino", "ionescu", "ingrum", "ingels", "imrie", "imlay", "ihlenfeld", "ihde", "igou", "ibach", "huyett", "huppe", "hultberg", "hullihen", "hugi", "hueso", "huesman", "hsiao", "hronek", "hovde", "housewright", "houlahan", "hougham", "houchen", "hostler", "hoster", "hosang", "hornik", "hornes", "horio", "honyumptewa", "honeyman", "honer", "hommerding", "holsworth", "hollobaugh", "hollinshead", "hollands", "hollan", "holecek", "holdorf", "hokes", "hogston", "hoesly", "hodkinson", "hodgman", "hodgens", "hochstedler", "hochhauser", "hobbie", "hoare", "hnat", "hiskey", "hirschy", "hinostroza", "hink", "hing", "hillmer", "hillian", "hillerman", "hietala", "hierro", "hickling", "hickingbottom", "heye", "heubusch", "hesselschward", "herriot", "hernon", "hermida", "hermans", "hentschel", "henningson", "henneke", "henk", "heninger", "heltsley", "helmle", "helminiak", "helmes", "hellner", "hellmuth", "helke", "heitmeyer", "heird", "heinle", "heinicke", "heinandez", "heimsoth", "heibel", "hegyi", "heggan", "hefel", "heeralall", "hedrington", "heacox", "hazlegrove", "hazelett", "haymore", "havenhill", "hautala", "hascall", "harvie", "hartrick", "hartling", "harrer", "harles", "hargenrader", "hanshew", "hanly", "hankla", "hanisch", "hancox", "hammann", "hambelton", "halseth", "hallisey", "halleck", "hallas", "haisley", "hairr", "hainey", "hainer", "hailstock", "haertel", "guzek", "guyett", "guster", "gussler", "gurwitz", "gurka", "gunsolus", "guinane", "guiden", "gugliotti", "guevin", "guevarra", "guerard", "gudaitis", "guadeloupe", "gschwind", "grupe", "grumbach", "gruenes", "gruenberg", "grom", "grodski", "groden", "grizzel", "gritten", "griswald", "grishaber", "grinage", "grimwood", "grims", "griffon", "griffies", "gribben", "gressley", "gren", "greenstreet", "grealish", "gravett", "grantz", "granfield", "granade", "gowell", "gossom", "gorsky", "goring", "goodnow", "goodfriend", "goodemote", "golob", "gollnick", "golladay", "goldwyn", "goldsboro", "golds", "goldrick", "gohring", "gohn", "goettsch", "goertzen", "goelz", "godinho", "goans", "glumac", "gleisner", "gleen", "glassner", "glanzer", "gladue", "gjelaj", "givhan", "girty", "girone", "girgenti", "giorgianni", "gilpatric", "gillihan", "gillet", "gilbar", "gierut", "gierhart", "gibert", "gianotti", "giannetto", "giambanco", "gharing", "geurts", "gettis", "gettel", "gest", "germani", "gerdis", "gerbitz", "geppert", "gennings", "gemmer", "gelvin", "gellert", "gehler", "geddings", "gearon", "geach", "gazaille", "gayheart", "gauld", "gaukel", "gaudio", "gathing", "gasque", "garstka", "garsee", "garringer", "garofano", "garo", "garnsey", "garigen", "garcias", "garbe", "ganoung", "ganfield", "ganaway", "gamero", "galuska", "galster", "gallacher", "galinski", "galimi", "galik", "galeazzi", "galdo", "galdames", "galas", "galanis", "gaglio", "gaeddert", "gadapee", "fussner", "furukawa", "fuhs", "fuerte", "fuerstenberg", "fryrear", "froese", "fringer", "frieson", "friesenhahn", "frieler", "friede", "freymuth", "freyman", "freudenberg", "freman", "fredricksen", "frech", "frasch", "frantum", "frankin", "franca", "frago", "fragnoli", "fouquet", "fossen", "foskett", "forner", "formosa", "formisano", "fooks", "fons", "folino", "flott", "flesch", "flener", "flemmons", "flanagin", "flamino", "flamand", "fitzerald", "findling", "filsinger", "fillyaw", "fillinger", "fiechter", "ferre", "ferdon", "feldkamp", "fazzio", "favia", "faulconer", "faughnan", "faubel", "fassler", "faso", "farrey", "farrare", "farnworth", "farland", "fairrow", "faille", "faherty", "fagnant", "fabula", "fabbri", "eylicio", "esteve", "estala", "espericueta", "escajeda", "equia", "enrriquez", "enomoto", "enmon", "engemann", "emmerson", "emmel", "emler", "elstad", "ellwein", "ellerson", "eliott", "eliassen", "elchert", "eisenbeis", "eisel", "eikenberry", "eichholz", "ehmer", "edgerson", "echenique", "eberley", "eans", "dziuk", "dykhouse", "dworak", "dutt", "dupas", "duntz", "dunshee", "dunovant", "dunnaway", "dummermuth", "duerson", "ducotey", "duchon", "duchesneau", "ducci", "dubord", "duberry", "dubach", "drummonds", "droege", "drish", "drexel", "dresch", "dresbach", "drenner", "drechsler", "dowen", "dotter", "dosreis", "doser", "dorward", "dorin", "dorf", "domeier", "doler", "doleman", "dolbow", "dolbin", "dobrunz", "dobransky", "dobberstein", "dlouhy", "diosdado", "dingmann", "dimmer", "dimarino", "dimaria", "dillenburg", "dilaura", "dieken", "dickhaus", "dibbles", "dibben", "diamante", "dewilde", "dewaard", "devich", "devenney", "devaux", "dettinger", "desroberts", "dershem", "dersch", "derita", "derickson", "depina", "deorio", "deoliveira", "denzler", "dentremont", "denoble", "demshar", "demond", "demint", "demichele", "demel", "delzer", "delval", "delorbe", "delli", "delbridge", "delanoy", "delancy", "delahoya", "dekle", "deitrick", "deis", "dehnert", "degrate", "defrance", "deetz", "deeg", "decoster", "decena", "dearment", "daughety", "datt", "darrough", "danzer", "danielovich", "dandurand", "dancause", "dalo", "dalgleish", "daisley", "dadlani", "daddona", "daddio", "dacpano", "cyprian", "cutillo", "curz", "curvin", "cuna", "cumber", "cullom", "cudworth", "cubas", "crysler", "cryderman", "crummey", "crumbly", "crookshanks", "croes", "criscione", "crespi", "cresci", "creaser", "craton", "cowin", "cowdrey", "coutcher", "cotterman", "cosselman", "cosgriff", "cortner", "corsini", "corporan", "corniel", "cornick", "cordts", "copening", "connick", "conlisk", "conelli", "comito", "colten", "colletta", "coldivar", "colclasure", "colantuono", "colaizzi", "coggeshall", "cockman", "cockfield", "cobourn", "cobo", "cobarrubias", "clyatt", "cloney", "clonch", "climes", "cleckner", "clearo", "claybourne", "clavin", "claridge", "claffey", "ciufo", "cisnero", "cipollone", "cieslik", "ciejka", "cichocki", "cicchetti", "cianflone", "chrusciel", "christesen", "chmielowiec", "chirino", "chillis", "chhoun", "chevas", "chehab", "chaviano", "chavaria", "chasten", "charbonnet", "chanley", "champoux", "champa", "chalifoux", "cerio", "cedotal", "cech", "cavett", "cavendish", "catoire", "castronovo", "castellucci", "castellow", "castaner", "casso", "cassels", "cassatt", "cassar", "cashon", "cartright", "carros", "carrisalez", "carrig", "carrejo", "carnicelli", "carnett", "carlise", "carhart", "cardova", "cardell", "carchi", "caram", "caquias", "capper", "capizzi", "capano", "cannedy", "campese", "calvello", "callon", "callins", "callies", "callicutt", "calix", "calin", "califf", "calderaro", "caldeira", "cadriel", "cadmus", "cadman", "caccamise", "buttermore", "butay", "bustamente", "busa", "burmester", "burkard", "burhans", "burgert", "bure", "burdin", "bullman", "bulin", "buelna", "buehner", "budin", "buco", "buckhanon", "bryars", "brutger", "brus", "brumitt", "brum", "bruer", "brucato", "broyhill", "broy", "brownrigg", "brossart", "brookings", "broden", "brocklehurst", "brockert", "bristo", "briskey", "bringle", "bries", "bressman", "branyan", "brands", "bramson", "brammell", "brallier", "bozich", "boysel", "bowthorpe", "bowron", "bowin", "boutilier", "boulos", "boullion", "boughter", "bottiglieri", "borruso", "borreggine", "borns", "borkoski", "borghese", "borenstein", "boran", "booton", "bonvillain", "bonini", "bonello", "bolls", "boitnott", "boike", "bohnet", "bohnenkamp", "bohmer", "boeson", "boeneke", "bodey", "bocchino", "bobrowski", "bobic", "bluestein", "bloomingdale", "blogg", "blewitt", "blenman", "bleck", "blaszak", "blankenbeckle", "blando", "blanchfield", "blancato", "blalack", "blakenship", "blackett", "bisping", "birkner", "birckhead", "bingle", "bineau", "billiel", "bigness", "bies", "bierer", "bhalla", "beyerlein", "betesh", "besler", "berzins", "bertalan", "berntsen", "bergo", "berganza", "bennis", "benney", "benkert", "benjamen", "benincasa", "bengochia", "bendle", "bendana", "benchoff", "benbrook", "belsito", "belshaw", "belinsky", "belak", "beigert", "beidleman", "behen", "befus", "beel", "bedonie", "beckstrand", "beckerle", "beato", "bauguess", "baughan", "bauerle", "battis", "batis", "bastone", "bassetti", "bashor", "bary", "bartunek", "bartoletti", "barro", "barno", "barnicle", "barlage", "barkus", "barkdull", "barcellos", "barbarino", "baranski", "baranick", "bankert", "banchero", "bambrick", "bamberg", "bambenek", "balthrop", "balmaceda", "ballman", "balistrieri", "balcomb", "balboni", "balbi", "bagner", "bagent", "badasci", "bacot", "bache", "babione", "babic", "babers", "babbs", "avitabile", "avers", "avena", "avance", "ausley", "auker", "audas", "aubut", "athearn", "atcheson", "astorino", "asplund", "aslanian", "askari", "ashmead", "asby", "asai", "arterbury", "artalejo", "arqueta", "arquero", "arostegui", "arnell", "armeli", "arista", "arender", "arca", "arballo", "aprea", "applen", "applegarth", "apfel", "antonello", "antolin", "antkowiak", "angis", "angione", "angerman", "angelilli", "andujo", "andrick", "anderberg", "amigon", "amalfitano", "alviso", "alvez", "altice", "altes", "almarez", "allton", "allston", "allgeyer", "allegretti", "aliaga", "algood", "alberg", "albarez", "albaladejo", "akre", "aitkin", "ahles", "ahlberg", "agnello", "adinolfi", "adamis", "abramek", "abolt", "abitong", "zurawski", "zufall", "zubke", "zizzo", "zipperer", "zinner", "zinda", "ziller", "zill", "zevallos", "zesati", "zenzen", "zentner", "zellmann", "zelinsky", "zboral", "zarcone", "zapalac", "zaldana", "zakes", "zaker", "zahniser", "zacherl", "zabawa", "zabaneh", "youree", "younis", "yorty", "yonce", "yero", "yerkey", "yeck", "yeargan", "yauch", "yashinski", "yambo", "wrinn", "wrightsman", "worton", "wortley", "worland", "woolworth", "woolfrey", "woodhead", "woltjer", "wolfenden", "wolden", "wolchesky", "wojick", "woessner", "witters", "witchard", "wissler", "wisnieski", "wisinski", "winnike", "winkowski", "winkels", "wingenter", "wineman", "winegardner", "wilridge", "wilmont", "willians", "williamsen", "wilhide", "wilhelmsen", "wilhelmi", "wildrick", "wilden", "wiland", "wiker", "wigglesworth", "wiebusch", "widdowson", "wiant", "wiacek", "whittet", "whitelock", "whiteis", "whiley", "westrope", "westpfahl", "westin", "wessman", "wessinger", "wesemann", "wesby", "wertheimer", "weppler", "wenke", "wengler", "wender", "welp", "weitzner", "weissberg", "weisenborn", "weipert", "weiman", "weidmann", "wehrsig", "wehrenberg", "weemes", "weeman", "wayner", "waston", "wasicek", "wascom", "wasco", "warmath", "warbritton", "waltner", "wallenstein", "waldoch", "waldal", "wala", "waide", "wadlinger", "wadhams", "vullo", "voorheis", "vonbargen", "volner", "vollstedt", "vollman", "vold", "voge", "vittorio", "violett", "viney", "vinciguerra", "vinal", "villata", "villarrvel", "vilanova", "vigneault", "vielma", "veyna", "vessella", "versteegh", "verderber", "venier", "venditti", "velotta", "vejarano", "vecchia", "vecchi", "vastine", "vasguez", "varella", "vanry", "vannah", "vanhyning", "vanhuss", "vanhoff", "vanhoesen", "vandivort", "vandevender", "vanderlip", "vanderkooi", "vandebrink", "vancott", "vallien", "vallas", "vallandingham", "valiquette", "valasek", "vahey", "vagott", "uyematsu", "urbani", "uran", "umbach", "tyon", "tyma", "twyford", "twombley", "twohig", "tutterrow", "turnes", "turkington", "turchi", "tunks", "tumey", "tumbaga", "tuinstra", "tsukamoto", "tschetter", "trussel", "trubey", "trovillion", "troth", "trostel", "tron", "trinka", "trine", "triarsi", "treto", "trautz", "tragesser", "tooman", "toolson", "tonozzi", "tomkiewicz", "tomasso", "tolin", "tolfree", "toelle", "tisor", "tiry", "tinstman", "timmermann", "tickner", "tiburcio", "thunberg", "thronton", "thompsom", "theil", "thayne", "thaggard", "teschner", "tensley", "tenery", "tellman", "tellado", "telep", "teigen", "teator", "teall", "tayag", "tavis", "tattersall", "tassoni", "tarshis", "tappin", "tappe", "tansley", "talone", "talford", "tainter", "taha", "taguchi", "tacheny", "tabak", "szymczyk", "szwaja", "szopinski", "syvertsen", "swogger", "switcher", "swist", "swierczek", "swiech", "swickard", "swiatek", "swezey", "swepson", "sweezy", "swaringen", "swanagan", "swailes", "swade", "sveum", "svenningsen", "svec", "suttie", "supry", "sunga", "summerhill", "summars", "sulit", "stys", "stutesman", "stupak", "stumpo", "stuller", "stuekerjuerge", "stuckett", "stuckel", "stuchlik", "stuard", "strutton", "strop", "stromski", "stroebel", "strehlow", "strause", "strano", "straney", "stoyle", "stormo", "stopyra", "stoots", "stonis", "stoltenburg", "stoiber", "stoessel", "stitzer", "stien", "stichter", "stezzi", "stewert", "stepler", "steinkraus", "stegemann", "steeples", "steenburg", "steeley", "staszak", "stasko", "starkson", "stanwick", "stanke", "stanifer", "stangel", "stai", "squiers", "spraglin", "spragins", "spraberry", "spoelstra", "spisak", "spirko", "spille", "spidel", "speyer", "speroni", "spenst", "spartz", "sparlin", "sparacio", "spaman", "spainhower", "souers", "souchet", "sosbee", "sorn", "sorice", "sorbo", "soqui", "solon", "soehl", "sodergren", "sobie", "smucker", "smsith", "smoley", "smolensky", "smolenski", "smolder", "smethers", "slusar", "slowey", "slonski", "slemmons", "slatkin", "slates", "slaney", "slagter", "slacum", "skutnik", "skrzypek", "skibbe", "sjostrom", "sjoquist", "sivret", "sitko", "sisca", "sinnett", "sineath", "simoni", "simar", "simao", "silvestro", "silleman", "silha", "silfies", "silberhorn", "silacci", "sigrist", "sieczkowski", "sieczka", "shure", "shulz", "shugrue", "shrode", "shovlin", "shortell", "shonka", "shiyou", "shiraishi", "shiplett", "sheu", "shermer", "sherick", "sheeks", "shantz", "shakir", "shaheed", "shadoan", "shadid", "shackford", "shabot", "seung", "seufert", "setty", "setters", "servis", "serres", "serrell", "serpas", "sensenig", "senft", "semenec", "semas", "semaan", "selvera", "sellmeyer", "segar", "seever", "seeney", "seeliger", "seehafer", "seebach", "sebben", "seaward", "seary", "searl", "searby", "scordino", "scolieri", "scolaro", "schwiebert", "schwartze", "schwaner", "schuur", "schupbach", "schumacker", "schum", "schudel", "schubbe", "schroader", "schramel", "schollmeyer", "schoenherr", "schoeffler", "schoeder", "schnurr", "schnorr", "schneeman", "schnake", "schnaible", "schmaus", "schlotter", "schinke", "schimming", "schimek", "schikora", "scheulen", "scherping", "schermer", "scherb", "schember", "schellhase", "schedler", "schanck", "schaffhauser", "schaffert", "schadler", "scarola", "scarfo", "scarff", "scantling", "scaff", "sayward", "sayas", "saxbury", "savel", "savastano", "sault", "satre", "sarkar", "santellan", "sandmeier", "sampica", "salvesen", "saltis", "salloum", "salling", "salce", "salatino", "salata", "salamy", "sadowsky", "sadlier", "sabbatini", "sabatelli", "sabal", "sabados", "rydzewski", "rybka", "rybczyk", "rusconi", "rupright", "rufino", "ruffalo", "rudiger", "rudig", "ruda", "rubyor", "royea", "roxberry", "rouzer", "roumeliotis", "rossmann", "rosko", "rosene", "rosenbluth", "roseland", "rosasco", "rosano", "rosal", "rorabaugh", "romie", "romaro", "rolstad", "rollow", "rohrich", "roghair", "rogala", "roets", "roen", "roemmich", "roelfs", "roeker", "roedl", "roedel", "rodeheaver", "roddenberry", "rockstad", "rocchi", "robirds", "robben", "robasciotti", "robaina", "rizzotto", "rizzio", "ritcher", "rissman", "riseden", "ripa", "rion", "rintharamy", "rinehimer", "rinck", "riling", "rietschlin", "riesenberg", "riemenschneid", "rieland", "rickenbaugh", "rickenbach", "rhody", "revells", "reutter", "respress", "resnik", "remmel", "reitmeyer", "reitan", "reister", "reinstein", "reino", "reinkemeyer", "reifschneider", "reierson", "reichle", "rehmeier", "rehl", "reeds", "rede", "recar", "rebeiro", "raybourn", "rawl", "rautio", "raugust", "raudenbush", "raudales", "rattan", "rapuano", "rapoport", "rantanen", "ransbottom", "raner", "ramkissoon", "rambousek", "raio", "rainford", "radakovich", "rabenhorst", "quivers", "quispe", "quinoes", "quilici", "quattrone", "quates", "quance", "quale", "purswell", "purpora", "pulera", "pulcher", "puckhaber", "pryer", "pruyne", "pruit", "prudencio", "prows", "protzman", "prothero", "prosperi", "prospal", "privott", "pritchet", "priem", "prest", "prell", "preer", "pree", "preddy", "preda", "pravata", "pradhan", "potocki", "postier", "postema", "posadas", "poremba", "popichak", "ponti", "pomrenke", "pomarico", "pollok", "polkinghorn", "polino", "pock", "plater", "plagman", "pipher", "pinzone", "pinkleton", "pillette", "pillers", "pilapil", "pignone", "pignatelli", "piersol", "piepho", "picton", "pickrel", "pichard", "picchi", "piatek", "pharo", "phanthanouvon", "pettingill", "pettinato", "petrovits", "pethtel", "petersheim", "pershing", "perrez", "perra", "pergram", "peretz", "perego", "perches", "pennello", "pennella", "pendry", "penaz", "pellish", "pecanty", "peare", "paysour", "pavlovich", "pavick", "pavelko", "paustian", "patzer", "patete", "patadia", "paszkiewicz", "pase", "pasculli", "pascascio", "parrotte", "parajon", "paparo", "papandrea", "paone", "pantaleon", "panning", "paniccia", "panarello", "palmeter", "pallan", "palardy", "pahmeier", "padget", "padel", "oxborrow", "oveson", "outwater", "ottaway", "otake", "ostermeyer", "osmer", "osinski", "osiecki", "oroak", "orndoff", "orms", "orkin", "ordiway", "opatz", "onsurez", "onishi", "oliger", "okubo", "okoye", "ohlmann", "offord", "offner", "offerdahl", "oesterle", "oesch", "odonnel", "odeh", "odebralski", "obie", "obermeier", "oberhausen", "obenshain", "obenchain", "nute", "nulty", "norrington", "norlin", "nore", "nordling", "nordhoff", "norder", "nordan", "norals", "nogales", "noboa", "nitsche", "niermann", "nienhaus", "niedringhaus", "niedbalski", "nicolella", "nicolais", "nickleberry", "nicewander", "newfield", "neurohr", "neumeier", "netterville", "nersesian", "nern", "nerio", "nerby", "nerbonne", "neitz", "neidecker", "neason", "nead", "navratil", "naves", "nastase", "nasir", "nasca", "narine", "narimatsu", "nard", "narayanan", "nappo", "namm", "nalbone", "nakonechny", "nabarro", "myott", "muthler", "muscatello", "murriel", "murin", "muoio", "mundel", "munafo", "mukherjee", "muffoletto", "muessig", "muckey", "mucher", "mruk", "moyd", "mowell", "mowatt", "moutray", "motzer", "moster", "morgenroth", "morga", "morataya", "montross", "montezuma", "monterroza", "montemarano", "montello", "montbriand", "montavon", "montaque", "monigold", "monforte", "molgard", "moleski", "mohsin", "mohead", "mofield", "moerbe", "moeder", "mochizuki", "miyazaki", "miyasaki", "mital", "miskin", "mischler", "minniear", "minero", "milosevic", "mildenhall", "mielsch", "midden", "michonski", "michniak", "michitsch", "michelotti", "micheli", "michelfelder", "michand", "metelus", "merkt", "merando", "meranda", "mentz", "meneley", "menaker", "melino", "mehaffy", "meehl", "meech", "meczywor", "mcweeney", "mcumber", "mcredmond", "mcneer", "mcnay", "mcmikle", "mcmaken", "mclaurine", "mclauglin", "mclaney", "mckune", "mckinnies", "mckague", "mchattie", "mcgrapth", "mcglothen", "mcgath", "mcfolley", "mcdannell", "mccurty", "mccort", "mcclymonds", "mcclimon", "mcclamy", "mccaughan", "mccartan", "mccan", "mccadden", "mcburnie", "mcburnett", "mcbryar", "mcannally", "mcalevy", "mcaleese", "maytorena", "mayrant", "mayland", "mayeaux", "mauter", "matthewson", "mathiew", "matern", "matera", "maslow", "mashore", "masaki", "maruco", "martorell", "martenez", "marrujo", "marrison", "maroun", "markway", "markos", "markoff", "markman", "marello", "marbry", "marban", "maphis", "manuele", "mansel", "manganello", "mandrell", "mandoza", "manard", "manago", "maltba", "mallick", "mallak", "maline", "malikowski", "majure", "majcher", "maise", "mahl", "maffit", "maffeo", "madueno", "madlem", "madariaga", "macvane", "mackler", "macconnell", "macchi", "maccarone", "lyng", "lynchard", "lunning", "luneau", "lunden", "lumbra", "lumbert", "lueth", "ludington", "luckado", "lucchini", "lucatero", "luallen", "lozeau", "lowen", "lovera", "lovelock", "louck", "lothian", "lorio", "lorimer", "lorge", "loretto", "longhenry", "lonas", "loiseau", "lohrman", "logel", "lockie", "llerena", "livington", "liuzzi", "liscomb", "lippeatt", "liou", "linhardt", "lindelof", "lindbo", "limehouse", "limage", "lillo", "lilburn", "liggons", "lidster", "liddick", "lich", "liberato", "leysath", "lewelling", "lesney", "leser", "lescano", "leonette", "lentsch", "lenius", "lemmo", "lemming", "lemcke", "leggette", "legerski", "legard", "leever", "leete", "ledin", "lecomte", "lecocq", "leakes", "leab", "lazarz", "layous", "lawrey", "lawery", "lauze", "lautz", "laughinghouse", "latulippe", "lattus", "lattanzio", "lascano", "larmer", "laris", "larcher", "laprise", "lapin", "lapage", "lano", "langseth", "langman", "langland", "landstrom", "landsberg", "landsaw", "landram", "lamphier", "lamendola", "lamberty", "lakhani", "lajara", "lagrow", "lagman", "ladewig", "laderman", "ladden", "lacrue", "laclaire", "lachut", "lachner", "kwit", "kvamme", "kvam", "kutscher", "kushi", "kurgan", "kunsch", "kundert", "kulju", "kukene", "kudo", "kubin", "kubes", "kuberski", "krystofiak", "kruppa", "krul", "krukowski", "kruegel", "kronemeyer", "krock", "kriston", "kretzer", "krenn", "kralik", "krafft", "krabill", "kozisek", "koverman", "kovatch", "kovarik", "kotlowski", "kosmala", "kosky", "kosir", "kosa", "korpi", "kornbluth", "koppen", "kooistra", "kohlhepp", "kofahl", "koeneman", "koebel", "koczur", "kobrin", "kobashigawa", "koba", "knuteson", "knoff", "knoble", "knipper", "knierim", "kneisley", "klusman", "kloc", "klitzing", "klinko", "klinefelter", "klemetson", "kleinpeter", "klauser", "klatte", "klaren", "klare", "kissam", "kirkhart", "kirchmeier", "kinzinger", "kindt", "kincy", "kincey", "kimoto", "killingworth", "kilcullen", "kilbury", "kietzman", "kienle", "kiedrowski", "kidane", "khamo", "khalili", "ketterling", "ketchem", "kessenich", "kessell", "kepp", "kenon", "kenning", "kennady", "kendzior", "kemppainen", "kellermann", "keirns", "keilen", "keiffer", "kehew", "keelan", "keawe", "keator", "kealy", "keady", "kathman", "kastler", "kastanes", "kassab", "karpin", "karau", "karathanasis", "kaps", "kaplun", "kapaun", "kannenberg", "kanipe", "kander", "kandel", "kanas", "kanan", "kamke", "kaltenbach", "kallenberger", "kallam", "kafton", "kafer", "kabler", "kaaihue", "jundt", "jovanovich", "jojola", "johnstad", "jodon", "joachin", "jinright", "jessick", "jeronimo", "jenne", "jelsma", "jeannotte", "jeangilles", "jaworsky", "jaubert", "jarry", "jarrette", "jarreau", "jarett", "janos", "janecka", "janczak", "jalomo", "jagoda", "jagla", "jacquier", "jaber", "iwata", "ivanoff", "isola", "iserman", "isais", "isaacks", "inverso", "infinger", "ibsen", "hyser", "hylan", "hybarger", "hwee", "hutchenson", "hutchcroft", "husar", "hurlebaus", "hunsley", "humberson", "hulst", "hulon", "huhtala", "hugill", "hugghins", "huffmaster", "huckeba", "hrabovsky", "howden", "hoverson", "houts", "houskeeper", "housh", "hosten", "horras", "horchler", "hopke", "hooke", "honie", "holtsoi", "holsomback", "holoway", "holmstead", "hoistion", "hohnstein", "hoheisel", "hoguet", "hoggle", "hogenson", "hoffstetter", "hoffler", "hofe", "hoefling", "hoague", "hizer", "hirschfield", "hironaka", "hiraldo", "hinote", "hingston", "hinaman", "hillie", "hillesheim", "hilderman", "hiestand", "heyser", "heys", "hews", "hertler", "herrandez", "heppe", "henle", "henkensiefken", "henigan", "henandez", "henagan", "hemberger", "heman", "helser", "helmich", "hellinger", "helfrick", "heldenbrand", "heinonen", "heineck", "heikes", "heidkamp", "heglar", "heffren", "heelan", "hedgebeth", "heckmann", "heckaman", "hechmer", "hazelhurst", "hawken", "haverkamp", "havatone", "hausauer", "hasch", "harwick", "hartse", "harrower", "harle", "hargroder", "hardway", "hardinger", "hardemon", "harbeck", "hant", "hamre", "hamberg", "hallback", "haisten", "hailstone", "hahl", "hagner", "hagman", "hagemeyer", "haeussler", "hackwell", "haby", "haataja", "gverrero", "gustovich", "gustave", "guske", "gushee", "gurski", "gurnett", "gura", "gunto", "gunselman", "gugler", "gudmundson", "gudinas", "guarneri", "grumbine", "gruis", "grotz", "grosskopf", "grosman", "grosbier", "grinter", "grilley", "grieger", "grewal", "gressler", "greaser", "graus", "grasman", "graser", "grannan", "granath", "gramer", "graboski", "goyne", "gowler", "gottwald", "gottesman", "goshay", "gorr", "gorovitz", "gores", "goossens", "goodier", "goodhue", "gonzeles", "gonzalos", "gonnella", "golomb", "golick", "golembiewski", "goeke", "godzik", "goar", "glosser", "glendenning", "glendening", "glatter", "glas", "gittings", "gitter", "gisin", "giscombe", "gimlin", "gillitzer", "gillick", "gilliand", "gilb", "gigler", "gidden", "gibeau", "gibble", "gianunzio", "giannattasio", "gertelman", "gerosa", "gerold", "gerland", "gerig", "gerecke", "gerbino", "genz", "genovesi", "genet", "gelrud", "geitgey", "geiszler", "gehrlein", "gawrys", "gavilanes", "gaulden", "garthwaite", "garmoe", "gargis", "gara", "gannett", "galligher", "galler", "galleher", "gallahan", "galford", "gahn", "gacek", "gabert", "fuster", "furuya", "furse", "fujihara", "fuhriman", "frueh", "fromme", "froemming", "friskney", "frietas", "freiler", "freelove", "freber", "frear", "frankl", "frankenfield", "franey", "francke", "foxworthy", "formella", "foringer", "forgue", "fonnesbeck", "fonceca", "folland", "fodera", "fode", "floresca", "fleurent", "fleshner", "flentge", "fleischhacker", "fleeger", "flecher", "flam", "flaim", "fivecoat", "firebaugh", "fioretti", "finucane", "filley", "figuroa", "figuerda", "fiddelke", "feurtado", "fetterly", "fessel", "femia", "feild", "fehling", "fegett", "fedde", "fechter", "fawver", "faulhaber", "fatchett", "fassnacht", "fashaw", "fasel", "farrugia", "farran", "farness", "farhart", "fama", "falwell", "falvo", "falkenstein", "falin", "failor", "faigin", "fagundo", "fague", "fagnan", "fagerstrom", "faden", "eytchison", "eyles", "everage", "evangelist", "estrin", "estorga", "esponda", "espindola", "escher", "esche", "escarsega", "escandon", "erven", "erding", "eplin", "enix", "englade", "engdahl", "enck", "emmette", "embery", "emberson", "eltzroth", "elsayed", "ellerby", "ellens", "elhard", "elfers", "elazegui", "eisermann", "eilertson", "eiben", "ehrhard", "ehresman", "egolf", "egnew", "eggins", "efron", "effland", "edminster", "edgeston", "eckstrom", "eckhard", "eckford", "echoles", "ebsen", "eatherly", "eastlick", "earnheart", "dykhuizen", "dyas", "duttweiler", "dutka", "dusenbury", "dusenbery", "durre", "durnil", "durnell", "durie", "durhan", "durando", "dupriest", "dunsmoor", "dunseith", "dunnum", "dunman", "dunlevy", "duma", "dulude", "dulong", "duignan", "dugar", "dufek", "ducos", "duchaine", "duch", "dubow", "drowne", "dross", "drollinger", "droke", "driggars", "drawhorn", "drach", "drabek", "doyne", "doukas", "dorvil", "dorow", "doroski", "dornak", "dormer", "donnelson", "donivan", "dondero", "dompe", "dolle", "doakes", "diza", "divirgilio", "ditore", "distel", "disimone", "disbro", "dipiero", "dingson", "diluzio", "dillehay", "digiorgio", "diflorio", "dietzler", "dietsch", "dieterle", "dierolf", "dierker", "dicostanzo", "dicesare", "dexheimer", "dewitte", "dewing", "devoti", "devincentis", "devary", "deutschman", "dettloff", "detienne", "destasio", "dest", "despard", "desmet", "deslatte", "desfosses", "derise", "derenzo", "deppner", "depolo", "denoyer", "denoon", "denno", "denne", "deniston", "denike", "denes", "demoya", "demick", "demicco", "demetriou", "demange", "delva", "delorge", "delley", "delisio", "delhoyo", "delgrande", "delgatto", "delcour", "delair", "deinert", "degruy", "degrave", "degeyter", "defino", "deffenbaugh", "deener", "decook", "decant", "deboe", "deblanc", "deatley", "dearmitt", "deale", "deaguiar", "dayan", "daus", "dauberman", "datz", "dase", "dary", "dartt", "darocha", "dari", "danowski", "dancel", "dami", "dallmann", "dalere", "dalba", "dakan", "daise", "dailing", "dahan", "dagnan", "daggs", "dagan", "czarkowski", "czaplinski", "cutten", "curtice", "curenton", "curboy", "cura", "culliton", "culberth", "cucchiara", "cubbison", "csaszar", "crytser", "crotzer", "crossgrove", "crosser", "croshaw", "crocco", "critzer", "creveling", "cressy", "creps", "creese", "cratic", "craigo", "craigen", "craib", "cracchiolo", "crable", "coykendall", "cowick", "coville", "couzens", "coutch", "cousens", "cousain", "counselman", "coult", "cotterell", "cott", "cotham", "corsaut", "corriere", "corredor", "cornet", "corkum", "coreas", "cordoza", "corbet", "corathers", "conwill", "contreas", "consuegra", "constanza", "conolly", "conedy", "comins", "combee", "colosi", "colom", "colmenares", "collymore", "colleran", "colina", "colaw", "colatruglio", "colantro", "colantonio", "cohea", "cogill", "codner", "codding", "cockram", "cocanougher", "cobine", "cluckey", "clucas", "cloward", "cloke", "clisham", "clinebell", "cliffe", "clendenen", "cisowski", "cirelli", "ciraolo", "ciocca", "cintora", "ciesco", "cibrian", "chupka", "chugg", "christmann", "choma", "chiverton", "chirinos", "chinen", "chimenti", "chima", "cheuvront", "chesla", "chesher", "chesebro", "chern", "chehebar", "cheatum", "chastine", "chapnick", "chapelle", "chambley", "cercy", "celius", "celano", "cayea", "cavicchi", "cattell", "catanach", "catacutan", "castelluccio", "castellani", "cassmeyer", "cassetta", "cassada", "caspi", "cashmore", "casebier", "casanas", "carrothers", "carrizal", "carriveau", "carretero", "carradine", "carosella", "carnine", "carloni", "carkhuff", "cardosi", "cardo", "carchidi", "caravello", "caranza", "carandang", "cantrall", "canpos", "canoy", "cannizzaro", "canion", "canida", "canham", "cangemi", "cange", "cancelliere", "canard", "camarda", "calverley", "calogero", "callendar", "calame", "cadrette", "cachero", "caccavale", "cabreros", "cabrero", "cabrara", "cabler", "butzer", "butte", "butrick", "butala", "bustios", "busser", "busic", "bushorn", "busher", "burmaster", "burkland", "burkins", "burkert", "burgueno", "burgraff", "burel", "burck", "burby", "bumford", "bulock", "bujnowski", "buggie", "budine", "bucciero", "bubier", "brzoska", "brydges", "brumlow", "brosseau", "brooksher", "brokke", "broeker", "brittin", "bristle", "briano", "briand", "brettschneide", "bresnan", "brentson", "brenneis", "brender", "brazle", "brassil", "brasington", "branstrom", "branon", "branker", "brandwein", "brandau", "bralley", "brailey", "brague", "brade", "bozzi", "bownds", "bowmer", "bournes", "bour", "bouchey", "botto", "boteler", "borroel", "borra", "boroski", "boothroyd", "boord", "bonga", "bonato", "bonadonna", "bolejack", "boldman", "boiser", "boggio", "bogacki", "boerboom", "boehnlein", "boehle", "bodah", "bobst", "boak", "bluemel", "blockmon", "blitch", "blincoe", "bleier", "blaydes", "blasius", "bittel", "binsfeld", "bindel", "bilotti", "billiott", "bilbrew", "bihm", "biersner", "bielat", "bidrowski", "bickler", "biasi", "bhola", "bhat", "bewick", "betzen", "bettridge", "betti", "betsch", "besley", "beshero", "besa", "bertoli", "berstein", "berrien", "berrie", "berrell", "bermel", "berenguer", "benzer", "bensing", "benedix", "bemo", "belile", "beilman", "behunin", "behrmann", "bedient", "becht", "beaule", "beaudreault", "bealle", "beagley", "bayuk", "bayot", "bayliff", "baugess", "battistoni", "batrum", "basinski", "basgall", "bartolomei", "bartnik", "bartl", "bartko", "bartholomay", "barthlow", "bartgis", "barsness", "barski", "barlette", "barickman", "bargen", "bardon", "barcliff", "barbu", "barakat", "baracani", "baraban", "banos", "banko", "bambach", "balok", "balogun", "bally", "baldini", "balck", "balcer", "balash", "baim", "bailor", "bahm", "bahar", "bagshaw", "baggerly", "badie", "badal", "backues", "babino", "aydelott", "awbrey", "aversano", "avansino", "auyon", "aukamp", "aujla", "augenstein", "astacio", "asplin", "asato", "asano", "aruizu", "artale", "arrick", "arneecher", "armelin", "armbrester", "armacost", "arkell", "argrave", "areizaga", "apolo", "anzures", "anzualda", "antwi", "antillon", "antenor", "annand", "anhalt", "angove", "anglemyer", "anglada", "angiano", "angeloni", "andaya", "ancrum", "anagnos", "ammirati", "amescua", "ambrosius", "amacker", "amacher", "amabile", "alvizo", "alvernaz", "alvara", "altobelli", "altobell", "althauser", "alterman", "altavilla", "alsip", "almeyda", "almeter", "alman", "allscheid", "allaman", "aliotta", "aliberti", "alghamdi", "albiston", "alberding", "alarie", "alano", "ailes", "ahsan", "ahrenstorff", "ahler", "aerni", "ackland", "achor", "acero", "acebo", "abshier", "abruzzo", "abrom", "abood", "abnet", "abend", "abegg", "abbruzzese", "aaberg", "zysk", "zutell", "zumstein", "zummo", "zuhlke", "zuehlsdorff", "zuch", "zucconi", "zortman", "zohn", "zingone", "zingg", "zingale", "zima", "zientek", "zieg", "zervas", "zerger", "zenk", "zeldin", "zeiss", "zeiders", "zediker", "zavodny", "zarazua", "zappone", "zappala", "zapanta", "zaniboni", "zanchi", "zampedri", "zaller", "zakrajsek", "zagar", "zadrozny", "zablocki", "zable", "yust", "yunk", "youngkin", "yosten", "yockers", "yochim", "yerke", "yerena", "yanos", "wysinger", "wyner", "wrisley", "woznicki", "wortz", "worsell", "wooters", "woon", "woolcock", "woodke", "wonnacott", "wolnik", "wittstock", "witting", "witry", "witfield", "witcraft", "wissmann", "wissink", "wisehart", "wiscount", "wironen", "wipf", "winterrowd", "wingett", "windon", "windish", "windisch", "windes", "wiltbank", "willmarth", "wiler", "wieseler", "wiedmaier", "wiederstein", "wiedenheft", "wieberg", "wickware", "wickkiser", "wickell", "whittmore", "whitker", "whitegoat", "whitcraft", "whisonant", "whisby", "whetsell", "whedon", "westry", "westcoat", "wernimont", "wentling", "wendlandt", "wencl", "weisgarber", "weininger", "weikle", "weigold", "weigl", "weichbrodt", "wehrli", "wehe", "weege", "weare", "watland", "wassmann", "warzecha", "warrix", "warrell", "warnack", "waples", "wantland", "wanger", "wandrei", "wanat", "wampole", "waltjen", "walterscheid", "waligora", "walding", "waldie", "walczyk", "wakins", "waitman", "wair", "wainio", "wahpekeche", "wahlman", "wagley", "wagenknecht", "wadle", "waddoups", "wadding", "vuono", "vuillemot", "vugteveen", "vosmus", "vorkink", "vories", "vondra", "voelz", "vlashi", "vitelli", "vitali", "viscarra", "vinet", "vimont", "villega", "villard", "vignola", "viereck", "videtto", "vicoy", "vessell", "vescovi", "verros", "vernier", "vernaglia", "vergin", "verdone", "verdier", "verastequi", "vejar", "vasile", "vasi", "varnadore", "vardaro", "vanzanten", "vansumeren", "vanschuyver", "vanleeuwen", "vanhowe", "vanhoozer", "vaness", "vandewalker", "vandevoorde", "vandeveer", "vanderzwaag", "vanderweide", "vanderhyde", "vandellen", "vanamburg", "vanalst", "vallin", "valk", "valentini", "valcarcel", "valasco", "valadao", "vacher", "urquijo", "unterreiner", "unsicker", "unser", "unrau", "undercoffler", "uffelman", "uemura", "ueda", "tyszko", "tyska", "tymon", "tyce", "tyacke", "twinam", "tutas", "tussing", "turmel", "turkowski", "turkel", "turchetta", "tupick", "tukes", "tufte", "tufo", "tuey", "tuell", "tuckerman", "tsutsumi", "tsuchiya", "trossbach", "trivitt", "trippi", "trippensee", "trimbach", "trillo", "triller", "trible", "tribby", "trevisan", "tresch", "tramonte", "traff", "trad", "tousey", "totaro", "torregrosa", "torralba", "tolly", "tofil", "tofani", "tobiassen", "tiogangco", "tino", "tinnes", "tingstrom", "tingen", "tindol", "tifft", "tiffee", "tiet", "thuesen", "thruston", "throndson", "thornsbury", "thornes", "thiery", "thielman", "thie", "theilen", "thede", "thate", "thane", "thalacker", "thaden", "teuscher", "terracina", "terell", "terada", "tepfer", "tenneson", "temores", "temkin", "telleria", "teaque", "tealer", "teachey", "tavakoli", "tauras", "taucher", "tartaglino", "tarpy", "tannery", "tani", "tams", "tamlin", "tambe", "tallis", "talamante", "takayama", "takaki", "taibl", "taffe", "tadesse", "tade", "tabeling", "tabag", "szoke", "szoc", "szala", "szady", "sysak", "sylver", "syler", "swonger", "swiggett", "swensson", "sweis", "sweers", "sweene", "sweany", "sweaney", "swartwout", "swamy", "swales", "susman", "surman", "sundblad", "summerset", "summerhays", "sumerall", "sule", "sugimoto", "subramanian", "sturch", "stupp", "stunkard", "stumpp", "struiksma", "stropes", "stromyer", "stromquist", "strede", "strazza", "strauf", "storniolo", "storjohann", "stonum", "stonier", "stonecypher", "stoneberger", "stollar", "stokke", "stokan", "stoetzel", "stoeckel", "stockner", "stockinger", "stockert", "stockdill", "stobbe", "stitzel", "stitely", "stirgus", "stigers", "stettner", "stettler", "sterlin", "sterbenz", "stemp", "stelluti", "steinmeyer", "steininger", "steinauer", "steigerwalt", "steider", "stavrou", "staufenberger", "stassi", "stankus", "stanaway", "stammer", "stakem", "staino", "stahlnecker", "stagnitta", "staelens", "staal", "srsen", "sprott", "sprigg", "sprenkle", "sprenkel", "spreitzer", "spraque", "sprandel", "sporn", "spivak", "spira", "spiewak", "spieth", "spiering", "sperow", "speh", "specking", "spease", "spead", "sparger", "spanier", "spall", "sower", "southcott", "sosna", "soran", "sookram", "sonders", "solak", "sohr", "sohl", "sofranko", "soderling", "sochor", "sobon", "smutz", "smudrick", "smithj", "smid", "slosser", "sliker", "slenker", "sleger", "slaby", "skousen", "skilling", "skibinski", "skees", "skane", "skafidas", "sivic", "sivertsen", "sivers", "sitra", "sito", "siracusa", "sinicki", "simpers", "simley", "simbeck", "silberberg", "siever", "siegwarth", "sidman", "siddle", "sibbett", "shumard", "shubrooks", "shough", "shorb", "shoptaw", "sholty", "shoffstall", "shiverdecker", "shininger", "shimasaki", "shifrin", "shiffler", "sheston", "sherr", "shere", "shepeard", "shelquist", "sheler", "shauf", "sharrar", "sharpnack", "shamsiddeen", "shambley", "shallenberger", "shadler", "shaban", "sferra", "seys", "sexauer", "sevey", "severo", "setlak", "seta", "sesko", "sersen", "serratore", "serdula", "senechal", "seldomridge", "seilhamer", "seifer", "seidlitz", "sehnert", "sedam", "sebron", "seber", "sebek", "seavers", "scullark", "scroger", "scovill", "sciascia", "sciarra", "schweers", "schwarze", "schummer", "schultes", "schuchardt", "schuchard", "schrieber", "schrenk", "schreifels", "schowalter", "schoultz", "scholer", "schofill", "schoff", "schnuerer", "schnettler", "schmitke", "schmiege", "schloop", "schlinger", "schlessman", "schlesser", "schlageter", "schiess", "schiefer", "schiavoni", "scherzer", "scherich", "schechtman", "schebel", "scharpman", "schaich", "schaap", "scappaticci", "scadlock", "savocchia", "savini", "savers", "savageau", "sauvage", "sause", "sauerwein", "sary", "sarwary", "sarnicola", "santone", "santoli", "santalucia", "santacruce", "sansoucie", "sankoff", "sanes", "sandri", "sanderman", "sammartano", "salmonson", "salmela", "salmans", "sallaz", "salis", "sakuma", "sakowski", "sajdak", "sahm", "sagredo", "safrit", "sackey", "sabio", "sabino", "rybolt", "ruzzo", "ruthstrom", "ruta", "russin", "russak", "rusko", "ruskin", "rusiecki", "ruscher", "rupar", "rumberger", "rullan", "ruliffson", "ruhlman", "rufenacht", "ruelle", "rudisell", "rudi", "rucci", "rublee", "ruberto", "rubeck", "rowett", "rottinghaus", "roton", "rothgeb", "rothgaber", "rothermich", "rostek", "rossini", "roskelley", "rosing", "rosi", "rosewell", "rosberg", "roon", "ronin", "romesburg", "romelus", "rolley", "rollerson", "rollefson", "rolins", "rolens", "rois", "rohrig", "rohrbacher", "rohland", "rohen", "rogness", "roes", "roering", "roehrick", "roebke", "rodregez", "rodabaugh", "rockingham", "roblee", "robel", "roadcap", "rizzolo", "riviezzo", "rivest", "riveron", "risto", "rissler", "rippentrop", "ripka", "rinn", "ringuette", "ringering", "rindone", "rindels", "rieffer", "riedman", "riede", "riecke", "riebow", "riddlebarger", "rhome", "rhodd", "rhatigan", "rhame", "reyers", "rewitzer", "revalee", "retzer", "rettinger", "reschke", "requa", "reper", "reopell", "renzelman", "renne", "renker", "renk", "renicker", "rendina", "rendel", "remund", "remmele", "remiasz", "remaklus", "remak", "reitsma", "reitmeier", "reiswig", "reishus", "reining", "reim", "reidinger", "reick", "reiche", "regans", "reffett", "reesor", "reekie", "redpath", "redditt", "rechtzigel", "recht", "rearden", "raynoso", "raxter", "ratkowski", "rasulo", "rassmussen", "rassel", "raser", "rappleye", "rappe", "randrup", "randleman", "ramson", "rampey", "radziewicz", "quirarte", "quintyne", "quickel", "quattrini", "quakenbush", "quaile", "pytel", "pushaw", "pusch", "purslow", "punzo", "pullam", "pugmire", "puello", "przekop", "pruss", "pruiett", "provow", "prophete", "procaccini", "pritz", "prillaman", "priess", "pretlow", "prestia", "presha", "prescod", "preast", "praytor", "prashad", "praino", "pozzi", "pottenger", "potash", "porada", "popplewell", "ponzo", "ponter", "pommier", "polland", "polidori", "polasky", "pola", "poisso", "poire", "pofahl", "podolsky", "podell", "plueger", "plowe", "plotz", "plotnik", "ploch", "pliska", "plessner", "plaut", "platzer", "plake", "pizzino", "pirog", "piquette", "pipho", "pioche", "pintos", "pinkert", "pinet", "pilkerton", "pilch", "pilarz", "pignataro", "piermatteo", "picozzi", "pickler", "pickette", "pichler", "philogene", "phare", "phang", "pfrogner", "pfisterer", "pettinelli", "petruzzi", "petrovic", "petretti", "petermeier", "pestone", "pesterfield", "pessin", "pesch", "persky", "perruzza", "perrott", "perritt", "perretti", "perrera", "peroutka", "peroni", "peron", "peret", "perdew", "perazzo", "peppe", "peno", "penberthy", "penagos", "peles", "pelech", "peiper", "peight", "pefferman", "peddie", "peckenpaugh", "pean", "payen", "pavloski", "pavlica", "paullin", "patteson", "passon", "passey", "passalacqua", "pasquini", "paskel", "partch", "parriott", "parrella", "parraz", "parmely", "parizo", "papelian", "papasergi", "pantojz", "panto", "panich", "panchal", "palys", "pallone", "palinski", "pali", "palevic", "pagels", "paciorek", "pacho", "pacella", "paar", "ozbun", "overweg", "overholser", "ovalles", "outcalt", "otterbein", "otta", "ostergren", "osher", "osbon", "orzech", "orwick", "orrico", "oropesa", "ormes", "orillion", "onorati", "onnen", "omary", "olding", "okonski", "okimoto", "ohlrich", "ohayon", "oguin", "ogley", "oftedahl", "offen", "ofallon", "oeltjen", "odam", "ockmond", "ockimey", "obermeyer", "oberdorf", "obanner", "oballe", "oard", "oakden", "nyhan", "nydam", "numan", "noyer", "notte", "nothstein", "notestine", "noser", "nork", "nolde", "nishihara", "nishi", "nikolic", "nihart", "nietupski", "niesen", "niehus", "nidiffer", "nicoulin", "nicolaysen", "nicklow", "nickl", "nickeson", "nichter", "nicholl", "ngyun", "newsham", "newmann", "neveux", "neuzil", "neumayer", "netland", "nessen", "nesheim", "nelli", "nelke", "necochea", "nazari", "navorro", "navarez", "navan", "natter", "natt", "nater", "nasta", "narvaiz", "nardelli", "napp", "nakahara", "nairn", "nagg", "nager", "nagano", "nafziger", "naffziger", "nadelson", "muzzillo", "murri", "murrey", "murgia", "murcia", "muno", "munier", "mulqueen", "mulliniks", "mulkins", "mulik", "muhs", "muffley", "moynahan", "mounger", "mottley", "motil", "moseman", "moseby", "mosakowski", "mortell", "morrisroe", "morrero", "mormino", "morland", "morger", "morgenthaler", "moren", "morelle", "morawski", "morasca", "morang", "morand", "moog", "montney", "montera", "montee", "montane", "montagne", "mons", "monohan", "monnett", "monkhouse", "moncure", "momphard", "molyneaux", "molles", "mollenkopf", "molette", "mohs", "mohmand", "mohlke", "moessner", "moers", "mockus", "moccio", "mlinar", "mizzelle", "mittler", "mitri", "mitchusson", "mitchen", "mistrot", "mistler", "misch", "miriello", "minkin", "mininger", "minerich", "minehart", "minderman", "minden", "minahan", "milonas", "millon", "millholland", "milleson", "millerbernd", "millage", "militante", "milionis", "milhoan", "mildenberger", "milbury", "mikolajczak", "miklos", "mikkola", "migneault", "mifsud", "mietus", "mieszala", "mielnicki", "midy", "michon", "michioka", "micheau", "michaeli", "micali", "methe", "metallo", "messler", "mesch", "merow", "meroney", "mergenthaler", "meres", "menuey", "menousek", "menning", "menn", "menghini", "mendia", "memmer", "melot", "mellenthin", "melland", "meland", "meixner", "meisenheimer", "meineke", "meinders", "mehrens", "mehlig", "meglio", "medsker", "medero", "mederios", "meabon", "mcwright", "mcright", "mcreath", "mcrary", "mcquirter", "mcquerry", "mcquary", "mcphie", "mcnurlen", "mcnelley", "mcnee", "mcnairy", "mcmanamy", "mcmahen", "mckowen", "mckiver", "mckinlay", "mckearin", "mcirvin", "mcintrye", "mchorse", "mchaffie", "mcgroarty", "mcgoff", "mcgivern", "mceniry", "mcelhiney", "mcdiarmid", "mccullars", "mccubbins", "mccrimon", "mccovery", "mccommons", "mcclour", "mccarrick", "mccarey", "mccallen", "mcbrien", "mcarthy", "mayone", "maybin", "maxam", "maurais", "maughn", "matzek", "matts", "matin", "mathre", "mathia", "mateen", "matava", "masso", "massar", "massanet", "masingale", "mascaro", "marthaler", "martes", "marso", "marshman", "marsalis", "marrano", "marolt", "marold", "markins", "margulis", "mardirosian", "marchiano", "marchak", "marandola", "marana", "manues", "mante", "mansukhani", "mansi", "mannan", "maniccia", "mangine", "manery", "mandigo", "mancell", "mamo", "malstrom", "malouf", "malenfant", "maldenado", "malandruccolo", "malak", "malabanan", "makino", "maisonave", "mainord", "maino", "mainard", "maillard", "mahmud", "mahdi", "mahapatra", "mahaley", "mahaffy", "magouirk", "maglaras", "magat", "maga", "maffia", "madrazo", "madrano", "maditz", "mackert", "mackellar", "mackell", "macht", "macchia", "maccarthy", "maahs", "lytal", "luzar", "luzader", "lutjen", "lunger", "lunan", "luma", "lukins", "luhmann", "luers", "ludvigsen", "ludlam", "ludemann", "luchini", "lucente", "lubrano", "lubow", "luber", "lubeck", "lowing", "loven", "loup", "louge", "losco", "lorts", "lormand", "lorenzetti", "longford", "longden", "longbrake", "lokhmatov", "loge", "loeven", "loeser", "locey", "locatelli", "litka", "lista", "lisonbee", "lisenbee", "liscano", "liranzo", "liquori", "liptrot", "lionetti", "linscomb", "linkovich", "linington", "lingefelt", "lindler", "lindig", "lindall", "lincks", "linander", "linan", "limburg", "limbrick", "limbach", "likos", "lighthall", "liford", "lietzke", "liebe", "liddicoat", "lickley", "lichter", "liapis", "lezo", "lewan", "levitz", "levesgue", "leverson", "levander", "leuthauser", "letbetter", "lesuer", "lesmeister", "lesly", "lerer", "leppanen", "lepinski", "lenherr", "lembrick", "lelonek", "leisten", "leiss", "leins", "leingang", "leinberger", "leinbach", "leikam", "leidig", "lehtonen", "lehnert", "lehew", "legier", "lefchik", "lecy", "leconte", "lecher", "lebrecht", "leaper", "lawter", "lawrenz", "lavy", "laur", "lauderbaugh", "lauden", "laudato", "latting", "latsko", "latini", "lassere", "lasseigne", "laspina", "laso", "laslie", "laskowitz", "laske", "lasenby", "lascola", "lariosa", "larcade", "lapete", "laperouse", "lanuza", "lanting", "lantagne", "lansdale", "lanphier", "langmaid", "langella", "lanese", "landrus", "lampros", "lamens", "laizure", "laitinen", "laigle", "lahm", "lagueux", "lagorio", "lagomarsino", "lagasca", "lagana", "lafont", "laflen", "lafavor", "lafarge", "laducer", "ladnier", "ladesma", "lacognata", "lackland", "lacerte", "labuff", "laborin", "labine", "labauve", "kuzio", "kusterer", "kussman", "kusel", "kusch", "kurutz", "kurdyla", "kupka", "kunzler", "kunsman", "kuni", "kuney", "kunc", "kulish", "kuliga", "kulaga", "kuilan", "kuhre", "kuhnke", "kuemmerle", "kueker", "kudla", "kudelka", "kubinski", "kubicki", "kubal", "krzyzanowski", "krupicka", "krumwiede", "krumme", "kropidlowski", "krokos", "kroell", "kritzer", "kribs", "kreitlow", "kreisher", "kraynak", "krass", "kranzler", "kramb", "kozyra", "kozicki", "kovalik", "kovalchik", "kovacevic", "kotula", "kotrba", "koteles", "kosowski", "koskela", "kosiba", "koscinski", "kosch", "korab", "kopple", "kopper", "koppelman", "koppel", "konwinski", "kolosky", "koloski", "kolinsky", "kolinski", "kolbeck", "kolasa", "koepf", "koda", "kochevar", "kochert", "kobs", "knust", "knueppel", "knoy", "knieriem", "knier", "kneller", "knappert", "klitz", "klintworth", "klinkenberg", "klinck", "kleindienst", "kleeb", "klecker", "kjellberg", "kitsmiller", "kisor", "kisiel", "kise", "kirbo", "kinzle", "kingsford", "kingry", "kimpton", "kimel", "killmon", "killick", "kilgallon", "kilcher", "kihn", "kiggins", "kiecker", "kher", "khaleel", "keziah", "kettell", "ketchen", "keshishian", "kersting", "kersch", "kerins", "kercher", "kenefick", "kemph", "kempa", "kelsheimer", "kelln", "kellenberger", "kekahuna", "keisling", "keirnan", "keimig", "kehn", "keal", "kaupp", "kaufhold", "kauffmann", "katzenberg", "katona", "kaszynski", "kaszuba", "kassebaum", "kasa", "kartye", "kartchner", "karstens", "karpinsky", "karmely", "karel", "karasek", "kapral", "kaper", "kanelos", "kanahele", "kampmann", "kampe", "kalp", "kallus", "kallevig", "kallen", "kaliszewski", "kaleohano", "kalchthaler", "kalama", "kalahiki", "kaili", "kahawai", "kagey", "justiss", "jurkowski", "jurgensmeyer", "juilfs", "jopling", "jondahl", "jomes", "joice", "johannessen", "joeckel", "jezewski", "jezek", "jeswald", "jervey", "jeppsen", "jenniges", "jennett", "jemmott", "jeffs", "jaurequi", "janisch", "janick", "jacek", "jacaruso", "iwanicki", "ishihara", "isenberger", "isbister", "iruegas", "inzer", "inyart", "inscore", "innocenti", "inglish", "infantolino", "indovina", "inaba", "imondi", "imdieke", "imbert", "illes", "iarocci", "iannucci", "huver", "hutley", "husser", "husmann", "hupf", "huntsberger", "hunnewell", "hullum", "huit", "huish", "hughson", "huft", "hufstetler", "hueser", "hudnell", "hovden", "housen", "houghtling", "hossack", "hoshaw", "horsford", "horry", "hornbacher", "hoppenstedt", "hopkinson", "honza", "homann", "holzmeister", "holycross", "holverson", "holtzlander", "holroyd", "holmlund", "holderness", "holderfield", "holck", "hojnacki", "hohlfeld", "hohenberger", "hoganson", "hogancamp", "hoffses", "hoerauf", "hoell", "hoefert", "hodum", "hoder", "hockenbury", "hoage", "hisserich", "hislip", "hirons", "hippensteel", "hippen", "hinkston", "hindes", "hinchcliff", "himmel", "hillberry", "hildring", "hiester", "hiefnar", "hibberd", "hibben", "heyliger", "heyl", "heyes", "hevia", "hettrick", "hert", "hersha", "hernandz", "herkel", "herber", "henscheid", "hennesy", "henly", "henegan", "henebry", "hench", "hemsath", "hemm", "hemken", "hemann", "heltzel", "hellriegel", "hejny", "heinl", "heinke", "heidinger", "hegeman", "hefferan", "hedglin", "hebdon", "hearnen", "heape", "heagy", "headings", "headd", "hazelbaker", "havlick", "hauschildt", "haury", "hassenfritz", "hasenbeck", "haseltine", "hartstein", "hartry", "hartnell", "harston", "harpool", "harmen", "hardister", "hardey", "harders", "harbolt", "harbinson", "haraway", "haque", "hansmann", "hanser", "hansch", "hansberry", "hankel", "hanigan", "haneline", "hampe", "hamons", "hammerstone", "hammerle", "hamme", "hammargren", "hamelton", "hamberger", "hamasaki", "halprin", "halman", "hallihan", "haldane", "haifley", "hages", "hagadorn", "hadwin", "habicht", "habermehl", "gyles", "gutzman", "gutekunst", "gustason", "gusewelle", "gurnsey", "gurnee", "gunterman", "gumina", "gulliver", "gulbrandson", "guiterez", "guerino", "guedry", "gucwa", "guardarrama", "guagliano", "guadagno", "grulke", "groote", "groody", "groft", "groeneweg", "grochow", "grippe", "grimstead", "griepentrog", "greenfeld", "greenaway", "grebe", "graziosi", "graw", "gravina", "grassie", "granzow", "grandjean", "granby", "gramacy", "gozalez", "goyer", "gotch", "gosden", "gorny", "gormont", "goodgion", "gonya", "gonnerman", "gompert", "golish", "goligoski", "goldmann", "goike", "goetze", "godeaux", "glaza", "glassel", "glaspy", "glander", "giumarro", "gitelman", "gisondi", "gismondi", "girvan", "girten", "gironda", "giovinco", "ginkel", "gilster", "giesy", "gierman", "giddins", "giardini", "gianino", "ghea", "geurin", "gett", "getson", "gerrero", "germond", "gentsy", "genta", "gennette", "genito", "genis", "gendler", "geltz", "geiss", "gehret", "gegenheimer", "geffert", "geeting", "gebel", "gavette", "gavenda", "gaumond", "gaudioso", "gatzke", "gatza", "gattshall", "gaton", "gatchel", "gasperi", "gaska", "gasiorowski", "garritson", "garrigus", "garnier", "garnick", "gardinier", "gardenas", "garcy", "garate", "gandolfi", "gamm", "gamel", "gambel", "gallmon", "gallemore", "gallati", "gainous", "gainforth", "gahring", "gaffey", "gaebler", "gadzinski", "gadbury", "gabri", "gaba", "fyke", "furtaw", "furnas", "furcron", "funn", "funck", "fulwood", "fulvio", "fullmore", "fukumoto", "fuest", "fuery", "frymire", "frush", "frohlich", "froedge", "frodge", "fritzinger", "fricker", "frericks", "frein", "freid", "freggiaro", "fratto", "franzi", "franciscus", "fralix", "fowble", "fotheringham", "foslien", "foshie", "fortmann", "forsey", "forkner", "foppiano", "fontanetta", "fonohema", "fogler", "fockler", "fluty", "flusche", "flud", "flori", "flenory", "fleharty", "fleeks", "flaxman", "fiumara", "fitzmorris", "finnicum", "finkley", "fineran", "fillhart", "filipi", "fijal", "fieldson", "ficarra", "festerman", "ferryman", "ferner", "fergason", "ferell", "fennern", "femmer", "feldmeier", "feeser", "feenan", "federick", "fedak", "febbo", "feazell", "fazzone", "fauth", "fauset", "faurote", "faulker", "faubion", "fatzinger", "fasick", "fanguy", "fambrough", "falks", "fahl", "faaita", "exler", "ewens", "estrado", "esten", "esteen", "esquivez", "espejo", "esmiol", "esguerra", "esco", "ertz", "erspamer", "ernstes", "erisman", "erhard", "ereaux", "ercanbrack", "erbes", "epple", "entsminger", "entriken", "enslow", "ennett", "engquist", "englebert", "englander", "engesser", "engert", "engeman", "enge", "enerson", "emhoff", "emge", "elting", "ellner", "ellenberg", "ellenbecker", "elio", "elfert", "elawar", "ekstrand", "eison", "eismont", "eisenbrandt", "eiseman", "eischens", "ehrgott", "egley", "egert", "eddlemon", "eckerson", "eckersley", "eckberg", "echeverry", "eberts", "earthman", "earnhart", "eapen", "eachus", "dykas", "dusi", "durning", "durdan", "dunomes", "duncombe", "dume", "dullen", "dullea", "dulay", "duffett", "dubs", "dubard", "drook", "drenth", "drahos", "dragone", "downin", "downham", "dowis", "dowhower", "doward", "dovalina", "dopazo", "donson", "donnan", "dominski", "dollarhide", "dolinar", "dolecki", "dolbee", "doege", "dockus", "dobkin", "dobias", "divoll", "diviney", "ditter", "ditman", "dissinger", "dismang", "dirlam", "dinneen", "dini", "dingwall", "diloreto", "dilmore", "dillaman", "dikeman", "diiorio", "dighton", "diffley", "dieudonne", "dietel", "dieringer", "diercks", "dienhart", "diekrager", "diefendorf", "dicke", "dicamillo", "dibrito", "dibona", "dezeeuw", "dewhurst", "devins", "deviney", "deupree", "detherage", "despino", "desmith", "desjarlais", "deshner", "desha", "desanctis", "derring", "derousse", "derobertis", "deridder", "derego", "derden", "deprospero", "deprofio", "depping", "deperro", "denty", "denoncourt", "dencklau", "demler", "demirchyan", "demichiel", "demesa", "demere", "demaggio", "delung", "deluise", "delmoral", "delmastro", "delmas", "delligatti", "delle", "delasbour", "delarme", "delargy", "delagrange", "delafontaine", "deist", "deiss", "deighan", "dehoff", "degrazia", "degman", "defosses", "deforrest", "deeks", "decoux", "decarolis", "debuhr", "deberg", "debarr", "debari", "dearmon", "deare", "deardurff", "daywalt", "dayer", "davoren", "davignon", "daviau", "dauteuil", "dauterive", "daul", "darnley", "darakjy", "dapice", "dannunzio", "danison", "daniello", "damario", "dalonzo", "dallis", "daleske", "dalenberg", "daiz", "dains", "daines", "dagnese", "dady", "dadey", "czyzewski", "czapor", "czaplewski", "czajka", "cyganiewicz", "cuttino", "cutrona", "cussins", "cusanelli", "cuperus", "cundy", "cumiskey", "cumins", "cuizon", "cuffia", "cuffe", "cuffari", "cuccaro", "cubie", "cryder", "cruson", "crounse", "cromedy", "cring", "creer", "credeur", "crea", "cozort", "cozine", "cowee", "cowdery", "couser", "courtway", "courington", "cotman", "costlow", "costell", "corton", "corsaro", "corrieri", "corrick", "corradini", "coron", "coren", "corbi", "corado", "copus", "coppenger", "cooperwood", "coontz", "coonce", "contrera", "connealy", "conell", "comtois", "compere", "commins", "commings", "comegys", "colyar", "colo", "collister", "collick", "collella", "coler", "colborn", "cohran", "cogbill", "coffen", "cocuzzo", "clynes", "closter", "clipp", "clingingsmith", "clemence", "clayman", "classon", "clas", "clarey", "clague", "ciubal", "citrino", "citarella", "cirone", "cipponeri", "cindrich", "cimo", "ciliberto", "cichowski", "ciccarello", "cicala", "chura", "chubbuck", "chronis", "christlieb", "chizek", "chittester", "chiquito", "chimento", "childree", "chianese", "chevrette", "checo", "chastang", "chargualaf", "chapmon", "chantry", "chahal", "chafetz", "cezar", "ceruantes", "cerrillo", "cerrano", "cerecedes", "cerami", "cegielski", "cavallero", "catinella", "cassata", "caslin", "casano", "casacchia", "caruth", "cartrette", "carten", "carodine", "carnrike", "carnall", "carmicle", "carlan", "carlacci", "caris", "cariaga", "cardine", "cardimino", "cardani", "carbonara", "capua", "capponi", "cappellano", "caporale", "canupp", "cantrel", "cantone", "canterberry", "cannizzo", "cannan", "canelo", "caneer", "candill", "candee", "campbel", "caminero", "camble", "caluya", "callicott", "calk", "caito", "caffie", "caden", "cadavid", "cacy", "cachu", "cachola", "cabreja", "cabiles", "cabada", "caamano", "byran", "byon", "buyck", "bussman", "bussie", "bushner", "burston", "burnison", "burkman", "burkhammer", "bures", "burdeshaw", "bumpass", "bullinger", "bullers", "bulgrin", "bugay", "budak", "buczynski", "buckendorf", "buccieri", "bubrig", "brynteson", "brunz", "brunmeier", "brunkow", "brunetto", "brunelli", "brumwell", "bruggman", "brucki", "brucculeri", "brozovich", "browing", "brotman", "brocker", "broadstreet", "brix", "britson", "brinck", "brimmage", "brierre", "bridenstine", "brezenski", "brezee", "brevik", "brentlinger", "brentley", "breidenbach", "breckel", "brech", "brazzle", "braughton", "brauch", "brattin", "brattain", "branhan", "branford", "braner", "brander", "braly", "braegelmann", "brabec", "boyt", "boyack", "bowren", "bovian", "boughan", "botton", "botner", "bosques", "borzea", "borre", "boron", "bornhorst", "borgstrom", "borella", "bontempo", "bonniwell", "bonnes", "bonillo", "bonano", "bolek", "bohol", "bohaty", "boffa", "boetcher", "boesen", "boepple", "boehler", "boedecker", "boeckx", "bodi", "boal", "bloodsworth", "bloodgood", "blome", "blockett", "blixt", "blanchett", "blackhurst", "blackaby", "bjornberg", "bitzer", "bittenbender", "bitler", "birchall", "binnicker", "binggeli", "billett", "bilberry", "biglow", "bierly", "bielby", "biegel", "berzas", "berte", "bertagnolli", "berreth", "bernhart", "bergum", "berentson", "berdy", "bercegeay", "bentle", "bentivegna", "bentham", "benscoter", "benns", "bennick", "benjamine", "beneze", "benett", "beneke", "bendure", "bendix", "bendick", "benauides", "belman", "bellus", "bellott", "bellefleur", "bellas", "beljan", "belgard", "beith", "beinlich", "beierle", "behme", "beevers", "beermann", "beeching", "bedward", "bedrosian", "bedner", "bedeker", "bechel", "becera", "beaubrun", "beardmore", "bealmear", "bazin", "bazer", "baumhoer", "baumgarner", "bauknecht", "battson", "battiest", "basulto", "baster", "basques", "basista", "basiliere", "bashi", "barzey", "barz", "bartus", "bartucca", "bartek", "barrero", "barreca", "barnoski", "barndt", "barklow", "baribeau", "barette", "bares", "barentine", "bareilles", "barbre", "barberi", "barbagelata", "baraw", "baratto", "baranoski", "baptise", "bankson", "bankey", "bankard", "banik", "baltzley", "ballen", "balkey", "balius", "balderston", "bakula", "bakalar", "baffuto", "baerga", "badoni", "backous", "bachtel", "bachrach", "baccari", "babine", "babilonia", "baar", "azbill", "azad", "aycox", "ayalla", "avolio", "austerberry", "aughtry", "aufderheide", "auch", "attanasio", "athayde", "atcher", "asselta", "aslin", "aslam", "ashwood", "ashraf", "ashbacher", "asbridge", "asakura", "arzaga", "arriaza", "arrez", "arrequin", "arrants", "armiger", "armenteros", "armbrister", "arko", "argumedo", "arguijo", "ardolino", "arcia", "arbizo", "aravjo", "aper", "anzaldo", "antu", "antrikin", "antonetty", "antinoro", "anthon", "antenucci", "anstead", "annese", "ankrum", "andreason", "andrado", "andaverde", "anastos", "anable", "amspoker", "amrine", "amrein", "amorin", "amel", "ambrosini", "alsbrook", "alnutt", "almasi", "allessio", "allateef", "aldous", "alderink", "aldaz", "akmal", "akard", "aiton", "aites", "ainscough", "aikey", "ahrends", "ahlm", "aguada", "agans", "adelmann", "addesso", "adaway", "adamaitis", "ackison", "abud", "abendroth", "abdur", "abdool", "aamodt", "zywiec", "zwiefelhofer", "zwahlen", "zunino", "zuehl", "zmuda", "zmolek", "zizza", "ziska", "zinser", "zinkievich", "zinger", "zingarelli", "ziesmer", "ziegenfuss", "ziebol", "zettlemoyer", "zettel", "zervos", "zenke", "zembower", "zelechowski", "zelasko", "zeise", "zeek", "zeeb", "zarlenga", "zarek", "zaidi", "zahnow", "zahnke", "zaharis", "zacate", "zabrocki", "zaborac", "yurchak", "yuengling", "younie", "youngers", "youell", "yott", "yoshino", "yorks", "yordy", "yochem", "yerico", "yerdon", "yeiser", "yearous", "yearick", "yeaney", "ybarro", "yasutake", "yasin", "yanke", "yanish", "yanik", "yamazaki", "yamat", "yaggi", "ximenez", "wyzard", "wynder", "wyly", "wykle", "wutzke", "wuori", "wuertz", "wuebker", "wrightsel", "worobel", "worlie", "worford", "worek", "woolson", "woodrome", "woodly", "woodling", "wontor", "wondra", "woltemath", "wollmer", "wolinski", "wolfert", "wojtanik", "wojtak", "wohlfarth", "woeste", "wobbleton", "witz", "wittmeyer", "witchey", "wisotzkey", "wisnewski", "wisman", "wirch", "wippert", "wineberg", "wimpee", "wilusz", "wiltsey", "willig", "williar", "willers", "willadsen", "wildhaber", "wilday", "wigham", "wiewel", "wieting", "wietbrock", "wiesel", "wiesehan", "wiersema", "wiegert", "widney", "widmark", "wickson", "wickings", "wichern", "whtie", "whittie", "whitlinger", "whitfill", "whitebread", "whispell", "whetten", "wheeley", "wheeles", "wheelen", "whatcott", "weyland", "weter", "westrup", "westphalen", "westly", "westland", "wessler", "wesolick", "wesler", "wesche", "werry", "wero", "wernecke", "werkhoven", "wellspeak", "wellings", "welford", "welander", "weissgerber", "weisheit", "weins", "weill", "weigner", "wehrmann", "wehrley", "wehmeier", "wege", "weers", "weavers", "watring", "wassum", "wassman", "wassil", "washabaugh", "wascher", "warth", "warbington", "wanca", "wammack", "wamboldt", "walterman", "walkington", "walkenhorst", "walinski", "wakley", "wagg", "wadell", "vuckovich", "voogd", "voller", "vokes", "vogle", "vogelsberg", "vodicka", "vissering", "vipond", "vincik", "villalona", "vickerman", "vettel", "veteto", "vesperman", "vesco", "vertucci", "versaw", "verba", "ventris", "venecia", "vendela", "venanzi", "veldhuizen", "vehrs", "vaughen", "vasilopoulos", "vascocu", "varvel", "varno", "varlas", "varland", "vario", "vareschi", "vanwyhe", "vanweelden", "vansciver", "vannaman", "vanluven", "vanloo", "vanlaningham", "vankomen", "vanhout", "vanhampler", "vangorp", "vangorden", "vanella", "vandresar", "vandis", "vandeyacht", "vandewerker", "vandevsen", "vanderwall", "vandercook", "vanderberg", "vanbergen", "valko", "valesquez", "valeriano", "valen", "vachula", "vacha", "uzee", "uselman", "urizar", "urion", "urben", "upthegrove", "unzicker", "unsell", "unick", "umscheid", "umin", "umanzor", "ullo", "ulicki", "uhlir", "uddin", "tytler", "tymeson", "tyger", "twisdale", "twedell", "tweddle", "turrey", "tures", "turell", "tupa", "tuitt", "tuberville", "tryner", "trumpower", "trumbore", "troglen", "troff", "troesch", "trivisonno", "tritto", "tritten", "tritle", "trippany", "tringali", "tretheway", "treon", "trejos", "tregoning", "treffert", "traycheff", "travali", "trauth", "trauernicht", "transou", "trane", "trana", "toves", "tosta", "torp", "tornquist", "tornes", "torchio", "toor", "tooks", "tonks", "tomblinson", "tomala", "tollinchi", "tolles", "tokich", "tofte", "todman", "titze", "timpone", "tillema", "tienken", "tiblier", "thyberg", "thursby", "thurrell", "thurm", "thruman", "thorsted", "thorley", "thomer", "thoen", "thissen", "theimer", "thayn", "thanpaeng", "thammavongsa", "thalman", "texiera", "texidor", "teverbaugh", "teska", "ternullo", "teplica", "tepe", "teno", "tenholder", "tenbusch", "tenbrink", "temby", "tejedor", "teitsworth", "teichmann", "tehan", "tegtmeyer", "tees", "teem", "tays", "taubert", "tauares", "taschler", "tartamella", "tarquinio", "tarbutton", "tappendorf", "tapija", "tansil", "tannahill", "tamondong", "talahytewa", "takashima", "taecker", "tabora", "tabin", "tabbert", "szymkowski", "szymanowski", "syversen", "syrett", "synnott", "sydnes", "swimm", "sweney", "swearegene", "swartzel", "swanstrom", "svedin", "suryan", "supplice", "supnet", "suoboda", "sundby", "sumaya", "sumabat", "sulzen", "sukovaty", "sukhu", "sugerman", "sugalski", "sudweeks", "sudbeck", "sucharski", "stutheit", "stumfoll", "stuffle", "struyk", "strutz", "strumpf", "strowbridge", "strothman", "strojny", "strohschein", "stroffolino", "stribble", "strevel", "strenke", "stremming", "strehle", "stranak", "stram", "stracke", "stoudamire", "storks", "stopp", "stonebreaker", "stolt", "stoica", "stofer", "stockham", "stockfisch", "stjuste", "stiteler", "stiman", "stillions", "stillabower", "stierle", "sterlace", "sterk", "stepps", "stenquist", "stenner", "stellman", "steines", "steinbaugh", "steinbacher", "steiling", "steidel", "steffee", "stavinoha", "staver", "stastny", "stasiuk", "starrick", "starliper", "starlin", "staniford", "staner", "standre", "standefer", "standafer", "stanczyk", "stallsmith", "stagliano", "staehle", "staebler", "stady", "stadtmiller", "squyres", "spurbeck", "sprunk", "spranger", "spoonamore", "spoden", "spilde", "spezio", "speros", "sperandio", "specchio", "spearin", "spayer", "spallina", "spadafino", "sovie", "sotello", "sortor", "sortino", "soros", "sorola", "sorbello", "sonner", "sonday", "somes", "soloway", "soens", "soellner", "soderblom", "sobin", "sniezek", "sneary", "smyly", "smutnick", "smoots", "smoldt", "smitz", "smitreski", "smallen", "smades", "slunaker", "sluka", "slown", "slovick", "slocomb", "slinger", "slife", "sleeter", "slanker", "skufca", "skubis", "skrocki", "skov", "skjei", "skilton", "skarke", "skalka", "skalak", "skaff", "sixkiller", "sitze", "siter", "sisko", "sirman", "sirls", "sinotte", "sinon", "sincock", "sincebaugh", "simmoms", "similien", "silvius", "silton", "silloway", "sikkema", "sieracki", "sienko", "siemon", "siemer", "siefker", "sieberg", "siebens", "siebe", "sicurella", "sicola", "sickle", "shumock", "shumiloff", "shuffstall", "shuemaker", "shuart", "shroff", "shreeve", "shostak", "shortes", "shorr", "shivley", "shintaku", "shindo", "shimomura", "shiigi", "sherow", "sherburn", "shepps", "shenefield", "shelvin", "shelstad", "shelp", "sheild", "sheaman", "shaulis", "sharrer", "sharps", "sharpes", "shappy", "shapero", "shanor", "shandy", "seyller", "severn", "sessom", "sesley", "servidio", "serrin", "sero", "septon", "septer", "sennott", "sengstock", "senff", "senese", "semprini", "semone", "sembrat", "selva", "sella", "selbig", "seiner", "seif", "seidt", "sehrt", "seemann", "seelbinder", "sedlay", "sebert", "seaholm", "seacord", "seaburg", "scungio", "scroggie", "scritchfield", "scrimpsher", "scrabeck", "scorca", "scobey", "scivally", "schwulst", "schwinn", "schwieson", "schwery", "schweppe", "schwartzenbur", "schurz", "schumm", "schulenburg", "schuff", "schuerholz", "schryer", "schrager", "schorsch", "schonhardt", "schoenfelder", "schoeck", "schoeb", "schnitzler", "schnick", "schnautz", "schmig", "schmelter", "schmeichel", "schluneger", "schlosberg", "schlobohm", "schlenz", "schlembach", "schleisman", "schleining", "schleiff", "schleider", "schink", "schilz", "schiffler", "schiavi", "scheuer", "schemonia", "scheman", "schelb", "schaul", "schaufelberge", "scharer", "schardt", "scharbach", "schabacker", "scee", "scavone", "scarth", "scarfone", "scalese", "sayne", "sayed", "savitz", "satterlund", "sattazahn", "satow", "sastre", "sarr", "sarjeant", "sarff", "sardella", "santoya", "santoni", "santai", "sankowski", "sanft", "sandow", "sandoe", "sandhaus", "sandefer", "sampey", "samperi", "sammarco", "samia", "samek", "samay", "samaan", "salvadore", "saltness", "salsgiver", "saller", "salaz", "salano", "sakal", "saka", "saintlouis", "saile", "sahota", "saggese", "sagastume", "sadri", "sadak", "sachez", "saalfrank", "saal", "saadeh", "rynn", "ryley", "ryle", "rygg", "rybarczyk", "ruzich", "ruyter", "ruvo", "rupel", "ruopp", "rundlett", "runde", "rundall", "runck", "rukavina", "ruggiano", "rufi", "ruef", "rubright", "rubbo", "rowbottom", "rotner", "rotman", "rothweiler", "rothlisberger", "rosseau", "rossean", "rossa", "roso", "rosiek", "roshia", "rosenkrans", "rosener", "rosencrantz", "rosencrans", "rosello", "roques", "rookstool", "rondo", "romasanta", "romack", "rokus", "rohweder", "roethler", "roediger", "rodwell", "rodrigus", "rodenbeck", "rodefer", "rodarmel", "rockman", "rockholt", "rochow", "roches", "roblin", "roblez", "roble", "robers", "roat", "rizza", "rizvi", "rizk", "rixie", "riveiro", "rius", "ritschard", "ritrovato", "risi", "rishe", "rippon", "rinks", "ringley", "ringgenberg", "ringeisen", "rimando", "rilley", "rijos", "rieks", "rieken", "riechman", "riddley", "ricord", "rickabaugh", "richmeier", "richesin", "reyolds", "rexach", "requena", "reppucci", "reposa", "renzulli", "renter", "remondini", "reither", "reisig", "reifsnider", "reifer", "reibsome", "reibert", "rehor", "rehmann", "reedus", "redshaw", "reczek", "recupero", "recor", "reckard", "recher", "realbuto", "razer", "rayman", "raycraft", "rayas", "rawle", "raviscioni", "ravetto", "ravenelle", "rauth", "raup", "rattliff", "rattley", "rathfon", "rataj", "rasnic", "rappleyea", "rapaport", "ransford", "rann", "rampersad", "ramis", "ramcharan", "rainha", "rainforth", "ragans", "ragains", "rafidi", "raffety", "raducha", "radsky", "radler", "radatz", "raczkowski", "rabenold", "quraishi", "quinerly", "quercia", "quarnstrom", "pusser", "puppo", "pullan", "pulis", "pugel", "puca", "pruna", "prowant", "provines", "pronk", "prinkleton", "prindall", "primas", "priesmeyer", "pridgett", "prevento", "preti", "presser", "presnall", "preseren", "presas", "presa", "prchal", "prattis", "pratillo", "praska", "prak", "powis", "powderly", "postlewait", "postle", "posch", "porteus", "porraz", "popwell", "popoff", "poplaski", "poniatoski", "pollina", "polle", "polhill", "poletti", "polaski", "pokorney", "pointdexter", "poinsette", "ploszaj", "plitt", "pletz", "pletsch", "plemel", "pleitez", "playford", "plaxco", "platek", "plambeck", "plagens", "placido", "pisarski", "pinuelas", "pinnette", "pinick", "pinell", "pinciaro", "pinal", "pilz", "piltz", "pillion", "pilkinton", "pikul", "piepenburg", "piening", "piehler", "piedrahita", "piechocki", "picknell", "pickelsimer", "pich", "picariello", "phoeuk", "phillipson", "philbert", "pherigo", "phelka", "peverini", "petrash", "petramale", "petraglia", "pery", "personius", "perrington", "perrill", "perpall", "perot", "perman", "peragine", "pentland", "pennycuff", "penninger", "pennachio", "pendexter", "penalver", "pelzel", "pelter", "pelow", "pelo", "peli", "peinado", "pedley", "pecue", "pecore", "pechar", "peairs", "paynes", "payano", "pawelk", "pavlock", "pavlich", "pavich", "pavek", "pautler", "paulik", "patmore", "patella", "patee", "patalano", "passini", "passeri", "paskell", "parrigan", "parmar", "parayno", "paparelli", "pantuso", "pante", "panico", "panduro", "panagos", "pama", "palmo", "pallotta", "paling", "palamino", "pake", "pajtas", "pailthorpe", "pahler", "pagon", "paglinawan", "pagley", "paget", "paetz", "paet", "padley", "pacleb", "pachelo", "paccione", "pabey", "ozley", "ozimek", "ozawa", "owney", "outram", "ouillette", "oudekerk", "ostrosky", "ostermiller", "ostermann", "osterloh", "osterfeld", "ossenfort", "osoria", "oshell", "orsino", "orscheln", "orrison", "ororke", "orellano", "orejuela", "ordoyne", "opsahl", "opland", "onofre", "onaga", "omahony", "olszowka", "olshan", "ollig", "oliff", "olien", "olexy", "oldridge", "oldfather", "olalde", "okun", "okumoto", "oktavec", "okin", "ohme", "ohlemacher", "ohanesian", "odneal", "odgers", "oderkirk", "odden", "ocain", "obradovich", "oakey", "nussey", "nunziato", "nunoz", "nunnenkamp", "nuncio", "noviello", "novacek", "nothstine", "northum", "norsen", "norlander", "norkus", "norgaard", "norena", "nored", "nobrega", "niziolek", "ninnemann", "nievas", "nieratko", "nieng", "niedermeyer", "niedermaier", "nicolls", "newham", "newcome", "newberger", "nevills", "nevens", "nevel", "neumiller", "netti", "nessler", "neria", "nemet", "nelon", "nellon", "neller", "neisen", "neilly", "neifer", "neid", "neering", "neehouse", "neef", "needler", "nebergall", "nealis", "naumoff", "naufzinger", "narum", "narro", "narramore", "naraine", "napps", "nansteel", "namisnak", "namanny", "nallie", "nakhle", "naito", "naccari", "nabb", "myracle", "myhand", "mwakitwile", "muzzy", "muscolino", "musco", "muscente", "muscat", "muscara", "musacchia", "musa", "murrish", "murfin", "muray", "munnelly", "munley", "munivez", "mundine", "mundahl", "munari", "mullennex", "mullendore", "mulkhey", "mulinix", "mulders", "muhl", "muenchow", "muellner", "mudget", "mudger", "muckenfuss", "muchler", "mozena", "movius", "mouldin", "motola", "mosseri", "mossa", "moselle", "mory", "morsell", "morrish", "morles", "morie", "morguson", "moresco", "morck", "moppin", "moosman", "montuori", "montono", "montogomery", "montis", "monterio", "monter", "monsalve", "mongomery", "mongar", "mondello", "moncivais", "monard", "monagan", "molt", "mollenhauer", "moldrem", "moldonado", "molano", "mokler", "moisant", "moilanen", "mohrman", "mohamad", "moger", "mogel", "modine", "modin", "modic", "modha", "mlynek", "miya", "mittiga", "mittan", "mitcheltree", "misfeldt", "misener", "mirchandani", "miralles", "miotke", "miosky", "mintey", "mins", "minassian", "minar", "mimis", "milon", "milloy", "millison", "milito", "milfort", "milbradt", "mikulich", "mikos", "miklas", "mihelcic", "migliorisi", "migliori", "miesch", "midura", "miclette", "michela", "micale", "mezey", "mews", "mewes", "mettert", "mesker", "mesich", "mesecher", "merthie", "mersman", "mersereau", "merrithew", "merriott", "merring", "merenda", "merchen", "mercardo", "merati", "mentzel", "mentis", "mentel", "menotti", "meno", "mengle", "mendolia", "mellick", "mellett", "melichar", "melhorn", "melendres", "melchiorre", "meitzler", "mehtani", "mehrtens", "meditz", "medeiras", "meckes", "mcteer", "mctee", "mcparland", "mcniell", "mcnealey", "mcmanaway", "mcleon", "mclay", "mclavrin", "mcklveen", "mckinzey", "mcken", "mckeand", "mckale", "mcilwraith", "mcilroy", "mcgreal", "mcgougan", "mcgettigan", "mcgarey", "mcfeeters", "mcelhany", "mcdaris", "mccomis", "mccomber", "mccolm", "mccollins", "mccollin", "mccollam", "mccoach", "mcclory", "mcclennon", "mccathern", "mccarthey", "mccarson", "mccarrel", "mccargar", "mccandles", "mccamish", "mccally", "mccage", "mcbrearty", "mcaneny", "mcanallen", "mcalarney", "mcaferty", "mazzo", "mazy", "mazurowski", "mazique", "mayoras", "mayden", "maxberry", "mauller", "matusiak", "mattsen", "matthey", "matkins", "mathiasen", "mathe", "mateus", "matalka", "masullo", "massay", "mashak", "mascroft", "martinex", "martenson", "marsiglia", "marsella", "maroudas", "marotte", "marner", "markes", "maret", "mareno", "marean", "marcinkiewicz", "marchel", "marasigan", "manzueta", "manzanilla", "manternach", "manring", "manquero", "manoni", "manne", "mankowski", "manjarres", "mangen", "mangat", "mandonado", "mandia", "mancias", "manbeck", "mamros", "maltez", "mallia", "mallar", "malla", "malen", "malaspina", "malahan", "malagisi", "malachowski", "makowsky", "makinen", "makepeace", "majkowski", "majid", "majercin", "maisey", "mainguy", "mailliard", "maignan", "mahlman", "maha", "magsamen", "magpusao", "magnano", "magley", "magedanz", "magarelli", "magaddino", "maenner", "madnick", "maddrey", "madaffari", "macnaughton", "macmullen", "macksey", "macknight", "macki", "macisaac", "maciejczyk", "maciag", "machenry", "machamer", "macguire", "macdaniel", "maccormack", "maccabe", "mabbott", "mabb", "lynott", "lycan", "lutwin", "luscombe", "lusco", "lusardi", "luria", "lunetta", "lundsford", "lumas", "luisi", "luevanos", "lueckenhoff", "ludgate", "ludd", "lucherini", "lubbs", "lozado", "lourens", "lounsberry", "loughrey", "loughary", "lotton", "losser", "loshbaugh", "loseke", "loscalzo", "lortz", "loperena", "loots", "loosle", "looman", "longstaff", "longobardi", "longbottom", "lomay", "lomasney", "lohrmann", "lohmiller", "logalbo", "loetz", "loeffel", "lodwick", "lodrigue", "lockrem", "llera", "llarena", "littrel", "littmann", "lisser", "lippa", "lipner", "linnemann", "lingg", "lindemuth", "lindeen", "lillig", "likins", "lieurance", "liesmann", "liesman", "liendo", "lickert", "lichliter", "leyvas", "leyrer", "lewy", "leubner", "lesslie", "lesnick", "lesmerises", "lerno", "lequire", "lepera", "lepard", "lenske", "leneau", "lempka", "lemmen", "lemm", "lemere", "leinhart", "leichner", "leicher", "leibman", "lehmberg", "leggins", "lebeda", "leavengood", "leanard", "lazaroff", "laventure", "lavant", "lauster", "laumea", "latigo", "lasota", "lashure", "lasecki", "lascurain", "lartigue", "larouche", "lappe", "laplaunt", "laplace", "lanum", "lansdell", "lanpher", "lanoie", "lankard", "laniado", "langowski", "langhorn", "langfield", "langfeldt", "landt", "landerman", "landavazo", "lampo", "lampke", "lamper", "lamery", "lambey", "lamadrid", "lallemand", "laisure", "laigo", "laguer", "lagerman", "lageman", "lagares", "lacosse", "lachappelle", "laborn", "labonne", "kuzia", "kutt", "kutil", "kurylo", "kurowski", "kuriger", "kupcho", "kulzer", "kulesa", "kules", "kuhs", "kuhne", "krutz", "krus", "krupka", "kronberg", "kromka", "kroese", "krizek", "krivanek", "kringel", "kreiss", "kratofil", "krapp", "krakowsky", "kracke", "kozlow", "kowald", "kover", "kovaleski", "kothakota", "kosten", "koskinen", "kositzke", "korff", "korbar", "kopplin", "koplin", "koos", "konyn", "konczak", "komp", "komo", "kolber", "kolash", "kolakowski", "kohm", "kogen", "koestner", "koegler", "kodama", "kocik", "kochheiser", "kobler", "kobara", "knezevich", "kneifl", "knapchuck", "knabb", "klugman", "klosner", "klingel", "klimesh", "klice", "kley", "kleppe", "klemke", "kleinmann", "kleinhans", "kleinberg", "kleffner", "kleckley", "klase", "kisto", "kissick", "kisselburg", "kirschman", "kirks", "kirkner", "kirkey", "kirchman", "kinville", "kinnunen", "kimmey", "kimmerle", "kimbley", "kilty", "kilts", "killmeyer", "killilea", "killay", "kiest", "kierce", "kiepert", "kielman", "khalid", "kewal", "keszler", "kesson", "kesich", "kerwood", "kerksiek", "kerkhoff", "kerbo", "keranen", "keomuangtai", "kenter", "kennelley", "keniry", "kendzierski", "kempner", "kemmis", "kemerling", "kelsay", "kelchner", "kela", "keithly", "keipe", "kegg", "keer", "keahey", "kaywood", "kayes", "kawahara", "kasuboski", "kastendieck", "kassin", "kasprzyk", "karraker", "karnofski", "karman", "karger", "karge", "karella", "karbowski", "kapphahn", "kannel", "kamrath", "kaminer", "kamansky", "kalua", "kaltz", "kalpakoff", "kalkbrenner", "kaku", "kaib", "kaehler", "kackley", "kaber", "justo", "juris", "jurich", "jurgenson", "jurez", "junor", "juniel", "juncker", "jugo", "jubert", "jowell", "jovanovic", "joosten", "joncas", "joma", "johnso", 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"harmison", "harkema", "harison", "hariri", "harcus", "harcum", "harcharik", "hanzel", "hanvey", "hantz", "hansche", "hansberger", "hannig", "hanken", "hanhardt", "hanf", "hanauer", "hamberlin", "halward", "halsall", "hals", "hallquist", "hallmon", "halk", "halbach", "halat", "hajdas", "hainsworth", "haik", "hahm", "hagger", "haggar", "hader", "hadel", "haddick", "hackmann", "haasch", "haaf", "guzzetta", "guzy", "gutterman", "gutmann", "gutkowski", "gustine", "gursky", "gurner", "gunsolley", "gumpert", "gulla", "guilmain", "guiliani", "guier", "guers", "guerero", "guerena", "guebara", "guadiana", "grunder", "grothoff", "grosland", "grosh", "groos", "grohs", "grohmann", "groepper", "grodi", "grizzaffi", "grissinger", "grippi", "grinde", "griffee", "grether", "greninger", "greigo", "gregorski", "greger", "grega", "greenberger", "graza", "grattan", "grasse", "grano", "gramby", "gradilla", "govin", "goutremout", "goulas", "gotay", "gosling", "gorey", "gordner", "goossen", "goodwater", "gonzaga", "gonyo", "gonska", "gongalves", "gomillion", "gombos", "golonka", "gollman", "goldtrap", "goldammer", "golas", "golab", "gola", "gogan", "goffman", "goeppinger", "godkin", "godette", "glore", "glomb", "glauner", "glassey", "glasner", "gividen", "giuffrida", "gishal", "giovanelli", "ginoza", "ginns", "gindlesperger", "gindhart", "gillem", "gilger", "giggey", "giebner", "gibbson", "giacomo", "giacolone", "giaccone", "giacchino", "ghere", "gherardini", "gherardi", "gfeller", "getts", "gerwitz", "gervin", "gerstle", "gerfin", "geremia", "gercak", "gener", "gencarelli", "gehron", "gehrmann", "geffers", "geery", "geater", "gawlik", "gaudino", "garsia", "garrahan", "garrabrant", "garofolo", "garigliano", "garfinkle", "garelick", "gardocki", "garafola", "gappa", "gantner", "ganther", "gangelhoff", "gamarra", "galstad", "gally", "gallik", "gallier", "galimba", "gali", "galassi", "gaige", "gadsby", "gabbin", "gabak", "fyall", "furney", "funez", "fulwider", "fulson", "fukunaga", 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"feijoo", "feiertag", "fehrman", "fehl", "feezell", "feeback", "fedigan", "fedder", "fechner", "feary", "fayson", "faylor", "fauteux", "faustini", "faure", "fauci", "fauber", "fattig", "farruggio", "farrens", "faraci", "fantini", "fantin", "fanno", "fannings", "faniel", "fallaw", "falker", "falkenhagen", "fajen", "fahrner", "fabel", "fabacher", "eytcheson", "eyster", "exford", "exel", "evetts", "evenstad", "evanko", "euresti", "euber", "etcitty", "estler", "essner", "essinger", "esplain", "espenshade", "espaillat", "escribano", "escorcia", "errington", "errett", "errera", "erlanger", "erenrich", "erekson", "erber", "entinger", "ensworth", "ensell", "enno", "ennen", "englin", "engblom", "engberson", "encinias", "enama", "emel", "elzie", "elsbree", "elman", "ellebracht", "elkan", "elfstrom", "elerson", "eleazer", "eleam", "eldrige", "elcock", "einspahr", "eike", "eidschun", "eickman", "eichele", "eiche", "ehlke", "eguchi", "eggink", "edouard", "edgehill", "eckes", "eblin", "ebberts", "eavenson", "earvin", "eardley", "eagon", "eader", "dzubak", "dylla", "dyckman", "dwire", "dutrow", "dutile", "dusza", "dustman", "dusing", "duryee", "durupan", "durtschi", "durtsche", "durell", "dunny", "dunnegan", "dunken", "dumm", "dulak", "duker", "dukelow", "dufort", "dufilho", "duffee", "duett", "dueck", "dudzinski", "dudasik", "duckwall", "duchemin", "dubrow", "dubis", "dubicki", "duba", "drust", "druckman", "drinnen", "drewett", "drewel", "dreitzler", "dreckman", "drappo", "draffen", "drabant", "doyen", "dowding", "doub", "dorson", "dorschner", "dorrington", "dorney", "dormaier", "dorff", "dorcy", "donges", "donelly", "donel", "domangue", "dols", "dollahite", "dolese", "doldo", "doiley", "dohrman", "dohn", "doheny", "doceti", "dobry", "dobrinski", "dobey", "divincenzo", "dischinger", "dirusso", "dirocco", "dipiano", "diop", "dinitto", "dinehart", "dimsdale", "diminich", "dimalanta", "dillavou", "dilello", "difusco", "diffey", "diffenderfer", "diffee", "difelice", "difabio", "dietzman", "dieteman", "diepenbrock", "dieckmann", "dicampli", "dibari", "diazdeleon", "diallo", "dewitz", "dewiel", "devoll", "devol", "devincent", "devier", "devendorf", "devalk", "detten", "detraglia", "dethomas", "detemple", "desler", "desharnais", "desanty", "derocco", "dermer", "derks", "derito", "derhammer", "deraney", "dequattro", "depass", "depadua", "denyes", "denyer", "dentino", "denlinger", "deneal", "demory", "demopoulos", "demontigny", "demonte", "demeza", "delsol", "delrosso", "delpit", "delpapa", "delouise", "delone", "delo", "delmundo", "delmore", "dellapaolera", "delfin", "delfierro", "deleonardis", "delenick", "delcarlo", "delcampo", "delcamp", "delawyer", "delaroca", "delaluz", "delahunt", "delaguardia", "dekeyser", "dekay", "dejaeger", "dejackome", "dehay", "dehass", "degraffenried", "degenhart", "degan", "deever", "deedrick", "deckelbaum", "dechico", "dececco", "decasas", "debrock", "debona", "debeaumont", "debarros", "debaca", "dearmore", "deangelus", "dealmeida", "dawood", "davney", "daudt", "datri", "dasgupta", "darring", "darracott", "darcus", "daoud", "dansbury", "dannels", "danielski", "danehy", "dancey", "damour", "dambra", "dalcour", "dahlheimer", "dadisman", "dacunto", "dacamara", "dabe", "cyrulik", "cyphert", "cwik", "cussen", "curles", "curit", "curby", "curbo", "cunas", "cunard", "cunanan", "cumpton", "culcasi", "cucinotta", "cucco", "csubak", "cruthird", "crumwell", "crummitt", "crumedy", "crouthamel", "cronce", "cromack", "crisafi", "crimin", "cresto", "crescenzo", "cremonese", "creedon", "crankshaw", "cozzens", "coval", "courtwright", "courcelle", "coupland", "counihan", "coullard", "cotrell", "cosgrave", "cornelio", "corish", "cordoua", "corbit", "coppersmith", "coonfield", "conville", "contrell", "contento", "conser", "conrod", "connole", "congrove", "conery", "condray", "colver", "coltman", "colflesh", "colcord", "colavito", "colar", "coile", "coggan", "coenen", "codling", "coda", "cockroft", "cockrel", "cockerill", "cocca", "coberley", "clouden", "clos", "clish", "clinkscale", "clester", "clammer", "cittadino", "citrano", "ciresi", "cillis", "ciccarelli", "ciborowski", "ciarlo", "ciardullo", "chritton", "chopp", "chirco", "chilcoat", "chevarie", "cheslak", "chernak", "chay", "chatterjee", "chatten", "chatagnier", "chastin", "chappuis", "channey", "champlain", "chalupsky", "chalfin", "chaffer", "chadek", "chadderton", "cestone", "cestero", "cestari", "cerros", "cermeno", "centola", "cedrone", "cayouette", "cavan", "cavaliero", "casuse", "castricone", "castoreno", "casten", "castanada", "castagnola", "casstevens", "cassanova", "caspari", "casher", "cashatt", "casco", "casassa", "casad", "carville", "cartland", "cartegena", "carsey", "carsen", "carrino", "carrilo", "carpinteyro", "carmley", "carlston", "carlsson", "cariddi", "caricofe", "carel", "cardy", "carducci", "carby", "carangelo", "capriotti", "capria", "caprario", "capelo", "canul", "cantua", "cantlow", "canny", "cangialosi", "canepa", 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"bires", "birdtail", "birdine", "bina", "billock", "billinger", "billig", "billet", "bigwood", "bigalk", "bielicki", "biddick", "biccum", "biafore", "bhagat", "beza", "beyah", "bevier", "bevell", "beute", "betzer", "betthauser", "bethay", "bethard", "beshaw", "bertholf", "bertels", "berridge", "bernot", "bernath", "bernabei", "berkson", "berkovitz", "berkich", "bergsten", "berget", "berezny", "berdin", "beougher", "benthin", "benhaim", "benenati", "benejan", "bemiss", "beloate", "bellucci", "bellotti", "belling", "bellido", "bellaire", "bellafiore", "bekins", "bekele", "beish", "behnken", "beerly", "beddo", "becket", "becke", "bebeau", "beauchaine", "beaucage", "beadling", "beacher", "bazar", "baysmore"];
-
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"contours", "contented", "contenders", "contemplated", "contact's", "constrictor", "congressman's", "congestion", "confrontations", "confound", "conform", "confit", "confiscating", "conferred", "condoned", "conditioners", "concussions", "concentric", "conceding", "coms", "comprised", "comprise", "comprendo", "composers", "commuted", "commercially", "commentator", "commentaries", "commemorating", "commander's", "comers", "comedic", "combustible", "combusted", "columbo", "columbia's", "colourful", "colonials", "collingswood", "coliseum", "coldness", "cojones", "coitus", "cohesive", "cohesion", "cohen's", "coffey's", "codicil", "cochran's", "coasting", "clydesdale", "cluttering", "clunker", "clunk", "clumsiness", "clumps", "clotted", "clothesline", "clinches", "clincher", "cleverness", "clench", "clein", "cleave", "cleanses", "claymores", "clarisse", "clarissa's", "clammed", "civilisation", "ciudad", "circumvent", "circulated", "circuit's", "cinnamon's", "cind", "church's", "chugging", "chronically", "christsakes", "chris's", "choque", "chompers", "choco", "chiseling", "chirpy", "chirp", "chinks", "chingachgook", "chigger", "chicklet", "chickenpox", "chickadee", "chewin", "chessboard", "cherub", "chemo's", "chauffeur's", "chaucer", "chariots", "chargin", "characterizing", "chanteuse", "chandeliers", "chamdo", "chalupa", "chagrined", "chaff", "certs", "certify", "certification", "certainties", "cerreno", "cerebrum", "cerebro", "century's", "centennial", "censured", "cemetary", "cellist", "celine's", "cedar's", "cayo", "caterwauling", "caterpillars", "categorized", "catchers", "cataclysmic", "cassidy's", "casitas", "casino's", "cased", "carvel", "cartographers", "carting", "cartels", "carriages", "carrear", "carr's", "carolling", "carolinas", "carolers", "carnie", "carne", "cardiovascular", "cardiogram", "carbuncle", "caramba", "capulets", "capping", "canyons", "canines", "candaules", "canape", "canadiens", "campaigned", "cambodian", "camberwell", "caldecott", "calamitous", "caff", "cadillacs", "cachet", "cabeza", "cabdriver", "byzantium", "buzzkill", "buzzards", "buzz's", "buyer's", "butai", "bustling", "businesswomen", "bunyan", "bungled", "bumpkins", "bummers", "bulletins", "bullet's", "bulldoze", "bulbous", "bug's", "buffybot", "budgeted", "budda", "bubut", "bubbies", "brunei", "brrrrr", "brownout", "brouhaha", "bronzing", "bronchial", "broiler", "broadening", "briskly", "briefcases", "bricked", "breezing", "breeher", "breckinridge", "breakwater", "breakable", "breadstick", "bravenet", "braved", "brass's", "brandies", "brandeis", "branched", "brainwaves", "brainiest", "braggart", "bradlee", "boys're", "boys'll", "boys'd", "boyd's", "boutonniere", "bottle's", "bossed", "bosomy", "bosnian", "borans", "boosts", "boombox", "bookshelves", "bookmark", "booklet", "bookends", "bontecou's", "bongos", "boneless", "bone's", "bond's", "bombarding", "bombarded", "bollo", "boinked", "boink", "boilers", "bogart's", "bobbo", "bobbin", "bluest", "bluebells", "blowjobs", "bloodshot", "blondie's", "blockhead", "blockbusters", "blithely", "blim", "bleh", "blather", "blasters", "blankly", "bladders", "blackhawks", "blackbeard", "bjorn", "bitte", "bippy", "bios", "biohazard", "biogenetics", "biochemistry", "biochemist", "bilingual", "bilge", "bigmouth", "bighorn", "bigglesworth", "bicuspids", "beususe", "betaseron", "besmirch", "besieged", "bernece", "bergman's", "bereavement", "bentonville", "benthic", "benjie", "benji's", "benefactors", "benchley", "benching", "bembe", "bellyaching", "bellhops", "belie", "beleaguered", "being's", "behrle", "beginnin", "begining", "beenie", "beefs", "beechwood", "bee's", "bedbug", "becau", "beaverhausen", "beakers", "beacon's", "bazillion", "baudouin", "bat's", "bartlett's", "barrytown", "barringtons", "baroque", "baronet", "barneys", "barbs", "barbers", "barbatus", "baptists", "bankrupted", "banker's", "bamn", "bambi's", "ballon's", "balinese", "bakeries", "bailiffs", "backslide", "baby'd", "baaad", "b'fore", "awwwk", "aways", "awakes", "averages", "avengers", "avatars", "autonomous", "automotive", "automaton", "automatics", "autism", "authoritative", "authenticated", "authenticate", "aught", "audition's", "aubyn", "attired", "attagirl", "atrophied", "atonement", "atherton's", "asystole", "astroturf", "assimilated", "assimilate", "assertiveness", "assemblies", "assassin's", "artiste", "article's", "artichokes", "arsehole", "arrears", "arquillians", "arnie's", "aright", "archenemy", "arched", "arcade's", "aquatic", "apps", "appraise", "applauded", "appendages", "appeased", "apostle", "apollo's", "antwerp", "antler", "antiquity", "antin", "antidepressant", "antibody", "anthropologists", "anthology", "anthea", "antagonism", "ant's", "anspaugh", "annually", "anka", "angola", "anesthetics", "anda", "ancients", "anchoring", "anaphylactic", "anaheim", "ana's", "amtrak", "amscray", "amputated", "amounted", "americas", "amended", "ambivalence", "amalio", "amah", "altoid", "alriiight", "alphabetized", "alpena", "alouette", "allowable", "allora", "alliteration", "allenwood", "alleging", "allegiances", "aligning", "algerians", "alerts", "alchemist", "alcerro", "alastor", "airway's", "airmen", "ahaha", "ah'm", "agitators", "agitation", "aforethought", "afis", "aesthetics", "aerospace", "aerodynamics", "advertises", "advert", "advantageous", "admonition", "administration's", "adirondacks", "adenoids", "adebisi's", "acupuncturist", "acula", "actuarial", "activators", "actionable", "acme's", "acknowledges", "achmed", "achingly", "acetate", "accusers", "accumulation", "accorded", "acclimated", "acclimate", "absurdly", "absorbent", "absolvo", "absolutes", "absences", "abraham's", "aboriginal", "ablaze", "abdomenizer", "aaaaaaaaah", "aaaaaaaaaa", "a'right"];
-
-// Generated by CoffeeScript 1.3.3
-var DICTIONARY_MATCHERS, GRAPHS, KEYBOARD_AVERAGE_DEGREE, KEYBOARD_STARTING_POSITIONS, KEYPAD_AVERAGE_DEGREE, KEYPAD_STARTING_POSITIONS, MATCHERS, calc_average_degree, k, ranked_user_inputs_dict, time, v, zxcvbn;
-
-ranked_user_inputs_dict = {};
-
-DICTIONARY_MATCHERS = [build_dict_matcher('passwords', build_ranked_dict(passwords)), build_dict_matcher('english', build_ranked_dict(english)), build_dict_matcher('male_names', build_ranked_dict(male_names)), build_dict_matcher('female_names', build_ranked_dict(female_names)), build_dict_matcher('surnames', build_ranked_dict(surnames)), build_dict_matcher('user_inputs', ranked_user_inputs_dict)];
-
-MATCHERS = DICTIONARY_MATCHERS.concat([l33t_match, digits_match, year_match, date_match, repeat_match, sequence_match, spatial_match]);
-
-GRAPHS = {
-  'qwerty': qwerty,
-  'dvorak': dvorak,
-  'keypad': keypad,
-  'mac_keypad': mac_keypad
-};
-
-calc_average_degree = function(graph) {
-  var average, k, key, n, neighbors, v;
-  average = 0;
-  for (key in graph) {
-    neighbors = graph[key];
-    average += ((function() {
-      var _i, _len, _results;
-      _results = [];
-      for (_i = 0, _len = neighbors.length; _i < _len; _i++) {
-        n = neighbors[_i];
-        if (n) {
-          _results.push(n);
-        }
-      }
-      return _results;
-    })()).length;
-  }
-  average /= ((function() {
-    var _results;
-    _results = [];
-    for (k in graph) {
-      v = graph[k];
-      _results.push(k);
-    }
-    return _results;
-  })()).length;
-  return average;
-};
-
-KEYBOARD_AVERAGE_DEGREE = calc_average_degree(qwerty);
-
-KEYPAD_AVERAGE_DEGREE = calc_average_degree(keypad);
-
-KEYBOARD_STARTING_POSITIONS = ((function() {
-  var _results;
-  _results = [];
-  for (k in qwerty) {
-    v = qwerty[k];
-    _results.push(k);
-  }
-  return _results;
-})()).length;
-
-KEYPAD_STARTING_POSITIONS = ((function() {
-  var _results;
-  _results = [];
-  for (k in keypad) {
-    v = keypad[k];
-    _results.push(k);
-  }
-  return _results;
-})()).length;
-
-time = function() {
-  return (new Date()).getTime();
-};
-
-zxcvbn = function(password, user_inputs) {
-  var i, matches, result, start, _i, _ref;
-  start = time();
-  if (user_inputs != null) {
-    for (i = _i = 0, _ref = user_inputs.length; 0 <= _ref ? _i < _ref : _i > _ref; i = 0 <= _ref ? ++_i : --_i) {
-      ranked_user_inputs_dict[user_inputs[i]] = i + 1;
-    }
-  }
-  matches = omnimatch(password);
-  result = minimum_entropy_match_sequence(password, matches);
-  result.calc_time = time() - start;
-  return result;
-};
-
-if (typeof window !== "undefined" && window !== null) {
-  window.zxcvbn = zxcvbn;
-  if (typeof window.zxcvbn_load_hook === "function") {
-    window.zxcvbn_load_hook();
-  }
-} else if (typeof exports !== "undefined" && exports !== null) {
-  exports.zxcvbn = zxcvbn;
-}
diff --git a/spec/support/js_source/frequency_lists.js b/spec/support/js_source/frequency_lists.js
deleted file mode 100644
index 6cc204b..0000000
--- a/spec/support/js_source/frequency_lists.js
+++ /dev/null
@@ -1,10 +0,0 @@
-var passwords = ["password", "123456", "12345678", "1234", "qwerty", "12345", "dragon", "pussy", "baseball", "football", "letmein", "monkey", "696969", "abc123", "mustang", "shadow", "master", "111111", "2000", "jordan", "superman", "harley", "1234567", "fuckme", "hunter", "fuckyou", "trustno1", "ranger", "buster", "tigger", "soccer", "fuck", "batman", "test", "pass", "killer", "hockey", "charlie", "love", "sunshine", "asshole", "6969", "pepper", "access", "123456789", "654321", "maggie", "starwars", "silver", "dallas", "yankees", "123123", "666666", "hello", "orange", "biteme", "freedom", "computer", "sexy", "thunder", "ginger", "hammer", "summer", "corvette", "fucker", "austin", "1111", "merlin", "121212", "golfer", "cheese", "princess", "chelsea", "diamond", "yellow", "bigdog", "secret", "asdfgh", "sparky", "cowboy", "camaro", "matrix", "falcon", "iloveyou", "guitar", "purple", "scooter", "phoenix", "aaaaaa", "tigers", "porsche", "mickey", "maverick", "cookie", "nascar", "peanut", "131313", "money", "horny", "samantha", "panties", "steelers", "snoopy", "boomer", "whatever", "iceman", "smokey", "gateway", "dakota", "cowboys", "eagles", "chicken", "dick", "black", "zxcvbn", "ferrari", "knight", "hardcore", "compaq", "coffee", "booboo", "bitch", "bulldog", "xxxxxx", "welcome", "player", "ncc1701", "wizard", "scooby", "junior", "internet", "bigdick", "brandy", "tennis", "blowjob", "banana", "monster", "spider", "lakers", "rabbit", "enter", "mercedes", "fender", "yamaha", "diablo", "boston", "tiger", "marine", "chicago", "rangers", "gandalf", "winter", "bigtits", "barney", "raiders", "porn", "badboy", "blowme", "spanky", "bigdaddy", "chester", "london", "midnight", "blue", "fishing", "000000", "hannah", "slayer", "11111111", "sexsex", "redsox", "thx1138", "asdf", "marlboro", "panther", "zxcvbnm", "arsenal", "qazwsx", "mother", "7777777", "jasper", "winner", "golden", "butthead", "viking", "iwantu", "angels", "prince", "cameron", "girls", "madison", "hooters", "startrek", "captain", "maddog", "jasmine", "butter", "booger", "golf", "rocket", "theman", "liverpoo", "flower", "forever", "muffin", "turtle", "sophie", "redskins", "toyota", "sierra", "winston", "giants", "packers", "newyork", "casper", "bubba", "112233", "lovers", "mountain", "united", "driver", "helpme", "fucking", "pookie", "lucky", "maxwell", "8675309", "bear", "suckit", "gators", "5150", "222222", "shithead", "fuckoff", "jaguar", "hotdog", "tits", "gemini", "lover", "xxxxxxxx", "777777", "canada", "florida", "88888888", "rosebud", "metallic", "doctor", "trouble", "success", "stupid", "tomcat", "warrior", "peaches", "apples", "fish", "qwertyui", "magic", "buddy", "dolphins", "rainbow", "gunner", "987654", "freddy", "alexis", "braves", "cock", "2112", "1212", "cocacola", "xavier", "dolphin", "testing", "bond007", "member", "voodoo", "7777", "samson", "apollo", "fire", "tester", "beavis", "voyager", "porno", "rush2112", "beer", "apple", "scorpio", "skippy", "sydney", "red123", "power", "beaver", "star", "jackass", "flyers", "boobs", "232323", "zzzzzz", "scorpion", "doggie", "legend", "ou812", "yankee", "blazer", "runner", "birdie", "bitches", "555555", "topgun", "asdfasdf", "heaven", "viper", "animal", "2222", "bigboy", "4444", "private", "godzilla", "lifehack", "phantom", "rock", "august", "sammy", "cool", "platinum", "jake", "bronco", "heka6w2", "copper", "cumshot", "garfield", "willow", "cunt", "slut", "69696969", "kitten", "super", "jordan23", "eagle1", "shelby", "america", "11111", "free", "123321", "chevy", "bullshit", "broncos", "horney", "surfer", "nissan", "999999", "saturn", "airborne", "elephant", "shit", "action", "adidas", "qwert", "1313", "explorer", "police", "christin", "december", "wolf", "sweet", "therock", "online", "dickhead", "brooklyn", "cricket", "racing", "penis", "0000", "teens", "redwings", "dreams", "michigan", "hentai", "magnum", "87654321", "donkey", "trinity", "digital", "333333", "cartman", "guinness", "123abc", "speedy", "buffalo", "kitty", "pimpin", "eagle", "einstein", "nirvana", "vampire", "xxxx", "playboy", "pumpkin", "snowball", "test123", "sucker", "mexico", "beatles", "fantasy", "celtic", "cherry", "cassie", "888888", "sniper", "genesis", "hotrod", "reddog", "alexande", "college", "jester", "passw0rd", "bigcock", "lasvegas", "slipknot", "3333", "death", "1q2w3e", "eclipse", "1q2w3e4r", "drummer", "montana", "music", "aaaa", "carolina", "colorado", "creative", "hello1", "goober", "friday", "bollocks", "scotty", "abcdef", "bubbles", "hawaii", "fluffy", "horses", "thumper", "5555", "pussies", "darkness", "asdfghjk", "boobies", "buddha", "sandman", "naughty", "honda", "azerty", "6666", "shorty", "money1", "beach", "loveme", "4321", "simple", "poohbear", "444444", "badass", "destiny", "vikings", "lizard", "assman", "nintendo", "123qwe", "november", "xxxxx", "october", "leather", "bastard", "101010", "extreme", "password1", "pussy1", "lacrosse", "hotmail", "spooky", "amateur", "alaska", "badger", "paradise", "maryjane", "poop", "mozart", "video", "vagina", "spitfire", "cherokee", "cougar", "420420", "horse", "enigma", "raider", "brazil", "blonde", "55555", "dude", "drowssap", "lovely", "1qaz2wsx", "booty", "snickers", "nipples", "diesel", "rocks", "eminem", "westside", "suzuki", "passion", "hummer", "ladies", "alpha", "suckme", "147147", "pirate", "semperfi", "jupiter", "redrum", "freeuser", "wanker", "stinky", "ducati", "paris", "babygirl", "windows", "spirit", "pantera", "monday", "patches", "brutus", "smooth", "penguin", "marley", "forest", "cream", "212121", "flash", "maximus", "nipple", "vision", "pokemon", "champion", "fireman", "indian", "softball", "picard", "system", "cobra", "enjoy", "lucky1", "boogie", "marines", "security", "dirty", "admin", "wildcats", "pimp", "dancer", "hardon", "fucked", "abcd1234", "abcdefg", "ironman", "wolverin", "freepass", "bigred", "squirt", "justice", "hobbes", "pearljam", "mercury", "domino", "9999", "rascal", "hitman", "mistress", "bbbbbb", "peekaboo", "naked", "budlight", "electric", "sluts", "stargate", "saints", "bondage", "bigman", "zombie", "swimming", "duke", "qwerty1", "babes", "scotland", "disney", "rooster", "mookie", "swordfis", "hunting", "blink182", "8888", "samsung", "bubba1", "whore", "general", "passport", "aaaaaaaa", "erotic", "liberty", "arizona", "abcd", "newport", "skipper", "rolltide", "balls", "happy1", "galore", "christ", "weasel", "242424", "wombat", "digger", "classic", "bulldogs", "poopoo", "accord", "popcorn", "turkey", "bunny", "mouse", "007007", "titanic", "liverpool", "dreamer", "everton", "chevelle", "psycho", "nemesis", "pontiac", "connor", "eatme", "lickme", "cumming", "ireland", "spiderma", "patriots", "goblue", "devils", "empire", "asdfg", "cardinal", "shaggy", "froggy", "qwer", "kawasaki", "kodiak", "phpbb", "54321", "chopper", "hooker", "whynot", "lesbian", "snake", "teen", "ncc1701d", "qqqqqq", "airplane", "britney", "avalon", "sugar", "sublime", "wildcat", "raven", 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"rockrock", "reboot", "renee1", "roadway", "rasta220", "1411", "1478963", "1019", "archery", "andyandy", "barks", "bagpuss", "auckland", "gooseman", "hazmat", "gucci", "grammy", "happydog", "7kbe9d", "7676", "6bjvpe", "5lyedn", "5858", "5291", "charlie2", "c7lrwu", "candys", "chateau", "ccccc1", "cardinals", "fihdfv", "fortune12", "gocats", "gaelic", "fwsadn", "godboy", "gldmeo", "fx3tuo", "fubar1", "generals", "gforce", "rxmtkp", "rulz", "sairam", "dunhill", "dogggg", "ozlq6qwm", "ov3ajy", "lockout", "makayla", "macgyver", "mallorca", "prima", "pvjegu", "qhxbij", "prelude1", "totoro", "tusymo", "trousers", "tulane", "turtle1", "tracy1", "aerosmit", "abbey1", "clticic", "cooper1", "comets", "delpiero", "cyprus", "dante1", "dave1", "nounours", "nexus6", "nogard", "norfolk", "brent1", "booyah", "bootleg", "bulls23", "bulls1", "booper", "heretic", "icecube", "hellno", "hounds", "honeydew", "hooters1", "hoes", "hevnm4", "hugohugo", "epson", "evangeli", "eeeee1", "eyphed"];
-
-var male_names = ["james", "john", "robert", "michael", "william", "david", "richard", "charles", "joseph", "thomas", "christopher", "daniel", "paul", "mark", "donald", "george", "kenneth", "steven", "edward", "brian", "ronald", "anthony", "kevin", "jason", "matthew", "gary", "timothy", "jose", "larry", "jeffrey", "frank", "scott", "eric", "stephen", "andrew", "raymond", "gregory", "joshua", "jerry", "dennis", "walter", "patrick", "peter", "harold", "douglas", "henry", "carl", "arthur", "ryan", "roger", "joe", "juan", "jack", "albert", "jonathan", "justin", "terry", "gerald", "keith", "samuel", "willie", "ralph", "lawrence", "nicholas", "roy", "benjamin", "bruce", "brandon", "adam", "harry", "fred", "wayne", "billy", "steve", "louis", "jeremy", "aaron", "randy", "eugene", "carlos", "russell", "bobby", "victor", "ernest", "phillip", "todd", "jesse", "craig", "alan", "shawn", "clarence", "sean", "philip", "chris", "johnny", "earl", "jimmy", "antonio", "danny", "bryan", "tony", "luis", "mike", "stanley", "leonard", "nathan", "dale", "manuel", "rodney", "curtis", "norman", "marvin", "vincent", "glenn", "jeffery", "travis", "jeff", "chad", "jacob", "melvin", "alfred", "kyle", "francis", "bradley", "jesus", "herbert", "frederick", "ray", "joel", "edwin", "don", "eddie", "ricky", "troy", "randall", "barry", "bernard", "mario", "leroy", "francisco", "marcus", "micheal", "theodore", "clifford", "miguel", "oscar", "jay", "jim", "tom", "calvin", "alex", "jon", "ronnie", "bill", "lloyd", "tommy", "leon", "derek", "darrell", "jerome", "floyd", "leo", "alvin", "tim", "wesley", "dean", "greg", "jorge", "dustin", "pedro", "derrick", "dan", "zachary", "corey", "herman", "maurice", "vernon", "roberto", "clyde", "glen", "hector", "shane", "ricardo", "sam", "rick", "lester", "brent", "ramon", "tyler", "gilbert", "gene", "marc", "reginald", "ruben", "brett", "angel", "nathaniel", "rafael", "edgar", "milton", "raul", "ben", "cecil", "duane", "andre", "elmer", "brad", "gabriel", "ron", "roland", "jared", "adrian", "karl", "cory", "claude", "erik", "darryl", "neil", "christian", "javier", "fernando", "clinton", "ted", "mathew", "tyrone", "darren", "lonnie", "lance", "cody", "julio", "kurt", "allan", "clayton", "hugh", "max", "dwayne", "dwight", "armando", "felix", "jimmie", "everett", "ian", "ken", "bob", "jaime", "casey", "alfredo", "alberto", "dave", "ivan", "johnnie", "sidney", "byron", "julian", "isaac", "clifton", "willard", "daryl", "virgil", "andy", "salvador", "kirk", "sergio", "seth", "kent", "terrance", "rene", "eduardo", "terrence", "enrique", "freddie", "stuart", "fredrick", "arturo", "alejandro", "joey", "nick", "luther", "wendell", "jeremiah", "evan", "julius", "donnie", "otis", "trevor", "luke", "homer", "gerard", "doug", "kenny", "hubert", "angelo", "shaun", "lyle", "matt", "alfonso", "orlando", "rex", "carlton", "ernesto", "pablo", "lorenzo", "omar", "wilbur", "blake", "horace", "roderick", "kerry", "abraham", "rickey", "ira", "andres", "cesar", "johnathan", "malcolm", "rudolph", "damon", "kelvin", "rudy", "preston", "alton", "archie", "marco", "wm", "pete", "randolph", "garry", "geoffrey", "jonathon", "felipe", "bennie", "gerardo", "ed", "dominic", "loren", "delbert", "colin", "guillermo", "earnest", "benny", "noel", "rodolfo", "myron", "edmund", "salvatore", "cedric", "lowell", "gregg", "sherman", "devin", "sylvester", "roosevelt", "israel", "jermaine", "forrest", "wilbert", "leland", "simon", "irving", "owen", "rufus", "woodrow", "kristopher", "levi", "marcos", "gustavo", "lionel", "marty", "gilberto", "clint", "nicolas", "laurence", "ismael", "orville", "drew", "ervin", "dewey", "al", "wilfred", "josh", "hugo", "ignacio", "caleb", "tomas", "sheldon", "erick", "frankie", "darrel", "rogelio", "terence", "alonzo", "elias", "bert", "elbert", "ramiro", "conrad", "noah", "grady", "phil", "cornelius", "lamar", "rolando", "clay", "percy", "dexter", "bradford", "merle", "darin", "amos", "terrell", "moses", "irvin", "saul", "roman", "darnell", "randal", "tommie", "timmy", "darrin", "brendan", "toby", "van", "abel", "dominick", "emilio", "elijah", "cary", "domingo", "aubrey", "emmett", "marlon", "emanuel", "jerald", "edmond", "emil", "dewayne", "otto", "teddy", "reynaldo", "bret", "jess", "trent", "humberto", "emmanuel", "stephan", "louie", "vicente", "lamont", "garland", "micah", "efrain", "heath", "rodger", "demetrius", "ethan", "eldon", "rocky", "pierre", "eli", "bryce", "antoine", "robbie", "kendall", "royce", "sterling", "grover", "elton", "cleveland", "dylan", "chuck", "damian", "reuben", "stan", "leonardo", "russel", "erwin", "benito", "hans", "monte", "blaine", "ernie", "curt", "quentin", "agustin", "jamal", "devon", "adolfo", "tyson", "wilfredo", "bart", "jarrod", "vance", "denis", "damien", "joaquin", "harlan", "desmond", "elliot", "darwin", "gregorio", "kermit", "roscoe", "esteban", "anton", "solomon", "norbert", "elvin", "nolan", "carey", "rod", "quinton", "hal", "brain", "rob", "elwood", "kendrick", "darius", "moises", "marlin", "fidel", "thaddeus", "cliff", "marcel", "ali", "raphael", "bryon", "armand", "alvaro", "jeffry", "dane", "joesph", "thurman", "ned", "sammie", "rusty", "michel", "monty", "rory", "fabian", "reggie", "kris", "isaiah", "gus", "avery", "loyd", "diego", "adolph", "millard", "rocco", "gonzalo", "derick", "rodrigo", "gerry", "rigoberto", "alphonso", "ty", "rickie", "noe", "vern", "elvis", "bernardo", "mauricio", "hiram", "donovan", "basil", "nickolas", "scot", "vince", "quincy", "eddy", "sebastian", "federico", "ulysses", "heriberto", "donnell", "denny", "gavin", "emery", "romeo", "jayson", "dion", "dante", "clement", "coy", "odell", "jarvis", "bruno", "issac", "dudley", "sanford", "colby", "carmelo", "nestor", "hollis", "stefan", "donny", "art", "linwood", "beau", "weldon", "galen", "isidro", "truman", "delmar", "johnathon", "silas", "frederic", "irwin", "merrill", "charley", "marcelino", "carlo", "trenton", "kurtis", "aurelio", "winfred", "vito", "collin", "denver", "leonel", "emory", "pasquale", "mohammad", "mariano", "danial", "landon", "dirk", "branden", "adan", "numbers", "clair", "buford", "german", "bernie", "wilmer", "emerson", "zachery", "jacques", "errol", "josue", "edwardo", "wilford", "theron", "raymundo", "daren", "tristan", "robby", "lincoln", "jame", "genaro", "octavio", "cornell", "hung", "arron", "antony", "herschel", "alva", "giovanni", "garth", "cyrus", "cyril", "ronny", "stevie", "lon", "kennith", "carmine", "augustine", "erich", "chadwick", "wilburn", "russ", "myles", "jonas", "mitchel", "mervin", "zane", "jamel", "lazaro", "alphonse", "randell", "major", "johnie", "jarrett", "ariel", "abdul", "dusty", "luciano", "seymour", "scottie", "eugenio", "mohammed", "valentin", "arnulfo", "lucien", "ferdinand", "thad", "ezra", "aldo", "rubin", "royal", "mitch", "earle", "abe", "marquis", "lanny", "kareem", "jamar", "boris", "isiah", "emile", "elmo", "aron", "leopoldo", "everette", "josef", "eloy", "dorian", "rodrick", "reinaldo", "lucio", "jerrod", "weston", "hershel", "lemuel", "lavern", "burt", "jules", "gil", "eliseo", "ahmad", "nigel", "efren", "antwan", "alden", "margarito", "refugio", "dino", "osvaldo", "les", "deandre", "normand", "kieth", "ivory", "trey", "norberto", "napoleon", "jerold", "fritz", "rosendo", "milford", "sang", "deon", "christoper", "alfonzo", "lyman", "josiah", "brant", "wilton", "rico", "jamaal", "dewitt", "brenton", "yong", "olin", "faustino", "claudio", "judson", "gino", "edgardo", "alec", "jarred", "donn", "trinidad", "tad", "porfirio", "odis", "lenard", "chauncey", "tod", "mel", "marcelo", "kory", "augustus", "keven", "hilario", "bud", "sal", "orval", "mauro", "dannie", "zachariah", "olen", "anibal", "milo", "jed", "thanh", "amado", "lenny", "tory", "richie", "horacio", "brice", "mohamed", "delmer", "dario", "mac", "jonah", "jerrold", "robt", "hank", "sung", "rupert", "rolland", "kenton", "damion", "chi", "antone", "waldo", "fredric", "bradly", "kip", "burl", "tyree", "jefferey", "ahmed", "willy", "stanford", "oren", "moshe", "mikel", "enoch", "brendon", "quintin", "jamison", "florencio", "darrick", "tobias", "minh", "hassan", "giuseppe", "demarcus", "cletus", "tyrell", "lyndon", "keenan", "werner", "theo", "geraldo", "columbus", "chet", "bertram", "markus", "huey", "hilton", "dwain", "donte", "tyron", "omer", "isaias", "hipolito", "fermin", "chung", "adalberto", "jamey", "teodoro", "mckinley", "maximo", "sol", "raleigh", "lawerence", "abram", "rashad", "emmitt", "daron", "chong", "samual", "otha", "miquel", "eusebio", "dong", "domenic", "darron", "wilber", "renato", "hoyt", "haywood", "ezekiel", "chas", "florentino", "elroy", "clemente", "arden", "neville", "edison", "deshawn", "carrol", "shayne", "nathanial", "jordon", "danilo", "claud", "val", "sherwood", "raymon", "rayford", "cristobal", "ambrose", "titus", "hyman", "felton", "ezequiel", "erasmo", "lonny", "len", "ike", "milan", "lino", "jarod", "herb", "andreas", "rhett", "jude", "douglass", "cordell", "oswaldo", "ellsworth", "virgilio", "toney", "nathanael", "del", "benedict", "mose", "hong", "isreal", "garret", "fausto", "asa", "arlen", "zack", "modesto", "francesco", "manual", "jae", "gaylord", "gaston", "filiberto", "deangelo", "michale", "granville", "wes", "malik", "zackary", "tuan", "nicky", "cristopher", "antione", "malcom", "korey", "jospeh", "colton", "waylon", "von", "hosea", "shad", "santo", "rudolf", "rolf", "rey", "renaldo", "marcellus", "lucius", "kristofer", "harland", "arnoldo", "rueben", "leandro", "kraig", "jerrell", "jeromy", "hobert", "cedrick", "arlie", "winford", "wally", "luigi", "keneth", "jacinto", "graig", "franklyn", "edmundo", "sid", "leif", "jeramy", "willian", "vincenzo", "shon", "michal", "lynwood", "jere", "hai", "elden", "darell", "broderick", "alonso"];
-
-var female_names = ["mary", "patricia", "linda", "barbara", "elizabeth", "jennifer", "maria", "susan", "margaret", "dorothy", "lisa", "nancy", "karen", "betty", "helen", "sandra", "donna", "carol", "ruth", "sharon", "michelle", "laura", "sarah", "kimberly", "deborah", "jessica", "shirley", "cynthia", "angela", "melissa", "brenda", "amy", "anna", "rebecca", "virginia", "kathleen", "pamela", "martha", "debra", "amanda", "stephanie", "carolyn", "christine", "marie", "janet", "catherine", "frances", "ann", "joyce", "diane", "alice", "julie", "heather", "teresa", "doris", "gloria", "evelyn", "jean", "cheryl", "mildred", "katherine", "joan", "ashley", "judith", "rose", "janice", "kelly", "nicole", "judy", "christina", "kathy", "theresa", "beverly", "denise", "tammy", "irene", "jane", "lori", "rachel", "marilyn", "andrea", "kathryn", "louise", "sara", "anne", "jacqueline", "wanda", "bonnie", "julia", "ruby", "lois", "tina", "phyllis", "norma", "paula", "diana", "annie", "lillian", "emily", "robin", "peggy", "crystal", "gladys", "rita", "dawn", "connie", "florence", "tracy", "edna", "tiffany", "carmen", "rosa", "cindy", "grace", "wendy", "victoria", "edith", "kim", "sherry", "sylvia", "josephine", "thelma", "shannon", "sheila", "ethel", "ellen", "elaine", "marjorie", "carrie", "charlotte", "monica", "esther", "pauline", "emma", "juanita", "anita", "rhonda", "hazel", "amber", "eva", "debbie", "april", "leslie", "clara", "lucille", "jamie", "joanne", "eleanor", "valerie", "danielle", "megan", "alicia", "suzanne", "michele", "gail", "bertha", "darlene", "veronica", "jill", "erin", "geraldine", "lauren", "cathy", "joann", "lorraine", "lynn", "sally", "regina", "erica", "beatrice", "dolores", "bernice", "audrey", "yvonne", "annette", "june", "marion", "dana", "stacy", "ana", "renee", "ida", "vivian", "roberta", "holly", "brittany", "melanie", "loretta", "yolanda", "jeanette", "laurie", "katie", "kristen", "vanessa", "alma", "sue", "elsie", "beth", "jeanne", "vicki", "carla", "tara", "rosemary", "eileen", "terri", "gertrude", "lucy", "tonya", "ella", "stacey", "wilma", "gina", "kristin", "jessie", "natalie", "agnes", "vera", "charlene", "bessie", "delores", "melinda", "pearl", "arlene", "maureen", "colleen", "allison", "tamara", "joy", "georgia", "constance", "lillie", "claudia", "jackie", "marcia", "tanya", "nellie", "minnie", "marlene", "heidi", "glenda", "lydia", "viola", "courtney", "marian", "stella", "caroline", "dora", "jo", "vickie", "mattie", "maxine", "irma", "mabel", "marsha", "myrtle", "lena", "christy", "deanna", "patsy", "hilda", "gwendolyn", "jennie", "nora", "margie", "nina", "cassandra", "leah", "penny", "kay", "priscilla", "naomi", "carole", "olga", "billie", "dianne", "tracey", "leona", "jenny", "felicia", "sonia", "miriam", "velma", "becky", "bobbie", "violet", "kristina", "toni", "misty", "mae", "shelly", "daisy", "ramona", "sherri", "erika", "katrina", "claire", "lindsey", "lindsay", "geneva", "guadalupe", "belinda", "margarita", "sheryl", "cora", "faye", "ada", "natasha", "sabrina", "isabel", "marguerite", "hattie", "harriet", "molly", "cecilia", "kristi", "brandi", "blanche", "sandy", "rosie", "joanna", "iris", "eunice", "angie", "inez", "lynda", "madeline", "amelia", "alberta", "genevieve", "monique", "jodi", "janie", "kayla", "sonya", "jan", "kristine", "candace", "fannie", "maryann", "opal", "alison", "yvette", "melody", "luz", "susie", "olivia", "flora", "shelley", "kristy", "mamie", "lula", "lola", "verna", "beulah", "antoinette", "candice", "juana", "jeannette", "pam", "kelli", "whitney", "bridget", "karla", "celia", "latoya", "patty", "shelia", "gayle", "della", "vicky", "lynne", "sheri", "marianne", "kara", "jacquelyn", "erma", "blanca", "myra", "leticia", "pat", "krista", "roxanne", "angelica", "robyn", "adrienne", "rosalie", "alexandra", "brooke", "bethany", "sadie", "bernadette", "traci", "jody", "kendra", "nichole", "rachael", "mable", "ernestine", "muriel", "marcella", "elena", "krystal", "angelina", "nadine", "kari", "estelle", "dianna", "paulette", "lora", "mona", "doreen", "rosemarie", "desiree", "antonia", "janis", "betsy", "christie", "freda", "meredith", "lynette", "teri", "cristina", "eula", "leigh", "meghan", "sophia", "eloise", "rochelle", "gretchen", "cecelia", "raquel", "henrietta", "alyssa", "jana", "gwen", "jenna", "tricia", "laverne", "olive", "tasha", "silvia", "elvira", "delia", "kate", "patti", "lorena", "kellie", "sonja", "lila", "lana", "darla", "mindy", "essie", "mandy", "lorene", "elsa", "josefina", "jeannie", "miranda", "dixie", "lucia", "marta", "faith", "lela", "johanna", "shari", "camille", "tami", "shawna", "elisa", "ebony", "melba", "ora", "nettie", "tabitha", "ollie", "winifred", "kristie", "marina", "alisha", "aimee", "rena", "myrna", "marla", "tammie", "latasha", "bonita", "patrice", "ronda", "sherrie", "addie", "francine", "deloris", "stacie", "adriana", "cheri", "abigail", "celeste", "jewel", "cara", "adele", "rebekah", "lucinda", "dorthy", "effie", "trina", "reba", "sallie", "aurora", "lenora", "etta", "lottie", "kerri", "trisha", "nikki", "estella", "francisca", "josie", "tracie", "marissa", "karin", "brittney", "janelle", "lourdes", "laurel", "helene", "fern", "elva", "corinne", "kelsey", "ina", "bettie", "elisabeth", "aida", "caitlin", "ingrid", "iva", "eugenia", "christa", "goldie", "maude", "jenifer", "therese", "dena", "lorna", "janette", "latonya", "candy", "consuelo", "tamika", "rosetta", "debora", "cherie", "polly", "dina", "jewell", "fay", "jillian", "dorothea", "nell", "trudy", "esperanza", "patrica", "kimberley", "shanna", "helena", "cleo", "stefanie", "rosario", "ola", "janine", "mollie", "lupe", "alisa", "lou", "maribel", "susanne", "bette", "susana", "elise", "cecile", "isabelle", "lesley", "jocelyn", "paige", "joni", "rachelle", "leola", "daphne", "alta", "ester", "petra", "graciela", "imogene", "jolene", "keisha", "lacey", "glenna", "gabriela", "keri", "ursula", "lizzie", "kirsten", "shana", "adeline", "mayra", "jayne", "jaclyn", "gracie", "sondra", "carmela", "marisa", "rosalind", "charity", "tonia", "beatriz", "marisol", "clarice", "jeanine", "sheena", "angeline", "frieda", "lily", "shauna", "millie", "claudette", "cathleen", "angelia", "gabrielle", "autumn", "katharine", "jodie", "staci", "lea", "christi", "justine", "elma", "luella", "margret", "dominique", "socorro", "martina", "margo", "mavis", "callie", "bobbi", "maritza", "lucile", "leanne", "jeannine", "deana", "aileen", "lorie", "ladonna", "willa", "manuela", "gale", "selma", "dolly", "sybil", "abby", "ivy", "dee", "winnie", "marcy", "luisa", "jeri", "magdalena", "ofelia", "meagan", "audra", "matilda", "leila", "cornelia", "bianca", "simone", "bettye", "randi", "virgie", "latisha", "barbra", "georgina", "eliza", "leann", "bridgette", "rhoda", "haley", "adela", "nola", "bernadine", "flossie", "ila", "greta", "ruthie", "nelda", "minerva", "lilly", "terrie", "letha", "hilary", "estela", "valarie", "brianna", "rosalyn", "earline", "catalina", "ava", "mia", "clarissa", "lidia", "corrine", "alexandria", "concepcion", "tia", "sharron", "rae", "dona", "ericka", "jami", "elnora", "chandra", "lenore", "neva", "marylou", "melisa", "tabatha", "serena", "avis", "allie", "sofia", "jeanie", "odessa", "nannie", "harriett", "loraine", "penelope", "milagros", "emilia", "benita", "allyson", "ashlee", "tania", "esmeralda", "karina", "eve", "pearlie", "zelma", "malinda", "noreen", "tameka", "saundra", "hillary", "amie", "althea", "rosalinda", "lilia", "alana", "clare", "alejandra", "elinor", "lorrie", "jerri", "darcy", "earnestine", "carmella", "noemi", "marcie", "liza", "annabelle", "louisa", "earlene", "mallory", "carlene", "nita", "selena", "tanisha", "katy", "julianne", "lakisha", "edwina", "maricela", "margery", "kenya", "dollie", "roxie", "roslyn", "kathrine", "nanette", "charmaine", "lavonne", "ilene", "tammi", "suzette", "corine", "kaye", "chrystal", "lina", "deanne", "lilian", "juliana", "aline", "luann", "kasey", "maryanne", "evangeline", "colette", "melva", "lawanda", "yesenia", "nadia", "madge", "kathie", "ophelia", "valeria", "nona", "mitzi", "mari", "georgette", "claudine", "fran", "alissa", "roseann", "lakeisha", "susanna", "reva", "deidre", "chasity", "sheree", "elvia", "alyce", "deirdre", "gena", "briana", "araceli", "katelyn", "rosanne", "wendi", "tessa", "berta", "marva", "imelda", "marietta", "marci", "leonor", "arline", "sasha", "madelyn", "janna", "juliette", "deena", "aurelia", "josefa", "augusta", "liliana", "lessie", "amalia", "savannah", "anastasia", "vilma", "natalia", "rosella", "lynnette", "corina", "alfreda", "leanna", "amparo", "coleen", "tamra", "aisha", "wilda", "karyn", "queen", "maura", "mai", "evangelina", "rosanna", "hallie", "erna", "enid", "mariana", "lacy", "juliet", "jacklyn", "freida", "madeleine", "mara", "cathryn", "lelia", "casandra", "bridgett", "angelita", "jannie", "dionne", "annmarie", "katina", "beryl", "millicent", "katheryn", "diann", "carissa", "maryellen", "liz", "lauri", "helga", "gilda", "rhea", "marquita", "hollie", "tisha", "tamera", "angelique", "francesca", "kaitlin", "lolita", "florine", "rowena", "reyna", "twila", "fanny", "janell", "ines", "concetta", "bertie", "alba", "brigitte", "alyson", "vonda", "pansy", "elba", "noelle", "letitia", "deann", "brandie", "louella", "leta", "felecia", "sharlene", "lesa", "beverley", "isabella", "herminia", "terra", "celina", "tori", "octavia", "jade", "denice", "germaine", "michell", "cortney", "nelly", "doretha", "deidra", "monika", "lashonda", "judi", "chelsey", "antionette", "margot", "adelaide", "nan", "leeann", "elisha", "dessie", "libby", "kathi", "gayla", "latanya", "mina", "mellisa", "kimberlee", "jasmin", "renae", "zelda", "elda", "justina", "gussie", "emilie", "camilla", "abbie", "rocio", "kaitlyn", "edythe", "ashleigh", "selina", "lakesha", "geri", "allene", "pamala", "michaela", "dayna", "caryn", "rosalia", "sun", "jacquline", "rebeca", "marybeth", "krystle", "iola", "dottie", "belle", "griselda", "ernestina", "elida", "adrianne", "demetria", "delma", "jaqueline", "arleen", "virgina", "retha", "fatima", "tillie", "eleanore", "cari", "treva", "wilhelmina", "rosalee", "maurine", "latrice", "jena", "taryn", "elia", "debby", "maudie", "jeanna", "delilah", "catrina", "shonda", "hortencia", "theodora", "teresita", "robbin", "danette", "delphine", "brianne", "nilda", "danna", "cindi", "bess", "iona", "winona", "vida", "rosita", "marianna", "racheal", "guillermina", "eloisa", "celestine", "caren", "malissa", "lona", "chantel", "shellie", "marisela", "leora", "agatha", "soledad", "migdalia", "ivette", "christen", "janel", "veda", "pattie", "tessie", "tera", "marilynn", "lucretia", "karrie", "dinah", "daniela", "alecia", "adelina", "vernice", "shiela", "portia", "merry", "lashawn", "dara", "tawana", "oma", "verda", "alene", "zella", "sandi", "rafaela", "maya", "kira", "candida", "alvina", "suzan", "shayla", "lyn", "lettie", "samatha", "oralia", "matilde", "larissa", "vesta", "renita", "india", "delois", "shanda", "phillis", "lorri", "erlinda", "cathrine", "barb", "zoe", "isabell", "ione", "gisela", "roxanna", "mayme", "kisha", "ellie", "mellissa", "dorris", "dalia", "bella", "annetta", "zoila", "reta", "reina", "lauretta", "kylie", "christal", "pilar", "charla", "elissa", "tiffani", "tana", "paulina", "leota", "breanna", "jayme", "carmel", "vernell", "tomasa", "mandi", "dominga", "santa", "melodie", "lura", "alexa", "tamela", "mirna", "kerrie", "venus", "felicita", "cristy", "carmelita", "berniece", "annemarie", "tiara", "roseanne", "missy", "cori", "roxana", "pricilla", "kristal", "jung", "elyse", "haydee", "aletha", "bettina", "marge", "gillian", "filomena", "zenaida", "harriette", "caridad", "vada", "una", "aretha", "pearline", "marjory", "marcela", "flor", "evette", "elouise", "alina", "damaris", "catharine", "belva", "nakia", "marlena", "luanne", "lorine", "karon", "dorene", "danita", "brenna", "tatiana", "louann", "julianna", "andria", "philomena", "lucila", "leonora", "dovie", "romona", "mimi", "jacquelin", "gaye", "tonja", "misti", "chastity", "stacia", "roxann", "micaela", "nikita", "mei", "velda", "marlys", "johnna", "aura", "ivonne", "hayley", "nicki", "majorie", "herlinda", "yadira", "perla", "gregoria", "antonette", "shelli", "mozelle", "mariah", "joelle", "cordelia", "josette", "chiquita", "trista", "laquita", "georgiana", "candi", "shanon", "hildegard", "valentina", "stephany", "magda", "karol", "gabriella", "tiana", "roma", "richelle", "oleta", "jacque", "idella", "alaina", "suzanna", "jovita", "tosha", "nereida", "marlyn", "kyla", "delfina", "tena", "stephenie", "sabina", "nathalie", "marcelle", "gertie", "darleen", "thea", "sharonda", "shantel", "belen", "venessa", "rosalina", "ona", "genoveva", "clementine", "rosalba", "renate", "renata", "georgianna", "floy", "dorcas", "ariana", "tyra", "theda", "mariam", "juli", "jesica", "vikki", "verla", "roselyn", "melvina", "jannette", "ginny", "debrah", "corrie", "asia", "violeta", "myrtis", "latricia", "collette", "charleen", "anissa", "viviana", "twyla", "nedra", "latonia", "lan", "hellen", "fabiola", "annamarie", "adell", "sharyn", "chantal", "niki", "maud", "lizette", "lindy", "kia", "kesha", "jeana", "danelle", "charline", "chanel", "valorie", "lia", "dortha", "cristal", "leone", "leilani", "gerri", "debi", "andra", "keshia", "ima", "eulalia", "easter", "dulce", "natividad", "linnie", "kami", "georgie", "catina", "brook", "alda", "winnifred", "sharla", "ruthann", "meaghan", "magdalene", "lissette", "adelaida", "venita", "trena", "shirlene", "shameka", "elizebeth", "dian", "shanta", "latosha", "carlotta", "windy", "rosina", "mariann", "leisa", "jonnie", "dawna", "cathie", "astrid", "laureen", "janeen", "holli", "fawn", "vickey", "teressa", "shante", "rubye", "marcelina", "chanda", "terese", "scarlett", "marnie", "lulu", "lisette", "jeniffer", "elenor", "dorinda", "donita", "carman", "bernita", "altagracia", "aleta", "adrianna", "zoraida", "nicola", "lyndsey", "janina", "ami", "starla", "phylis", "phuong", "kyra", "charisse", "blanch", "sanjuanita", "rona", "nanci", "marilee", "maranda", "brigette", "sanjuana", "marita", "kassandra", "joycelyn", "felipa", "chelsie", "bonny", "mireya", "lorenza", "kyong", "ileana", "candelaria", "sherie", "lucie", "leatrice", "lakeshia", "gerda", "edie", "bambi", "marylin", "lavon", "hortense", "garnet", "evie", "tressa", "shayna", "lavina", "kyung", "jeanetta", "sherrill", "shara", "phyliss", "mittie", "anabel", "alesia", "thuy", "tawanda", "joanie", "tiffanie", "lashanda", "karissa", "enriqueta", "daria", "daniella", "corinna", "alanna", "abbey", "roxane", "roseanna", "magnolia", "lida", "joellen", "era", "coral", "carleen", "tresa", "peggie", "novella", "nila", "maybelle", "jenelle", "carina", "nova", "melina", "marquerite", "margarette", "josephina", "evonne", "cinthia", "albina", "toya", "tawnya", "sherita", "myriam", "lizabeth", "lise", "keely", "jenni", "giselle", "cheryle", "ardith", "ardis", "alesha", "adriane", "shaina", "linnea", "karolyn", "felisha", "dori", "darci", "artie", "armida", "zola", "xiomara", "vergie", "shamika", "nena", "nannette", "maxie", "lovie", "jeane", "jaimie", "inge", "farrah", "elaina", "caitlyn", "felicitas", "cherly", "caryl", "yolonda", "yasmin", "teena", "prudence", "pennie", "nydia", "mackenzie", "orpha", "marvel", "lizbeth", "laurette", "jerrie", "hermelinda", "carolee", "tierra", "mirian", "meta", "melony", "kori", "jennette", "jamila", "ena", "anh", "yoshiko", "susannah", "salina", "rhiannon", "joleen", "cristine", "ashton", "aracely", "tomeka", "shalonda", "marti", "lacie", "kala", "jada", "ilse", "hailey", "brittani", "zona", "syble", "sherryl", "nidia", "marlo", "kandice", "kandi", "deb", "alycia", "ronna", "norene", "mercy", "ingeborg", "giovanna", "gemma", "christel", "audry", "zora", "vita", "trish", "stephaine", "shirlee", "shanika", "melonie", "mazie", "jazmin", "inga", "hoa", "hettie", "geralyn", "fonda", "estrella", "adella", "sarita", "rina", "milissa", "maribeth", "golda", "evon", "ethelyn", "enedina", "cherise", "chana", "velva", "tawanna", "sade", "mirta", "karie", "jacinta", "elna", "davina", "cierra", "ashlie", "albertha", "tanesha", "nelle", "mindi", "lorinda", "larue", "florene", "demetra", "dedra", "ciara", "chantelle", "ashly", "suzy", "rosalva", "noelia", "lyda", "leatha", "krystyna", "kristan", "karri", "darline", "darcie", "cinda", "cherrie", "awilda", "almeda", "rolanda", "lanette", "jerilyn", "gisele", "evalyn", "cyndi", "cleta", "carin", "zina", "zena", "velia", "tanika", "charissa", "talia", "margarete", "lavonda", "kaylee", "kathlene", "jonna", "irena", "ilona", "idalia", "candis", "candance", "brandee", "anitra", "alida", "sigrid", "nicolette", "maryjo", "linette", "hedwig", "christiana", "alexia", "tressie", "modesta", "lupita", "lita", "gladis", "evelia", "davida", "cherri", "cecily", "ashely", "annabel", "agustina", "wanita", "shirly", "rosaura", "hulda", "eun", "yetta", "verona", "thomasina", "sibyl", "shannan", "mechelle", "lue", "leandra", "lani", "kylee", "kandy", "jolynn", "ferne", "eboni", "corene", "alysia", "zula", "nada", "moira", "lyndsay", "lorretta", "jammie", "hortensia", "gaynell", "adria", "vina", "vicenta", "tangela", "stephine", "norine", "nella", "liana", "leslee", "kimberely", "iliana", "glory", "felica", "emogene", "elfriede", "eden", "eartha", "carma", "bea", "ocie", "lennie", "kiara", "jacalyn", "carlota", "arielle", "otilia", "kirstin", "kacey", "johnetta", "joetta", "jeraldine", "jaunita", "elana", "dorthea", "cami", "amada", "adelia", "vernita", "tamar", "siobhan", "renea", "rashida", "ouida", "nilsa", "meryl", "kristyn", "julieta", "danica", "breanne", "aurea", "anglea", "sherron", "odette", "malia", "lorelei", "leesa", "kenna", "kathlyn", "fiona", "charlette", "suzie", "shantell", "sabra", "racquel", "myong", "mira", "martine", "lucienne", "lavada", "juliann", "elvera", "delphia", "christiane", "charolette", "carri", "asha", "angella", "paola", "ninfa", "leda", "lai", "eda", "stefani", "shanell", "palma", "machelle", "lissa", "kecia", "kathryne", "karlene", "julissa", "jettie", "jenniffer", "hui", "corrina", "carolann", "alena", "rosaria", "myrtice", "marylee", "liane", "kenyatta", "judie", "janey", "elmira", "eldora", "denna", "cristi", "cathi", "zaida", "vonnie", "viva", "vernie", "rosaline", "mariela", "luciana", "lesli", "karan", "felice", "deneen", "adina", "wynona", "tarsha", "sheron", "shanita", "shani", "shandra", "randa", "pinkie", "nelida", "marilou", "lyla", "laurene", "laci", "joi", "janene", "dorotha", "daniele", "dani", "carolynn", "carlyn", "berenice", "ayesha", "anneliese", "alethea", "thersa", "tamiko", "rufina", "oliva", "mozell", "marylyn", "kristian", "kathyrn", "kasandra", "kandace", "janae", "domenica", "debbra", "dannielle", "arcelia", "aja", "zenobia", "sharen", "sharee", "lavinia", "kum", "kacie", "jackeline", "huong", "felisa", "emelia", "eleanora", "cythia", "cristin", "claribel", "anastacia", "zulma", "zandra", "yoko", "tenisha", "susann", "sherilyn", "shay", "shawanda", "romana", "mathilda", "linsey", "keiko", "joana", "isela", "gretta", "georgetta", "eugenie", "desirae", "delora", "corazon", "antonina", "anika", "willene", "tracee", "tamatha", "nichelle", "mickie", "maegan", "luana", "lanita", "kelsie", "edelmira", "bree", "afton", "teodora", "tamie", "shena", "meg", "linh", "keli", "kaci", "danyelle", "arlette", "albertine", "adelle", "tiffiny", "simona", "nicolasa", "nichol", "nia", "nakisha", "mee", "maira", "loreen", "kizzy", "fallon", "christene", "bobbye", "vincenza", "tanja", "rubie", "roni", "queenie", "margarett", "kimberli", "irmgard", "idell", "hilma", "evelina", "esta", "emilee", "dennise", "dania", "carie", "wai", "risa", "rikki", "particia", "mui", "masako", "luvenia", "loree", "loni", "lien", "gigi", "florencia", "denita", "billye", "tomika", "sharita", "rana", "nikole", "neoma", "margarite", "madalyn", "lucina", "laila", "kali", "jenette", "gabriele", "evelyne", "elenora", "clementina", "alejandrina", "zulema", "violette", "vannessa", "thresa", "retta", "pia", "patience", "noella", "nickie", "jonell", "chaya", "camelia", "bethel", "anya", "suzann", "shu", "mila", "lilla", "laverna", "keesha", "kattie", "georgene", "eveline", "estell", "elizbeth", "vivienne", "vallie", "trudie", "stephane", "magaly", "madie", "kenyetta", "karren", "janetta", "hermine", "drucilla", "debbi", "celestina", "candie", "britni", "beckie", "amina", "zita", "yun", "yolande", "vivien", "vernetta", "trudi", "sommer", "pearle", "patrina", "ossie", "nicolle", "loyce", "letty", "larisa", "katharina", "joselyn", "jonelle", "jenell", "iesha", "heide", "florinda", "florentina", "flo", "elodia", "dorine", "brunilda", "brigid", "ashli", "ardella", "twana", "thu", "tarah", "shavon", "serina", "rayna", "ramonita", "nga", "margurite", "lucrecia", "kourtney", "kati", "jesenia", "crista", "ayana", "alica", "alia", "vinnie", "suellen", "romelia", "rachell", "olympia", "michiko", "kathaleen", "jolie", "jessi", "janessa", "hana", "elease", "carletta", "britany", "shona", "salome", "rosamond", "regena", "raina", "ngoc", "nelia", "louvenia", "lesia", "latrina", "laticia", "larhonda", "jina", "jacki", "emmy", "deeann", "coretta", "arnetta", "thalia", "shanice", "neta", "mikki", "micki", "lonna", "leana", "lashunda", "kiley", "joye", "jacqulyn", "ignacia", "hyun", "hiroko", "henriette", "elayne", "delinda", "dahlia", "coreen", "consuela", "conchita", "celine", "babette", "ayanna", "anette", "albertina", "shawnee", "shaneka", "quiana", "pamelia", "min", "merri", "merlene", "margit", "kiesha", "kiera", "kaylene", "jodee", "jenise", "erlene", "emmie", "dalila", "daisey", "casie", "belia", "babara", "versie", "vanesa", "shelba", "shawnda", "nikia", "naoma", "marna", "margeret", "madaline", "lawana", "kindra", "jutta", "jazmine", "janett", "hannelore", "glendora", "gertrud", "garnett", "freeda", "frederica", "florance", "flavia", "carline", "beverlee", "anjanette", "valda", "tamala", "shonna", "sha", "sarina", "oneida", "merilyn", "marleen", "lurline", "lenna", "katherin", "jin", "jeni", "hae", "gracia", "glady", "farah", "enola", "ema", "dominque", "devona", "delana", "cecila", "caprice", "alysha", "alethia", "vena", "theresia", "tawny", "shakira", "samara", "sachiko", "rachele", "pamella", "marni", "mariel", "maren", "malisa", "ligia", "lera", "latoria", "larae", "kimber", "kathern", "karey", "jennefer", "janeth", "halina", "fredia", "delisa", "debroah", "ciera", "angelika", "andree", "altha", "yen", "vivan", "terresa", "tanna", "suk", "sudie", "soo", "signe", "salena", "ronni", "rebbecca", "myrtie", "malika", "maida", "loan", "leonarda", "kayleigh", "ethyl", "ellyn", "dayle", "cammie", "brittni", "birgit", "avelina", "asuncion", "arianna", "akiko", "venice", "tyesha", "tonie", "tiesha", "takisha", "steffanie", "sindy", "meghann", "manda", "macie", "kellye", "kellee", "joslyn", "inger", "indira", "glinda", "glennis", "fernanda", "faustina", "eneida", "elicia", "dot", "digna", "dell", "arletta", "willia", "tammara", "tabetha", "sherrell", "sari", "rebbeca", "pauletta", "natosha", "nakita", "mammie", "kenisha", "kazuko", "kassie", "earlean", "daphine", "corliss", "clotilde", "carolyne", "bernetta", "augustina", "audrea", "annis", "annabell", "yan", "tennille", "tamica", "selene", "rosana", "regenia", "qiana", "markita", "macy", "leeanne", "laurine", "kym", "jessenia", "janita", "georgine", "genie", "emiko", "elvie", "deandra", "dagmar", "corie", "collen", "cherish", "romaine", "porsha", "pearlene", "micheline", "merna", "margorie", "margaretta", "lore", "jenine", "hermina", "fredericka", "elke", "drusilla", "dorathy", "dione", "celena", "brigida", "angeles", "allegra", "tamekia", "synthia", "sook", "slyvia", "rosann", "reatha", "raye", "marquetta", "margart", "layla", "kymberly", "kiana", "kayleen", "katlyn", "karmen", "joella", "irina", "emelda", "eleni", "detra", "clemmie", "cheryll", "chantell", "cathey", "arnita", "arla", "angle", "angelic", "alyse", "zofia", "thomasine", "tennie", "sherly", "sherley", "sharyl", "remedios", "petrina", "nickole", "myung", "myrle", "mozella", "louanne", "lisha", "latia", "krysta", "julienne", "jeanene", "jacqualine", "isaura", "gwenda", "earleen", "cleopatra", "carlie", "audie", "antonietta", "alise", "verdell", "tomoko", "thao", "talisha", "shemika", "savanna", "santina", "rosia", "raeann", "odilia", "nana", "minna", "magan", "lynelle", "karma", "joeann", "ivana", "inell", "ilana", "hye", "hee", "gudrun", "dreama", "crissy", "chante", "carmelina", "arvilla", "annamae", "alvera", "aleida", "yanira", "vanda", "tianna", "tam", "stefania", "shira", "nicol", "nancie", "monserrate", "melynda", "melany", "lovella", "laure", "kacy", "jacquelynn", "hyon", "gertha", "eliana", "christena", "christeen", "charise", "caterina", "carley", "candyce", "arlena", "ammie", "willette", "vanita", "tuyet", "syreeta", "penney", "nyla", "maryam", "marya", "magen", "ludie", "loma", "livia", "lanell", "kimberlie", "julee", "donetta", "diedra", "denisha", "deane", "dawne", "clarine", "cherryl", "bronwyn", "alla", "valery", "tonda", "sueann", "soraya", "shoshana", "shela", "sharleen", "shanelle", "nerissa", "meridith", "mellie", "maye", "maple", "magaret", "lili", "leonila", "leonie", "leeanna", "lavonia", "lavera", "kristel", "kathey", "kathe", "jann", "ilda", "hildred", "hildegarde", "genia", "fumiko", "evelin", "ermelinda", "elly", "dung", "doloris", "dionna", "danae", "berneice", "annice", "alix", "verena", "verdie", "shawnna", "shawana", "shaunna", "rozella", "randee", "ranae", "milagro", "lynell", "luise", "loida", "lisbeth", "karleen", "junita", "jona", "isis", "hyacinth", "hedy", "gwenn", "ethelene", "erline", "donya", "domonique", "delicia", "dannette", "cicely", "branda", "blythe", "bethann", "ashlyn", "annalee", "alline", "yuko", "vella", "trang", "towanda", "tesha", "sherlyn", "narcisa", "miguelina", "meri", "maybell", "marlana", "marguerita", "madlyn", "lory", "loriann", "leonore", "leighann", "laurice", "latesha", "laronda", "katrice", "kasie", "kaley", "jadwiga", "glennie", "gearldine", "francina", "epifania", "dyan", "dorie", "diedre", "denese", "demetrice", "delena", "cristie", "cleora", "catarina", "carisa", "barbera", "almeta", "trula", "tereasa", "solange", "sheilah", "shavonne", "sanora", "rochell", "mathilde", "margareta", "maia", "lynsey", "lawanna", "launa", "kena", "keena", "katia", "glynda", "gaylene", "elvina", "elanor", "danuta", "danika", "cristen", "cordie", "coletta", "clarita", "carmon", "brynn", "azucena", "aundrea", "angele", "verlie", "verlene", "tamesha", "silvana", "sebrina", "samira", "reda", "raylene", "penni", "norah", "noma", "mireille", "melissia", "maryalice", "laraine", "kimbery", "karyl", "karine", "kam", "jolanda", "johana", "jesusa", "jaleesa", "jacquelyne", "iluminada", "hilaria", "hanh", "gennie", "francie", "floretta", "exie", "edda", "drema", "delpha", "bev", "barbar", "assunta", "ardell", "annalisa", "alisia", "yukiko", "yolando", "wonda", "wei", "waltraud", "veta", "temeka", "tameika", "shirleen", "shenita", "piedad", "ozella", "mirtha", "marilu", "kimiko", "juliane", "jenice", "janay", "jacquiline", "hilde", "fae", "elois", "echo", "devorah", "chau", "brinda", "betsey", "arminda", "aracelis", "apryl", "annett", "alishia", "veola", "usha", "toshiko", "theola", "tashia", "talitha", "shery", "renetta", "reiko", "rasheeda", "obdulia", "mika", "melaine", "meggan", "marlen", "marget", "marceline", "mana", "magdalen", "librada", "lezlie", "latashia", "lasandra", "kelle", "isidra", "isa", "inocencia", "gwyn", "francoise", "erminia", "erinn", "dimple", "devora", "criselda", "armanda", "arie", "ariane", "angelena", "aliza", "adriene", "adaline", "xochitl", "twanna", "tomiko", "tamisha", "taisha", "susy", "siu", "rutha", "rhona", "noriko", "natashia", "merrie", "marinda", "mariko", "margert", "loris", "lizzette", "leisha", "kaila", "joannie", "jerrica", "jene", "jannet", "janee", "jacinda", "herta", "elenore", "doretta", "delaine", "daniell", "claudie", "britta", "apolonia", "amberly", "alease", "yuri", "yuk", "wen", "waneta", "ute", "tomi", "sharri", "sandie", "roselle", "reynalda", "raguel", "phylicia", "patria", "olimpia", "odelia", "mitzie", "minda", "mignon", "mica", "mendy", "marivel", "maile", "lynetta", "lavette", "lauryn", "latrisha", "lakiesha", "kiersten", "kary", "josphine", "jolyn", "jetta", "janise", "jacquie", "ivelisse", "glynis", "gianna", "gaynelle", "danyell", "danille", "dacia", "coralee", "cher", "ceola", "arianne", "aleshia", "yung", "williemae", "trinh", "thora", "tai", "svetlana", "sherika", "shemeka", "shaunda", "roseline", "ricki", "melda", "mallie", "lavonna", "latina", "laquanda", "lala", "lachelle", "klara", "kandis", "johna", "jeanmarie", "jaye", "grayce", "gertude", "emerita", "ebonie", "clorinda", "ching", "chery", "carola", "breann", "blossom", "bernardine", "becki", "arletha", "argelia", "ara", "alita", "yulanda", "yon", "yessenia", "tobi", "tasia", "sylvie", "shirl", "shirely", "shella", "shantelle", "sacha", "rebecka", "providencia", "paulene", "misha", "miki", "marline", "marica", "lorita", "latoyia", "lasonya", "kerstin", "kenda", "keitha", "kathrin", "jaymie", "gricelda", "ginette", "eryn", "elina", "elfrieda", "danyel", "cheree", "chanelle", "barrie", "aurore", "annamaria", "alleen", "ailene", "aide", "yasmine", "vashti", "treasa", "tiffaney", "sheryll", "sharie", "shanae", "sau", "raisa", "neda", "mitsuko", "mirella", "milda", "maryanna", "maragret", "mabelle", "luetta", "lorina", "letisha", "latarsha", "lanelle", "lajuana", "krissy", "karly", "karena", "jessika", "jerica", "jeanelle", "jalisa", "jacelyn", "izola", "euna", "etha", "domitila", "dominica", "daina", "creola", "carli", "camie", "brittny", "ashanti", "anisha", "aleen", "adah", "yasuko", "valrie", "tona", "tinisha", "thi", "terisa", "taneka", "simonne", "shalanda", "serita", "ressie", "refugia", "olene", "margherita", "mandie", "maire", "lyndia", "luci", "lorriane", "loreta", "leonia", "lavona", "lashawnda", "lakia", "kyoko", "krystina", "krysten", "kenia", "kelsi", "jeanice", "isobel", "georgiann", "genny", "felicidad", "eilene", "deloise", "conception", "clora", "cherilyn", "calandra", "armandina", "anisa", "ula", "tiera", "theressa", "stephania", "sima", "shyla", "shonta", "shera", "shaquita", "shala", "rossana", "nohemi", "nery", "moriah", "melita", "melida", "melani", "marylynn", "marisha", "mariette", "malorie", "madelene", "ludivina", "loria", "lorette", "loralee", "lianne", "lavenia", "laurinda", "lashon", "kit", "kimi", "keila", "katelynn", "kai", "jone", "joane", "jayna", "janella", "hue", "hertha", "francene", "elinore", "despina", "delsie", "deedra", "clemencia", "carolin", "bulah", "brittanie", "bok", "blondell", "bibi", "beaulah", "beata", "annita", "agripina", "virgen", "valene", "twanda", "tommye", "toi", "tarra", "tari", "tammera", "shakia", "sadye", "ruthanne", "rochel", "rivka", "pura", "nenita", "natisha", "merrilee", "melodee", "marvis", "lucilla", "leena", "laveta", "larita", "lanie", "keren", "ileen", "georgeann", "genna", "frida", "ewa", "eufemia", "emely", "ela", "edyth", "deonna", "deadra", "darlena", "chanell", "cathern", "cassondra", "cassaundra", "bernarda", "berna", "arlinda", "anamaria", "vertie", "valeri", "torri", "tatyana", "stasia", "sherise", "sherill", "sanda", "ruthe", "rosy", "robbi", "ranee", "quyen", "pearly", "palmira", "onita", "nisha", "niesha", "nida", "nam", "merlyn", "mayola", "marylouise", "marth", "margene", "madelaine", "londa", "leontine", "leoma", "leia", "lauralee", "lanora", "lakita", "kiyoko", "keturah", "katelin", "kareen", "jonie", "johnette", "jenee", "jeanett", "izetta", "hiedi", "heike", "hassie", "giuseppina", "georgann", "fidela", "fernande", "elwanda", "ellamae", "eliz", "dusti", "dotty", "cyndy", "coralie", "celesta", "argentina", "alverta", "xenia", "wava", "vanetta", "torrie", "tashina", "tandy", "tambra", "tama", "stepanie", "shila", "shaunta", "sharan", "shaniqua", "shae", "setsuko", "serafina", "sandee", "rosamaria", "priscila", "olinda", "nadene", "muoi", "michelina", "mercedez", "maryrose", "marcene", "mao", "magali", "mafalda", "lannie", "kayce", "karoline", "kamilah", "kamala", "justa", "joline", "jennine", "jacquetta", "iraida", "georgeanna", "franchesca", "emeline", "elane", "ehtel", "earlie", "dulcie", "dalene", "classie", "chere", "charis", "caroyln", "carmina", "carita", "bethanie", "ayako", "arica", "alysa", "alessandra", "akilah", "adrien", "zetta", "youlanda", "yelena", "yahaira", "wendolyn", "tijuana", "terina", "teresia", "suzi", "sherell", "shavonda", "shaunte", "sharda", "shakita", "sena", "ryann", "rubi", "riva", "reginia", "rachal", "parthenia", "pamula", "monnie", "monet", "michaele", "melia", "malka", "maisha", "lisandra", "lekisha", "lean", "lakendra", "krystin", "kortney", "kizzie", "kittie", "kera", "kendal", "kemberly", "kanisha", "julene", "jule", "johanne", "jamee", "halley", "gidget", "galina", "fredricka", "fleta", "fatimah", "eusebia", "elza", "eleonore", "dorthey", "doria", "donella", "dinorah", "delorse", "claretha", "christinia", "charlyn", "bong", "belkis", "azzie", "andera", "aiko", "adena", "yer", "yajaira", "wan", "vania", "ulrike", "toshia", "tifany", "stefany", "shizue", "shenika", "shawanna", "sharolyn", "sharilyn", "shaquana", "shantay", "rozanne", "roselee", "remona", "reanna", "raelene", "phung", "petronila", "natacha", "nancey", "myrl", "miyoko", "miesha", "merideth", "marvella", "marquitta", "marhta", "marchelle", "lizeth", "libbie", "lahoma", "ladawn", "kina", "katheleen", "katharyn", "karisa", "kaleigh", "junie", "julieann", "johnsie", "janean", "jaimee", "jackqueline", "hisako", "herma", "helaine", "gwyneth", "gita", "eustolia", "emelina", "elin", "edris", "donnette", "donnetta", "dierdre", "denae", "darcel", "clarisa", "cinderella", "chia", "charlesetta", "charita", "celsa", "cassy", "cassi", "carlee", "bruna", "brittaney", "brande", "billi", "bao", "antonetta", "angla", "angelyn", "analisa", "alane", "wenona", "wendie", "veronique", "vannesa", "tobie", "tempie", "sumiko", "sulema", "sparkle", "somer", "sheba", "sharice", "shanel", "shalon", "rosio", "roselia", "renay", "rema", "reena", "ozie", "oretha", "oralee", "oda", "ngan", "nakesha", "milly", "marybelle", "margrett", "maragaret", "manie", "lurlene", "lillia", "lieselotte", "lavelle", "lashaunda", "lakeesha", "kaycee", "kalyn", "joya", "joette", "jenae", "janiece", "illa", "grisel", "glayds", "genevie", "gala", "fredda", "eleonor", "debera", "deandrea", "corrinne", "cordia", "contessa", "colene", "cleotilde", "chantay", "cecille", "beatris", "azalee", "arlean", "ardath", "anjelica", "anja", "alfredia", "aleisha", "zada", "yuonne", "willodean", "vennie", "vanna", "tyisha", "tova", "torie", "tonisha", "tilda", "tien", "sirena", "sherril", "shanti", "senaida", "samella", "robbyn", "renda", "reita", "phebe", "paulita", "nobuko", "nguyet", "neomi", "mikaela", "melania", "maximina", "marg", "maisie", "lynna", "lilli", "lashaun", "lakenya", "lael", "kirstie", "kathline", "kasha", "karlyn", "karima", "jovan", "josefine", "jennell", "jacqui", "jackelyn", "hyo", "hien", "grazyna", "florrie", "floria", "eleonora", "dwana", "dorla", "delmy", "deja", "dede", "dann", "crysta", "clelia", "claris", "chieko", "cherlyn", "cherelle", "charmain", "chara", "cammy", "bee", "arnette", "ardelle", "annika", "amiee", "amee", "allena", "yvone", "yuki", "yoshie", "yevette", "yael", "willetta", "voncile", "venetta", "tula", "tonette", "timika", "temika", "telma", "teisha", "taren", "stacee", "shawnta", "saturnina", "ricarda", "pok", "pasty", "onie", "nubia", "marielle", "mariella", "marianela", "mardell", "luanna", "loise", "lisabeth", "lindsy", "lilliana", "lilliam", "lelah", "leigha", "leanora", "kristeen", "khalilah", "keeley", "kandra", "junko", "joaquina", "jerlene", "jani", "jamika", "hsiu", "hermila", "genevive", "evia", "eugena", "emmaline", "elfreda", "elene", "donette", "delcie", "deeanna", "darcey", "cuc", "clarinda", "cira", "chae", "celinda", "catheryn", "casimira", "carmelia", "camellia", "breana", "bobette", "bernardina", "bebe", "basilia", "arlyne", "amal", "alayna", "zonia", "zenia", "yuriko", "yaeko", "wynell", "willena", "vernia", "tora", "terrilyn", "terica", "tenesha", "tawna", "tajuana", "taina", "stephnie", "sona", "sina", "shondra", "shizuko", "sherlene", "sherice", "sharika", "rossie", "rosena", "rima", "ria", "rheba", "renna", "natalya", "nancee", "melodi", "meda", "matha", "marketta", "maricruz", "marcelene", "malvina", "luba", "louetta", "leida", "lecia", "lauran", "lashawna", "laine", "khadijah", "katerine", "kasi", "kallie", "julietta", "jesusita", "jestine", "jessia", "jeffie", "janyce", "isadora", "georgianne", "fidelia", "evita", "eura", "eulah", "estefana", "elsy", "eladia", "dodie", "dia", "denisse", "deloras", "delila", "daysi", "crystle", "concha", "claretta", "charlsie", "charlena", "carylon", "bettyann", "asley", "ashlea", "amira", "agueda", "agnus", "yuette", "vinita", "victorina", "tynisha", "treena", "toccara", "tish", "thomasena", "tegan", "soila", "shenna", "sharmaine", "shantae", "shandi", "september", "saran", "sarai", "sana", "rosette", "rolande", "regine", "otelia", "olevia", "nicholle", "necole", "naida", "myrta", "myesha", "mitsue", "minta", "mertie", "margy", "mahalia", "madalene", "loura", "lorean", "lesha", "leonida", "lenita", "lavone", "lashell", "lashandra", "lamonica", "kimbra", "katherina", "karry", "kanesha", "jong", "jeneva", "jaquelyn", "hwa", "gilma", "ghislaine", "gertrudis", "fransisca", "fermina", "ettie", "etsuko", "ellan", "elidia", "edra", "dorethea", "doreatha", "denyse", "deetta", "daine", "cyrstal", "corrin", "cayla", "carlita", "camila", "burma", "bula", "buena", "barabara", "avril", "alaine", "zana", "wilhemina", "wanetta", "veronika", "verline", "vasiliki", "tonita", "tisa", "teofila", "tayna", "taunya", "tandra", "takako", "sunni", "suanne", "sixta", "sharell", "seema", "rosenda", "robena", "raymonde", "pei", "pamila", "ozell", "neida", "mistie", "micha", "merissa", "maurita", "maryln", "maryetta", "marcell", "malena", "makeda", "lovetta", "lourie", "lorrine", "lorilee", "laurena", "lashay", "larraine", "laree", "lacresha", "kristle", "krishna", "keva", "keira", "karole", "joie", "jinny", "jeannetta", "jama", "heidy", "gilberte", "gema", "faviola", "evelynn", "enda", "elli", "ellena", "divina", "dagny", "collene", "codi", "cindie", "chassidy", "chasidy", "catrice", "catherina", "cassey", "caroll", "carlena", "candra", "calista", "bryanna", "britteny", "beula", "bari", "audrie", "audria", "ardelia", "annelle", "angila", "alona", "allyn"];
-
-var surnames = ["smith", "johnson", "williams", "jones", "brown", "davis", "miller", "wilson", "moore", "taylor", "anderson", "jackson", "white", "harris", "martin", "thompson", "garcia", "martinez", "robinson", "clark", "rodriguez", "lewis", "lee", "walker", "hall", "allen", "young", "hernandez", "king", "wright", "lopez", "hill", "green", "adams", "baker", "gonzalez", "nelson", "carter", "mitchell", "perez", "roberts", "turner", "phillips", "campbell", "parker", "evans", "edwards", "collins", "stewart", "sanchez", "morris", "rogers", "reed", "cook", "morgan", "bell", "murphy", "bailey", "rivera", "cooper", "richardson", "cox", "howard", "ward", "torres", "peterson", "gray", "ramirez", "watson", "brooks", "sanders", "price", "bennett", "wood", "barnes", "ross", "henderson", "coleman", "jenkins", "perry", "powell", "long", "patterson", "hughes", "flores", "washington", "butler", "simmons", "foster", "gonzales", "bryant", "alexander", "griffin", "diaz", "hayes", "myers", "ford", "hamilton", "graham", "sullivan", "wallace", "woods", "cole", "west", "owens", "reynolds", "fisher", "ellis", "harrison", "gibson", "mcdonald", "cruz", "marshall", "ortiz", "gomez", "murray", "freeman", "wells", "webb", "simpson", "stevens", "tucker", "porter", "hicks", "crawford", "boyd", "mason", "morales", "kennedy", "warren", "dixon", "ramos", "reyes", "burns", "gordon", "shaw", "holmes", "rice", "robertson", "hunt", "daniels", "palmer", "mills", "nichols", "grant", "ferguson", "stone", "hawkins", "dunn", "perkins", "hudson", "spencer", "gardner", "stephens", "payne", "pierce", "berry", "matthews", "arnold", "wagner", "willis", "watkins", "olson", "carroll", "duncan", "snyder", "hart", "cunningham", "lane", "andrews", "ruiz", "harper", "fox", "riley", "armstrong", "carpenter", "weaver", "greene", "elliott", "chavez", "sims", "peters", "kelley", "franklin", "lawson", "fields", "gutierrez", "schmidt", "carr", "vasquez", "castillo", "wheeler", "chapman", "oliver", "montgomery", "richards", "williamson", "johnston", "banks", "meyer", "bishop", "mccoy", "howell", "alvarez", "morrison", "hansen", "fernandez", "garza", "burton", "nguyen", "jacobs", "reid", "fuller", "lynch", "garrett", "romero", "welch", "larson", "frazier", "burke", "hanson", "mendoza", "moreno", "bowman", "medina", "fowler", "brewer", "hoffman", "carlson", "silva", "pearson", "holland", "fleming", "jensen", "vargas", "byrd", "davidson", "hopkins", "may", "herrera", "wade", "soto", "walters", "neal", "caldwell", "lowe", "jennings", "barnett", "graves", "jimenez", "horton", "shelton", "barrett", "obrien", "castro", "sutton", "mckinney", "lucas", "miles", "rodriquez", "chambers", "holt", "lambert", "fletcher", "watts", "bates", "hale", "rhodes", "pena", "beck", "newman", "haynes", "mcdaniel", "mendez", "bush", "vaughn", "parks", "dawson", "santiago", "norris", "hardy", "steele", "curry", "powers", "schultz", "barker", "guzman", "page", "munoz", "ball", "keller", "chandler", "weber", "walsh", 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"selleck", "schlemmer", "scher", "sapien", "sainz", "roye", "romain", "rizzuto", "resch", "rentz", "rasch", "ranieri", "purtell", "primmer", "portwood", "pontius", "pons", "pletcher", "pledger", "pirkle", "pillsbury", "pentecost", "paxson", "ortez", "oles", "mullett", "muirhead", "mouzon", "mork", "mollett", "mohn", "mitcham", "melillo", "medders", "mcmiller", "mccleery", "mccaughey", "mak", "maciejewski", "macaulay", "lute", "lipman", "lewter", "larocque", "langton", "kriner", "knipp", "killeen", "karn", "kalish", "kaczor", "jonson", "jerez", "jarrard", "janda", "hymes", "hollman", "hollandsworth", "holl", "hobdy", "hennen", "hemmer", "hagins", "haddox", "guitierrez", "guernsey", "gorsuch", "gholson", "genova", "gazaway", "gauna", "gammons", "freels", "fonville", "fetterman", "fava", "farquhar", "farish", "fabela", "escoto", "eisen", "dossett", "dority", "dorfman", "demmer", "dehn", "dawley", "darbonne", "damore", "damm", "crosley", "cron", "crompton", "crichton", "cotner", "cordon", 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"follis", "flemings", "feltman", "febus", "farren", "fallis", "evert", "ekstrom", "eastridge", "dyck", "dufault", "dubreuil", "drapeau", "domingues", "dolezal", "dinkel", "didonato", "devitt", "demott", "daughtrey", "daubert", "das", "creason", "crary", "costilla", "chipps", "cheatwood", "carmean", "canton", "caffrey", "burgher", "buker", "brunk", "brodbeck", "brantner", "bolivar", "boerner", "bodkin", "biel", "bencomo", "bellino", "beliveau", "beauvais", "beaupre", "baylis", "baskett", "barcus", "baltz", "asay", "arney", "arcuri", "ankney", "agostini", "addy", "zwilling", "zubia", "zollinger", "zeitz", "yanes", "winship", "winningham", "wickline", "webre", "waddington", "vosburgh", "verrett", "varnum", "vandeventer", "vacca", "usry", "towry", "touchet", "tookes", "tonkin", "timko", "tibbitts", "thedford", "tarleton", "talty", "talamantez", "tafolla", "sugg", "strecker", "steffan", "spiva", "slape", "shatzer", "seyler", "seamans", "schmaltz", "schipper", "sasso", "ruppe", "roudebush", "riemer", "richarson", "revilla", "reichenbach", "ratley", "railsback", "quayle", "poplin", "poorman", "ponton", "pollitt", "poitras", "piscitelli", "piedra", "pew", "perera", "penwell", "pelt", "parkhill", "paladino", "ore", "oram", "olmo", "oliveras", "olivarria", "ogorman", "naron", "muncie", "mowbray", "morones", "moretti", "monn", "mitts", "minks", "minarik", "mimms", "milliron", "millington", "millhouse", "messersmith", "mcnett", "mckinstry", "mcgeorge", "mcdill", "mcateer", "mazzeo", "matchett", "mahood", "mabery", "lundell", "louden", "losoya", "lisk", "lezama", "leib", "lebo", "lanoue", "lanford", "lafortune", "kump", "krone", "kreps", "kott", "kopecky", "kolodziej", "kinman", "kimmons", "kelty", "kaster", "karlson", "kania", "joyal", "jenner", "jasinski", "jandreau", "isenhour", "hunziker", "huhn", "houde", "houchins", "holtman", "hodo", "heyman", "hentges", "hedberg", "hayne", "haycraft", "harshbarger", "harshaw", "harriss", "haring", "hansell", "hanford", "handler", "hamblen", "gunnell", "groat", "gorecki", "gochenour", "gleeson", "genest", "geiser", "fulghum", "friese", "fridley", "freeborn", "frailey", "flaugher", "fiala", "ettinger", "etheredge", "espitia", "eriksen", "engelbrecht", "engebretson", "elie", "eickhoff", "edney", "edelen", "eberhard", "eastin", "eakes", "driggs", "doner", "donaghy", "disalvo", "deshong", "dahms", "dahlquist", "curren", "cripe", "cree", "creager", "corle", "conatser", "commons", "coggin", "coder", "coaxum", "closson", "clodfelter", "classen", "chittenden", "castilleja", "casale", "cartee", "carriere", "canup", "canizales", "burgoon", "bunger", "bugarin", "buchanon", "bruning", "bruck", "brookes", "broadwell", "brier", "brekke", "breese", "bracero", "bowley", "bowersox", "bose", "bogar", "blauser", "blacker", "bjorklund", "baumer", "basler", "baize", "baden", "auman", "amundsen", "amore", "alvarenga", "adamczyk", "yerkes", "yerby", "yamaguchi", "worthey", "wolk", "wixom", "wiersma", "wieczorek", "whiddon", "weyer", "wetherington", "wein", "watchman", "warf", "wansley", "vesely", "velazco", "vannorman", "valasquez", "utz", "urso", "turco", "turbeville", "trivett", "toothaker", "toohey", "tondreau", "thaler", "sylvain", "swindler", "swigert", "swider", "stiner", "stever", "steffes", "stampley", "stair", "smidt", "skeete", "silvestre", "shutts", "shealey", "seigler", "schweizer", "schuldt", "schlichting", "scherr", "saulsberry", "saner", "rosin", "rosato", "roling", "rohn", "rix", "rister", "remley", "remick", "recinos", "ramm", "raabe", "pursell", "poythress", "poli", "pokorny", "pettry", "petrey", "petitt", "penman", "payson", "paquet", "pappalardo", "outland", "orenstein", "nuttall", "nuckols", "nott", "nimmo", "murtagh", "mousseau", "moulder", "mooneyhan", "moak", "minch", "miera", "mercuri", "meighan", "mcnelly", "mcguffin", "mccreery", "mcclaskey", "mainor", "luongo", "lundstrom", "loughman", "lobb", "linhart", "lever", "leu", "leiter", "lehoux", "lehn", "lares", "lapan", "langhorne", "lamon", "ladwig", "ladson", "kuzma", "kreitzer", "knop", "keech", "kea", "kadlec", "jhonson", "jantz", "inglis", "husk", "hulme", "housel", "hofman", "hillery", "heidenreich", "heaps", "haslett", "harting", "hartig", "hamler", "halton", "hallum", "gutierres", "guida", "guerrier", "grossi", "gress", "greenhalgh", "gravelle", "gow", "goslin", "gonyea", "gipe", "gerstner", "gasser", "garceau", "gannaway", "gama", "gallop", "gaiser", "fullilove", "foutz", "fossum", "flannagan", "farrior", "faller", "ericksen", "entrekin", "enochs", "englund", "ellenberger", "eastland", "earwood", "dudash", "drozd", "desoto", "delph", "dekker", "dejohn", "degarmo", "defeo", "defalco", "deblois", "dacus", "cudd", "crossen", "crooms", "cronan", "costin", "cordray", "comerford", "colegrove", "coldwell", "claassen", "chartrand", "castiglione", "carte", "cardella", "carberry", "capp", "capobianco", "cangelosi", "buch", "brunell", "brucker", "brockett", "brizendine", "brinegar", "brimer", "brase", "bosque", "bonk", "bolger", "bohanon", "bohan", "blazek", "berning", "bergan", "bennette", "beauchemin", "battiste", "barra", "balogh", "avallone", "aubry", "ashcroft", "asencio", "arledge", "anchondo", "alvord", "acheson", "zaleski", "yonker", "wyss", "wycoff", "woodburn", "wininger", "winders", "willmon", "wiechmann", "westley", "weatherholt", "warnick", "wardle", "warburton", "volkert", "villanveva", "veit", "vass", "vanallen", "tung", "toribio", "toothman", "tiggs", "thornsberry", "thome", "tepper", "teeple", "tebo", "tassone", "tann", "stucker", "stotler", "stoneman", "stehle", "stanback", "stallcup", "spurr", "speers", "spada", "solum", "smolen", "sinn", "silvernail", "sholes", "shives", "shain", "secrest", "seagle", "schuette", "schoch", "schnieders", "schild", "schiavone", "schiavo", "scharff", "santee", "sandell", "salvo", "rollings", "rivenburg", "ritzman", "rist", "reynosa", "retana", "regnier", "rarick", "ransome", "rall", "propes", "prall", "poyner", "ponds", "poitra", "pippins", "pinion", "phu", "perillo", "penrose", "pendergraft", "pelchat", "patenaude", "palko", "odoms", "oddo", "novoa", "noone", "newburn", "negri", "nantz", "mosser", "moshier", "molter", "molinari", "moler", "millman", "meurer", "mendel", "mcray", "mcnicholas", "mcnerney", "mckillip", "mcilvain", "mcadory", "marmol", "marinez", "manzer", "mankin", "makris", "majeski", "maffei", "luoma", "luman", "luebke", "luby", "lomonaco", "loar", "litchford", "lintz", "licht", "levenson", "legge", "lanigan", "krom", "kreger", "koop", "kober", "klima", "kitterman", "kinkead", "kimbell", "kilian", "kibbe", "kendig", "kemmer", "kash", "jenkin", "inniss", "hurlbut", "hunsucker", "huckabee", "hoxie", "hoglund", "hockensmith", "hoadley", "hinkel", "higuera", "herrman", "heiner", "hausmann", "haubrich", "hassen", "hanlin", "hallinan", "haglund", "hagberg", "gullo", "gullion", "groner", "greenwalt", "gobert", "glowacki", "glessner", "gines", "gildersleeve", "gildea", "gerke", "gebhard", "gatton", "gately", "galasso", "fralick", "fouse", "fluharty", "faucette", "fairfax", "evanoff", "elser", "ellard", "egerton", "ector", "ebling", "dunkel", "duhart", "drysdale", "dostal", "dorey", "dolph", "doles", "dismukes", "digregorio", "digby", "dewees", "deramus", "denniston", "dennett", "deloney", "delaughter", "cuneo", "cumberland", "crotts", "crosswhite", "cremeans", "creasey", "cottman", "cothern", "costales", "cosner", "corpus", "colligan", "cobble", "clutter", "chupp", "chevez", "chatmon", "chaires", "caplan", "caffee", "cabana", "burrough", "burditt", "buckler", "brunswick", "brouillard", "broady", "bowlby", "bouley", "borgman", "boltz", "boddy", "blackston", "birdsell", "bedgood", "bate", "bartos", "barriga", "barna", "barcenas", "banach", "baccus", "auclair", "ashman", "arter", "arendt", "ansell", "allums", "allender", "alber", "albarran", "adelson", "zoll", "wysong", "wimbley", "wildes", "whitis", "whitehill", "whicker", "weymouth", "weldy", "wark", "wareham", "waddy", "viveiros", "vath", "vandoren", "vanderhoof", "unrein", "uecker", "tsan", "trepanier", "tregre", "torkelson", "tobler", "tineo", "timmer", "swopes", "swofford", "sweeten", "swarts", "summerfield", "sumler", "stucky", "strozier", "stigall", "stickel", "stennis", "stelzer", "steely", "slayden", "skillern", "shurtz", "shelor", "shellenbarger", "shand", "shabazz", "seo", "scroggs", "schwandt", "schrecengost", "schoenrock", "schirmer", "sandridge", "ruzicka", "rozek", "rowlands", "roser", "rosendahl", "romanowski", "rolston", "riggio", "reichman", "redondo", "reay", "rawlinson", "raskin", "raine", "quandt", "purpura", "pruneda", "prevatte", "prettyman", "pinedo", "pierro", "pidgeon", "phillippi", "pfeil", "penix", "peasley", "paro", "ospina", "ortegon", "ogata", "ogara", "normandin", "nordman", "nims", "nassar", "motz", "morlan", "mooring", "moles", "moir", "mizrahi", "mire", "minaya", "millwood", "mikula", "messmer", "meikle", "mctaggart", "mcgonagle", "mcewan", "mccasland", "mccane", "mccaffery", "mcalexander", "mattocks", "matranga", "martone", "markland", "maravilla", "manno", "mancha", "mallery", "magno", "lorentz", "locklin", "livingstone", "lipford", "lininger", "lepley", "leming", "lemelin", "leadbetter", "lawhon", "lattin", "langworthy", "lampman", "lambeth", "lamarr", "lahey", "krajewski", "klopp", "kinnison", "kestner", "kennell", "karim", "jozwiak", "jakubowski", "ivery", "iliff", "iddings", "hudkins", "houseman", "holz", "holderman", "hoehne", "highfill", "hiett", "heskett", "heldt", "hedman", "hayslett", "hatchell", "hasse", "hamon", "hamada", "hakala", "haislip", "haffey", "hackbarth", "guo", "gullickson", "guerrette", "greenblatt", "goudreau", "gongora", "godbout", "glaude", "gills", "gillison", "gigliotti", "gargano", "gallucci", "galli", "galante", "frasure", "fodor", "fizer", "fishburn", "finkbeiner", "finck", "fager", "estey", "espiritu", "eppinger", "epperly", "emig", "eckley", "dray", "dorsch", "dille", "devita", "deslauriers", "demery", "delorme", "delbosque", "dauphin", "dantonio", "curd", "crume", "cozad", "cossette", "comacho", "climer", "chadbourne", "cespedes", "cayton", "castaldo", "carpino", "carls", "capozzi", "canela", "buzard", "busick", "burlison", "brinkmann", "bridgeforth", "bourbeau", "bornstein", "bonfiglio", "boice", "boese", "biondi", "bilski", "betton", "berwick", "berlanga", "behan", "becraft", "barrientez", "banh", "balke", "balderrama", "bahe", "bachand", "armer", "arceo", "aliff", "alatorre", "zermeno", "younce", "yeoman", "yamasaki", "wroten", "woodby", "winer", "willits", "wilcoxon", "wehmeyer", "waterbury", "wass", "wann", "wachtel", "vizcarra", "veitch", "vanderbilt", "vallone", "vallery", "ureno", "tyer", "tipps", "tiedeman", "theberge", "texeira", "taub", "tapscott", "stutts", "stults", "stukes", "spink", "sottile", "smithwick", "slane", "simeone", "silvester", "siegrist", "shiffer", "sheedy", "sheaffer", "severin", "sellman", "scotto", "schupp", "schueller", "schreier", "schoolcraft", "schoenberger", "schnabel", "sangster", "samford", "saliba", "ryles", "ryans", "rossetti", "rodriguz", "risch", "riel", "rezendes", "rester", "rencher", "recker", "rathjen", "profitt", "poteete", "polizzi", "perrigo", "patridge", "osby", "orvis", "opperman", "oppenheim", "onorato", "olaughlin", "ohagan", "ogles", "oehler", "obyrne", "nuzzo", "nickle", "nease", "neagle", "navarette", "nagata", "musto", "morison", "montz", "mogensen", "mizer", "miraglia", "migliore", "menges", "mellor", "mcnear", "mcnab", "mcloud", "mcelligott", "mccollom", "maynes", "marquette", "markowski", "marcantonio", "maldanado", "macey", "lundeen", "longino", "lisle", "linthicum", "limones", "lesure", "lesage", "lauver", "laubach", "latshaw", "lary", "lapham", "lacoste", "lacher", "kutcher", "knickerbocker", "klos", "klingler", "kleiman", "kittleson", "kimbrel", "kemmerer", "kelson", "keese", "kallas", "jurgensen", "junkins", "juergens", "jolliff", "jelks", "janicki", "jang", "ingles", "huguley", "huggard", "howton", "hone", "holford", "hogle", "hipple", "heimbach", "heider", "heidel", "havener", "hattaway", "harrah", "hanscom", "hankinson", "hamdan", "gridley", "goulette", "goulart", "goodrow", "girardi", "gent", "gautreau", "gandara", "gamblin", "galipeau", "fyffe", "furrow", "fulp", "fricks", "frase", "frandsen", "fout", "foulks", "fouche", "foskey", "forgey", "foor", "fobbs", "finklea", "fincham", "figueiredo", "festa", "ferrier", "fellman", "eslick", "eilerman", "eckart", "eaglin", "dunfee", "dumond", "drewry", "douse", "dimick", "diener", "dickert", "deines", "declue", "daw", "dattilo", "danko", "custodio", "cuccia", "crunk", "crispin", "corp", "corea", "coppin", "considine", "coniglio", "conboy", "cockrum", "clute", "clewis", "christiano", "channell", "cerrato", "cecere", "catoe", "castillon", "castile", "carstarphen", "carmouche", "caperton", "buteau", "bumpers", "brey", "brazeal", "brassard", "braga", "bradham", "bourget", "borrelli", "borba", "boothby", "bohr", "bohm", "boehme", "bodin", "bloss", "blocher", "bizzell", "bieker", "berthelot", "bernardini", "berends", "benard", "belser", "baze", "bartling", "barrientes", "barras", "barcia", "banfield", "aurand", "artman", "arnott", "arend", "amon", "almaguer", "allee", "albarado", "alameda", "abdo", "zuehlke", "zoeller", "yokoyama", "yocom", "wyllie", "woolum", "wint", "winland", "wilner", "wilmes", "whitlatch", "westervelt", "walthall", "walkowiak", "walburn", "viviano", "vanderhoff", "valez", "ugalde", "trumbull", "todaro", "tilford", "tidd", "tibbits", "terranova", "templeman", "tannenbaum", "talmage", "tabarez", "swearengin", "swartwood", "svendsen", "strum", "strack", "storie", "stockard", "steinbeck", "starns", "stanko", "stankiewicz", "stacks", "stach", "sproles", "spenser", "smotherman", "slusser", "sinha", "silber", "siefert", "siddiqui", "shuff", "sherburne", "seldon", "seddon", "schweigert", "schroeter", "schmucker", "saffold", "rutz", "rundle", "rosinski", "rosenow", "rogalski", "ridout", "rhymer", "replogle", "raygoza", "ratner", "rascoe", "rahm", "quast", "pressnell", "predmore", "pou", "porto", "pleasants", "pigford", "pavone", "patnaude", "parramore", "papadopoulos", "palmatier", "ouzts", "oshields", "ortis", "olmeda", "olden", "okamoto", "norby", "nitz", "niebuhr", "nevius", "neiman", "neidig", "neece", "murawski", "mroz", "moylan", "moultry", "mosteller", "moring", "morganti", "mook", "moffet", "mettler", "merlo", "mengel", "mendelsohn", "meli", "melchior", "mcmeans", "mcfaddin", "mccullers", "mccollister", "mccloy", "mcclaine", "maury", "maser", "martelli", "manthey", "malkin", "maio", "magwood", "maginnis", "mabon", "luton", "lusher", "lucht", "lobato", "levis", "letellier", "legendre", "latson", "larmon", "largo", "landreneau", "landgraf", "lamberson", "kurland", "kresge", "korman", "korando", "klapper", "kitson", "kinyon", "kincheloe", "kawamoto", "kawakami", "jenney", "jeanpierre", "ivers", "issa", "ince", "hollier", "hollars", "hoerner", "hodgkinson", "hiott", "hibbitts", "herlihy", 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"gemmill", "gaymon", "galyean", "galeano", "friar", "folkerts", "fleeman", "fitzgibbons", "ferranti", "felan", "farrand", "eoff", "enger", "engels", "ducksworth", "duby", "drumheller", "douthitt", "donis", "dixion", "dittrich", "dials", "descoteaux", "depaul", "denker", "demuth", "demelo", "delacerda", "deforge", "danos", "dalley", "daigneault", "cybulski", "cothren", "corns", "corkery", "copas", "clubb", "clore", "chitty", "chichester", "chace", "catanzaro", "castonguay", "cassella", "carlberg", "cammarata", "calle", "cajigas", "byas", "buzbee", "busey", "burling", "bufkin", "brzezinski", "brun", "brickner", "brabham", "boller", "bockman", "bleich", "blakeman", "bisbee", "bier", "bezanson", "bevilacqua", "besaw", "berrian", "bequette", "beauford", "baumgarten", "baudoin", "batie", "basaldua", "bardin", "bangert", "banes", "backlund", "avitia", "artz", "archey", "apel", "amico", "alam", "aden", "zebrowski", "yokota", "wormley", "wootton", "womac", "wiltz", "wigington", "whitehorn", "whisman", "weisgerber", "weigle", "weedman", "watkin", "wasilewski", "wadlington", "wadkins", "viverette", "vidaurri", "vidales", "vezina", "vanleer", "vanhoy", "vanguilder", "vanbrunt", "updegraff", "tylor", "trinkle", "touchette", "tilson", "tilman", "tengan", "tarkington", "surrett", "summy", "streetman", "straughter", "steere", "spruell", "spadaro", "solley", "smathers", "silvera", "siems", "shreffler", "sholar", "selden", "schaper", "samayoa", "ruggeri", "rowen", "rosso", "rosenbalm", "roose", "ronquillo", "rogowski", "rexford", "repass", "renzi", "renick", "rehberg", "ranck", "raffa", "rackers", "raap", "puglisi", "prinz", "pounders", "pon", "pompa", "plasencia", "pipkins", "petrosky", "pelley", "pauls", "pauli", "parkison", "parisien", "pangle", "pancoast", "palazzolo", "owenby", "overbay", "orris", "orlowski", "nipp", "newbern", "nedd", "nealon", "najar", "mysliwiec", "myres", "musson", "murrieta", "munsell", "mumma", "muldowney", "moyle", "mowen", "morejon", "moodie", 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"damiani", "cupples", "crofoot", "courter", "coto", "costigan", "corning", "corman", "corlett", "cooperman", "collison", "coghlan", "cobbins", "coady", "coachman", "clothier", "cipolla", "chmielewski", "chiodo", "chatterton", "chappelle", "chairez", "ceron", "casperson", "casler", "casados", "carrow", "carlino", "carico", "cardillo", "caouette", "canto", "canavan", "cambra", "byard", "buterbaugh", "buse", "bucy", "buckwalter", "bubb", "bryd", "brissette", "brault", "bradwell", "boshears", "borchert", "blansett", "biondo", "biehl", "bessey", "belles", "beeks", "beekman", "beaufort", "bayliss", "bardsley", "avilla", "astudillo", "ardito", "antunez", "aderholt", "abate", "yowell", "yin", "yearby", "wurst", "woolverton", "woolbright", "wildermuth", "whittenburg", "whitely", "wetherbee", "wenz", "welliver", "welling", "wason", "warlick", "voorhies", "vivier", "villines", "verde", "veiga", "varghese", "vanwyk", "vanwingerden", "vanhorne", "umstead", "twiggs", "tusing", "trego", "tompson", "tinkle", "thoman", "thole", "tatman", "tartt", "suda", "studley", "strock", "strawbridge", "stokely", "stec", "stalter", "speidel", "spafford", "sontag", "sokolowski", "skillman", "skelley", "skalski", "sison", "sippel", "sinquefield", "siegle", "sher", "sharrow", "setliff", "sellner", "selig", "seibold", "seery", "scriber", "schull", "schrupp", "schippers", "saulsbury", "sao", "santillo", "sanor", "rubalcaba", "roosa", "ronk", "robbs", "roache", "riebe", "reinoso", "quin", "preuss", "pottorff", "pontiff", "plouffe", "picou", "picklesimer", "pettyjohn", "petti", "penaloza", "parmelee", "pardee", "palazzo", "overholt", "ogawa", "ofarrell", "nolting", "noda", "nickson", "nevitt", "neveu", "navarre", "murrow", "munz", "mulloy", "monzo", "milliman", "metivier", "merlino", "mcpeters", "mckissack", "mckeen", "mcgurk", "mcfee", "mcfarren", "mcelwee", "mceachin", "mcdonagh", "mccarville", "mayhall", "mattoon", "martello", "marconi", "marbury", "manzella", "maly", "malec", "maitland", "maheu", "maclennan", "lyke", "luera", "lowenstein", "losh", "lopiccolo", "longacre", "loman", "loden", "loaiza", "lieber", "libbey", "lenhardt", "lefebre", "lauterbach", "lauritsen", "lass", "larocco", "larimer", "lansford", "lanclos", "lamay", "lal", "kulikowski", "kriebel", "kosinski", "kleinman", "kleiner", "kleckner", "kistner", "kissner", "kissell", "keisler", "keeble", "keaney", "kale", "joly", "jimison", "ikner", "hursey", "hruska", "hove", "hou", "hosking", "hoose", "holle", "hoeppner", "hittle", "hitchens", "hirth", "hinerman", "higby", "hertzog", "hentz", "hensler", "heier", "hegg", "hassel", "harpe", "hara", "hain", "hagopian", "grimshaw", "grado", "gowin", "gowans", "googe", "goodlow", "goering", "gleaton", "gidley", "giannone", "gascon", "garneau", "gambrel", "galaz", "fuentez", "frisina", "fresquez", "fraher", "feuerstein", "felten", "everman", "ertel", "erazo", "ensign", "endo", "ellerman", "eichorn", "edgell", "ebron", "eaker", "dundas", "duncanson", "duchene", "ducan", "dombroski", "doman", "dickison", "dewoody", "deloera", "delahoussaye", "dejean", "degroat", "decaro", "dearmond", "dashner", "dales", "crossett", "cressey", "cowger", "cornette", "corbo", "coplin", "coover", "condie", "cokley", "ceaser", "cannaday", "callanan", "cadle", "buscher", "bullion", "bucklin", "bruening", "bruckner", "brose", "branan", "bradway", "botsford", "bortz", "borelli", "bonetti", "bolan", "boerger", "bloomberg", "bingman", "bilger", "berns", "beringer", "beres", "beets", "beede", "beaudet", "beachum", "baughn", "bator", "bastien", "basquez", "barreiro", "barga", "baratta", "balser", "baillie", "axford", "attebery", "arakaki", "annunziata", "andrzejewski", "ament", "amendola", "adcox", "abril", "zenon", "zeitler", "zambrana", "ybanez", "yagi", "wolak", "wilcoxson", "whitesel", "whitehair", "weyand", "westendorf", "welke", "weinmann", "weesner", "weekes", "wedel", "weatherall", "warthen", "vose", "villalta", "viator", "vaz", "valtierra", "urbanek", "tulley", "trojanowski", "trapani", "toups", "torpey", "tomita", "tindal", "tieman", "tevis", "tedrow", "taul", "tash", "tammaro", "sylva", "swiderski", "sweeting", "sund", "stutler", "stich", "sterns", "stegner", "stalder", "splawn", "speirs", "southwell", "soltys", "smead", "slye", "skipworth", "sipos", "simmerman", "sidhu", "shuffler", "shingleton", "shadwick", "sermons", "seefeldt", "scipio", "schwanke", "schreffler", "schiro", "scheiber", "sandoz", "samsel", "ruddell", "royse", "rouillard", "rotella", "rosalez", "romriell", "rizer", "riner", "rickards", "rhoton", "rhem", "reppert", "rayl", "raulston", "raposo", "rainville", "radel", "quinney", "purdie", "pizzo", "pincus", "petrus", "pendelton", "pendarvis", "peltz", "peguero", "peete", "patricio", "patchett", "parrino", "papke", "palafox", "ottley", "ostby", "oritz", "ogan", "odegaard", "oatman", "noell", "nicoll", "newhall", "newbill", "netzer", "nettleton", "neblett", "murley", "mungo", "mulhall", "mosca", "morissette", "morford", "monsen", "mitzel", "miskell", "minder", "mehaffey", "mcquillen", "mclennan", "mcgrail", "mccreight", "mayville", "maysonet", "maust", "mathieson", "mastrangelo", "maskell", "manz", "malmberg", "makela", "madruga", "lotts", "longnecker", "logston", "littell", "liska", "lindauer", "lillibridge", "levron", "letchworth", "lesh", "leffel", "leday", "leamon", "kulas", "kula", "kucharski", "kromer", "kraatz", "konieczny", "konen", "komar", "kivett", "kirts", "kinnear", "kersh", "keithley", "keifer", "judah", "jimenes", "jeppesen", "jansson", "huntsberry", "hund", "huitt", "huffine", "hosford", "holmstrom", "hollen", "hodgin", "hirschman", "hiltner", "hilliker", "hibner", "hennis", "helt", "heidelberg", "heger", "heer", "hartness", "hardrick", "halladay", "gula", "guillaume", "guerriero", "grunewald", "grosse", "griffeth", "grenz", "grassi", "grandison", "ginther", "gimenez", "gillingham", "gillham", "gess", "gelman", "gearheart", "gaskell", "gariepy", "gamino", "gallien", "galentine", 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"arbour", "aquirre", "appell", "aldaco", "alban", "ahlstrom", "abadie", "zylstra", "zick", "yother", "wyse", "wunsch", "whitty", "weist", "vrooman", "villalon", "vidrio", "vavra", "vasbinder", "vanmatre", "vandorn", "ugarte", "turberville", "tuel", "trogdon", "toupin", "toone", "tolleson", "tinkham", "tinch", "tiano", "teston", "teer", "tawney", "taplin", "tant", "tansey", "swayne", "sutcliffe", "sunderman", "strothers", "stromain", "stork", "stoneburner", "stolte", "stolp", "stoehr", "stingley", "stegman", "stangl", "spinella", "spier", "soules", "sommerfield", "sipp", "simek", "siders", "shufelt", "shue", "shor", "shires", "shellenberger", "sheely", "sepe", "seaberg", "schwing", "scherrer", "scalzo", "sasse", "sarvis", "santora", "sansbury", "salls", "saleem", "ryland", "rybicki", "ruggieri", "rothenberg", "rosenstein", "roquemore", "rollison", "rodden", "rivet", "ridlon", "riche", "riccardi", "reiley", "regner", "rech", "rayo", "raff", "radabaugh", "quon", "quill", "privette", "prange", "pickrell", "perino", "penning", "pankratz", "orlandi", "nyquist", "norrell", "noren", "naples", "nale", "nakashima", "musselwhite", "murrin", "murch", "mullinix", "mullican", "mullan", "morneau", "mondor", "molinar", "minjares", "minix", "minchew", "milewski", "mikkelson", "mifflin", "merkley", "meis", "meas", "mcroy", "mcphearson", "mcneel", "mcmunn", "mcmorrow", "mcdorman", "mccroskey", "mccoll", "mcclusky", "mcclaran", "mccampbell", "mazzariello", "mauzy", "mauch", "mastro", "martinek", "marsala", "marcantel", "mahle", "luciani", "lubbers", "lobel", "linch", "liller", "legros", "layden", "lapine", "lansberry", "lage", "laforest", "labriola", "koga", "knupp", "klimek", "kittinger", "kirchoff", "kinzel", "killinger", "kilbourne", "ketner", "kepley", "kemble", "kells", "kear", "kaya", "karsten", "kaneshiro", "kamm", "joines", "joachim", "jacobus", "iler", "holgate", "hoar", "hisey", "hird", "hilyard", "heslin", "herzberg", "hennigan", "hegland", "hartl", "haner", "handel", 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"biscoe", "bevill", "bence", "battin", "basel", "bartram", "barnaby", "barmore", "balbuena", "badgley", "backstrom", "auyeung", "ater", "arrellano", "arant", "ansari", "alling", "alejandre", "alcock", "alaimo", "aguinaldo", "aarons", "zurita", "zeiger", "zawacki", "yutzy", "yarger", "wygant", "wurm", "wuest", "witherell", "wisneski", "whitby", "whelchel", "weisz", "weisinger", "weishaar", "wehr", "waxman", "waldschmidt", "walck", "waggener", "vosburg", "villela", "vercher", "venters", "vanscyoc", "vandyne", "valenza", "utt", "urick", "ungar", "ulm", "tumlin", "tsao", "tryon", "trudel", "treiber", "tober", "tipler", "tillson", "tiedemann", "thornley", "tetrault", "temme", "tarrance", "tackitt", "sykora", "sweetman", "swatzell", "sutliff", "suhr", "sturtz", "strub", "strayhorn", "stormer", "steveson", "stengel", "steinfeldt", "spiro", "spieker", "speth", "spero", "soza", "souliere", "soucie", "snedeker", "slifer", "skillings", "situ", "siniard", "simeon", "signorelli", "siggers", "shultis", "shrewsbury", "shippee", "shimp", "shepler", "sharpless", "shadrick", "severt", "severs", "semon", "semmes", "seiter", "segers", "sclafani", "sciortino", "schroyer", "schrack", "schoenberg", "schober", "scheidt", "scheele", "satter", "sartori", "sarratt", "salvaggio", "saladino", "sakamoto", "saine", "ryman", "rumley", "ruggerio", "rucks", "roughton", "robards", "ricca", "rexroad", "resler", "reny", "rentschler", "redrick", "redick", "reagle", "raymo", "raker", "racette", "pyburn", "pritt", "presson", "pressman", "pough", "pisani", "perz", "perras", "pelzer", "pedrosa", "palos", "palmisano", "paille", "orem", "orbison", "oliveros", "nourse", "nordquist", "newbury", "nelligan", "nawrocki", "myler", "mumaw", "morphis", "moldenhauer", "miyashiro", "mignone", "mickelsen", "michalec", "mesta", "mcree", "mcqueary", "mcninch", "mcneilly", "mclelland", "mclawhorn", "mcgreevy", "mcconkey", "mattes", "maselli", "marten", "marcucci", "manseau", "manjarrez", "malbrough", "machin", "mabie", "lynde", "lykes", "lueras", "lokken", "loken", "linzy", "lillis", "lilienthal", "levey", "legler", "leedom", "lebowitz", "lazzaro", "larabee", "lapinski", "langner", "langenfeld", "lampkins", "lamotte", "lambright", "lagarde", "ladouceur", "labounty", "lablanc", "laberge", "kyte", "kroon", "kron", "kraker", "kouba", "kirwin", "kincer", "kimbler", "kegler", "keach", "katzman", "katzer", "kalman", "jimmerson", "jenning", "janus", "iacovelli", "hust", "huson", "husby", "humphery", "hufnagel", "honig", "holsey", "holoman", "hohl", "hogge", "hinderliter", "hildebrant", "hemby", "helle", "heintzelman", "heidrick", "hearon", "hazelip", "hauk", "hasbrouck", "harton", "hartin", "harpster", "hansley", "hanchett", "haar", "guthridge", "gulbranson", "guill", "guerrera", "grund", "grosvenor", "grist", "grell", "grear", "granberry", "gonser", "giunta", "giuliani", "gillon", "gillmore", "gillan", "gibbon", "gettys", "gelb", "gano", "galliher", "fullen", "frese", "frates", "foxwell", "fleishman", "fleener", "fielden", "ferrera", "fells", "feemster", "fauntleroy", "evatt", "espy", "eno", "emmerich", "edler", "eastham", "dunavant", "duca", "drinnon", "dowe", "dorgan", "dollinger", "dipalma", "difranco", "dietrick", "denzer", "demarest", "delee", "delariva", "delany", "decesare", "debellis", "deavers", "deardorff", "dawe", "darosa", "darley", "dalzell", "dahlen", "curto", "cupps", "cunniff", "cude", "crivello", "cripps", "cresswell", "cousar", "cotta", "compo", "clyne", "clayson", "cearley", "catania", "carini", "cantero", "buttrey", "buttler", "burpee", "bulkley", "buitron", "buda", "bublitz", "bryer", "bryden", "brouillette", "brott", "brookman", "bronk", "breshears", "brennen", "brannum", "brandl", "braman", "bracewell", "boyter", "bomberger", "bogen", "boeding", "blauvelt", "blandford", "biermann", "bielecki", "bibby", "berthold", "berkman", "belvin", "bellomy", "beland", "behne", "beecham", "becher", "bax", "bassham", "barret", "baley", "auxier", "atkison", "ary", "arocha", "arechiga", "anspach", "algarin", "alcott", "alberty", "ager", "ackman", "abdallah", "zwick", "ziemer", "zastrow", "zajicek", "yokum", "yokley", "wittrock", "winebarger", "wilker", "wilham", "whitham", "wetzler", "westling", "westbury", "wendler", "wellborn", "weitzman", "weitz", "wallner", "waldroup", "vrabel", "vowels", "volker", "vitiello", "visconti", "villicana", "vibbert", "vesey", "vannatter", "vangilder", "vandervort", "vandegrift", "vanalstyne", "vallecillo", "usrey", "tynan", "turpen", "tuller", "trisler", "townson", "tillmon", "threlkeld", "thornell", "terrio", "taunton", "tarry", "tardy", "swoboda", "swihart", "sustaita", "suitt", "stuber", "strine", "stookey", "stmartin", "stiger", "stainbrook", "solem", "smail", "sligh", "siple", "sieben", "shumake", "shriner", "showman", "sheen", "sheckler", "seim", "secrist", "scoggin", "schultheis", "schmalz", "schendel", "schacher", "savard", "saulter", "santillanes", "sandiford", "sande", "salzer", "salvato", "saltz", "sakai", "ryckman", "ryant", "ruck", "rittenberry", "ristau", "richart", "rhynes", "reyer", "reulet", "reser", "redington", "reddington", "rebello", "reasor", "raftery", "rabago", "raasch", "quintanar", "pylant", "purington", "provencal", "prioleau", "prestwood", "pothier", "popa", "polster", "politte", "poffenberger", "pinner", "pietrzak", "pettie", "penaflor", "pellot", "pellham", "paylor", "payeur", "papas", "paik", "oyola", "osbourn", "orzechowski", "oppenheimer", "olesen", "oja", "ohl", "nuckolls", "nordberg", "noonkester", "nold", "nitta", "niblett", "neuhaus", "nesler", "nanney", "myrie", "mutch", "mosquera", "morena", "montalto", "montagna", "mizelle", "mincy", "millikan", "millay", "miler", "milbourn", "mikels", "migues", "miesner", "mershon", "merrow", "meigs", "mealey", "mcraney", "mcmartin", "mclachlan", "mcgeehan", "mcferren", "mcdole", "mccaulley", "mcanulty", "maziarz", "maul", "mateer", "martinsen", "marson", "mariotti", "manna", "mance", "malbon", "magnusson", "maclachlan", "macek", "lurie", "luc", "lown", "loranger", "lonon", "lisenby", "linsley", "lenk", "leavens", "lauritzen", "lathem", "lashbrook", "landman", "lamarche", "lamantia", "laguerre", "lagrange", "kogan", "klingbeil", "kist", "kimpel", "kime", "kier", "kerfoot", "kennamer", "kellems", "kammer", "kamen", "jepsen", "jarnigan", "isler", "ishee", "hux", "hungate", "hummell", "hultgren", "huffaker", "hruby", "hornick", "hooser", "hooley", "hoggan", "hirano", "hilley", "higham", "heuser", "henrickson", "henegar", "hellwig", "hedley", "hasegawa", "hartt", "hambright", "halfacre", "hafley", "guion", "guinan", "grunwald", "grothe", "gries", "greaney", "granda", "grabill", "gothard", "gossman", "gosser", "gossard", "gosha", "goldner", "gobin", "ginyard", "gilkes", "gilden", "gerson", "gephart", "gengler", "gautier", "gassett", "garon", "galusha", "gallager", "galdamez", "fulmore", "fritsche", "fowles", "foutch", "footman", "fludd", "ferriera", "ferrero", "ferreri", "fenimore", "fegley", "fegan", "fearn", "farrier", "fansler", "fane", "falzone", "fairweather", "etherton", "elsberry", "dykema", "duppstadt", "dunnam", "dunklin", "duet", "dudgeon", "dubuc", "doxey", "donmoyer", "dodgen", "disanto", "dingler", "dimattia", "dilday", "digennaro", "diedrich", "derossett", "depp", "demasi", "degraffenreid", "deakins", "deady", "davin", "daigre", "daddario", "czerwinski", "cullens", "cubbage", "cracraft", "combest", "coletti", "coghill", "claybrooks", "christofferse", "chiesa", "chason", "chamorro", "celentano", "cayer", "carolan", "carnegie", "capetillo", "callier", "cadogan", "caba", "byrom", "byrns", "burrowes", "burket", "burdge", "burbage", "buchholtz", "brunt", "brungardt", "brunetti", "brumbelow", "brugger", "broadhurst", "brigance", "brandow", "bouknight", "bottorff", "bottomley", "bosarge", "borger", "bombardier", "boggan", "blumer", "blecha", "birney", "birkland", "betances", "beran", "belin", "belgrave", "bealer", "bauch", "bashir", "bartow", "baro", "barnhouse", "barile", "ballweg", "baisley", "bains", "baehr", "badilla", "bachus", "bacher", "bachelder", "auzenne", "aten", "astle", "allis", "agarwal", "adger", "adamek", "ziolkowski", "zinke", "zazueta", "zamorano", "younkin", "wittig", "witman", "winsett", "winkles", "wiedman", "whitner", "whitcher", "wetherby", "westra", "westhoff", "wehrle", "wagaman", "voris", "vicknair", "veasley", "vaugh", "vanderburg", "valletta", "tunney", "trumbo", "truluck", "trueman", "truby", "trombly", "tourville", "tostado", "titcomb", "timpson", "tignor", "thrush", "thresher", "thiede", "tews", "tamplin", "taff", "tacker", "syverson", "sylvestre", "summerall", "stumbaugh", "strouth", "straker", "stradford", "stokley", "steinhoff", "steinberger", "spigner", "soltero", "snively", "sletten", "sinkler", "sinegal", "simoes", "siller", "sigel", "shire", "shinkle", "shellman", "sheller", "sheats", "sharer", "selvage", "sedlak", "schriver", "schimke", "scheuerman", "schanz", "savory", "saulters", "sauers", "sais", "rusin", "rumfelt", "ruhland", "rozar", "rosborough", "ronning", "rolph", "roloff", "robie", "rimer", "riehle", "ricco", "rhein", "retzlaff", "reisman", "reimann", "rayes", "raub", "raminez", "quesinberry", "pua", "procopio", "priolo", "printz", "prewett", "preas", "prahl", "poovey", "ploof", "platz", "plaisted", "pinzon", "pineiro", "pickney", "petrovich", "perl", "pehrson", "peets", "pavon", "pautz", "pascarella", "paras", "paolini", "pafford", "oyer", "ovellette", "outten", "outen", "orduna", "odriscoll", "oberlin", "nosal", "niven", "nisbett", "nevers", "nathanson", "mukai", "mozee", "mowers", "motyka", "morency", "montford", "mollica", "molden", "mitten", "miser", "millender", "midgette", "messerly", "melendy", "meisel", "meidinger", "meany", "mcnitt", "mcnemar", "mcmakin", "mcgaugh", "mccaa", "mauriello", "maudlin", "matzke", "mattia", "matsumura", "masuda", "mangels", "maloof", "malizia", "mahmoud", "maglione", "maddix", "lucchesi", "lochner", "linquist", "lietz", "leventhal", "lemanski", "leiser", "laury", "lauber", "lamberth", "kuss", "kulik", "kuiper", "krout", "kotter", "kort", "kohlmeier", "koffler", "koeller", "knipe", "knauss", "kleiber", "kissee", "kirst", "kirch", "kilgo", "kerlin", "kellison", "kehl", "kalb", "jorden", "jantzen", "inabinet", "ikard", "husman", "hunsberger", "hundt", "hucks", "houtz", "houseknecht", "hoots", "hogsett", "hogans", "hintze", "hession", "henault", "hemming", "helsley", "heinen", "heffington", "heberling", "heasley", "hazley", "hazeltine", "hayton", "hayse", "hawke", "haston", "harward", "harrow", "hanneman", "hafford", "hadnot", "guerro", "grahm", "gowins", "gordillo", "goosby", "glatt", "gibbens", "ghent", "gerrard", "germann", "gebo", "gean", "garling", "gardenhire", "garbutt", "gagner", "furguson", "funchess", "fujiwara", "fujita", "friley", "frigo", "forshee", "folkes", "filler", "fernald", "ferber", "feingold", "faul", "farrelly", "fairbank", "failla", "espey", "eshleman", "ertl", "erhart", "erhardt", "erbe", "elsea", "ells", "ellman", "eisenhart", "ehmann", "earnhardt", "duplantis", "dulac", "ducote", "draves", "dosch", "dolce", "divito", "dimauro", "derringer", "demeo", "demartini", "delima", "dehner", "degen", "defrancisco", "defoor", "dedeaux", "debnam", "cypert", "cutrer", "cusumano", "custis", "croker", "courtois", "costantino", "cormack", "corbeil", "copher", "conlan", "conkling", "cogdell", "cilley", "chapdelaine", "cendejas", "castiglia", "cashin", "carstensen", "caprio", "calcote", "calaway", "byfield", "butner", "bushway", "burritt", "browner", "brobst", "briner", "bridger", "brickley", "brendel", "bratten", "bratt", "brainerd", "brackman", "bowne", "bouck", "borunda", "bordner", "bonenfant", "boer", "boehmer", "bodiford", "bleau", "blankinship", "blane", "blaha", "bitting", "bissonette", "bigby", "bibeau", "bermudes", "berke", "bergevin", "bergerson", "bendel", "belville", "bechard", "bearce", "beadles", "batz", "bartlow", "ayoub", "avans", "aumiller", "arviso", "arpin", "arnwine", "armwood", "arent", "arehart", "arcand", "antle", "ambrosino", "alongi", "alm", "allshouse", "ahart", "aguon", "ziebarth", "zeledon", "zakrzewski", "yuhas", "yingst", "yedinak", "wommack", "winnett", "wingler", "wilcoxen", "whitmarsh", "wayt", "watley", "warkentin", "voll", "vogelsang", "voegele", "vivanco", "vinton", "villafane", "viles", "ver", "venne", "vanwagoner", "vanwagenen", "vanleuven", "vanauken", "uselton", "uren", "trumbauer", "tritt", "treadaway", "tozier", "tope", "tomczak", "tomberlin", "tomasini", "tollett", "toller", "titsworth", "tirrell", "tilly", "tavera", "tarnowski", "tanouye", "swarthout", "sutera", "surette", "styers", "styer", "stipe", "stickland", "stembridge", "stearn", "starkes", "stanberry", "stahr", "spino", "spicher", "sperber", "speece", "sonntag", "sneller", "smalling", "slowik", "slocumb", "sliva", "slemp", "slama", "sitz", "sisto", "sisemore", "sindelar", "shipton", "shillings", "sheeley", "sharber", "shaddix", "severns", "severino", "sensabaugh", "seder", "seawell", "seamons", "schrantz", "schooler", "scheffer", "scheerer", "scalia", "saum", "santibanez", "sano", "sanjuan", "sampley", "sailer", "sabella", "sabbagh", "royall", "rottman", "rivenbark", "rikard", "ricketson", "rickel", "rethman", "reily", "reddin", "reasoner", "rast", "ranallo", "quintal", "pung", "pucci", "proto", "prosperie", "prim", "preusser", "preslar", "powley", "postma", "pinnix", "pilla", "pietsch", "pickerel", "pica", "pharris", "petway", "petillo", "perin", "pereda", "pennypacker", "pennebaker", "pedrick", "patin", "patchell", "parodi", "parman", "pantano", "padua", "padro", "osterhout", "orner", "olivar", "ohlson", "odonoghue", "oceguera", "oberry", "novello", "noguera", "newquist", "newcombe", "neihoff", "nehring", "nees", "nebeker", "mundo", "mullenix", "morrisey", "moronta", "morillo", "morefield", "mongillo", "molino", "minto", "midgley", "michie", "menzies", "medved", "mechling", "mealy", "mcshan", "mcquaig", "mcnees", "mcglade", "mcgarity", "mcgahey", "mcduff", "mayweather", "mastropietro", "masten", "maranto", "maniscalco", "maize", "mahmood", "maddocks", "maday", "macha", "maag", "luken", "lopp", "lolley", "llanas", "litz", "litherland", "lindenberg", "lieu", "letcher", "lentini", "lemelle", "leet", "lecuyer", "leber", "laursen", "larrick", "lantigua", "langlinais", "lalli", "lafever", "labat", "labadie", "krogman", "kohut", "knarr", "klimas", "klar", "kittelson", "kirschbaum", "kintzel", "kincannon", "kimmell", "killgore", "kettner", "kelsch", "karle", "kapoor", "johansson", "jenkinson", "janney", "iraheta", "insley", "hyslop", "huckstep", "holleran", "hoerr", "hinze", "hinnenkamp", "hilger", "higgin", "hicklin", "heroux", "henkle", "helfer", "heikkinen", "heckstall", "heckler", "heavener", "haydel", "haveman", "haubert", "harrop", "harnois", "hansard", "hanover", "hammitt", "haliburton", "haefner", "hadsell", "haakenson", "guynn", "guizar", "grout", "grosz", "gomer", "golla", "godby", "glanz", "glancy", "givan", "giesen", "gerst", "gayman", "garraway", "gabor", "furness", "frisk", "fremont", "frary", "forand", "fessenden", "ferrigno", "fearon", "favreau", "faulks", "falbo", "ewen", "eurich", "etchison", "esterly", "entwistle", "ellingsworth", "eisenbarth", "edelson", "eckel", "earnshaw", "dunneback", "doyal", "donnellan", "dolin", "dibiase", "deschenes", "dermody", "degregorio", "darnall", "dant", "dansereau", "danaher", "dammann", "dames", "czarnecki", "cuyler", "custard", "cummingham", "cuffie", "cuffee", "cudney", "cuadra", "crigler", "creger", "coughlan", "corvin", "cortright", "corchado", "connery", "conforti", "condron", "colosimo", "colclough", "cohee", "ciotti", "chien", "chacko", "cevallos", "cavitt", "cavins", "castagna", "cashwell", "carrozza", "carrara", "capra", "campas", "callas", "caison", "caggiano", "bynoe", "buswell", "burpo", "burnam", "burges", "buerger", "buelow", "bueche", "bruni", "brummitt", "brodersen", "briese", "breit", "brakebill", "braatz", "boyers", "boughner", "borror", "borquez", "bonelli", "bohner", "blaker", "blackmer", "bissette", "bibbins", "bhatt", "bhatia", "bessler", "bergh", "beresford", "bensen", "benningfield", "bellantoni", "behler", "beehler", "beazley", "beauchesne", "bargo", "bannerman", "baltes", "balog", "ballantyne", "axelson", "apgar", "aoki", "anstett", "alejos", "alcocer", "albury", "aichele", "ackles", "zerangue", "zehner", "zank", "zacarias", "youngberg", "yorke", "yarbro", "wydra", "worthley", "wolbert", "wittmer", "witherington", "wishart", "winkleman", "willilams", "willer", "wiedeman", "whittingham", "whitbeck", "whetsel", "wheless", "westerberg", "welcher", "wegman", "waterfield", "wasinger", "warfel", "wannamaker", "walborn", "wada", "vogl", "vizcarrondo", "vitela", "villeda", "veras", "venuti", "veney", "ulrey", "uhlig", "turcios", "tremper", "torian", "torbett", "thrailkill", "terrones", "teitelbaum", "teems", "swoope", "sunseri", "stutes", "stthomas", "strohm", "stroble", "striegel", "streicher", "stodola", "stinchcomb", "steves", "steppe", "steller", "staudt", "starner", "stamant", "stam", "stackpole", "sprankle", "speciale", "spahr", "sowders", "sova", "soluri", "soderlund", "slinkard", "sjogren", "sirianni", "siewert", "sickels", "sica", "shugart", "shoults", "shive", "shimer", "shier", "shepley", "sheeran", "sevin", "seto", "segundo", "sedlacek", "scuderi", "schurman", "schuelke", "scholten", "schlater", "schisler", "schiefelbein", "schalk", "sanon", "sabala", "ruyle", "ruybal", "rueb", "rowsey", "rosol", "rocheleau", "rishel", "rippey", "ringgold", "rieves", "ridinger", "retherford", "rempe", "reith", "rafter", "raffaele", "quinto", "putz", "purdom", "puls", "pulaski", "propp", "principato", "preiss", "prada", "polansky", "poch", "plath", "pittard", "pinnock", "pfarr", "pfannenstiel", "penniman", "pauling", "patchen", "paschke", "parkey", "pando", "ouimet", "ottman", "ostlund", "ormiston", "occhipinti", "nowacki", "norred", "noack", "nishida", "nilles", "nicodemus", "neth", "nealey", "myricks", "murff", "mungia", "motsinger", "moscato", "morado", "monnier", "molyneux", "modzelewski", "miura", "minich", "militello", "milbrandt", "michalik", "meserve", "mendivil", "melara", "mcnish", "mcelhannon", "mccroy", "mccrady", "mazzella", "maule", "mattera", "mathena", "matas", "mascorro", "marinello", "marguez", "manwaring", "manhart", "mangano", "maggi", "lymon", "luter", "luse", "lukasik", "luiz", "ludlum", "luczak", "lowenthal", "lossett", "lorentzen", "loredo", "longworth", "lomanto", "lisi", "lish", "lipsky", "linck", "liedtke", "levering", "lessman", "lemond", "lembo", "ledonne", "leatham", "laufer", "lanphear", "langlais", "lamphear", "lamberton", "lafon", "lade", "lacross", "kyzer", "krok", "kring", "krell", "krehbiel", "kratochvil", "krach", "kovar", "kostka", "knudtson", "knaack", "kliebert", "klahn", "kirkley", "kimzey", "kerrick", "kennerson", "keesler", "karlin", "janousek", "imel", "icenhour", "hyler", "hudock", "houpt", "holquin", "holiman", "holahan", "hodapp", "hillen", "hickmon", "hersom", "henrich", "helvey", "heidt", "heideman", "hedstrom", "hedin", "hebron", "hayter", "harn", "hardage", "halsted", "hahne", "hagemann", "guzik", "guel", "groesbeck", "gritton", "grego", "graziani", "grasty", "graney", "gouin", "gossage", "golston", "goheen", "godina", "glade", "giorgi", "giambrone", "gerrity", "gerrish", "gero", "gerling", "gaulke", "garlick", "galiano", "gaiter", "gahagan", "gagnier", "friddle", "fredericksen", "franqui", "follansbee", "foerster", "flury", "fitzmaurice", "fiorini", "finlayson", "fiecke", "fickes", "fichter", "ferron", "farrel", "fackler", "eyman", "escarcega", "errico", "erler", "erby", "engman", "engelmann", "elsass", "elliston", "eddleman", "eadie", "dummer", "drost", "dorrough", "dorrance", "doolan", "donalson", "domenico", "ditullio", "dittmar", "dishon", "dionisio", "dike", "devinney", "desir", "deschamp", "derrickson", "delamora", "deitch", "dechant", "danek", "dahmen", "curci", "cudjoe", "croxton", "creasman", "craney", "crader", "cowling", "coulston", "cortina", "corlew", "corl", "copland", "convery", "cohrs", "clune", "clausing", "cipriani", "cianciolo", "chubb", "chittum", "chenard", "charlesworth", "charlebois", "champine", "chamlee", "chagoya", "casselman", "cardello", "capasso", "cannella", "calderwood", "byford", "buttars", "bushee", "burrage", "buentello", "brzozowski", "bryner", "brumit", "brookover", "bronner", "bromberg", "brixey", "brinn", "briganti", "bremner", "brawn", "branscome", "brannigan", "bradsher", "bozek", "boulay", "bormann", "bongiorno", "bollin", "bohler", "bogert", "bodenhamer", "blose", "bivona", "billips", "bibler", "benfer", "benedetti", "belue", "bellanger", "belford", "behn", "barnhardt", "baltzell", "balling", "balducci", "bainter", "babineau", "babich", "baade", "attwood", "asmus", "asaro", "artiaga", "applebaum", "anding", "amar", "amaker", "allsup", "alligood", "alers", "agin", "agar", "achenbach", "abramowitz", "abbas", "aasen", "zehnder", "yopp", "yelle", "yeldell", "wynter", "woodmansee", "wooding", "woll", "winborne", "willsey", "willeford", "widger", "whiten", "whitchurch", "whang", "weissinger", "weinman", "weingartner", "weidler", "waltrip", "wagar", "wafford", "vitagliano", "villalvazo", "villacorta", "vigna", "vickrey", "vicini", "ventimiglia", "vandenbosch", "valvo", "valazquez", "utsey", "urbaniak", "unzueta", "trombetta", "trevizo", "trembley", "tremaine", "traverso", "tores", "tolan", "tillison", "tietjen", "teachout", "taube", "tatham", "tarwater", "tarbell", "sydow", "swims", "swader", "striplin", "stoltenberg", "steinhauer", "steil", "steigerwald", "starkweather", "stallman", "squier", "sparacino", "spadafora", "shiflet", "shibata", "shevlin", "sherrick", "sessums", "servais", "senters", "seevers", "seelye", "searfoss", "seabrooks", "scoles", "schwager", "schrom", "schmeltzer", "scheffel", "sawin", "saterfiel", "sardina", "sanroman", "sandin", "salamanca", "saladin", "sabia", "rustin", "rushin", "ruley", "rueter", "rotter", "rosenzweig", "rohe", "roder", "riter", "rieth", "ried", "ridder", "rennick", "remmers", "remer", "relyea", "reilley", "reder", "rasheed", "rakowski", "rabin", "queener", "pursel", "prowell", "pritts", "presler", "pouncy", "porche", "porcaro", "pollman", "pleas", "planas", "pinkley", "pinegar", "pilger", "philson", "petties", "perrodin", "pendergrast", "patao", "pasternak", "passarelli", "pasko", "parshall", "panos", "panella", "palombo", "padillo", "oyama", "overlock", "overbeck", "otterson", "orrell", "ornellas", "opitz", "okelly", "obando", "noggle", "nicosia", "netto", "negrin", "natali", "nakayama", "nagao", "nadel", "musial", "murrill", "murrah", "munsch", "mucci", "mrozek", "moyes", "mowrer", "moris", "morais", "moorhouse", "monico", "mondy", "moncayo", "miltenberger", "milsap", "milone", "millikin", "milardo", "micheals", "micco", "meyerson", "mericle", "mendell", "meinhardt", "meachum", "mcleroy", "mcgray", "mcgonigal", "maultsby", "matis", "matheney", "matamoros", "marro", "marcil", "marcial", "mantz", "mannings", "maltby", "malchow", "maiorano", "mahn", "mahlum", "maglio", "maberry", "lustig", "luellen", "longwell", "longenecker", "lofland", "locascio", "linney", "linneman", "lighty", "levell", "levay", "lenahan", "lemen", "lehto", "lebaron", "lanctot", "lamy", "lainez", "laffoon", "labombard", "kujawski", "kroger", "kreutzer", "korhonen", "kondo", "kollman", "kohan", "kogut", "knaus", "kivi", "kittel", "kinner", "kindig", "kindel", "kiesel", "kibby", "khang", "kettler", "ketterer", "kepner", "kelliher", "keenum", "kanode", "kail", "juhasz", "jowett", "jolicoeur", "jeon", "iser", "ingrassia", "imai", "hutchcraft", "humiston", "hulings", "hukill", "huizenga", "hugley", "hornyak", "hodder", "hisle", "hillenbrand", "hille", "higuchi", "hertzler", "herdon", "heppner", "hepp", "heitmann", "heckart", "hazlewood", "hayles", "hayek", "hawkin", "haugland", "hasler", "harbuck", "happel", "hambly", "hambleton", "hagaman", "guzzi", "gullette", "guinyard", "grogg", "grise", "griffing", "goto", "gosney", "goley", "goldblatt", "gledhill", "girton", "giltner", "gillock", "gilham", "gilfillan", "giblin", "gentner", "gehlert", "gehl", "garten", "garney", "garlow", "garett", "galles", "galeana", "futral", "fuhr", "friedland", "franson", "fransen", "foulds", "follmer", "foland", "flax", "flavin", "firkins", "fillion", "figueredo", "ferrill", "fenster", "fenley", "fauver", "farfan", "eustice", "eppler", "engelman", "engelke", "emmer", "elzy", "ellwood", "ellerbee", "elks", "ehret", "ebbert", "durrah", "dupras", "dubuque", "dragoo", "donlon", "dolloff", "dibella", "derrico", "demko", "demar", "darrington", "czapla", "crooker", "creagh", "cranor", "craner", "crabill", "coyer", "cowman", "cowherd", "cottone", "costillo", "coster", "costas", "cosenza", "corker", "collinson", "coello", "clingman", "clingerman", "claborn", "chmura", "chausse", "chaudhry", "chapell", "chancy", "cerrone", "caverly", "caulkins", "carn", "campfield", "campanelli", "callaham", "cadorette", "butkovich", "buske", "burrier", "burkley", "bunyard", "buckelew", "buchheit", "broman", "brescia", "brasel", "boyster", "booe", "bonomo", "bondi", "bohnsack", "blomberg", "blanford", "bilderback", "biggins", "bently", "behrends", "beegle", "bedoya", "bechtol", "beaubien", "bayerl", "baumgart", "baumeister", "barratt", "barlowe", "barkman", "barbagallo", "baldree", "baine", "baggs", "bacote", "aylward", "ashurst", "arvidson", "arthurs", "arrieta", "arrey", "arreguin", "arrant", "arner", "arizmendi", "anker", "amis", "amend", "alphin", "allbright", "aikin", "zupan", "zuchowski", "zeolla", "zanchez", "zahradnik", "zahler", "younan", "yeater", "yearta", "yarrington", "yantis", "woomer", "wollard", "wolfinger", "woerner", "witek", "wishon", "wisener", "wingerter", "willet", "wilding", "wiedemann", "weisel", "wedeking", "waybright", "wardwell", "walkins", "waldorf", "voth", "voit", "virden", "viloria", "villagran", "vasta", "vashon", "vaquera", "vantassell", "vanderlinden", "vandergrift", "vancuren", "valenta", "underdahl", "tygart", "twining", "twiford", "turlington", "tullius", "tubman", "trowell", "trieu", "transue", "tousant", "torgersen", "tooker", "tome", "toma", "tocci", "tippins", "tinner", "timlin", "tillinghast", "tidmore", "teti", "tedrick", "tacey", "swanberg", "sunde", "summitt", "summerford", "summa", "stratman", "strandberg", "storck", "stober", "steitz", "stayer", "stauber", "staiger", "sponaugle", "spofford", "sparano", "spagnola", "sokoloski", "snay", "slough", "skowronski", "sieck", "shimkus", "sheth", "sherk", "shankles", "shahid", "sevy", "senegal", "seiden", "seidell", "searls", "searight", "schwalm", "schug", "schilke", "schier", "scheck", "sawtelle", "santore", "sanks", "sandquist", "sanden", "saling", "saathoff", "ryberg", "rustad", "ruffing", "rudnicki", "ruane", "rozzi", "rowse", "rosenau", "rodes", "risser", "riggin", "riess", "riese", "rhoten", "reinecke", "reigle", "reichling", "redner", "rebelo", "raynes", "raimondi", "rahe", "rada", "querry", "quellette", "pulsifer", "prochnow", "prato", "poulton", "poudrier", "policastro", "polhemus", "polasek", "poissant", "pohlmann", "plotner", "pitkin", "pita", "pinkett", "piekarski", "pichon", "pfau", "petroff", "petermann", "peplinski", "peller", "pecinovsky", "pearse", "pattillo", "patague", "parlier", "parenti", "parchman", "pane", "paff", "ortner", "oros", "nolley", "noakes", "nigh", "nicolosi", "nicolay", "newnam", "netter", "nass", "napoles", "nakata", "nakamoto", "morlock", "moraga", "montilla", "mongeau", "molitor", "mohney", "mitchener", "meyerhoff", "medel", "mcniff", "mcmonagle", "mcglown", "mcglinchey", "mcgarrity", "mccright", "mccorvey", "mcconnel", "mccargo", "mazzei", "matula", "mastroianni", "massingale", "maring", "maricle", "mans", "mannon", "mannix", "manney", "manalo", "malo", "malan", "mahony", "madril", "mackowiak", "macko", "macintosh", "lurry", "luczynski", "lucke", "lucarelli", "losee", "lorence", "loiacono", "lohse", "loder", "lipari", "linebarger", "lindamood", "limbaugh", "letts", "leleux", "leep", "leeder", "leard", "laxson", "lawry", "laverdiere", "laughton", "lastra", "kurek", "kriss", "krishnan", "kretschmer", "krebsbach", "kontos", "knobel", "knauf", "klick", "kleven", "klawitter", "kitchin", "kirkendoll", "kinkel", "kingrey", "kilbourn", "kensinger", "kennerly", "kamin", "justiniano", "jurek", "junkin", "judon", "jordahl", "jeanes", "jarrells", "iwamoto", "ishida", "immel", "iman", "ihle", "hyre", "hurn", "hunn", "hultman", "huffstetler", "huffer", "hubner", "howey", "hooton", "holts", "holscher", "holen", "hoggatt", "hilaire", "herz", "henne", "helstrom", "hellickson", "heinlein", "heckathorn", "heckard", "headlee", "hauptman", "haughey", "hatt", "harring", "harford", "hammill", "hamed", "halperin", "haig", "hagwood", "hagstrom", "gunnells", "gundlach", "guardiola", "greeno", "greenland", "gonce", "goldsby", "gobel", "gisi", "gillins", "gillie", "germano", "geibel", "gauger", "garriott", "garbarino", "gajewski", "funari", "fullbright", "fuell", "fritzler", "freshwater", "freas", "fortino", "forbus", "flohr", "flemister", "fisch", "finks", "fenstermaker", "feldstein", "farhat", "fankhauser", "fagg", "fader", "exline", "emigh", "eguia", "edman", "eckler", "eastburn", "dunmore", "dubuisson", "dubinsky", "drayer", "doverspike", "doubleday", "doten", "dorner", "dolson", "dohrmann", "disla", "direnzo", "dipaola", "dines", "diblasi", "dewolf", "desanti", "dennehy", "demming", "delker", "decola", "davilla", "daughtridge", "darville", "darland", "danzy", "dagenais", "culotta", "cruzado", "crudup", "croswell", "coverdale", "covelli", "couts", "corbell", "coplan", "coolbaugh", "conyer", "conlee", "conigliaro", "comiskey", "coberly", "clendening", "clairmont", "cienfuegos", "chojnacki", "chilcote", "champney", "cassara", "casazza", "casado", "carew", "carbin", "carabajal", "calcagni", "cail", "busbee", "burts", "burbridge", "bunge", "bundick", "buhler", "bucholtz", "bruen", "broce", "brite", "brignac", "brierly", "bridgman", "braham", "bradish", "boyington", "borjas", "bonn", "bonhomme", "bohlen", "bogardus", "bockelman", "blick", "blackerby", "bizier", "biro", "binney", "bertolini", "bertin", "berti", "bento", "beno", "belgarde", "belding", "beckel", "becerril", "bazaldua", "bayes", "bayard", "barrus", "barris", "baros", "bara", "ballow", "bakewell", "baginski", "badalamenti", "backhaus", "avilez", "auvil", "atteberry", "ardon", "anzaldua", "anello", "amsler", "ambrosio", "althouse", "alles", "alberti", "alberson", "aitchison", "aguinaga", "ziemann", "zickefoose", "zerr", "zeck", "zartman", "zahm", "zabriskie", "yohn", "yellowhair", "yeaton", "yarnall", "yaple", "wolski", "wixon", "willner", "willms", "whitsitt", "wheelwright", "weyandt", "wess", "wengerd", "weatherholtz", "wattenbarger", "walrath", "walpole", "waldrip", "voges", "vinzant", "viars", "veres", "veneziano", "veillon", "vawter", "vaughns", "vanwart", "vanostrand", "valiente", "valderas", "uhrig", "tunison", "tulloch", "trostle", "treaster", "traywick", "toye", "tomson", "tomasello", "tomasek", "tippit", "tinajero", "tift", "tienda", "thorington", "thieme", "thibeau", "thakkar", "tewell", "telfer", "sweetser", "stratford", "stracener", "stoke", "stiverson", "stelling", "spatz", "spagnoli", "sorge", "slevin", "slabaugh", "simson", "shupp", "shoultz", "shotts", "shiroma", "shetley", "sherrow", "sheffey", "shawgo", "shamburger", "sester", "segraves", "seelig", "scioneaux", "schwartzkopf", "schwabe", "scholes", "schluter", "schlecht", "schillaci", "schildgen", "schieber", "schewe", "schecter", "scarpelli", "scaglione", "sautter", "santelli", "salmi", "sabado", "ryer", "rydberg", "ryba", "rushford", "runk", "ruddick", "rotondo", "rote", "rosenfield", "roesner", "rocchio", "ritzer", "rippel", "rimes", "riffel", "richison", "ribble", "reynold", "resh", "rehn", "ratti", "rasor", "rasnake", "rappold", "rando", "radosevich", "pulice", "prichett", "pribble", "poynor", "plowden", "pitzen", "pittsley", "pitter", "philyaw", "philipps", "pestana", "perro", "perone", "pera", "peil", "pedone", "pawlowicz", "pattee", "parten", "parlin", "pariseau", "paredez", "paek", "pacifico", "otts", "ostrow", "osornio", "oslund", "orso", "ooten", "onken", "oniel", "onan", "ollison", "ohlsen", "ohlinger", "odowd", "niemiec", "neubert", "nembhard", "neaves", "neathery", "nakasone", "myerson", "muto", "muntz", "munez", "mumme", "mumm", "mujica", "muise", "muench", "morriss", "molock", "mishoe", "minier", "metzgar", "mero", "meiser", "meese", "mcsween", "mcquire", "mcquinn", "mcpheeters", "mckeller", "mcilrath", "mcgown", "mcdavis", "mccuen", "mcclenton", "maxham", "matsui", "marriner", "marlette", "mansur", "mancino", "maland", "majka", "maisch", "maheux", "madry", "madriz", "mackley", "macke", "lydick", "lutterman", "luppino", "lundahl", "lovingood", "loudon", "longmore", "liefer", "leveque", "lescarbeau", "lemmer", "ledgerwood", "lawver", "lawrie", "lattea", "lasko", "lahman", "kulpa", "kukowski", "kukla", "kubota", "kubala", "krizan", "kriz", "krikorian", "kravetz", "kramp", "kowaleski", "knobloch", "klosterman", "kloster", "klepper", "kirven", "kinnaman", "kinnaird", "killam", "kiesling", "kesner", "keebler", "keagle", "karls", "kapinos", "kantner", "kaba", "junious", "jefferys", "jacquet", "izzi", "ishii", "irion", "ifill", "hotard", "horman", "hoppes", "hopkin", "hokanson", "hoda", "hocutt", "hoaglin", "hites", "hirai", "hindle", "hinch", "hilty", "hild", "hier", "hickle", "hibler", "henrichs", "hempstead", "helmers", "hellard", "heims", "heidler", "hawbaker", "harkleroad", "harari", "hanney", "hannaford", "hamid", "haltom", "hallford", "guilliams", "guerette", "gryder", "groseclose", "groen", "grimley", "greenidge", "graffam", "goucher", "goodenough", "goldsborough", "gloster", "glanton", "gladson", "gladding", "ghee", "gethers", "gerstein", "geesey", "geddie", "gayer", "gaver", "gauntt", "gartland", "garriga", "garoutte", "fronk", "fritze", "frenzel", "forgione", "fluitt", "flinchbaugh", "flach", "fiorito", "finan", "finamore", "fimbres", "fillman", "figeroa", "ficklin", "feher", "feddersen", "fambro", "fairbairn", "eves", "escalona", "elsey", "eisenstein", "ehrenberg", "eargle", "drane", "dogan", "dively", "dewolfe", "dettman", "desiderio", "desch", "dennen", "denk", "demaris", "delsignore", "dejarnette", "deere", "dedman", "daws", "dauphinais", "danz", "dantin", "dannenberg", "dalby", "currence", "culwell", "cuesta", "croston", "crossno", "cromley", "crisci", "craw", "coryell", "condra", "colpitts", "colas", "clink", "clevinger", "clermont", "cistrunk", "cirilo", "chirico", "chiarello", "cephus", "cecena", "cavaliere", "caughey", "casimir", "carwell", "carlon", "carbonaro", "caraveo", "cantley", "callejas", "cagney", "cadieux", "cabaniss", "bushard", "burlew", "buras", "budzinski", "bucklew", "bruneau", "brummer", "brueggemann", "brotzman", "bross", "brittian", "brimage", "briles", "brickman", "breneman", "breitenstein", "brandel", "brackins", "boydstun", "botta", "bosket", "boros", "borgmann", "bordeau", "bonifacio", "bolten", "boehman", "blundell", "bloodsaw", "bjerke", "biffle", "bickett", "bickers", "beville", "bergren", "bergey", "benzing", "belfiore", "beirne", "beckert", "bebout", "baumert", "battey", "barrs", "barriere", "barcelo", "barbe", "balliet", "baham", "babst", "auton", "asper", "asbell", "arzate", "argento", "arel", "araki", "arai", "antley", "amodeo", "ammann", "allensworth", "aldape", "akey", "abeita", "zweifel", "zeiler", "zamor", "zalenski", "yzaguirre", "yousef", "yetman", "wyer", "woolwine", "wohlgemuth", "wohlers", "wittenberg", "wingrove", "wimsatt", "willimas", "wilkenson", "wildey", "wilderman", "wilczynski", "wigton", "whorley", "wellons", "welle", "weirich", "weideman", "weide", "weast", "wasmund", "warshaw", "walson", "waldner", "walch", "walberg", "wagener", "wageman", "vrieze", "vossen", "vorce", "voorhis", "vonderheide", "viruet", "vicari", "verne", "velasques", "vautour", "vartanian", "varona", "vankeuren", "vandine", "vandermeer", "ursery", "underdown", "uhrich", "uhlman", "tworek", "twine", "twellman", "tweedie", "tutino", "turmelle", "tubb", "trivedi", "triano", "trevathan", "treese", "treanor", "treacy", "traina", "topham", "toenjes", "tippetts", "tieu", "thomure", "thatch", "tetzlaff", "tetterton", "teamer", "tappan", "talcott", "tagg", "szczepanski", "syring", "surace", "sulzer", "sugrue", "sugarman", "suess", "styons", "stwart", "stupka", "strey", "straube", "strate", "stoddart", "stockbridge", "stjames", "steimle", "steenberg", "stamand", "staller", "stahly", "stager", "spurgin", "sprow", "sponsler", "speas", "spainhour", "sones", "smits", "smelcer", "slovak", "slaten", "singleterry", "simien", "sidebottom", "sibrian", "shellhammer", "shelburne", "shambo", "sepeda", "seigel", "scogin", "scianna", "schmoll", "schmelzer", "scheu", "schachter", "savant", "sauseda", "satcher", "sandor", "sampsell", "rugh", "rufener", "rotenberry", "rossow", "rossbach", "rollman", "rodrique", "rodreguez", "rodkey", "roda", "rini", "riggan", "rients", "riedl", "rhines", "ress", "reinbold", "raschke", "rardin", "racicot", "quillin", "pushard", "primrose", "pries", "pressey", "precourt", "pratts", "postel", "poppell", "plumer", "pingree", "pieroni", "pflug", "petre", "petrarca", "peterka", "perkin", "pergande", "peranio", "penna", "paulhus", "pasquariello", "parras", "parmentier", "pamplin", "oviatt", "osterhoudt", "ostendorf", "osmun", "ortman", "orloff", "orban", "onofrio", "olveda", "oltman", "okeeffe", "ocana", "nunemaker", "novy", "noffsinger", "nish", "niday", "nethery", "nemitz", "neidert", "nadal", "nack", "muszynski", "munsterman", "mulherin", "mortimore", "morter", "montesino", "montalvan", "montalbano", "momon", "moman", "mogan", "minns", "millward", "milling", "michelsen", "mewborn", "metayer", "mensch", "meloy", "meggs", "meaders", "mcsorley", "mcmenamin", "mclead", "mclauchlin", "mcguffey", "mcguckin", "mcglaughlin", "mcferron", "mcentyre", "mccrum", "mccawley", "mcbain", "mayhue", "matzen", "matton", "marsee", "marrin", "marland", "markum", "mantilla", "manfre", "makuch", "madlock", "macauley", "luzier", "luthy", "lufkin", "lucena", "loudin", "lothrop", "lorch", "loll", "loadholt", "lippold", "lichtman", "liberto", "liakos", "lewicki", "levett", "lentine", "leja", "legree", "lawhead", "lauro", "lauder", "lanman", "lank", "laning", "lalor", "krob", "kriger", "kriegel", "krejci", "kreisel", "kozel", "konkel", "kolstad", "koenen", "kocsis", "knoblock", "knebel", "klopfer", "klee", "kilday", "kesten", "kerbs", "kempker", "keathley", "kazee", "kaur", "kamer", "kamaka", "kallenbach", "jehle", "jaycox", "jardin", "jahns", "ivester", "hyppolite", "hyche", "huppert", "hulin", "hubley", "horsey", "hornak", "holzwarth", "holmon", "hollabaugh", "holaway", "hodes", "hoak", "hinesley", "hillwig", "hillebrand", "highfield", "heslop", "herrada", "hendryx", "hellums", "heit", "heishman", "heindel", "hayslip", "hayford", "hastie", "hartgrove", "hanus", "hakim", "hains", "hadnott", "gundersen", "gulino", "guidroz", "guebert", "gressett", "graydon", "gramling", "grahn", "goupil", "gorelick", "goodreau", "goodnough", "golay", "goers", "glatz", "gillikin", "gieseke", "giammarino", "getman", "gensler", "gazda", "garibaldi", "gahan", "funderburke", "fukuda", "fugitt", "fuerst", "fortman", "forsgren", "formica", "flink", "fitton", "feltz", "fekete", "feit", "fehrenbach", "farone", "farinas", "faries", "fagen", "ewin", "esquilin", "esch", "enderle", "ellery", "ellers", "ekberg", "egli", "effinger", "dymond", "dulle", "dula", "duhe", "dudney", "dowless", "dower", "dorminey", "dopp", "dooling", "domer", "disher", "dillenbeck", "difilippo", "dibernardo", "deyoe", "devillier", "denley", "deland", "defibaugh", "deeb", "debow", "dauer", "datta", "darcangelo", "daoust", "damelio", "dahm", "dahlman", "curlin", "cupit", "culton", "cuenca", "cropp", "croke", "cremer", "crace", "cosio", "corzine", "coombe", "coman", "colone", "coloma", "collingwood", "coderre", "cocke", "cobler", "claybrook", "cincotta", "cimmino", "christoff", "chisum", "chillemi", "chevere", "chachere", "cervone", "cermak", "cefalu", "cauble", "cather", "caso", "carns", "carcamo", "carbo", "capoccia", "capello", "capell", "canino", "cambareri", "calvi", "cabiness", "bushell", "burtt", "burstein", "burkle", "bunner", "bundren", "buechler", "bryand", "bruso", "brownstein", "brouse", "brodt", "brisbin", "brightman", "brenes", "breitenbach", "brazzell", "brazee", "bramwell", "bramhall", "bradstreet", "boyton", "bowland", "boulter", "bossert", "bonura", "bonebrake", "bonacci", "boeck", "blystone", "birchard", "bilal", "biddy", "bibee", "bevans", "bethke", "bertelsen", "berney", "bergfeld", "benware", "bellon", "bellah", "batterton", "barberio", "bamber", "bagdon", "badeaux", "averitt", "augsburger", "ates", "arvie", "aronowitz", "arens", "araya", "angelos", "andrada", "amell", "amante", "almy", "almquist", "alls", "aispuro", "aguillon", "agudelo", "aceto", "abalos", "zdenek", "zaremba", "zaccaria", "youssef", "wrona", "wrede", "wotton", "woolston", "wolpert", "wollman", "wince", "wimberley", "willmore", "willetts", "wikoff", "wieder", "wickert", "whitenack", "wernick", "welte", "welden", "weisenberger", "weich", "wallington", "walder", "vossler", "vore", "vigo", "vierling", "victorine", "verdun", "vencill", "vazguez", "vassel", "vanzile", "vanvliet", "vantrease", "vannostrand", "vanderveer", "vanderveen", "vancil", "uyeda", "umphrey", "uhler", "uber", "tutson", "turrentine", "tullier", "tugwell", "trundy", "tripodi", "tomer", "tomasi", "tomaselli", "tokarski", "tisher", "tibbets", "thweatt", "tharrington", "tesar", "telesco", "teasdale", "tatem", "taniguchi", "suriel", "sudler", "stutsman", "sturman", "strite", "strelow", "streight", "strawder", "stransky", "strahl", "stours", "stong", "stinebaugh", "stillson", "steyer", "stelle", "steffensmeier", "statham", "squillante", "spiess", "spargo", "southward", "soller", "soden", "snuggs", "snellgrove", "smyers", "smiddy", "slonaker", "skyles", "skowron", "sivils", "siqueiros", "siers", "siddall", "shontz", "shingler", "shiley", "shibley", "sherard", "shelnutt", "shedrick", "shasteen", "sereno", "selke", "scovil", "scola", "schuett", "schuessler", "schreckengost", "schranz", "schoepp", "schneiderman", "schlanger", "schiele", "scheuermann", "schertz", "scheidler", "scheff", "schaner", "schamber", "scardina", "savedra", "saulnier", "sater", "sarro", "sambrano", "salomone", "sabourin", "ruud", "rutten", "ruffino", "ruddock", "rowser", "roussell", "rosengarten", "rominger", "rollinson", "rohman", "roeser", "rodenberg", "roberds", "ridgell", "rhodus", "reynaga", "rexrode", "revelle", "rempel", "remigio", "reising", "reiling", "reetz", "rayos", "ravenscroft", "ravenell", "raulerson", "rasmusson", "rask", "rase", "ragon", "quesnel", "quashie", "puzo", "puterbaugh", "ptak", "prost", "prisbrey", "principe", "pricer", "pratte", "pouncey", "portman", "pontious", "pomerantz", "planck", "pilkenton", "pilarski", "phegley", "pertuit", "penta", "pelc", "peffer", "pech", "peagler", "pavelka", "pavao", "patman", "paskett", "parrilla", "pardini", "papazian", "panter", "palin", "paley", "paetzold", "packett", "pacheo", "ostrem", "orsborn", "olmedo", "okamura", "oiler", "oglesbee", "oatis", "nuckles", "notter", "nordyke", "nogueira", "niswander", "nibert", "nesby", "neloms", "nading", "naab", "munns", "mullarkey", "moudy", "moret", "monnin", "molder", "modisette", "moczygemba", "moctezuma", "mischke", "miro", "mings", "milot", "milledge", "milhorn", "milera", "mieles", "mickley", "micek", "metellus", "mersch", "merola", "mercure", "mencer", "mellin", "mell", "meinke", "mcquillan", "mcmurtrie", "mckillop", "mckiernan", "mckendrick", "mckamie", "mcilvaine", "mcguffie", "mcgonigle", "mcgarrah", "mcfetridge", "mcenaney", "mcdow", "mccutchan", "mccallie", "mcadam", "maycock", "maybee", "mattei", "massi", "masser", "masiello", "marshell", "marmo", "marksberry", "markell", "marchal", "manross", "manganaro", "mally", "mallow", "mailhot", "magyar", "madero", "madding", "maddalena", "macfarland", "lynes", "lugar", "luckie", "lucca", "lovitt", "loveridge", "loux", "loth", "loso", "lorenzana", "lorance", "lockley", "lockamy", "littler", "litman", "litke", "liebel", "lichtenberger", "licea", "leverich", "letarte", "lesesne", "leno", "legleiter", "leffew", "laurin", "launius", "laswell", "lassen", "lasala", "laraway", "laramore", "landrith", "lancon", "lanahan", "laiche", "laford", "lachermeier", "kunst", "kugel", "kuck", "kuchta", "kube", "korus", "koppes", "kolbe", "koerber", "kochan", "knittel", "kluck", "kleve", "kleine", "kitch", "kirton", "kirker", "kintz", "kinghorn", "kindell", "kimrey", "kilduff", "kilcrease", "kicklighter", "kibble", "kervin", "keplinger", "keogh", "kellog", "keeth", "kealey", "kazmierczak", "karner", "kamel", "kalina", "kaczynski", "juel", "jerman", "jeppson", "jawad", "jasik", "jaqua", "janusz", "janco", "inskeep", "inks", "ingold", "hyndman", "hymer", "hunte", "hunkins", "humber", "huffstutler", "huffines", "hudon", "hudec", "hovland", "houze", "hout", "hougland", "hopf", "holsapple", "holness", "hollenbach", "hoffmeister", "hitchings", "hirata", "hieber", "hickel", "hewey", "herriman", "hermansen", "herandez", "henze", "heffelfinger", "hedgecock", "hazlitt", "hazelrigg", "haycock", "harren", "harnage", "harling", "harcrow", "hannold", "hanline", "hanel", "hanberry", "hammersley", "hamernik", "hajduk", "haithcock", "haff", "hadaway", "haan", "gullatt", "guilbault", "guidotti", "gruner", "grisson", "grieves", "granato", "grabert", "gover", "gorka", "glueck", "girardin", "giesler", "gersten", "gering", "geers", "gaut", "gaulin", "gaskamp", "garbett", "gallivan", "galland", "gaeth", "fullenkamp", "fullam", "friedrichs", "freire", "freeney", "fredenburg", "frappier", "fowkes", "foree", "fleurant", "fleig", "fleagle", "fitzsimons", "fischetti", "fiorenza", "finneran", "filippi", "figueras", "fesler", "fertig", "fennel", "feltmann", "felps", "felmlee", "fannon", "familia", "fairall", "fadden", "esslinger", "enfinger", "elsasser", "elmendorf", "ellisor", "einhorn", "ehrman", "egner", "edmisten", "edlund", "ebinger", "dyment", "dykeman", "durling", "dunstan", "dunsmore", "dugal", "duer", "drescher", "doyel", "dossey", "donelan", "dockstader", "dobyns", "divis", "dilks", "didier", "desrosier", "desanto", "deppe", "delosh", "delange", "defrank", "debo", "dauber", "dartez", "daquila", "dankert", "dahn", "cygan", "cusic", "curfman", "croghan", "croff", "criger", "creviston", "crays", "cravey", "crandle", "crail", "crago", "craghead", "cousineau", "couchman", "cothron", "corella", "conine", "coller", "colberg", "cogley", "coatney", "coale", "clendenin", "claywell", "clagon", "cifaldi", "choiniere", "chickering", "chica", "chennault", "chavarin", "chattin", "chaloux", "challis", "cesario", "cazarez", "caughman", "catledge", "casebolt", "carrel", "carra", "carlow", "capote", "canez", "camillo", "caliendo", "calbert", "bylsma", "buskey", "buschman", "burkhard", "burghardt", "burgard", "buonocore", "bunkley", "bungard", "bundrick", "bumbrey", "buice", "buffkin", "brundige", "brockwell", "brion", "briant", "bredeson", "bransford", "brannock", "brakefield", "brackens", "brabant", "bowdoin", "bouyer", "bothe", "boor", "bonavita", "bollig", "blurton", "blunk", "blanke", "blanck", "birden", "bierbaum", "bevington", "beutler", "betters", "bettcher", "bera", "benway", "bengston", "benesh", "behar", "bedsole", "becenti", "beachy", "battersby", "basta", "bartmess", "bartle", "bartkowiak", "barsky", "barrio", "barletta", "barfoot", "banegas", "baldonado", "azcona", "avants", "austell", "aungst", "aune", "aumann", "audia", "atterbury", "asselin", "asmussen", "ashline", "asbill", "arvizo", "arnot", "ariola", "ardrey", "angstadt", "anastasio", "amsden", "amerman", "alred", "allington", "alewine", "alcina", "alberico", "ahlgren", "aguas", "agrawal", "agosta", "adolphsen", "acey", "aburto", "abler", "zwiebel", "zepp", "zentz", "ybarbo", "yarberry", "yamauchi", "yamashiro", "wurtz", "wronski", "worster", "wootten", "wongus", "woltz", "wolanski", "witzke", "withey", "wisecarver", "wingham", "wineinger", "winegarden", "windholz", "wilgus", "wiesen", "wieck", "widrick", "wickliffe", "whittenberg", "westby", "werley", "wengert", "wendorf", "weimar", "weick", "weckerly", "watrous", "wasden", "walford", "wainright", "wahlstrom", "wadlow", "vrba", "voisin", "vives", "vivas", "vitello", "villescas", "villavicencio", "villanova", "vialpando", "vetrano", "vensel", "vassell", "varano", "vanriper", "vankleeck", "vanduyne", "vanderpol", "vanantwerp", "valenzula", "udell", "turnquist", "tuff", "trickett", "tramble", "tingey", "timbers", "tietz", "thiem", "tercero", "tenner", "tenaglia", "teaster", "tarlton", "taitt", "tabon", "sward", "swaby", "suydam", "surita", "suman", "suddeth", "stumbo", "studivant", "strobl", "streich", "stoodley", "stoecker", "stillwagon", "stickle", "stellmacher", "stefanik", "steedley", "starbird", "stainback", "stacker", "speir", "spath", "sommerfeld", "soltani", "solie", "sojka", "sobota", "sobieski", "sobczak", "smullen", "sleeth", "slaymaker", "skolnick", "skoglund", "sires", "singler", "silliman", "shrock", "shott", "shirah", "shimek", "shepperd", "sheffler", "sheeler", "sharrock", "sharman", "shalash", "seyfried", "seybold", "selander", "seip", "seifried", "sedor", "sedlock", "sebesta", "seago", "scutt", "scrivens", "sciacca", "schultze", "schoemaker", "schleifer", "schlagel", "schlachter", "schempp", "scheider", "scarboro", "santi", "sandhu", "salim", "saia", "rylander", "ryburn", "rutigliano", "ruocco", "ruland", "rudloff", "rott", "rosenburg", "rosenbeck", "romberger", "romanelli", "rohloff", "rohlfing", "rodda", "rodd", "ritacco", "rielly", "rieck", "rickles", "rickenbacker", "respass", "reisner", "reineck", "reighard", "rehbein", "rega", "reddix", "rawles", "raver", "rattler", "ratledge", "rathman", "ramsburg", "raisor", "radovich", "radigan", "quail", "puskar", "purtee", "priestly", "prestidge", "presti", "pressly", "pozo", "pottinger", "portier", "porta", "porcelli", "poplawski", "polin", "poeppelman", "pocock", "plump", "plantz", "placek", "piro", "pinnell", "pinkowski", "pietz", "picone", "philbeck", "pflum", "peveto", "perret", "pentz", "payer", "patlan", "paterno", "papageorge", "overmyer", "overland", "osier", "orwig", "orum", "orosz", "oquin", "opie", "ochsner", "oathout", "nygard", "norville", "northway", "niver", "nicolson", "newhart", "neitzel", "nath", "nanez", "murnane", "mortellaro", "morreale", "morino", "moriarity", "morgado", "moorehouse", "mongiello", "molton", "mirza", "minnix", "millspaugh", "milby", "miland", "miguez", "mickles", "michaux", "mento", "melugin", "melito", "meinecke", "mehr", "meares", "mcneece", "mckane", "mcglasson", "mcgirt", "mcgilvery", "mcculler", "mccowen", "mccook", "mcclintic", "mccallon", "mazzotta", "maza", "mayse", "mayeda", "matousek", "matley", "martyn", "marney", "marnell", "marling", "manuelito", "maltos", "malson", "mahi", "maffucci", "macken", "maass", "lyttle", "lynd", "lyden", "lukasiewicz", "luebbers", "lovering", "loveall", "longtin", "lobue", "loberg", "lipka", "lightbody", "lichty", "levert", "lettieri", "letsinger", "lepak", "lemmond", "lembke", "leitz", "lasso", "lasiter", "lango", "landsman", "lamirande", "lamey", "laber", "kuta", "kulesza", "krenz", "kreiner", "krein", "kreiger", "kraushaar", "kottke", "koser", "kornreich", "kopczynski", "konecny", "koff", "koehl", "kocian", "knaub", "kmetz", "kluender", "klenke", "kleeman", "kitzmiller", "kirsh", "kilman", "kildow", "kielbasa", "ketelsen", "kesinger", "kehr", "keef", "kauzlarich", "karter", "kahre", "jobin", "jinkins", "jines", "jeffress", "jaquith", "jaillet", "jablonowski", "ishikawa", "irey", "ingerson", "indelicato", "huntzinger", "huisman", "huett", "howson", "houge", "hosack", "hora", "hoobler", "holtzen", "holtsclaw", "hollingworth", "hollin", "hoberg", "hobaugh", "hilker", "hilgefort", "higgenbotham", "heyen", "hetzler", "hessel", "hennessee", "hendrie", "hellmann", "heft", "heesch", "haymond", "haymon", "haye", "havlik", "havis", "haverland", "haus", "harstad", "harriston", "harju", "hardegree", "hammell", "hamaker", "halbrook", "halberg", "guptill", "guntrum", "gunderman", "gunder", "gularte", "guarnieri", "groll", "grippo", "greely", "gramlich", "goewey", "goetzinger", "goding", "giraud", "giefer", "giberson", "gennaro", "gemmell", "gearing", "gayles", "gaudin", "gatz", "gatts", "gasca", "garn", "gandee", "gammel", "galindez", "galati", "gagliardo", "fulop", "fukushima", "friedt", "fretz", "frenz", "freeberg", "fravel", "fountaine", "forry", "forck", "fonner", "flippin", "flewelling", "flansburg", "filippone", "fettig", "fenlon", "felter", "felkins", "fein", "favero", "faulcon", "farver", "farless", "fahnestock", "facemire", "faas", "eyer", "evett", "esses", "escareno", "ensey", "ennals", "engelking", "empey", "ellithorpe", "effler", "edling", "edgley", "durrell", "dunkerson", "draheim", "domina", "dombrosky", "doescher", "dobbin", "divens", "dinatale", "dieguez", "diede", "devivo", "devilbiss", "devaul", "determan", "desjardin", "deshaies", "delpozo", "delorey", "delman", "delapp", "delamater", "deibert", "degroff", "debelak", "dapolito", "dano", "dacruz", "dacanay", "cushenberry", "cruze", "crosbie", "cregan", "cousino", "corrao", "corney", "cookingham", "conry", "collingsworth", "coldren", "cobian", "coate", "clauss", "christenberry", "chmiel", "chauez", "charters", "chait", "cesare", "cella", "caya", "castenada", "cashen", "cantrelle", "canova", "campione", "calixte", "caicedo", "byerley", "buttery", "burda", "burchill", "bulmer", "bulman", "buesing", "buczek", "buckholz", "buchner", "buchler", "buban", "bryne", "brunkhorst", "brumsey", "brumer", "brownson", "brodnax", "brezinski", "brazile", "braverman", "branning", "boye", "boulden", "bough", "bossard", "bosak", "borth", "borgmeyer", "borge", "blowers", "blaschke", "blann", "blankenbaker", "bisceglia", "billingslea", "bialek", "beverlin", "besecker", "berquist", "benigno", "benavente", "belizaire", "beisner", "behrman", "beausoleil", "baylon", "bayley", "bassi", "basnett", "basilio", "basden", "basco", "banerjee", "balli", "bagnell", "bady", "averette", "arzu", "archambeault", "arboleda", "arbaugh", "arata", "antrim", "amrhein", "amerine", "alpers", "alfrey", "alcon", "albus", "albertini", "aguiniga", "aday", "acquaviva", "accardi", "zygmont", "zych", "zollner", "zobel", "zinck", "zertuche", "zaragosa", "zale", "zaldivar", "yeadon", "wykoff", "woullard", "wolfrum", "wohlford", "wison", "wiseley", "wisecup", "winchenbach", "wiltsie", "whittlesey", "whitelow", "whiteford", "wever", "westrich", "wertman", "wensel", "wenrich", "weisbrod", "weglarz", "wedderburn", "weatherhead", "wease", "warring", "wadleigh", "voltz", "vise", "villano", "vicario", "vermeulen", "vazques", "vasko", "varughese", "vangieson", "vanfossen", "vanepps", "vanderploeg", "vancleve", "valerius", "uyehara", "unsworth", "twersky", "turrell", "tuner", "tsui", "trunzo", "trousdale", "trentham", "traughber", "torgrimson", "toppin", "tokar", "tobia", "tippens", "tigue", "thiry", "thackston", "terhaar", "tenny", "tassin", "tadeo", "sweigart", "sutherlin", "sumrell", "suen", "stuhr", "strzelecki", "strosnider", "streiff", "stottlemyer", "storment", "storlie", "stonesifer", "stogsdill", "stenzel", "stemen", "stellhorn", "steidl", "stecklein", "statton", "stangle", "spratling", "spoor", "spight", "spelman", "spece", "spanos", "spadoni", "southers", "sola", "sobol", "smyre", "slaybaugh", "sizelove", "sirmons", "simington", "silversmith", "siguenza", "sieren", "shelman", "sharples", "sharif", "sessler", "serrata", "serino", "serafini", "semien", "selvey", "seedorf", "seckman", "seawood", "scoby", "scicchitano", "schorn", "schommer", "schnitzer", "schleusner", "schlabach", "schiel", "schepers", "schaber", "scally", "sautner", "sartwell", "santerre", "sandage", "salvia", "salvetti", "salsman", "sallis", "salais", "saeger", "sabat", "saar", "ruther", "russom", "ruoff", "rumery", "rubottom", "rozelle", "rowton", "routon", "rotolo", "rostad", "roseborough", "rorick", "ronco", "roher", "roberie", "robare", "ritts", "rison", "rippe", "rinke", "ringwood", "righter", "rieser", "rideaux", "rickerson", "renfrew", "releford", "reinsch", "reiman", "reifsteck", "reidhead", "redfearn", "reddout", "reaux", "rado", "radebaugh", "quinby", "quigg", "provo", "provenza", "provence", "pridgeon", "praylow", "powel", "poulter", "portner", "pontbriand", "poirrier", "poirer", "platero", "pixler", "pintor", "pigman", "piersall", "piel", "pichette", "phou", "pharis", "phalen", "petsche", "perrier", "penfield", "pelosi", "pebley", "peat", "pawloski", "pawlik", "pavlick", "pavel", "patz", "patout", "pascucci", "pasch", "parrinello", "parekh", "pantaleo", "pannone", "pankow", "pangborn", "pagani", "pacelli", "orsi", "oriley", "orduno", "oommen", "olivero", "okada", "ocon", "ocheltree", "oberman", "nyland", "noss", "norling", "nolton", "nobile", "nitti", "nishimoto", "nghiem", "neuner", "neuberger", "neifert", "negus", "nagler", "mullally", "moulden", "morra", "morquecho", "moots", "mizzell", "mirsky", "mirabito", "minardi", "milholland", "mikus", "mijangos", "michener", "michalek", "methvin", "merrit", "menter", "meneely", "meiers", "mehring", "mees", "mcwhirt", "mcwain", "mcphatter", "mcnichol", "mcnaught", "mclarty", "mcivor", "mcginness", "mcgaughy", "mcferrin", "mcfate", "mcclenny", "mcclard", "mccaskey", "mccallion", "mcamis", "mathisen", "marton", "marsico", "marchi", "mani", "mangione", "macaraeg", "lupi", "lunday", "lukowski", "lucious", "locicero", "loach", "littlewood", "litt", "lipham", "linley", "lindon", "lightford", "lieser", "leyendecker", "lewey", "lesane", "lenzi", "lenart", "leisinger", "lehrman", "lefebure", "lazard", "laycock", "laver", "launer", "lastrapes", "lastinger", "lasker", "larkey", "lanser", "lanphere", "landey", "lampton", "lamark", "kumm", "kullman", "krzeminski", "krasner", "koran", "koning", "kohls", "kohen", "kobel", "kniffen", "knick", "kneip", "knappenberger", "klumpp", "klausner", "kitamura", "kisling", "kirshner", "kinloch", "kingman", "kimery", "kestler", "kellen", "keleher", "keehn", "kearley", "kasprzak", "kampf", "kamerer", "kalis", "kahan", "kaestner", "kadel", "kabel", "junge", "juckett", "joynt", "jorstad", "jetter", "jelley", "jefferis", "jeansonne", "janecek", "jaffee", "izzard", "istre", "isherwood", "ipock", "iannuzzi", "hypolite", "humfeld", "hotz", "hosein", "honahni", "holzworth", "holdridge", "holdaway", "holaday", "hodak", "hitchman", "hippler", "hinchey", "hillin", "hiler", "hibdon", "hevey", "heth", "hepfer", "henneman", "hemsley", "hemmings", "hemminger", "helbert", "helberg", "heinze", "heeren", "heber", "haver", "hauff", "haswell", "harvison", "hartson", "harshberger", "harryman", "harries", "hane", "hamsher", "haggett", "hagemeier", "haecker", "haddon", "haberkorn", "guttman", "guttierrez", "guthmiller", "guillet", "guilbert", "gugino", "grumbles", "griffy", "gregerson", "grana", "goya", "goranson", "gonsoulin", "goettl", "goertz", "godlewski", "glandon", "gilsdorf", "gillogly", "gilkison", "giard", "giampaolo", "gheen", "gettings", "gesell", "gershon", "gaumer", "gartrell", "garside", "garrigan", "garmany", "garlitz", "garlington", "gamet", "furlough", "funston", "funaro", "frix", "frasca", "francoeur", "forshey", "foose", "flatley", "flagler", "fils", "fillers", "fickett", "feth", "fennelly", "fencl", "felch", "fedrick", "febres", "fazekas", "farnan", "fairless", "ewan", "etsitty", "enterline", "elsworth", "elliff", "eleby", "eldreth", "eidem", "edgecomb", "edds", "ebarb", "dworkin", "dusenberry", "durrance", "duropan", "durfey", "dungy", "dundon", "dumbleton", "dubon", "dubberly", "droz", "drinkwater", "dressel", "doughtie", "doshier", "dorrell", "dople", "doonan", "donadio", "dollison", "doig", "ditzler", "dishner", "discher", "dimaio", "digman", "difalco", "devino", "devens", "derosia", "deppen", "depaola", "deniz", "denardo", "demos", "demay", "delgiudice", "davi", "danielsen", "dally", "dais", "dahmer", "cutsforth", "cusimano", "curington", "cumbee", "cryan", "crusoe", "crowden", "crete", "cressman", "crapo", "cowens", "coupe", "councill", "coty", "cotnoir", "correira", "copen", "consiglio", "combes", "coffer", "cockrill", "coad", "clogston", "clasen", "chesnutt", "charrier", "chadburn", "cerniglia", "cebula", "castruita", "castilla", "castaldi", "casebeer", "casagrande", "carta", "carrales", "carnley", "cardon", "capshaw", "capron", "cappiello", "capito", "canney", "candela", "caminiti", "califano", "calabria", "caiazzo", "cahall", "buscemi", "burtner", "burgdorf", "burdo", "buffaloe", "buchwald", "brwon", "brunke", "brummond", "brumm", "broe", "brocious", "brocato", "briski", "brisker", "brightwell", "bresett", "breiner", "brazeau", "braz", "brayman", "brandis", "bramer", "bradeen", "boyko", "bossi", "boshart", "bortle", "boniello", "bomgardner", "bolz", "bolenbaugh", "bohling", "bohland", "bochenek", "blust", "bloxham", "blowe", "blish", "blackwater", "bjelland", "biros", "biederman", "bickle", "bialaszewski", "bevil", "beumer", "bettinger", "besse", "bernett", "bermejo", "bement", "belfield", "beckler", "baxendale", "batdorf", "bastin", "bashore", "bascombe", "bartlebaugh", "barsh", "ballantine", "bahl", "badon", "autin", "astin", "askey", "ascher", "arrigo", "arbeiter", "antes", "angers", "amburn", "amarante", "alvidrez", "althaus", "allmond", "alfieri", "aldinger", "akerley", "akana", "aikins", "ader", "acebedo", "accardo", "abila", "aberle", "abele", "abboud", "zollars", "zimmerer", "zieman", "zerby", "zelman", "zellars", "yoshimura", "yonts", "yeats", "yant", "yamanaka", "wyland", "wuensche", "worman", "wordlaw", "wohl", "winslett", "winberg", "wilmeth", "willcutt", "wiers", "wiemer", "wickwire", "wichman", "whitting", "whidbee", "westergard", "wemmer", "wellner", "weishaupt", "weinert", "weedon", "waynick", "wasielewski", "waren", "walworth", "wallingford", "walke", "waechter", "viviani", "vitti", "villagrana", "vien", "vicks", "venema", "varnes", "varnadoe", "varden", "vanpatten", "vanorden", "vanderzee", "vandenburg", "vandehey", "valls", "vallarta", "valderrama", "valade", "urman", "ulery", "tusa", "tuft", "tripoli", "trimpe", "trickey", "tortora", "torrens", "torchia", "toft", "tjaden", "tison", "tindel", "thurmon", "thode", "tardugno", "tancredi", "taketa", "taillon", "tagle", "sytsma", "symes", "swindall", "swicegood", "swartout", "sundstrom", "sumners", "sulton", "studstill", "stroop", "stonerock", "stmarie", "stlawrence", "stemm", "steinhauser", "steinert", "steffensen", "stefaniak", "starck", "stalzer", "spidle", "spake", "sowinski", "sosnowski", "sorber", "somma", "soliday", "soldner", "soja", "soderstrom", "soder", "sockwell", "sobus", "sloop", "sinkfield", "simerly", "silguero", "sigg", "siemers", "siegmund", "shum", "sholtis", "shkreli", "sheikh", "shattles", "sharlow", "shambaugh", "shaikh", "serrao", "serafino", "selley", "selle", "seel", "sedberry", "secord", "schunk", "schuch", "schor", "scholze", "schnee", "schmieder", "schleich", "schimpf", "scherf", "satterthwaite", "sasson", "sarkisian", "sarinana", "sanzone", "salvas", "salone", "salido", "saiki", "sahr", "rusher", "rusek", "ruppel", "rubel", "rothfuss", "rothenberger", "rossell", "rosenquist", "rosebrook", "romito", "romines", "rolan", "roker", "roehrig", "rockhold", "rocca", "robuck", "riss", "rinaldo", "riggenbach", "rezentes", "reuther", "renolds", "rench", "remus", "remsen", "reller", "relf", "reitzel", "reiher", "rehder", "redeker", "ramero", "rahaim", "radice", "quijas", "qualey", "purgason", "prum", "proudfoot", "prock", "probert", "printup", "primer", "primavera", "prenatt", "pratico", "polich", "podkowka", "podesta", "plattner", "plasse", "plamondon", "pittmon", "pippenger", "pineo", "pierpont", "petzold", "petz", "pettiway", "petters", "petroski", "petrik", "pesola", "pershall", "perlmutter", "penepent", "peevy", "pechacek", "peaden", "pazos", "pavia", "pascarelli", "parm", "parillo", "parfait", "paoletti", "palomba", "palencia", "pagaduan", "oxner", "overfield", "overcast", "oullette", "ostroff", "osei", "omarah", "olenick", "olah", "odem", "nygren", "notaro", "northcott", "nodine", "nilges", "neyman", "neve", "neuendorf", "neisler", "neault", "narciso", "naff", "muscarella", "morrisette", "morphew", "morein", "montville", "montufar", "montesinos", "monterroso", "mongold", "mojarro", "moitoso", "mirarchi", "mirando", "minogue", "milici", "miga", "midyett", "michna", "meuser", "messana", "menzie", "menz", "mendicino", "melone", "mellish", "meller", "melle", "meints", "mechem", "mealer", "mcwilliam", "mcwhite", "mcquiggan", "mcphillips", "mcpartland", "mcnellis", "mcmackin", "mclaughin", "mckinny", "mckeithan", "mcguirk", "mcgillivray", "mcgarr", "mcgahee", "mcfaul", "mcfadin", "mceuen", "mccullah", "mcconico", "mcclaren", "mccaul", "mccalley", "mccalister", "mazer", "mayson", "mayhan", "maugeri", "mauger", "mattix", "mattews", "maslowski", "masek", "martir", "marsch", "marquess", "maron", "markwell", "markow", "marinaro", "marcinek", "mannella", "mallen", "majeed", "mahnke", "mahabir", "magby", "magallan", "madere", "machnik", "lybrand", "luque", "lundholm", "lueders", "lucian", "lubinski", "lowy", "loew", "lippard", "linson", "lindblad", "lightcap", "levitsky", "levens", "leonardi", "lenton", "lengyel", "leitzel", "leicht", "leaver", "laubscher", "lashua", "larusso", "larrimore", "lanterman", "lanni", "lanasa", "lamoureaux", "lambros", "lamborn", "lamberti", "lall", "lafuente", "laferriere", "laconte", "kyger", "kupiec", "kunzman", "kuehne", "kuder", "kubat", "krogh", "kreidler", "krawiec", "krauth", "kratky", "kottwitz", "korb", "kono", "kolman", "kolesar", "koeppel", "knapper", "klingenberg", "kjos", "keppel", "kennan", "keltz", "kealoha", "kasel", "karney", "kanne", "kamrowski", "kagawa", "johnosn", "jilek", "jarvie", "jarret", "jansky", "jacquemin", "jacox", "jacome", "iriarte", "ingwersen", "imboden", "iglesia", "huyser", "hurston", "hursh", "huntoon", "hudman", "hoying", "horsman", "horrigan", "hornbaker", "horiuchi", "hopewell", "hommel", "homeyer", "holzinger", "holmer", "hipsher", "hinchman", "hilts", "higginbottom", "hieb", "heyne", "hessling", "hesler", "hertlein", "herford", "heras", "henricksen", "hennemann", "henery", "hendershott", "hemstreet", "heiney", "heckert", "heatley", "hazell", "hazan", "hayashida", "hausler", "hartsoe", "harth", "harriott", "harriger", "harpin", "hardisty", "hardge", "hannaman", "hannahs", "hamp", "hammersmith", "hamiton", "halsell", "halderman", "hagge", "habel", "gusler", "gushiken", "gurr", "gummer", "gullick", "grunden", "grosch", "greenburg", "greb", "greaver", "gratz", "grajales", "gourlay", "gotto", "gorley", "goodpasture", "godard", "glorioso", "gloor", "glascock", "gizzi", "giroir", "gibeault", "gauldin", "gauer", "gartin", "garrels", "gamber", "gallogly", "gade", "fusaro", "fripp", "freyer", "freiberg", "franzoni", "fragale", "foston", "forti", "forness", "folts", "followell", "foard", "flom", "flett", "fleitas", "flamm", "fino", "finnen", "finchum", "filippelli", "fickel", "feucht", "feiler", "feenstra", "feagins", "faver", "faulkenberry", "farabaugh", "fandel", "faler", "faivre", "fairey", "facey", "exner", "evensen", "erion", "erben", "epting", "epping", "ephraim", "engberg", "elsen", "ellingwood", "eisenmann", "eichman", "ehle", "edsall", "durall", "dupler", "dunker", "dumlao", "duford", "duffie", "dudding", "dries", "doung", "dorantes", "donahoo", "domenick", "dollins", "dobles", "dipiazza", "dimeo", "diehm", "dicicco", "devenport", "desormeaux", "derrow", "depaolo", "demas", "delpriore", "delosantos", "degreenia", "degenhardt", "defrancesco", "defenbaugh", "deets", "debonis", "deary", "dazey", "dargie", "dambrosia", "dalal", "dagen", "cuen", "crupi", "crossan", "crichlow", "creque", "coutts", "counce", "coram", "constante", "connon", "collelo", "coit", "cocklin", "coblentz", "cobey", "coard", "clutts", "clingan", "clampitt", "claeys", "ciulla", "cimini", "ciampa", "christon", "choat", "chiou", "chenail", "chavous", "catto", "catalfamo", "casterline", "cassinelli", "caspers", "carroway", "carlen", "carithers", "cappel", "calo", "callow", "cagley", "cafferty", "byun", "byam", "buttner", "buth", "burtenshaw", "burget", "burfield", "buresh", "bunt", "bultman", "bulow", "buchta", "buchmann", "brunett", "bruemmer", "brueggeman", "britto", "briney", "brimhall", "bribiesca", "bresler", "brazan", "brashier", "brar", "brandstetter", "boze", "boonstra", "bluitt", "blomgren", "blattner", "blasi", "bladen", "bitterman", "bilby", "bierce", "biello", "bettes", "bertone", "berrey", "bernat", "berberich", "benshoof", "bendickson", "bellefeuille", "bednarski", "beddingfield", "beckerman", "beaston", "bavaro", "batalla", "basye", "baskins", "bartolotta", "bartkowski", "barranco", "barkett", "banaszak", "bame", "bamberger", "balsley", "ballas", "balicki", "badura", "aymond", "aylor", "aylesworth", "axley", "axelrod", "aubert", "armond", "ariza", "apicella", "anstine", "ankrom", "angevine", "andreotti", "alto", "alspaugh", "alpaugh", "almada", "allinder", "alequin", "aguillard", "agron", "agena", "afanador", "ackerley", "abrev", "abdalla", "aaronson", "zynda", "zucco", "zipp", "zetina", "zenz", "zelinski", "youngren", "yochum", "yearsley", "yankey", "woodfork", "wohlwend", "woelfel", "wiste", "wismer", "winzer", "winker", "wilkison", "wigger", "wierenga", "whipps", "westray", "wesch", "weld", "weible", "wedell", "weddell", "wawrzyniak", "wasko", "washinton", "wantz", "walts", "wallander", "wain", "wahlen", "wachowiak", "voshell", "viteri", "vire", "villafuerte", "vieyra", "viau", "vescio", "verrier", "verhey", "vause", "vandermolen", "vanderhorst", "valois", "valla", "valcourt", "vacek", "uzzle", "umland", "ulman", "ulland", "turvey", "tuley", "trembath", "trabert", "towsend", "totman", "toews", "tisch", "tisby", "tierce", "thivierge", "tenenbaum", "teagle", "tacy", "tabler", "szewczyk", "swearngin", "suire", "sturrock", "stubbe", "stronach", "stoute", "stoudemire", "stoneberg", "sterba", "stejskal", "steier", "stehr", "steckel", "stearman", "steakley", "stanforth", "stancill", "srour", "sprowl", "spevak", "sokoloff", "soderman", "snover", "sleeman", "slaubaugh", "sitzman", "simes", "siegal", "sidoti", "sidler", "sider", "sidener", "siddiqi", "shireman", "shima", "sheroan", "shadduck", "seyal", "sentell", "sennett", "senko", "seligman", "seipel", "seekins", "seabaugh", "scouten", "schweinsberg", "schwartzberg", "schurr", "schult", "schrick", "schoening", "schmitmeyer", "schlicher", "schlager", "schack", "schaar", "scavuzzo", "scarpa", "sassano", "santigo", "sandavol", "sampsel", "samms", "samet", "salzano", "salyards", "salva", "saidi", "sabir", "saam", "runions", "rundquist", "rousselle", "rotunno", "rosch", "romney", "rohner", "roff", "rockhill", "rocamora", "ringle", "riggie", "ricklefs", "rexroat", "reves", "reuss", "repka", "rentfro", "reineke", "recore", "recalde", "rease", "rawling", "ravencraft", "ravelo", "rappa", "randol", "ramsier", "ramerez", "rahimi", "rahim", "radney", "racey", "raborn", "rabalais", "quebedeaux", "pujol", "puchalski", "prothro", "proffit", "prigge", "prideaux", "prevo", "portales", "porco", "popovic", "popek", "popejoy", "pompei", "plude", "platner", "pizzuto", "pizer", "pistone", "piller", "pierri", "piehl", "pickert", "piasecki", "phong", "philipp", "peugh", "pesqueira", "perrett", "perfetti", "percell", "penhollow", "pelto", "pellett", "pavlak", "paulo", "pastorius", "parsell", "parrales", "pareja", "parcell", "pappan", "pajak", "owusu", "ovitt", "orrick", "oniell", "olliff", "olberding", "oesterling", "odwyer", "ocegueda", "obermiller", "nylander", "nulph", "nottage", "northam", "norgard", "nodal", "niel", "nicols", "newhard", "nellum", "neira", "nazzaro", "nassif", "narducci", "nalbandian", "musil", "murga", "muraoka", "mumper", "mulroy", "mountjoy", "mossey", "moreton", "morea", "montoro", "montesdeoca", "montealegre", "montanye", "montandon", "moisan", "mohl", "modeste", "mitra", "minson", "minjarez", "milbourne", "michaelsen", "metheney", "mestre", "mescher", "mervis", "mennenga", "melgarejo", "meisinger", "meininger", "mcwaters", "mckern", "mckendree", "mchargue", "mcglothlen", "mcgibbon", "mcgavock", "mcduffee", "mcclurkin", "mccausland", "mccardell", "mccambridge", "mazzoni", "mayen", "maxton", "mawson", "mauffray", "mattinson", "mattila", "matsunaga", "mascia", "marse", "marotz", "marois", "markin", "markee", "marcinko", "marcin", "manville", "mantyla", "manser", "manry", "manderscheid", "mallari", "malecha", "malcomb", "majerus", "macinnis", "mabey", "lyford", "luth", "lupercio", "luhman", "luedke", "lovick", "lossing", "lookabaugh", "longway", "loisel", "logiudice", "loffredo", "lobaugh", "lizaola", "livers", "littlepage", "linnen", "limmer", "liebsch", "liebman", "leyden", "levitan", "levison", "levier", "leven", "levalley", "lettinga", "lessley", "lessig", "lepine", "leight", "leick", "leggio", "leffingwell", "leffert", "lefevers", "ledlow", "leaton", "leander", "leaming", "lazos", "laviolette", "lauffer", "latz", "lasorsa", "lasch", "larin", "laporta", "lanter", "langstaff", "landi", "lamica", "lambson", "lambe", "lamarca", "laman", "lamagna", "lajeunesse", "lafontant", "lafler", "labrum", "laakso", "kush", "kuether", "kuchar", "kruk", "kroner", "kroh", "kridler", "kreuzer", "kovats", "koprowski", "kohout", "knicely", "knell", "klutts", "kindrick", "kiddy", "khanna", "ketcher", "kerschner", "kerfien", "kensey", "kenley", "kenan", "kemplin", "kellerhouse", "keesling", "keas", "kaplin", "kanady", "kampen", "jutras", "jungers", "jeschke", "janowski", "janas", "iskra", "imperato", "ikerd", "igoe", "hyneman", "hynek", "husain", "hurrell", "hultquist", "hullett", "hulen", "huberty", "hoyte", "hossain", "hornstein", "hori", "hopton", "holms", "hollmann", "holdman", "holdeman", "holben", "hoffert", "himel", "hillsman", "herdt", "hellyer", "heister", "heimer", "heidecker", "hedgpeth", "hedgepath", "hebel", "heatwole", "hayer", "hausner", "haskew", "haselden", "hartranft", "harsch", "harres", "harps", "hardimon", "halm", "hallee", "hallahan", "hackley", "hackenberg", "hachey", "haapala", "guynes", "gunnerson", "gunby", "gulotta", "gudger", "groman", "grignon", "griebel", "gregori", "greenan", "grauer", "gourd", "gorin", "gorgone", "gooslin", "goold", "goltz", "goldberger", "glotfelty", "glassford", "gladwin", "giuffre", "gilpatrick", "gerdts", "geisel", "gayler", "gaunce", "gaulding", "gateley", "gassman", "garson", "garron", "garand", "gangestad", "gallow", "galbo", "gabrielli", "fullington", "fucci", "frum", "frieden", "friberg", "frasco", "francese", "fowle", "foucher", "fothergill", "foraker", "fonder", "foisy", "fogal", "flurry", "flenniken", "fitzhenry", "fishbein", "finton", "filmore", "filice", "feola", "felberbaum", "fausnaught", "fasciano", "farquharson", "faires", "estridge", "essman", "enriques", "emmick", "ekker", "ekdahl", "eisman", "eggleton", "eddinger", "eakle", "eagar", "durio", "dunwoody", "duhaime", "duenes", "duden", "dudas", "dresher", "dresel", "doutt", "donlan", "donathan", "domke", "dobrowolski", "dingee", "dimmitt", "dimery", "dilullo", "deveaux", "devalle", "desper", "desnoyers", "desautels", "derouin", "derbyshire", "denmon", "demski", "delucca", "delpino", "delmont", "deller", "dejulio", "deibler", "dehne", "deharo", "degner", "defore", "deerman", "decuir", "deckman", "deasy", "dease", "deaner", "dawdy", "daughdrill", "darrigo", "darity", "dalbey", "dagenhart", "daffron", "curro", "curnutte", "curatolo", "cruikshank", "crosswell", "croslin", "croney", "crofton", "criado", "crecelius", "coscia", "conniff", "commodore", "coltharp", "colonna", "collyer", "collington", "cobbley", "coache", "clonts", "cloe", "cliett", "clemans", "chrisp", "chiarini", "cheatam", "cheadle", "chand", "chadd", "cervera", "cerulli", "cerezo", "cedano", "cayetano", "cawthorne", "cavalieri", "cattaneo", "cartlidge", "carrithers", "carreira", "carranco", "cargle", "candanoza", "camburn", "calender", "calderin", "calcagno", "cahn", "cadden", "byham", "buttry", "burry", "burruel", "burkitt", "burgio", "burgener", "buescher", "buckalew", "brymer", "brumett", "brugnoli", "brugman", "brosnahan", "bronder", "broeckel", "broderson", "brisbon", "brinsfield", "brinks", "bresee", "bregman", "branner", "brambila", "brailsford", "bouska", "boster", "borucki", "bortner", "boroughs", "borgeson", "bonier", "bomba", "bolender", "boesch", "boeke", "bloyd", "bley", "binger", "bilbro", "biery", "bichrest", "bezio", "bevel", "berrett", "bermeo", "bergdoll", "bercier", "benzel", "bentler", "belnap", "bellini", "beitz", "behrend", "bednarczyk", "bearse", "bartolini", "bartol", "barretta", "barbero", "barbaro", "banvelos", "bankes", "ballengee", "baldon", "ausmus", "atilano", "atienza", "aschenbrenner", "arora", "armstong", "aquilino", "appleberry", "applebee", "apolinar", "antos", "andrepont", "ancona", "amesquita", "alvino", "altschuler", "allin", "alire", "ainslie", "agular", "aeschliman", "accetta", "abdulla", "abbe", "zwart", "zufelt", "zirbel", "zingaro", "zilnicki", "zenteno", "zent", "zemke", "zayac", "zarrella", "yoshimoto", "yearout", "womer", "woltman", "wolin", "wolery", "woldt", "witts", "wittner", "witherow", "winward", "winrow", "wiemann", "wichmann", "whitwell", "whitelaw", "wheeless", "whalley", "wessner", "wenzl", "wene", "weatherbee", "waye", "wattles", "wanke", "walkes", "waldeck", "vonruden", "voisine", "vogus", "vittetoe", "villalva", "villacis", "venturini", "venturi", "venson", "vanloan", "vanhooser", "vanduzer", "vandever", "vanderwal", "vanderheyden", "vanbeek", "vanbebber", "vallance", "vales", "vahle", "urbain", "upshur", "umfleet", "tsuji", "trybus", "triolo", "trimarchi", "trezza", "trenholm", "tovey", "tourigny", "torry", "torrain", "torgeson", "tomey", "tischler", "tinkler", "tinder", "ticknor", "tibbles", "tibbals", "throneberry", "thormahlen", "thibert", "thibeaux", "theurer", "templet", "tegeler", "tavernier", "taubman", "tamashiro", "tallon", "tallarico", "taboada", "sypher", "sybert", "swyers", "switalski", "swedberg", "suther", "surprenant", "sullen", "sulik", "sugden", "suder", "suchan", "strube", "stroope", "strittmatter", "streett", "straughn", "strasburg", "stjacques", "stimage", "stimac", "stifter", "stgelais", "steinhart", "stehlik", "steffenson", "steenbergen", "stanbery", "stallone", "spraggs", "spoto", "spilman", "speno", "spanbauer", "spalla", "spagnolo", "soliman", "solan", "sobolik", "snelgrove", "snedden", "smale", "sliter", "slankard", "sircy", "shutter", "shurtliff", "shur", "shirkey", "shewmake", "shams", "shadley", "shaddox", "sgro", "serfass", "seppala", "segawa", "segalla", "seaberry", "scruton", "scism", "schwein", "schwartzman", "schwantes", "schomer", "schoenborn", "schlottmann", "schissler", "scheurer", "schepis", "scheidegger", "saunier", "sauders", "sassman", "sannicolas", "sanderfur", "salser", "sagar", "saffer", "saeed", "sadberry", "saban", "ryce", "rybak", "rumore", "rummell", "rudasill", "rozman", "rota", "rossin", "rosell", "rosel", "romberg", "rojero", "rochin", "robideau", "robarge", "roath", "risko", "ringel", "ringdahl", "riera", "riemann", "ribas", "revard", "renegar", "reinwald", "rehman", "redel", "raysor", "rathke", "rapozo", "rampton", "ramaker", "rakow", "raia", "radin", "raco", "rackham", "racca", "racanelli", "rabun", "quaranta", "purves", "pundt", "protsman", "prezioso", "presutti", "presgraves", "poydras", "portnoy", "portalatin", "pontes", "poehler", "poblete", "poat", "plumadore", "pleiman", "pizana", "piscopo", "piraino", "pinelli", "pillai", "picken", "picha", "piccoli", "philen", "petteway", "petros", "peskin", "perugini", "perrella", "pernice", "peper", "pensinger", "pembleton", "passman", "parrent", "panetta", "pallas", "palka", "pais", "paglia", "padmore", "ottesen", "oser", "ortmann", "ormand", "oriol", "orick", "oler", "okafor", "ohair", "obert", "oberholtzer", "nowland", "nosek", "nordeen", "nolf", "nogle", "nobriga", "nicley", "niccum", "newingham", "neumeister", "neugebauer", "netherland", "nerney", "neiss", "neis", "neider", "neeld", "nailor", "mustain", "mussman", "musante", "murton", "murden", "munyon", "muldrew", "motton", "moscoso", "moschella", "moroz", "morelos", "morace", "moone", "montesano", "montemurro", "montas", "montalbo", "molander", "mleczko", "miyake", "mitschke", "minger", "minelli", "minear", "millener", "mihelich", "miedema", "miah", "metzer", "mery", "merrigan", "merck", "mennella", "membreno", "melecio", "melder", "mehling", "mehler", "medcalf", "meche", "mealing", "mcqueeney", "mcphaul", "mcmickle", "mcmeen", "mcmains", "mclees", "mcgowin", "mcfarlain", "mcdivitt", "mccotter", "mcconn", "mccaster", "mcbay", "mcbath", "mayoral", "mayeux", "matsuo", "masur", "massman", "marzette", "martensen", "marlett", "markgraf", "marcinkowski", "marchbanks", "mansir", "mandez", "mancil", "malagon", "magnani", "madonia", "madill", "madia", "mackiewicz", "macgillivray", "macdowell", "mabee", "lundblad", "lovvorn", "lovings", "loreto", "linz", "linnell", "linebaugh", "lindstedt", "lindbloom", "limberg", "liebig", "lickteig", "lichtenberg", "licari", "lewison", "levario", "levar", "lepper", "lenzen", "lenderman", "lemarr", "leinen", "leider", "legrande", "lefort", "lebleu", "leask", "leacock", "lazano", "lawalin", "laven", "laplaca", "lant", "langsam", "langone", "landress", "landen", "lande", "lamorte", "lairsey", "laidlaw", "laffin", "lackner", "lacaze", "labuda", "labree", "labella", "labar", "kyer", "kuyper", "kulinski", "kulig", "kuhnert", "kuchera", "kubicek", "kruckeberg", "kruchten", "krider", "kotch", "kornfeld", "koren", "koogler", "koll", "kole", "kohnke", "kohli", "kofoed", "koelling", "kluth", "klump", "klopfenstein", "klippel", "klinge", "klett", "klemp", "kleis", "klann", "kitzman", "kinnan", "kingsberry", "kilmon", "killpack", "kilbane", "kijowski", "kies", "kierstead", "kettering", "kesselman", "kennington", "keniston", "kehrer", "kearl", "keala", "kassa", "kasahara", "kantz", "kalin", "kaina", "jupin", "juntunen", "juares", "joynes", "jovel", "joos", "jiggetts", "jervis", "jerabek", "jennison", "jaso", "janz", "izatt", "ishibashi", "iannotti", "hymas", "huneke", "hulet", "hougen", "horvat", "horstmann", "hopple", "holtkamp", "holsten", "hohenstein", "hoefle", "hoback", "hiney", "hiemstra", "herwig", "herter", "herriott", "hermsen", "herdman", "herder", "herbig", "helling", "helbig", "heitkamp", "heinrichs", "heinecke", "heileman", "heffley", "heavrin", "heaston", "haymaker", "hauenstein", "hartlage", "harig", "hardenbrook", "hankin", "hamiter", "hagens", "hagel", "grizzell", "griest", "griese", "grennan", "graden", "gosse", "gorder", "goldin", "goatley", "gillespi", "gilbride", "giel", "ghoston", "gershman", "geisinger", "gehringer", "gedeon", "gebert", "gaxiola", "gawronski", "gathright", "gatchell", "gargiulo", "garg", "galang", "gadison", "fyock", "furniss", "furby", "funnell", "frizell", "frenkel", "freeburg", "frankhouser", "franchi", "foulger", "formby", "forkey", "fonte", "folson", "follette", "flavell", "finegan", "filippini", "ferencz", "ference", "fennessey", "feggins", "feehan", "fazzino", "fazenbaker", "faunce", "farraj", "farnell", "farler", "farabee", "falkowski", "facio", "etzler", "ethington", "esterline", "esper", "esker", "erxleben", "engh", "emling", "elridge", "ellenwood", "elfrink", "ekhoff", "eisert", "eifert", "eichenlaub", "egnor", "eggebrecht", "edlin", "edberg", "eble", "eber", "easler", "duwe", "dutta", "dutremble", "dusseault", "durney", "dunworth", "dumire", "dukeman", "dufner", "duey", "duble", "dreese", "dozal", "douville", "ditmore", "distin", "dimuzio", "dildine", "dieterich", "dieckman", "didonna", "dhillon", "dezern", "devereux", "devall", "detty", "detamore", "derksen", "deremer", "deras", "denslow", "deno", "denicola", "denbow", "demma", "demille", "delira", "delawder", "delara", "delahanty", "dejonge", "deininger", "dedios", "dederick", "decelles", "debus", "debruyn", "deborde", "deak", "dauenhauer", "darsey", "dansie", "dalman", "dakin", "dagley", "czaja", "cybart", "cutchin", "currington", "curbelo", "croucher", "crinklaw", "cremin", "cratty", "cranfield", "crafford", "cowher", "couvillion", "couturier", "corter", "coombes", "contos", "consolini", "connaughton", "conely", "collom", "cockett", "clepper", "cleavenger", "claro", "clarkin", "ciriaco", "ciesla", "cichon", "ciancio", "cianci", "chynoweth", "chrzanowski", "christion", "cholewa", "chipley", "chilcott", "cheyne", "cheslock", "chenevert", "charlot", "chagolla", "chabolla", "cesena", "cerutti", "cava", "caul", "cassone", "cassin", "cassese", "casaus", "casali", "cartledge", "cardamone", "carcia", "carbonneau", "carboni", "carabello", "capozzoli", "capella", "cannata", "campoverde", "campeau", "cambre", "camberos", "calvery", "calnan", "calmes", "calley", "callery", "calise", "cacciotti", "cacciatore", "butterbaugh", "burgo", "burgamy", "burell", "bunde", "bumbalough", "buel", "buechner", "buchannon", "brunn", "brost", "broadfoot", "brittan", "brevard", "breda", "brazel", "brayboy", "brasier", "boyea", "boxx", "boso", "bosio", "boruff", "borda", "bongiovanni", "bolerjack", "boedeker", "blye", "blumstein", "blumenfeld", "blinn", "bleakley", "blatter", "blan", "bjornson", "bisignano", "billick", "bieniek", "bhatti", "bevacqua", "berra", "berenbaum", "bensinger", "bennefield", "belvins", "belson", "bellin", "beighley", "beecroft", "beaudreau", "baynard", "bautch", "bausch", "basch", "bartleson", "barthelemy", "barak", "balzano", "balistreri", "bailer", "bagnall", "bagg", "auston", "augustyn", "aslinger", "ashalintubbi", "arjona", "arebalo", "appelbaum", "angert", "angelucci", "andry", "andersson", "amorim", "amavisca", "alward", "alvelo", "alvear", "alumbaugh", "alsobrook", "allgeier", "allende", "aldrete", "akiyama", "ahlquist", "adolphson", "addario", "acoff", "abelson", "abasta", "zulauf", "zirkind", "zeoli", "zemlicka", "zawislak", "zappia", "zanella", "yelvington", "yeatman", "yanni", "wragg", "wissing", "wischmeier", "wirta", "wiren", "wilmouth", "williard", "willert", "willaert", "wildt", "whelpley", "weingart", "weidenbach", "weidemann", "weatherman", "weakland", "watwood", "wattley", "waterson", "wambach", "walzer", "waldow", "waag", "vorpahl", "volkmann", "vitolo", "visitacion", "vincelette", "viggiano", "vieth", "vidana", "vert", "verges", "verdejo", "venzon", "velardi", "varian", "vargus", "vandermeulen", "vandam", "vanasse", "vanaman", "utzinger", "uriostegui", "uplinger", "twiss", "tumlinson", "tschanz", "trunnell", "troung", "troublefield", "trojacek", "treloar", "tranmer", "touchton", "torsiello", "torina", "tootle", "toki", "toepfer", "tippie", "thronson", "thomes", "tezeno", "texada", "testani", "tessmer", "terrel", "terlizzi", "tempel", "temblador", "tayler", "tawil", "tasch", "tames", "talor", "talerico", "swinderman", "sweetland", "swager", "sulser", "sullens", "subia", "sturgell", "stumpff", "stufflebeam", "stucki", "strohmeyer", "strebel", "straughan", "strackbein", "stobaugh", "stetz", "stelter", "steinmann", "steinfeld", "stecher", "stanwood", "stanislawski", "stander", "speziale", "soppe", "soni", "sobotka", "smuin", "slee", "skerrett", "sjoberg", "sittig", "simonelli", "simo", "silverio", "silveria", "silsby", "sillman", "sienkiewicz", "shomo", "shoff", "shoener", "shiba", "sherfey", "shehane", "sexson", "setton", "sergi", "selvy", "seiders", "seegmiller", "sebree", "seabury", "scroggin", "sconyers", "schwalb", "schurg", "schulenberg", "schuld", "schrage", "schow", "schon", "schnur", "schneller", "schmidtke", "schlatter", "schieffer", "schenkel", "scheeler", "schauwecker", "schartz", 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"mcclerkin", "mcclenon", "mccamey", "mcaninch", "mazariegos", "maynez", "mattioli", "mastronardi", "masone", "marzett", "marsland", "margulies", "margolin", "malatesta", "mainer", "maietta", "magrath", "maese", "madkins", "madeiros", "madamba", "mackson", "maben", "lytch", "lundgreen", "lumb", "lukach", "luick", "luetkemeyer", "luechtefeld", "ludy", "ludden", "luckow", "lubinsky", "lowes", "lorenson", "loran", "lopinto", "looby", "lones", "livsey", "liskey", "lisby", "lintner", "lindow", "lindblom", "liming", "liechty", "leth", "lesniewski", "lenig", "lemonds", "leisy", "lehrer", "lehnen", "lehmkuhl", "leeth", "leeks", "lechler", "lebsock", "lavere", "lautenschlage", "laughridge", "lauderback", "laudenslager", "lassonde", "laroque", "laramee", "laracuente", "lapeyrouse", "lampron", "lamers", "laino", "lague", "lafromboise", "lafata", "lacount", "lachowicz", "kysar", "kwiecien", "kuffel", "kueter", "kronenberg", "kristensen", "kristek", "krings", "kriesel", "krey", "krebbs", "kreamer", "krabbe", "kossman", "kosakowski", "kosak", "kopacz", "konkol", "koepsell", "koening", "koen", "knerr", "knapik", "kluttz", "klocke", "klenk", "klemme", "klapp", "kitchell", "kita", "kissane", "kirkbride", "kirchhoff", "kinter", "kinsel", "kingsland", "kimmer", "kimler", "killoran", "kieser", "khalsa", "khalaf", "kettel", "kerekes", "keplin", "kentner", "kennebrew", "kenison", "kellough", "keatts", "keasey", "kauppi", "katon", "kanner", "kampa", "kall", "kaczorowski", "kaczmarski", "juarbe", "jordison", "jobst", "jezierski", "jeanbart", "jarquin", "jagodzinski", "ishak", "isett", "infantino", "imburgia", "illingworth", "hysmith", "hynson", "hydrick", "hurla", "hunton", "hunnell", "humbertson", "housand", "hottle", "hosch", "hoos", "honn", "hohlt", "hodel", "hochmuth", "hixenbaugh", "hislop", "hisaw", "hintzen", "hilgendorf", "hilchey", "higgens", "hersman", "herrara", "hendrixson", "hendriks", "hemond", "hemmingway", "heminger", "helgren", "heisey", "heilmann", "hehn", "hegna", "heffern", "hawrylak", "haverty", "hauger", "haslem", "harnett", "harb", "happ", "hanzlik", "hanway", "hanby", "hanan", "hamric", "hammaker", "halas", "hagenbuch", "habeck", "gwozdz", "gunia", "guadarrama", "grubaugh", "grivas", "griffieth", "grieb", "grewell", "gregorich", "grazier", "graeber", "graciano", "gowens", "goodpaster", "gondek", "gohr", "goffney", "godbee", "gitlin", "gisler", "gillyard", "gillooly", "gilchrest", "gilbo", "gierlach", "giebler", "giang", "geske", "gervasio", "gertner", "gehling", "geeter", "gaus", "gattison", "gatica", "gathings", "gath", "gassner", "gassert", "garabedian", "gamon", "gameros", "galban", "gabourel", "gaal", "fuoco", "fullenwider", "fudala", "friscia", "franceschini", "foronda", "fontanilla", "florey", "flore", "flegle", "flecha", "fisler", "fischbach", "fiorita", "figura", "figgins", "fichera", "ferra", "fawley", "fawbush", "fausett", "farnes", "farago", "fairclough", "fahie", "fabiani", "evanson", "eutsey", "eshbaugh", "ertle", "eppley", "englehardt", "engelhard", "emswiler", "elling", "elderkin", "eland", "efaw", "edstrom", "edgemon", "ecton", "echeverri", "ebright", "earheart", "dynes", "dygert", "dyches", "dulmage", "duhn", "duhamel", "dubrey", "dubray", "dubbs", "drey", "drewery", "dreier", "dorval", "dorough", "dorais", "donlin", "donatelli", "dohm", "doetsch", "dobek", "disbrow", "dinardi", "dillahunty", "dillahunt", "diers", "dier", "diekmann", "diangelo", "deskin", "deschaine", "depaoli", "denner", "demyan", "demont", "demaray", "delillo", "deleeuw", "deibel", "decato", "deblasio", "debartolo", "daubenspeck", "darner", "dardon", "danziger", "danials", "damewood", "dalpiaz", "dallman", "dallaire", "cunniffe", "cumpston", "cumbo", "cubero", "cruzan", "cronkhite", "critelli", "crimi", "creegan", "crean", "craycraft", "cranfill", "coyt", "courchesne", "coufal", "corradino", "corprew", "colville", "cocco", "coby", "clinch", "clickner", "clavette", "claggett", "cirigliano", "ciesielski", "christain", "chesbro", "chavera", "chard", "casteneda", "castanedo", "casseus", "caruana", "carnero", "cappelli", "capellan", "canedy", "cancro", "camilleri", "calero", "cada", "burghart", "burbidge", "bulfer", "buis", "budniewski", "bruney", "brugh", "brossard", "brodmerkel", "brockmann", "brigmond", "briere", "bremmer", "breck", "breau", "brautigam", "brasch", "brandenberger", "bragan", "bozell", "bowsher", "bosh", "borgia", "borey", "boomhower", "bonneville", "bonam", "bolland", "boise", "boeve", "boettger", "boersma", "boateng", "bliven", "blazier", "blahnik", "bjornstad", "bitton", "biss", "birkett", "billingsly", "biagioni", "bettle", "bertucci", "bertolino", "bermea", "bergner", "berber", "bensley", "bendixen", "beltrami", "bellone", "belland", "behringer", "begum", "bayona", "batiz", "bassin", "baskette", "bartolomeo", "bartolo", "bartholow", "barkan", "barish", "barett", "bardo", "bamburg", "ballerini", "balla", "balis", "bakley", "bailon", "bachicha", "babiarz", "ayars", "axton", "axel", "awong", "awalt", "auslander", "ausherman", "aumick", "atha", "atchinson", "aslett", "askren", "arrowsmith", "arras", "arnhold", "armagost", "arey", "arcos", "archibeque", "antunes", "antilla", "andras", "amyx", "amison", "amero", "alzate", "alper", "aller", "alioto", "aigner", "agtarap", "agbayani", "adami", "achorn", "aceuedo", "acedo", "abundis", "aber", "abee", "zuccaro", "ziglar", "zier", "ziebell", "zieba", "zamzow", "zahl", "yurko", "yurick", "yonkers", "yerian", "yeaman", "yarman", "yann", "yahn", "yadon", "yadao", "woodbridge", "wolske", "wollenberg", "wojtczak", "wnuk", "witherite", "winther", "winick", "widell", "wickens", "whichard", "wheelis", "wesely", "wentzell", "wenthold", "wemple", "weisenburger", "wehling", "weger", "weaks", "wassink", "walquist", "wadman", "wacaster", "waage", "voliva", "vlcek", "villafana", "vigliotti", "viger", "viernes", "viands", "veselka", "versteeg", "vero", "verhoeven", "vendetti", "velardo", "vatter", "vasconcellos", "varn", "vanwagner", "vanvoorhis", "vanhecke", "vanduyn", "vandervoort", "vanderslice", "valone", "vallier", "vails", "uvalle", "ursua", "urenda", "uphoff", "tustin", "turton", "turnbough", "turck", "tullio", "tuch", "truehart", "tropea", "troester", "trippe", "tricarico", "trevarthen", "trembly", "trabue", "traber", "tosi", "toal", "tinley", "tingler", "timoteo", "tiffin", "ticer", "thorman", "therriault", "theel", "tessman", "tekulve", "tejera", "tebbs", "tavernia", "tarpey", "tallmadge", "takemoto", "szot", "sylvest", "swindoll", "swearinger", "swantek", "swaner", "swainston", "susi", "surrette", "sullenger", "sudderth", "suddarth", "suckow", "strege", "strassburg", "stoval", "stotz", "stoneham", "stilley", "stille", "stierwalt", "stfleur", "steuck", "stermer", "stclaire", "stano", "staker", "stahler", "stablein", "srinivasan", "squillace", "sprvill", "sproull", "sprau", "sporer", "spore", "spittler", "speelman", "sparr", "sparkes", "spang", "spagnuolo", "sosinski", "sorto", "sorkin", "sondag", "sollers", "socia", "snarr", "smrekar", "smolka", "slyter", "slovinsky", "sliwa", "slavik", "slatter", "skiver", "skeem", "skala", "sitzes", "sitsler", "sitler", "sinko", "simser", "siegler", "sideris", "shrewsberry", "shoopman", "shoaff", "shindler", "shimmin", "shill", "shenkel", "shemwell", "shehorn", "severa", "semones", "selsor", "sekulski", "segui", "sechrest", "schwer", "schwebach", "schur", "schmiesing", "schlick", "schlender", "schebler", "schear", "schapiro", "sauro", "saunder", "sauage", "satterly", "saraiva", "saracino", "saperstein", "sanmartin", "sanluis", "sandt", "sandrock", "sammet", "sama", "salk", "sakata", "saini", "sackrider", "russum", "russi", "russaw", "rozzell", "roza", "rowlette", "rothberg", "rossano", "rosebrock", "romanski", "romanik", "romani", "roiger", "roig", "roehr", "rodenberger", "rodela", "rochford", "ristow", "rispoli", "rigo", "riesgo", "riebel", "ribera", "ribaudo", "reys", "resendes", "repine", "reisdorf", "reisch", "rebman", "rasmus", "raske", "ranum", "rames", "rambin", "raman", "rajewski", "raffield", "rady", "radich", "raatz", "quinnie", "pyper", "puthoff", "prow", "proehl", "pribyl", "pretti", "prete", "presby", "poyer", "powelson", "porteous", "poquette", "pooser", "pollan", "ploss", "plewa", "placide", "pion", "pinnick", "pinales", "pillot", "pille", "pilato", "piggee", "pietrowski", "piermarini", "pickford", "piccard", "phenix", "pevey", "petrowski", "petrillose", "pesek", "perrotti", "peppler", "peppard", "penfold", "pellitier", "pelland", "pehowic", "pedretti", "paules", "passero", "pasha", "panza", "pallante", "palau", "pakele", "pacetti", "paavola", "overy", "overson", "outler", "osegueda", "oplinger", "oldenkamp", "ohern", "oetting", "odums", "nowlen", "nowack", "nordlund", "noblett", "nobbe", "nierman", "nichelson", "niblock", "newbrough", "nemetz", "needleman", "navin", "nastasi", "naslund", "naramore", "nakken", "nakanishi", "najarro", "mushrush", "muma", "mulero", "morganfield", "moreman", "morain", "moquin", "monterrosa", "monsivais", "monroig", "monje", "monfort", "moffa", "moeckel", "mobbs", "misiak", "mires", "mirelez", "mineo", "mineau", "milnes", "mikeska", "michelin", "michalowski", "meszaros", "messineo", "meshell", "merten", "meola", "menton", "mends", "mende", "memmott", "melius", "mehan", "mcnickle", "mcmorran", "mclennon", "mcleish", "mclaine", "mckendry", "mckell", "mckeighan", "mcisaac", "mcie", "mcguinn", "mcgillis", "mcfatridge", "mcfarling", "mcelravy", "mcdonalds", "mcculla", "mcconnaughy", "mcconnaughey", "mcchriston", "mcbeath", "mayr", "matyas", "matthiesen", "matsuura", "matinez", "mathys", "matarazzo", "masker", "masden", "mascio", "martis", "marrinan", "marinucci", "margerum", "marengo", "manthe", "mansker", "manoogian", "mankey", "manigo", "manier", "mangini", "maltese", "malsam", "mallo", "maliszewski", "mainolfi", "maharaj", "maggart", "magar", "maffett", "macmaster", "macky", "macdonnell", "lyvers", "luzzi", "lutman", "lovan", "lonzo", "longerbeam", "lofthouse", "loethen", "lodi", "llorens", "lizama", "litscher", "lisowski", "lipski", "lipsett", "lipkin", "linzey", "lineman", "limerick", "limas", "lige", "lierman", "liebold", "liberti", "leverton", "levene", "lesueur", "lenser", "lenker", "legnon", "lefrancois", "ledwell", "lavecchia", "laurich", "lauricella", "lannigan", "landor", "lamprecht", "lamountain", "lamore", "lammert", "lamboy", "lamarque", "lamacchia", "lalley", "lagace", "lacorte", "lacomb", "kyllonen", "kyker", "kuschel", "kupfer", "kunde", "kucinski", "kubacki", "kroenke", "krech", "koziel", "kovacich", "kothari", "koth", "kotek", "kostelnik", "kosloski", "knoles", "knabe", "kmiecik", "klingman", "kliethermes", "kleffman", "klees", "klaiber", "kittell", "kissling", "kisinger", "kintner", "kinoshita", "kiener", "khouri", "kerman", "kelii", "keirn", "keezer", "kaup", "kathan", "kaser", "karlsen", "kapur", "kandoll", "kammel", "kahele", "justesen", "jonason", "johnsrud", "joerling", "jochim", "jespersen", "jeong", "jenness", "jedlicka", "jakob", "isaman", "inghram", "ingenito", "iadarola", "hynd", "huxtable", "huwe", "hurless", "humpal", "hughston", "hughart", "huggett", "hugar", "huether", "howdyshell", "houtchens", "houseworth", "hoskie", "holshouser", "holmen", "holloran", "hohler", "hoefler", "hodsdon", "hochman", "hjort", "hippert", "hippe", "hinzman", "hillock", "hilden", "heyn", "heyden", "heyd", "hergert", "henrikson", "henningsen", "hendel", "helget", "helf", "helbing", "heintzman", "heggie", "hege", "hecox", "heatherington", "heare", "haxton", "haverstock", "haverly", "hatler", "haselton", "hase", "hartzfeld", "harten", "harken", "hargrow", "haran", "hanton", "hammar", "hamamoto", "halper", "halko", "hackathorn", "haberle", "haake", "gunnoe", "gunkel", "gulyas", "guiney", "guilbeau", "guider", "guerrant", "gudgel", "guarisco", "grossen", "grossberg", "gropp", "groome", "grobe", "gremminger", "greenley", "grauberger", "grabenstein", "gowers", "gostomski", "gosier", "goodenow", "gonzoles", "goliday", "goettle", "goens", "goates", "glymph", "glavin", "glassco", "gladfelter", "glackin", "githens", "girgis", "gimpel", "gilbreth", "gilbeau", "giffen", "giannotti", "gholar", "gervasi", "gertsch", "gernatt", "gephardt", "genco", "gehr", "geddis", "gase", "garrott", "garrette", "gapinski", "ganter", "ganser", "gangi", "gangemi", "gallina", "galdi", "gailes", "gaetano", "gadomski", "gaccione", "fuschetto", "furtick", "furfaro", "fullman", "frutos", "fruchter", "frogge", "freytag", "freudenthal", "fregoe", "franzone", "frankum", "francia", "franceschi", "forys", "forero", "folkers", "flug", "flitter", "flemons", "fitzer", "firpo", "finizio", "filiault", "figg", "fichtner", "fetterolf", "ferringer", "feil", "fayne", "farro", "faddis", "ezzo", "ezelle", "eynon", "evitt", "eutsler", "euell", "escovedo", "erne", "eriksson", "enriguez", "empson", "elkington", "eisenmenger", "eidt", "eichenberger", "ehrmann", "ediger", "earlywine", "eacret", "duzan", "dunnington", "ducasse", "dubiel", "drovin", "drager", "drage", "donham", "donat", "dolinger", "dokken", "doepke", "dodwell", "docherty", "distasio", "disandro", "diniz", "digangi", "didion", "dezzutti", "detmer", "deshon", "derrigo", "dentler", "demoura", "demeter", "demeritt", "demayo", "demark", "demario", "delzell", "delnero", "delgrosso", "dejarnett", "debernardi", "dearmas", "dashnaw", "daris", "danks", "danker", "dangler", "daignault", "dafoe", "dace", "curet", "cumberledge", "culkin", "crowner", "crocket", "crawshaw", "craun", "cranshaw", "cragle", "courser", "costella", "cornforth", "corkill", "coopersmith", "conzemius", "connett", "connely", "condict", "condello", "comley", "cohoon", "coday", "clugston", "clowney", "clippard", "clinkenbeard", "clines", "clelland", "clapham", "clancey", "clabough", "cichy", "cicalese", "chua", "chittick", "chisom", "chisley", "chinchilla", "cheramie", "cerritos", "cercone", "cena", "cawood", "cavness", "catanzarite", "casada", "carvell", "carmicheal", "carll", "cardozo", "caplin", "candia", "canby", "cammon", "callister", "calligan", "calkin", "caillouet", "buzzelli", "bute", "bustillo", "bursey", "burgeson", "bupp", "bulson", "buist", "buffey", "buczkowski", "buckbee", "bucio", "brueckner", "broz", "brookhart", "brong", "brockmeyer", "broberg", "brittenham", "brisbois", "bridgmon", "breyer", "brede", "breakfield", "breakey", "brauner", "branigan", "brandewie", "branche", "brager", "brader", "bovell", "bouthot", "bostock", "bosma", "boseman", "boschee", "borthwick", "borneman", "borer", "borek", "boomershine", "boni", "bommarito", "bolman", "boleware", "boisse", "boehlke", "bodle", "blash", "blasco", "blakesley", "blacklock", "blackley", "bittick", "birks", "birdin", "bircher", "bilbao", "bick", "biby", "bertoni", "bertino", "bertini", "berson", "bern", "berkebile", "bergstresser", "benne", "benevento", "belzer", "beltre", "bellomo", "bellerose", "beilke", "begeman", "bebee", "beazer", "beaven", "beamish", "baymon", "baston", "bastidas", "basom", "basey", "bartles", "baroni", "barocio", "barnet", "barclift", "banville", "balthazor", "balleza", "balkcom", "baires", "bailie", "baik", "baggott", "bagen", "bachner", "babington", "babel", "asmar", "arvelo", "artega", "arrendondo", "arreaga", "arrambide", "arquette", "aronoff", "arico", "argentieri", "arevalos", "archbold", "apuzzo", "antczak", "ankeny", "angelle", "angelini", "anfinson", "amer", "amarillas", "altier", "altenburg", "alspach", "alosa", "allsbrook", "alexopoulos", "aleem", "aldred", "albertsen", "akerson", "agler", "adley", "addams", "acoba", "achille", "abplanalp", "abella", "abare", "zwolinski", "zollicoffer", "zins", "ziff", "zenner", "zender", "zelnick", "zelenka", "zeches", "zaucha", "zauala", "zangari", "zagorski", "youtsey", "yasso", "yarde", "yarbough", "woolever", "woodsmall", "woodfolk", "wobig", "wixson", "wittwer", "wirtanen", "winson", "wingerd", "wilkening", "wilhelms", "wierzbicki", "wiechman", "weyrick", "wessell", "wenrick", "wenning", "weltz", "weinrich", "weiand", "wehunt", "wareing", "walth", "waibel", "wahlquist", "vona", "voelkel", "vitek", "vinsant", "vincente", "vilar", "viel", "vicars", "vermette", "verma", "venner", "veazie", "vayda", "vashaw", "varon", "vardeman", "vandevelde", "vanbrocklin", "vaccarezza", "urquidez", "urie", "urbach", "uram", "ungaro", "umali", "ulsh", "tutwiler", "turnbaugh", "tumminello", "tuite", "tueller", "trulove", "troha", "trivino", "trisdale", "trippett", "tribbett", "treptow", "tremain", "travelstead", "trautwein", "trautmann", "tram", "traeger", "tonelli", "tomsic", "tomich", "tomasulo", "tomasino", "tole", "todhunter", "toborg", "tischer", "tirpak", "tircuit", "tinnon", "tinnel", "tines", "timbs", "tilden", "tiede", "thumm", "throgmorton", "thorndike", "thornburgh", "thoren", "thomann", "therrell", "thau", "thammavong", "tetrick", "tessitore", "tesreau", "teicher", "teaford", "tauscher", "tauer", "tanabe", "talamo", "takeuchi", "taite", "tadych", "sweeton", "swecker", "swartzentrube", "swarner", "surrell", "surbaugh", "suppa", "sumbry", "suchy", "stuteville", "studt", "stromer", "strome", "streng", "stonestreet", "stockley", "stmichel", "stfort", "sternisha", "stensrud", "steinhardt", "steinback", "steichen", "stauble", "stasiak", "starzyk", "stango", "standerfer", "stachowiak", "springston", "spratlin", "spracklen", "sponseller", "spilker", "spiegelman", "spellacy", "speiser", "spaziani", "spader", "spackman", "sorum", "sopha", "sollis", "sollenberger", "solivan", "solheim", "sokolsky", "sogge", "smyser", "smitley", "sloas", "slinker", "skora", "skiff", "skare", "siverd", "sivels", "siska", "siordia", "simmering", "simko", "sime", "silmon", "silano", "sieger", "siebold", "shukla", "shreves", "shoun", "shortle", "shonkwiler", "shoals", "shimmel", "shiel", "shieh", "sherbondy", "shenkman", "shein", "shearon", "shean", "shatz", "shanholtz", "shafran", "shaff", "shackett", "sgroi", "sewall", "severy", "sethi", "sessa", "sequra", "sepulvado", "seper", "senteno", "sendejo", "semmens", "seipp", "segler", "seegers", "sedwick", "sedore", "sechler", "sebastiano", "scovel", "scotton", "scopel", "schwend", "schwarting", "schutter", "schrier", "schons", "scholtes", "schnetzer", "schnelle", "schmutz", "schlichter", "schelling", "schams", "schamp", "scarber", "scallan", "scalisi", "scaffidi", "saxby", "sawrey", "sauvageau", "sauder", "sarrett", "sanzo", "santizo", "santella", "santander", "sandez", "sandel", "sammon", "salsedo", "salge", "sagun", "safi", "sader", "sacchetti", "sablan", "saade", "runnion", "runkel", "rumbo", "ruesch", "ruegg", "ruckle", "ruchti", "rubens", "rubano", "rozycki", "roupe", "roufs", "rossel", "rosmarin", "rosero", "rosenwald", "ronca", "romos", "rolla", "rohling", "rohleder", "roell", "roehm", "rochefort", "roch", "robotham", "rivenburgh", "riopel", "riederer", "ridlen", "rias", "rhudy", "reynard", "retter", "respess", "reppond", "repko", "rengifo", "reinking", "reichelt", "reeh", "redenius", "rebolledo", "rauh", "ratajczak", "rapley", "ranalli", "ramie", "raitt", "radloff", "radle", "rabbitt", "quay", "quant", "pusateri", "puffinberger", "puerta", "provencio", "proano", "privitera", "prenger", "prellwitz", "pousson", "potier", "portz", "portlock", "porth", "portela", "portee", "porchia", "pollick", "polinski", "polfer", "polanski", "polachek", "pluta", "plourd", "plauche", "pitner", "piontkowski", "pileggi", "pierotti", "pico", "piacente", "phinisee", "phaup", "pfost", "pettinger", "pettet", "petrich", "peto", "persley", "persad", "perlstein", "perko", "pere", "penders", "peifer", "peco", "pawley", "pash", "parrack", "parady", "papen", "pangilinan", "pandolfo", "palone", "palmertree", "padin", "ottey", "ottem", "ostroski", "ornstein", "ormonde", "onstott", "oncale", "oltremari", "olcott", "olan", "oishi", "oien", "odonell", "odonald", "obeso", "obeirne", "oatley", "nusser", "novo", "novicki", "nitschke", "nistler", "nikkel", "niese", "nierenberg", "nield", "niedzwiecki", "niebla", "niebel", "nicklin", "neyhart", "newsum", "nevares", "nageotte", "nagai", "mutz", "murata", "muralles", "munnerlyn", "mumpower", "muegge", "muckle", "muchmore", "moulthrop", "motl", "moskos", "mortland", "morring", "mormile", "morimoto", "morikawa", "morgon", "mordecai", "montour", "mont", "mongan", "monell", "miyasato", "mish", "minshew", "mimbs", "millin", "milliard", "mihm", "middlemiss", "miano", "mesick", "merlan", "mendonsa", "mench", "melonson", "melling", "meachem", "mctighe", "mcnelis", "mcmurtrey", "mckesson", "mckenrick", "mckelvie", "mcjunkins", "mcgory", "mcgirr", "mcgeever", "mcfield", "mcelhinney", "mccrossen", "mccommon", "mccannon", "mazyck", "mawyer", "maull", "matute", "mathies", "maschino", "marzan", "martinie", "marrotte", "marmion", "markarian", "marinacci", "margolies", "margeson", "marak", "maraia", "maracle", "manygoats", "manker", "mank", "mandich", "manderson", "maltz", "malmquist", "malacara", "majette", "magnan", "magliocca", "madina", "madara", "macwilliams", "macqueen", "maccallum", "lyde", "lyday", "lutrick", "lurz", "lurvey", "lumbreras", "luhrs", "luhr", "lowrimore", "lowndes", "lourenco", "lougee", "lorona", "longstreth", "loht", "lofquist", "loewenstein", "lobos", "lizardi", "lionberger", "limoli", "liljenquist", "liguori", "liebl", "liburd", "leukhardt", "letizia", "lesinski", "lepisto", "lenzini", "leisenring", "leipold", "leier", "leggitt", "legare", "leaphart", "lazor", "lazaga", "lavey", "laue", "laudermilk", "lauck", "lassalle", "larsson", "larison", "lanzo", "lantzy", "lanners", "langtry", "landford", "lancour", "lamour", "lambertson", "lalone", "lairson", "lainhart", "lagreca", "lacina", "labranche", "labate", "kurtenbach", "kuipers", "kuechle", "kubo", "krinsky", "krauser", "kraeger", "kracht", "kozeliski", "kozar", "kowalik", "kotler", "kotecki", "koslosky", "kosel", "koob", "kolasinski", "koizumi", "kohlman", "koffman", "knutt", "knore", "knaff", "kmiec", "klamm", "kittler", "kitner", "kirkeby", "kiper", "kindler", "kilmartin", "kilbride", "kerchner", "kendell", "keddy", "keaveney", "kearsley", "karlsson", "karalis", "kappes", "kapadia", "kallman", "kallio", "kalil", "kader", "jurkiewicz", "jitchaku", "jillson", "jeune", "jarratt", "jarchow", "janak", "ivins", "ivans", "isenhart", "inocencio", "inoa", "imhof", "iacono", "hynds", "hutching", "hutchin", "hulsman", "hulsizer", "hueston", "huddleson", "hrbek", "howry", "housey", "hounshell", "hosick", "hortman", "horky", "horine", "hootman", "honeywell", "honeyestewa", "holste", "holien", "holbrooks", "hoffmeyer", "hoese", "hoenig", "hirschfeld", "hildenbrand", "higson", "higney", "hibert", "hibbetts", "hewlin", "hesley", "herrold", "hermon", "hepker", "henwood", "helbling", "heinzman", "heidtbrink", "hedger", "havey", "hatheway", "hartshorne", "harpel", "haning", "handelman", "hamalainen", "hamad", "halasz", "haigwood", "haggans", "hackshaw", "guzzo", "gundrum", "guilbeault", "gugliuzza", "guglielmi", "guderian", "gruwell", "grunow", "grundman", "gruen", "grotzke", "grossnickle", "groomes", "grode", "grochowski", "grob", "grein", "greif", "greenwall", "greenup", "grassl", "grannis", "grandfield", "grames", "grabski", "grabe", "gouldsberry", "gosch", "goodling", "goodermote", "gonzale", "golebiowski", "goldson", "godlove", "glanville", "gillin", "gilkerson", "giessler", "giambalvo", "giacomini", "giacobbe", "ghio", "gergen", "gentz", "genrich", "gelormino", "gelber", "geitner", "geimer", "gauthreaux", "gaultney", "garvie", "gareau", "garbacz", "ganoe", "gangwer", "gandarilla", "galyen", "galt", "galluzzo", "galardo", "gager", "gaddie", "gaber", "gabehart", "gaarder", "fusilier", "furnari", "furbee", "fugua", "fruth", "frohman", "friske", "frilot", "fridman", "frescas", "freier", "frayer", "franzese", "frankenberry", "frain", "fosse", "foresman", "forbess", "flook", "fletes", "fleer", "fleek", "fleegle", "fishburne", "fiscalini", "finnigan", "fini", "filipiak", "figueira", "fiero", "ficek", "fiaschetti", "ferren", "ferrando", "ferman", "fergusson", "fenech", "feiner", "feig", "faulds", "fariss", "falor", "falke", "ewings", "eversley", "everding", "etling", "essen", "erskin", "enstrom", "engebretsen", "eitel", "eichberger", "ehler", "eekhoff", "edrington", "edmonston", "edgmon", "edes", "eberlein", "dwinell", "dupee", "dunklee", "dungey", "dunagin", "dumoulin", "duggar", "duenez", "dudzic", "dudenhoeffer", "ducey", "drouillard", "dreibelbis", "dreger", "dreesman", "draughon", "downen", "dorminy", "dombeck", "dolman", "doebler", "dittberner", "dishaw", "disanti", "dinicola", "dinham", "dimino", "dilling", "difrancesco", "dicello", "dibert", "deshazer", "deserio", "descoteau", "deruyter", "dering", "depinto", "dente", "demus", "demattos", "demarsico", "delude", "dekok", "debrito", "debois", "deakin", "dayley", "dawsey", "dauria", "datson", "darty", "darsow", "darragh", "darensbourg", "dalleva", "dalbec", "dadd", "cutcher", "cung", "cuello", "cuadros", "crute", "crutchley", "crispino", "crislip", "crisco", "crevier", "creekmur", "crance", "cragg", "crager", "cozby", "coyan", "coxon", "covalt", "couillard", "costley", "costilow", "cossairt", "corvino", "corigliano", "cordaro", "corbridge", "corban", "coor", "conkel", "conary", "coltrain", "collopy", "colgin", "colen", "colbath", "coiro", "coffie", "cochrum", "cobbett", "clopper", "cliburn", "clendenon", "clemon", "clementi", "clausi", "cirino", "cina", "churchman", "chilcutt", "cherney", "cheetham", "cheatom", "chatelain", "chalifour", "cesa", "cervenka", "cerullo", "cerreta", "cerbone", "cecchini", "ceccarelli", "cawthorn", "cavalero", "castner", "castlen", "castine", "casimiro", "casdorph", "cartmill", "cartmell", "carro", "carriger", "carias", "caravella", "cappas", "capen", "cantey", "canedo", "camuso", "campanaro", "cambria", "calzado", "callejo", "caligiuri", "cafaro", "cadotte", "cacace", "byrant", "busbey", "burtle", "burres", "burnworth", "burggraf", "burback", "bunte", "bunke", "bulle", "bugos", "budlong", "buckhalter", "buccellato", "brummet", "bruff", "brubeck", "brouk", "broten", "brosky", "broner", "brislin", "brimm", "brillhart", "bridgham", "brideau", "brennecke", "breer", "breeland", "bredesen", "brackney", "brackeen", "boza", "boyum", "bowdry", "bowdish", "bouwens", "bouvier", "bougie", "bouche", "bottenfield", "bostian", "bossie", "bosler", "boschert", "boroff", "borello", "bonser", "bonfield", "bole", "boldue", "bogacz", "boemer", "bloxom", "blickenstaff", "blessinger", "bleazard", "blatz", "blanchet", "blacksher", "birchler", "binning", "binkowski", "biltz", "bilotta", "bilagody", "bigbee", "bieri", "biehle", "bidlack", "betker", "bethers", "bethell", "bero", "bernacchi", "bermingham", "berkshire", "benvenuto", "bensman", "benoff", "bencivenga", "beman", "bellow", "bellany", "belflower", "belch", "bekker", "bejar", "beisel", "beichner", "beedy", "beas", "beanblossom", "bawek", "baus", "baugus", "battie", "battershell", "bateson", "basque", "basford", "bartone", "barritt", "barko", "bann", "bamford", "baltrip", "balon", "balliew", "ballam", "baldus", "ayling", "avelino", "ashwell", "ashland", "arseneau", "arroyos", "armendarez", "arita", "argust", "archuletta", "arcement", "antonacci", "anthis", "antal", "annan", "anderman", "amster", "amiri", "amadon", "alveraz", "altomari", "altmann", "altenhofen", "allers", "allbee", "allaway", "aleo", "alcoser", "alcorta", "akhtar", "ahuna", "agramonte", "agard", "adkerson", "achord", "abdi", "abair", "zurn", "zoellner", "zirk", "zion", "zarro", "zarco", "zambo", "zaiser", "zaino", "zachry", "youd", "yonan", "yniguez", "yepes", "yellock", "yellen", "yeatts", "yearling", "yatsko", "yannone", "wyler", "woodridge", "wolfrom", "wolaver", "wolanin", "wojnar", "wojciak", "wittmann", "wittich", "wiswell", "wisser", "wintersteen", "wineland", "willford", "wiginton", "wigfield", "wierman", "wice", "wiater", "whitsel", "whitbread", "wheller", "wettstein", "werling", "wente", "wenig", "wempe", "welz", "weinhold", "weigelt", "weichman", "wedemeyer", "weddel", "wayment", "waycaster", "wauneka", "watzka", "watton", "warnell", "warnecke", "warmack", "warder", "wands", "waldvogel", "waldridge", "wahs", "wagganer", "waddill", "vyas", "vought", "votta", "voiles", "virga", "viner", "villella", "villaverde", "villaneda", "viele", "vickroy", "vicencio", "vetere", "vermilyea", "verley", "verburg", "ventresca", "veno", "venard", "venancio", "velaquez", "veenstra", "vasil", "vanzee", "vanwie", "vantine", "vant", "vanschoyck", "vannice", "vankampen", "vanicek", "vandersloot", "vanderpoel", "vanderlinde", "vallieres", "uzzell", "uzelac", "uranga", "uptain", "updyke", "uong", "untiedt", "umbrell", "umbaugh", "umbarger", "ulysse", "ullmann", "ullah", "tutko", "turturro", "turnmire", "turnley", "turcott", "turbyfill", "turano", "tuminello", "tumbleson", "tsou", "truscott", "trulson", "troutner", "trone", "trinklein", "tremmel", "tredway", "trease", "traynham", "traw", "totty", "torti", "torregrossa", "torok", "tomkins", "tomaino", "tkach", "tirey", "tinsman", "timpe", "tiefenauer", "tiedt", "tidball", "thwaites", "thulin", "throneburg", "thorell", "thorburn", "thiemann", "thieman", "thesing", "tham", "terrien", "telfair", "taybron", "tasson", "tasso", "tarro", "tanenbaum", "taddeo", "taborn", "tabios", "szekely", "szatkowski", "sylve", "swineford", "swartzfager", "swanton", "swagerty", "surrency", "sunderlin", "sumerlin", "suero", "suddith", "sublette", "stumpe", "stueve", "stuckert", "strycker", "struve", "struss", "strubbe", "strough", "strothmann", "strahle", "stoutner", "stooksbury", "stonebarger", "stokey", "stoffer", "stimmel", "stief", "stephans", "stemper", "steltenpohl", "stellato", "steinle", "stegeman", "steffler", "steege", "steckman", "stapel", "stansbery", "stanaland", "stahley", "stagnaro", "stachowski", "squibb", "sprunger", "sproule", "sprehe", "spreen", "sprecher", "sposato", "spivery", "souter", "sopher", "sommerfeldt", "soffer", "snowberger", "snape", "smylie", "smyer", "slaydon", "slatton", "slaght", "skovira", "skeans", "sjolund", "sjodin", "siragusa", "singelton", "silis", "siebenaler", "shuffield", "shobe", "shiring", "shimabukuro", "shilts", "sherbert", "shelden", "sheil", "shedlock", "shearn", "shaub", "sharbono", "shapley", "shands", "shaheen", "shaffner", "servantez", "sentz", "seney", "selin", "seitzinger", "seider", "sehr", "sego", "segall", "sebastien", "scimeca", "schwenck", "schweiss", "schwark", "schwalbe", "schucker", "schronce", "schrag", "schouten", "schoppe", "schomaker", "schnarr", "schmied", "schmader", "schlicht", "schlag", "schield", "schiano", "scheve", "scherbarth", "schaumburg", "schauman", "scarpino", "savinon", "sassaman", "saporito", "sanville", "santilli", "santaana", "salzmann", "salman", "sagraves", "safran", "saccone", "rutty", "russett", "rupard", "rumbley", "ruffins", "ruacho", "rozema", "roxas", "routson", "rourk", "rought", "rotunda", "rotermund", "rosman", "rork", "rooke", "rolin", "rohm", "rohlman", "rohl", "roeske", "roecker", "rober", "robenson", "riso", "rinne", "riina", "rigsbee", "riggles", "riester", "rials", "rhinehardt", "reynaud", "reyburn", "rewis", "revermann", "reutzel", "retz", "rende", "rendall", "reistad", "reinders", "reichardt", "rehrig", "rehrer", "recendez", "reamy", "rauls", "ratz", "rattray", "rasband", "rapone", "ragle", "ragins", "radican", "raczka", "rachels", "raburn", "rabren", "raboin", "quesnell", "quaintance", "puccinelli", "pruner", "prouse", "prosise", "proffer", "prochazka", "probasco", "previte", "portell", "porcher", "popoca", "pomroy", "poma", "polsky", "polsgrove", "polidore", "podraza", "plymale", "plescia", "pleau", "platte", "pizzi", "pinchon", "picot", "piccione", "picazo", "philibert", "phebus", "pfohl", "petell", "pesso", "pesante", "pervis", "perrins", "perley", "perkey", "pereida", "penate", "peloso", "pellerito", "peffley", "peddicord", "pecina", "peale", "payette", "paxman", "pawlikowski", "pavy", "patry", "patmon", "patil", "pater", "patak", "pasqua", "pasche", "partyka", "parody", "parmeter", "pares", "pardi", "paonessa", "panozzo", "panameno", "paletta", "pait", "oyervides", "ossman", "oshima", "ortlieb", "orsak", "onley", "oldroyd", "okano", "ohora", "offley", "oestreicher", "odonovan", "odham", "odegard", "obst", "obriant", "obrecht", "nuccio", "nowling", "nowden", "novelli", "nost", "norstrom", "nordgren", "nopper", "noller", "nisonger", "niskanen", "nienhuis", "nienaber", "neuwirth", "neumeyer", "neice", "naugher", "naiman", "nagamine", "mustin", "murrietta", "murdaugh", "munar", "muhlbauer", "mroczkowski", "mowdy", "mouw", "mousel", "mountcastle", "moscowitz", "mosco", "morro", "moresi", "morago", "moomaw", "montroy", "montpas", "montieth", "montanaro", "mongelli", "mollison", "mollette", "moldovan", "mohar", "mitchelle", "mishra", "misenheimer", "minshall", "minozzi", "minniefield", "milhous", "migliaccio", "migdal", "mickell", "meyering", "methot", "mester", "mesler", "meriweather", "mensing", "mensah", "menge", "mendibles", "meloche", "melnik", "mellas", "meinert", "mehrhoff", "medas", "meckler", "mctague", "mcspirit", "mcshea", "mcquown", "mcquiller", "mclarney", "mckiney", "mckearney", "mcguyer", "mcfarlan", "mcfadyen", "mcdanial", "mcdanel", "mccurtis", "mccrohan", "mccorry", "mcclune", "mccant", "mccanna", "mccandlish", "mcaloon", "mayall", "maver", "maune", "matza", "matsuzaki", "matott", "mathey", "mateos", "masoner", "masino", "marzullo", "marz", "marsolek", "marquard", "marchetta", "marberry", "manzione", "manthei", "manka", "mangram", "mangle", "mangel", "mandato", "mancillas", "mammen", "malina", "maletta", "malecki", "majkut", "mages", "maestre", "macphail", "maco", "macneill", "macadam", "lysiak", "lyne", "luxton", "luptak", "lundmark", "luginbill", "lovallo", "louthan", "lousteau", "loupe", "lotti", "lopresto", "lonsdale", "longsworth", "lohnes", "loghry", "logemann", "lofaro", "loeber", "locastro", "livings", "litzinger", "litts", "liotta", "lingard", "lineback", "lindhorst", "lill", "lide", "lickliter", "liberman", "lewinski", "levandowski", "leimbach", "leifer", "leidholt", "leiby", "leibel", "leibee", "lehrke", "lehnherr", "lego", "leese", "leen", "ledo", "lech", "leblond", "leahey", "lazzari", "lawrance", "lawlis", "lawhorne", "lawes", "lavigna", "lavell", "lauzier", "lauter", "laumann", "latsha", "latourette", "latona", "latney", "laska", "larner", "larmore", "larke", "larence", "lapier", "lanzarin", "lammey", "lamke", "laminack", "lamastus", "lamaster", "lacewell", "labarr", "laabs", "kutch", "kuper", "kuna", "kubis", "krzemien", "krupinski", "krepps", "kreeger", "kraner", "krammer", "kountz", "kothe", "korpela", "komara", "kolenda", "kolek", "kohnen", "koelzer", "koelsch", "kocurek", "knoke", "knauff", "knaggs", "knab", "kluver", "klose", "klien", "klahr", "kitagawa", "kissler", "kirstein", "kinnon", "kinnebrew", "kinnamon", "kimmins", "kilgour", "kilcoyne", "kiester", "kiehm", "kesselring", "kerestes", "kenniston", "kennamore", "kenebrew", "kelderman", "keitel", "kefauver", "katzenberger", "katt", "kast", "kassel", "kamara", "kalmbach", "kaizer", "kaiwi", "kainz", "jurczyk", "jumonville", "juliar", "jourdain", "johndrow", "johanning", "johannesen", "joffrion", "jobes", "jerde", "jentzsch", "jenkens", "jendro", "jellerson", "jefferds", "jaure", "jaquish", "janeway", "jago", "iwasaki", "ishman", "isaza", "inmon", "inlow", "inclan", "ildefonso", "iezzi", "ianni", "iacovetto", "hyldahl", "huxhold", "huser", "humpherys", "humburg", "hult", "hullender", "hulburt", "huckabay", "howeth", "hovermale", "hoven", "houtman", "hourigan", "hosek", "hopgood", "homrich", "holstine", "holsclaw", "hokama", "hoffpauir", "hoffner", "hochstein", "hochstatter", "hochberg", "hjelm", "hiscox", "hinsley", "hineman", "hineline", "hinck", "hilbun", "hewins", "herzing", "hertzberg", "hertenstein", "herrea", "herington", "henrie", "henman", "hengst", "hemmen", "helmke", "helgerson", "heinsohn", "heigl", "hegstad", "heggen", "hegge", "hefti", "heathcock", "haylett", "haupert", "haufler", "hatala", "haslip", "hartless", "hartje", "hartis", "harpold", "harmsen", "harbach", "hanten", "hanington", "hammen", "hameister", "hallstrom", "habersham", "habegger", "gussman", "gundy", "guitterez", "guisinger", "guilfoyle", "groulx", "grismer", "griesbach", "grawe", "grall", "graben", "goulden", "gornick", "gori", "gookin", "gonzalaz", "gonyer", "gonder", "golphin", "goller", "goergen", "glosson", "glor", "gladin", "girdler", "gillim", "gillians", "gillaspie", "gilhooly", "gildon", "gignac", "gibler", "gibbins", "giardino", "giampietro", "gettman", "gerringer", "gerrald", "gerlich", "georgiou", "georgi", "geiselman", "gehman", "gangl", "gamage", "gallian", "gallen", "gallatin", "galea", "gainor", "gahr", "furbush", "fulfer", "fuhrmann", "fritter", "friis", "friedly", "freudenberger", "freemon", "fratus", "frans", "foulke", "fosler", "forquer", "fontan", "folwell", "foeller", "fodge", "fobes", "florek", "fliss", "flesner", "flegel", "fitzloff", "fiser", "firmin", "firestine", "finfrock", "fineberg", "fiegel", "fickling", "fesperman", "fernadez", "felber", "feimster", "feazel", "favre", "faughn", "fatula", "fasone", "farron", "faron", "farino", "falvey", "falkenberg", "faley", "faletti", "faeth", "fackrell", "espe", "eskola", "escott", "esaw", "erps", "erker", "erath", "enfield", "emfinger", "embury", "embleton", "emanuele", "elvers", "ellwanger", "ellegood", "eichinger", "egge", "egeland", "edgett", "echard", "eblen", "eastmond", "duteau", "durland", "dure", "dunlavy", "dungee", "dukette", "dugay", "duboise", "dubey", "dsouza", "druck", "dralle", "doubek", "dorta", "dorch", "dorce", "dopson", "dolney", "dockter", "distler", "dippel", "dichiara", "dicerbo", "dewindt", "dewan", "deveney", "devargas", "deutscher", "deuel", "detter", "dess", "derrington", "deroberts", "dern", "deponte", "denogean", "denardi", "denard", "demary", "demarais", "delucas", "deloe", "delmonico", "delisi", "delio", "delduca", "deihl", "dehmer", "decoste", "dechick", "decatur", "debruce", "debold", "debell", "deats", "daunt", "daquilante", "dambrosi", "damas", "dalin", "dahman", "dahlem", "daffin", "dacquel", "cutrell", "cusano", "curtner", "currens", "curnow", "cuppett", "cummiskey", "cullers", "culhane", "crull", "crossin", "cropsey", "cromie", "crofford", "criscuolo", "crisafulli", "crego", "creeden", "covello", "covel", "corse", "correra", "cordner", "cordier", "coplen", "copeman", "contini", "conteras", "consalvo", "conduff", "compher", "colliver", "colan", "cohill", "cohenour", "cogliano", "codd", "cockayne", "clum", "clowdus", "clarida", "clance", "clairday", "clagg", "citron", "citino", "ciriello", "cicciarelli", "chrostowski", "christley", "chrisco", "chrest", "chisler", "chieffo", "cherne", "cherico", "cherian", "cheirs", "chauhan", "chamblin", "cerra", "cepero", "cellini", "celedon", "cejka", "cavagnaro", "cauffman", "catanese", "castrillo", "castrellon", "casserly", "caseres", "carthen", "carse", "carragher", "carpentieri", "carmony", "carmer", "carlozzi", "caradine", "cappola", "capece", "capaldi", "cantres", "cantos", "canevari", "canete", "calcaterra", "cadigan", "cabbell", "byrn", "bykowski", "butchko", "busler", "bushaw", "buschmann", "burow", "buri", "burgman", "bunselmeyer", "bunning", "buhrman", "budnick", "buckson", "buckhannon", "brunjes", "brumleve", "bruckman", "brouhard", "brougham", "brostrom", "broerman", "brocks", "brison", "brining", "brindisi", "brereton", "breon", "breitling", "breedon", "brasseaux", "branaman", "bramon", "brackenridge", "boyan", "boxley", "bouman", "bouillion", "botting", "botti", "bosshart", "borup", "borner", "bordonaro", "bonsignore", "bonsall", "bolter", "bojko", "bohne", "bohlmann", "bogdon", "boen", "bodenschatz", "bockoven", "bobrow", "blondin", "blissett", "bligen", "blasini", "blankenburg", "bjorkman", "bistline", "bisset", "birdow", "biondolillo", "bielski", "biele", "biddix", "biddinger", "bianchini", "bevens", "bevard", "betancur", "bernskoetter", "bernet", "bernardez", "berliner", "berland", "berkheimer", "berent", "bensch", "benesch", "belleau", "bedingfield", "beckstrom", "beckim", "bechler", "beachler", "bazzell", "basa", "bartoszek", "barsch", "barrell", "barnas", "barnaba", "barillas", "barbier", "baltodano", "baltierra", "balle", "balint", "baldi", "balderson", "balderama", "baldauf", "balcazar", "balay", "baiz", "bairos", "azim", "aversa", "avellaneda", "ausburn", "auila", "augusto", "atwill", "artiles", "arterberry", "arnow", "arnaud", "arnall", "arenz", "arduini", "archila", "arakawa", "appleman", "aplin", "antonini", "anstey", "anglen", "andros", "amweg", "amstutz", "amari", "amadeo", "alteri", "aloi", "allebach", "aley", "alamillo", "airhart", "ahrendt", "aegerter", "adragna", "admas", "adderly", "adderley", "addair", "abelar", "abbamonte", "abadi", "zurek", "zundel", "zuidema", "zuelke", "zuck", "zogg", "zody", "zets", "zech", "zecca", "zavaleta", "zarr", "yousif", "yoes", "yoast", "yeagley", "yaney", "yanda", "yackel", "wyles", "wyke", "woolman", "woollard", "woodis", "woodin", "wonderly", "wombles", "woloszyn", "wollam", "wnek", "wittie", "withee", "wissman", "wisham", "wintle", "winokur", "wilmarth", "willhoite", "wildner", "wikel", "wieser", "wien", "wicke", "wiatrek", "whitehall", "whetstine", "wheelus", "weyrauch", "weyers", "westerling", "wendelken", "welner", "weinreb", "weinheimer", "weilbacher", "weihe", "weider", "wecker", "wead", "watler", "watkinson", "wasmer", "waskiewicz", "wasik", "warneke", "wares", "wangerin", "wamble", "walken", "waker", "wakeley", "wahlgren", "wahlberg", "wagler", "wachob", "vorhies", "vonseggern", "vittitow", "vink", "villarruel", "villamil", "villamar", "villalovos", "vidmar", "victorero", "vespa", "vertrees", "verissimo", "veltman", "vecchione", "veals", "varrone", "varma", "vanveen", "vanterpool", "vaneck", "vandyck", "vancise", "vanausdal", "vanalphen", "valdiviezo", "urton", "urey", "updegrove", "unrue", "ulbrich", "tysinger", "twiddy", "tunson", "trueheart", "troyan", "trier", "traweek", "trafford", "tozzi", "toulouse", "tosto", "toste", "torez", "tooke", "tonini", "tonge", "tomerlin", "tolmie", "tobe", "tippen", "tierno", "tichy", "thuss", "thran", "thornbury", "thone", "theunissen", "thelmon", "theall", "textor", "teters", "tesh", "tench", "tekautz", "tehrani", "teat", "teare", "tavenner", "tartaglione", "tanski", "tanis", "tanguma", "tangeman", "taney", "tammen", "tamburri", "tamburello", "talsma", "tallie", "takeda", "taira", "taheri", "tademy", "taddei", "taaffe", "szymczak", "szczepaniak", "szafranski", "swygert", "swem", "swartzlander", "sutley", "supernaw", "sundell", "sullivant", "suderman", "sudbury", "suares", "stueber", "stromme", "streeper", "streck", "strebe", "stonehouse", "stoia", "stohr", "stodghill", "stirewalt", "sterry", "stenstrom", "stene", "steinbrecher", "stear", "stdenis", "stanphill", "staniszewski", "stanard", "stahlhut", "stachowicz", "srivastava", "spong", "spomer", "spinosa", "spindel", "spera", "soward", "sopp", "sooter", "sonnek", "soland", "sojourner", "soeder", "sobolewski", "snellings", "smola", "smetana", "smeal", "smarr", "sloma", "sligar", "skenandore", "skalsky", "sissom", "sirko", "simkin", "silverthorn", "silman", "sikkink", "signorile", "siddens", "shumsky", "shrider", "shoulta", "shonk", "shomaker", "shippey", "shimada", "shillingburg", "shifflet", "shiels", "shepheard", "sheerin", "shedden", "sheckles", "sharrieff", "sharpley", "shappell", "shaneyfelt", "shampine", "shaefer", "shaddock", "shadd", "sforza", "severtson", "setzler", "sepich", "senne", "senatore", "sementilli", "selway", "selover", "sellick", "seigworth", "sefton", "seegars", "sebourn", "seaquist", "sealock", "seabreeze", "scriver", "scinto", "schumer", "schulke", "schryver", "schriner", "schramek", "schoon", "schoolfield", "schonberger", "schnieder", "schnider", "schlitz", "schlather", "schirtzinger", "scherman", "schenker", "scheiner", "scheible", "schaus", "schakel", "schaad", "saxe", "savely", "savary", "sardinas", "santarelli", "sanschagrin", "sanpedro", "sandine", "sandigo", "sandgren", "sanderford", "sandahl", "salzwedel", "salzar", "salvino", "salvatierra", "salminen", "salierno", "salberg", "sahagun", "saelee", "sabel", "rynearson", "ryker", "rupprecht", "runquist", "rumrill", "ruhnke", "rovira", "rottenberg", "rosoff", "rosete", "rosebrough", "roppolo", "roope", "romas", "roley", "rohrback", "rohlfs", "rogriguez", "roel", "rodriguiz", "rodewald", "roback", "rizor", "ritt", "rippee", "riolo", "rinkenberger", "riggsby", "rigel", "rieman", "riedesel", "rideau", "ricke", "rhinebolt", "rheault", "revak", "relford", "reinsmith", "reichmann", "regula", "redlinger", "rayno", "raycroft", "raus", "raupp", "rathmann", "rastorfer", "rasey", "raponi", "rantz", "ranno", "ranes", "ramnauth", "rahal", "raddatz", "quattrocchi", "quang", "pullis", "pulanco", "pryde", "prohaska", "primiano", "prez", "prevatt", "prechtl", "pottle", "potenza", "portes", "porowski", "poppleton", "pontillo", "politz", "politi", "poggi", "plonka", "plaskett", "placzek", "pizzuti", "pizzaro", "pisciotta", "pippens", "pinkins", "pinilla", "pini", "pingitore", "piercey", "piccola", "piccioni", "picciano", "philps", "philp", "philo", "philmon", "philbin", "pflieger", "pezzullo", "petruso", "petrea", "petitti", "peth", "peshlakai", "peschel", "persico", "persichetti", "persechino", "perris", "perlow", "perico", "pergola", "penniston", "pembroke", "pellman", "pekarek", "peirson", "pearcey", "pealer", "pavlicek", "passino", "pasquarello", "pasion", "parzych", "parziale", "parga", "papalia", "papadakis", "paino", "pacini", "oyen", "ownes", "owczarzak", "outley", "ouelette", "ottosen", "otting", "ostwinkle", "osment", "oshita", "osario", "orlow", "oriordan", "orefice", "orantes", "oran", "orahood", "opel", "olpin", "oliveria", "okon", "okerlund", "okazaki", "ohta", "offerman", "nyce", "nutall", "northey", "norcia", "noor", "niehoff", "niederhauser", "nickolson", "nguy", "neylon", "newstrom", "nevill", "netz", "nesselrodt", "nemes", "neally", "nauyen", "nascimento", "nardella", "nanni", "myren", "murchinson", "munter", "mundschenk", "mujalli", "muckleroy", "moussa", "mouret", "moulds", "mottram", "motte", "morre", "montreuil", "monton", "montellano", "monninger", "monhollen", "mongeon", "monestime", "monegro", "mondesir", "monceaux", "mola", "moga", "moening", "moccia", "misko", "miske", "mishaw", "minturn", "mingione", "milstein", "milla", "milks", "michl", "micheletti", "michals", "mesia", "merson", "meras", "menifee", "meluso", "mella", "melick", "mehlman", "meffert", "medoza", "mecum", "meaker", "meahl", "mczeal", "mcwatters", "mcomber", "mcmonigle", "mckiddy", "mcgranor", "mcgeary", "mcgaw", "mcenery", "mcelderry", "mcduffey", "mccuistion", "mccrudden", "mccrossin", "mccosh", "mccolgan", "mcclish", "mcclenahan", "mcclam", "mccartt", "mccarrell", "mcbane", "maybury", "mayben", "maulden", "mauceri", "matko", "mathie", "matheis", "mathai", "masucci", "massiah", "martorano", "martnez", "martindelcamp", "marschke", "marovich", "markiewicz", "marinaccio", "marhefka", "marcrum", "manton", "mannarino", "manlove", "mangham", "manasco", "malpica", "mallernee", "malinsky", "malhotra", "maish", "maisel", "mainville", "maharrey", "magid", "maertz", "mada", "maclaughlin", "macina", "macdermott", "macallister", "macadangdang", "maack", "lynk", "lydic", "luyando", "lutke", "lupinacci", "lunz", "lundsten", "lujano", "luhn", "luecke", "luebbe", "ludolph", "luckman", "lucker", "luckenbill", "luckenbach", "lucido", "lowney", "lowitz", "lovaglio", "louro", "louk", "loudy", "louderback", "lorick", "lorenzini", "lorensen", "lorenc", "lomuscio", "loguidice", "lockner", "lockart", "lochridge", "litaker", "lisowe", "liptrap", "linnane", "linhares", "lindfors", "lindenmuth", "lincourt", "liew", "liebowitz", "levengood", "leskovec", "lesch", "leoni", "lennard", "legner", "leaser", "leas", "leadingham", "lazarski", "layland", "laurito", "laulu", "laughner", "laughman", "laughery", "laube", "latiolais", "lasserre", "lasser", "larrow", "larrea", "lapsley", "lantrip", "lanthier", "langwell", "langelier", "landaker", "lampi", "lamond", "lamblin", "lambie", "lakins", "laipple", "lagrimas", "lafrancois", "laffitte", "laday", "lacko", "lacava", "labianca", "kutsch", "kuske", "kunert", "kubly", "kuamoo", "krummel", "krise", "krenek", "kreiser", "krausz", "kraska", "krakowski", "kradel", "kozik", "koza", "kotowski", "koslow", "korber", "kojima", "kochel", "knabjian", "klunder", "klugh", "klinkhammer", "kliewer", "klever", "kleber", "klages", "klaas", "kizziar", "kitchel", "kishimoto", "kirschenman", "kirschenbaum", "kinnick", "kinn", "kiner", "kindla", "kindall", "kincaide", "kilson", "killins", "kightlinger", "kienzle", "kiah", "khim", "ketcherside", "kerl", "kelsoe", "kelker", "keizer", "keir", "kawano", "kawa", "kaveney", "kasparek", "kaplowitz", "kantrowitz", "kant", "kanoff", "kano", "kamalii", "kalt", "kaleta", "kalbach", "kalauli", "kalata", "kalas", "kaigler", "kachel", "juran", "jubb", "jonker", "jonke", "jolivette", "joles", "joas", "jividen", "jeffus", "jeanty", "jarvi", "jardon", "janvier", "janosko", "janoski", "janiszewski", "janish", "janek", "iwanski", "iuliano", "irle", "ingmire", "imber", "ijames", "iiams", "ihrig", "ichikawa", "hynum", "hutzel", "hutts", "huskin", "husak", "hurndon", "huntsinger", "hulette", "huitron", "huguenin", "hugg", "hugee", "huelskamp", "huch", "howen", "hovanec", "hoston", "hostettler", "horsfall", "horodyski", "holzhauer", "hollimon", "hollender", "hogarth", "hoffelmeyer", "histand", "hissem", "hisel", "hirayama", "hinegardner", "hinde", "hinchcliffe", "hiltbrand", "hilsinger", "hillstrom", "hiley", "hickenbottom", "hickam", "hibley", "heying", "hewson", "hetland", "hersch", "herlong", "herda", "henzel", "henshall", "helson", "helfen", "heinbach", "heikkila", "heggs", "hefferon", "hebard", "heathcote", "hearl", "heaberlin", "hauth", "hauschild", "haughney", "hauch", "hattori", "hasley", "hartpence", "harroun", "harelson", "hardgrove", "hardel", "hansbrough", "handshoe", "handly", "haluska", "hally", "halling", "halfhill", "halferty", "hakanson", "haist", "hairgrove", "hahner", "hagg", "hafele", "haaland", "guttierez", "gutknecht", "gunnarson", "gunlock", "gummersheimer", "gullatte", "guity", "guilmette", "guhl", "guenette", "guardino", "groshong", "grober", "gripp", "grillot", "grilli", "greulich", "gretzinger", "greenwaldt", "graven", "grassman", "granberg", "graeser", "graeff", "graef", "grabow", "grabau", "gotchy", "goswick", "gosa", "gordineer", "gorczyca", "goodchild", "golz", "gollihue", "goldwire", "goldbach", "goffredo", "glassburn", "glaeser", "gillilan", "gigante", "giere", "gieger", "gidcumb", "giarrusso", "giannelli", "gettle", "gesualdi", "geschke", "gerwig", "gervase", "geoffrion", "gentilcore", "genther", "gemes", "gemberling", "gelles", "geitz", "geeslin", "gedney", "gebauer", "gawron", "gavia", "gautney", "gaustad", "gasmen", "gargus", "ganske", "ganger", "galvis", "gallinger", "gallichio", "galletta", "gaede", "gadlin", "gaby", "gabrielsen", "gaboriault", "furlan", "furgerson", "fujioka", "fugett", "fuehrer", "frint", "frigon", "frevert", "frautschi", "fraker", "fradette", "foulkes", "forslund", "forni", "fontenette", "fones", "folz", "folmer", "follman", "folkman", "flourney", "flickner", "flemmings", "fleischacker", "flander", "flament", "fithian", "fiorello", "fiorelli", "fioravanti", "fieck", "ficke", "fiallos", "fiacco", "feuer", "ferrington", "fernholz", "feria", "fergurson", "feick", "febles", "favila", "faulkingham", "fath", "farnam", "falter", "fakhouri", "fairhurst", "fahs", "estrello", "essick", "espree", "esmond", "eskelson", "escue", "escatel", "erebia", "epperley", "epler", "enyart", "engelbert", "enderson", "emch", "elisondo", "elford", "ekman", "eick", "eichmann", "ehrich", "ehlen", "edwardson", "edley", "edghill", "edel", "eastes", "easterbrooks", "eagleson", "eagen", "eade", "dyle", "dutkiewicz", "dunnagan", "duncil", "duling", "drumgoole", "droney", "dreyfus", "dragan", "dowty", "doscher", "dornan", "doremus", "doogan", "donaho", "donahey", "dombkowski", "dolton", "dolen", "dobratz", "diveley", "dittemore", "ditsch", "disque", "dishmon", "disch", "dirickson", "dippolito", "dimuccio", "dilger", "diefenderfer", "dicola", "diblasio", "dibello", "devan", "dettmer", "deschner", "desbiens", "derusha", "denkins", "demonbreun", "demchak", "delucchi", "delprete", "deloy", "deliz", "deline", "delap", "deiter", "deignan", "degiacomo", "degaetano", "defusco", "deboard", "debiase", "deaville", "deadwyler", "davanzo", "daughton", "darter", "danser", "dandrade", "dando", "dampeer", "dalziel", "dalen", "dain", "dague", "czekanski", "cutwright", "cutliff", "curle", "cuozzo", "cunnington", "cunnigham", "cumings", "crowston", "crittle", "crispell", "crisostomo", "crear", "creach", "craigue", "crabbs", "cozzi", "cozza", "coxe", "cowsert", "coviello", "couse", "coull", "cottier", "costagliola", "corra", "corpening", "cormany", "corless", "corkern", "conteh", "conkey", "conditt", "conaty", "colomb", "collura", "colledge", "colins", "colgate", "coleson", "colemon", "coffland", "coccia", "clougherty", "clewell", "cleckley", "cleaveland", "clarno", "civils", "cillo", "cifelli", "ciesluk", "christison", "chowning", "chouteau", "choung", "childres", "cherrington", "chenette", "cheeves", "cheairs", "chaddock", "cernoch", "cerino", "cazier", "castel", "casselberry", "caserta", "carvey", "carris", "carmant", "cariello", "cardarelli", "caras", "caracciolo", "capitano", "cantoni", "cantave", "cancio", "campillo", "callens", "caldero", "calamia", "cahee", "cahan", "cahalan", "cabanilla", "cabal", "bywater", "bynes", "byassee", "busker", "bushby", "busack", "burtis", "burrola", "buroker", "burnias", "burlock", "burham", "burak", "bulla", "buffin", "buening", "budney", "buchannan", "buchalter", "brule", "brugler", "broxson", "broun", "brosh", "brissey", "brisby", "brinlee", "brinkmeyer", "brimley", "brickell", "breth", "breger", "brees", "brank", "braker", "bozak", "bowlds", "bowersock", "bousman", "boushie", "botz", "bordwell", "bonkowski", "bonine", "bonifay", "bonesteel", "boldin", "bohringer", "bohlander", "boecker", "bocook", "bocock", "boblett", "bobbett", "boas", "boarman", "bleser", "blazejewski", "blaustein", "blausey", "blancarte", "blaize", "blackson", "blacketer", "blackard", "bisch", "birchett", "billa", "bilder", "bierner", "bienvenu", "bielinski", "bialas", "biagini", "beynon", "beyl", "bettini", "betcher", "bessent", "beshara", "besch", "bernd", "bergemann", "bergeaux", "berdan", "bens", "benedicto", "bendall", "beltron", "beltram", "bellville", "beisch", "behney", "beechler", "beckum", "batzer", "batte", "bastida", "bassette", "basley", "bartosh", "bartolone", "barraclough", "barnick", "barket", "barkdoll", "baringer", "barella", "barbian", "barbati", "bannan", "balles", "baldo", "balasubramani", "baig", "bahn", "bachmeier", "babyak", "baas", "baars", "ayuso", "avinger", "avella", "ausbrooks", "aull", "augello", "atkeson", "atkerson", "atherley", "athan", "assad", "asebedo", "arrison", "armon", "armfield", "arkin", "archambeau", "antonellis", "angotti", "amorose", "amini", "amborn", "amano", "aluarez", "allgaier", "allegood", "alen", "aldama", "aird", "ahsing", "ahmann", "aguado", "agostino", "agostinelli", "adwell", "adsit", "adelstein", "actis", "acierno", "achee", "abbs", "abbitt", "zwagerman", "zuercher", "zinno", "zettler", "zeff", "zavalza", "zaugg", "zarzycki", "zappulla", "zanotti", "zachman", "zacher", "yundt", "yslas", "younes", "yontz", "yglesias", "yeske", "yeargin", "yauger", "yamane", "xang", "wylam", "wrobleski", "wratchford", "woodlee", "wolsey", "wolfinbarger", "wohlenhaus", "wittler", "wittenmyer", "witkop", "wishman", "wintz", "winkelmann", "windus", "winborn", "wims", "wiltrout", "willmott", "williston", "wilemon", "wilbourne", "wiedyk", "widmann", "wickland", "wickes", "wichert", "whitsell", "whisenand", "whidby", "wetz", "westmeyer", "wertheim", "wernert", "werle", "werkheiser", "weldin", "weissenborn", "weingard", "weinfeld", "weihl", "weightman", "weichel", "wehrheim", "wegrzyn", "wegmann", "waszak", "wankum", "walthour", "waltermire", "walstad", "waldren", "walbert", "walawender", "wahlund", "wahlert", "wahlers", "wach", "vuncannon", "vredenburgh", "vonk", "vollmar", "voisinet", "vlahos", "viscardi", "vires", "vipperman", "violante", "vidro", "vessey", "vesper", "veron", "vergari", "verbeck", "venturino", "velastegui", "vegter", "varas", "vanwey", "vanvranken", "vanvalkenbur", "vanorsdale", "vanoli", "vanochten", "vanier", "vanevery", "vane", "vanduser", "vandersteen", "vandell", "vandall", "vallot", "vallon", "vallez", "vallely", "vadenais", "uthe", "usery", "unga", "ultsch", "ullom", "tyminski", "twogood", "tursi", "turay", "tungate", "truxillo", "trulock", "trovato", "troise", "tripi", "trinks", "trimboli", "trickel", "trezise", "trefry", "treen", "trebilcock", "travieso", "trachtenberg", "touhey", "tougas", "tortorella", "tormey", "torelli", "torborg", "toran", "tomek", "tomassi", "tollerson", "tolden", "toda", "tobon", "tjelmeland", "titmus", "tilbury", "tietje", "thurner", "thum", "thrope", "thornbrough", "thibaudeau", "thackeray", "tesoro", "territo", "ternes", "teich", "tecson", "teater", "teagarden", "tatsch", "tarallo", "tapanes", "tanberg", "tamm", "sylvis", "swenor", "swedlund", "sutfin", "sura", "sundt", "sundin", "summerson", "sumatzkuku", "sultemeier", "sulivan", "suggitt", "suermann", "sturkie", "sturgess", "stumph", "stuemke", "struckhoff", "strose", "stroder", "stricklen", "strick", "streib", "strei", "strawther", "stratis", "strahm", "stortz", "storrer", "storino", "stohler", "stohl", "stockel", "stinnette", "stile", "stieber", "steffenhagen", "stefanowicz", "steever", "steagall", "statum", "stapley", "stanish", "standiford", "standen", "stamos", "stahlecker", "stadtler", "spratley", "spraker", "sposito", "spickard", "spehar", "spees", "spearing", "spangle", "spallone", "soulard", "sora", "sopko", "sood", "sonnen", "solly", "solesbee", "soldano", "sobey", "sobczyk", "snedegar", "sneddon", "smolinski", "smolik", "slota", "slavick", "skorupski", "skolnik", "skirvin", "skeels", "skains", "skahan", "skaar", "siwiec", "siverly", "siver", "sivak", "sirk", "sinton", "sinor", "sincell", "silberstein", "sieminski", "sidelinger", "shurman", "shunnarah", "shirer", "shidler", "sherlin", "shepperson", "shemanski", "sharum", "shartrand", "shapard", "shanafelt", "shamp", "shader", "shackelton", "seyer", "seroka", "sernas", "seright", "serano", "sengupta", "selinger", "seith", "seidler", "seehusen", "seefried", "scovell", "scorzelli", "sconiers", "schwind", "schwichtenber", "schwerin", "schwenke", "schwaderer", "schussler", "schuneman", "schumpert", "schultheiss", "schroll", "schroepfer", "schroeden", "schrimpf", "schook", "schoof", "schomburg", "schoenfeldt", "schoener", "schnoor", "schmick", "schlereth", "schindele", "schildt", "schildknecht", "schemmel", "scharfenberg", "schanno", "schane", "schaer", "schad", "scearce", "scardino", "sawka", "sawinski", "savoca", "savery", "saults", "sarpy", "saris", "sardinha", "sarafin", "sankar", "sanjurjo", "sanderfer", "sanagustin", "samudio", "sammartino", "samas", "salz", "salmen", "salkeld", "salamon", "sakurai", "sakoda", "safley", "sada", "sachse", "ryden", "ryback", "russow", "russey", "ruprecht", "rumple", "ruffini", "rudzinski", "rudel", "rudden", "rovero", "routledge", "roussin", "rousse", "rouser", "rougeau", "rosica", "romey", "romaniello", "rolfs", "rogoff", "rogne", "rodriquz", "rodrequez", "rodin", "rocray", "rocke", "riviere", "rivette", "riske", "risenhoover", "rindfleisch", "rinaudo", "rimbey", "riha", "righi", "ridner", "ridling", "riden", "rhue", "reyome", "reynoldson", "reusch", "rensing", "rensch", "rennels", "renderos", "reininger", "reiners", "reigel", "rehmer", "regier", "reff", "redlin", "recchia", "reaume", "reagor", "rawe", "rattigan", "raska", "rashed", "ranta", "ranft", "randlett", "ramiez", "ramella", "rallis", "rajan", "raisbeck", "raimondo", "raible", "ragone", "rackliffe", "quirino", "quiring", "quero", "quaife", "pyke", "purugganan", "pursifull", "purkett", "purdon", "pulos", "puccia", "provance", "propper", "preis", "prehn", "prata", "prasek", "pranger", "pradier", "portor", "portley", "porte", "popiel", "popescu", "pomales", "polowy", "pollett", "politis", "polit", "poley", "pohler", "poggio", "podolak", "poag", "plymel", "ploeger", "planty", "piskura", "pirrone", "pirro", "piroso", "pinsky", "pilant", "pickerill", "piccolomini", "picart", "piascik", "phann", "petruzzelli", "petosa", "persson", "perretta", "perkowski", "perilli", "percifield", "perault", "peppel", "pember", "pelotte", "pelcher", "peixoto", "pehl", "peatross", "pearlstein", "peacher", "payden", "paya", "pawelek", "pavey", "pauda", "pathak", "parrillo", "parness", "parlee", "paoli", "pannebaker", "palomar", "palo", "palmberg", "paganelli", "paffrath", "padovano", "padden", "pachucki", "ovando", "othman", "osowski", "osler", "osika", "orsburn", "orlowsky", "oregel", "oppelt", "opfer", "opdyke", "onell", "olivos", "okumura", "okoro", "ogas", "oelschlaeger", "oder", "ocanas", "obrion", "obarr", "oare", "nyhus", "nyenhuis", "nunnelley", "nunamaker", "nuckels", "noyd", "nowlan", "novakovich", "noteboom", "norviel", "nortz", "norment", "norland", "nolt", "nolie", "nixson", "nitka", "nissley", "nishiyama", "niland", "niewiadomski", "niemeier", "nieland", "nickey", "nicholsen", "neugent", "neto", "nerren", "neikirk", "neigh", "nedrow", "neave", "nazaire", "navaro", "navalta", "nasworthy", "nasif", "nalepa", "nakao", "nakai", "nadolny", "myklebust", "mussel", "murthy", "muratore", "murat", "mundie", "mulverhill", "muilenburg", "muetzel", "mudra", "mudgett", "mrozinski", "moura", "mottinger", "morson", "moretto", "morentin", "mordan", "mooreland", "mooers", "monts", "montone", "montondo", "montiero", "monie", "monat", "monares", "mollo", "mollet", "molacek", "mokry", "mohrmann", "mohabir", "mogavero", "moes", "moceri", "miyoshi", "mitzner", "misra", "mirr", "minish", "minge", "minckler", "milroy", "mille", "mileski", "milanesi", "miko", "mihok", "mihalik", "mieczkowski", "messerli", "meskill", "mesenbrink", "merton", "merryweather", "merkl", "menser", "menner", "menk", "menden", "menapace", "melbourne", "mekus", "meinzer", "meers", "mctigue", "mcquitty", "mcpheron", "mcmurdie", "mcleary", "mclafferty", "mckinzy", "mckibbin", "mckethan", "mcintee", "mcgurl", "mceachran", "mcdowall", "mcdermitt", "mccuaig", "mccreedy", "mccoskey", "mcclosky", "mcclintick", "mccleese", "mccanless", "mazzucco", "mazzocco", "mazurkiewicz", "mazariego", "mayhorn", "maxcy", "mavity", "mauzey", "maulding", "matuszewski", "mattsson", "mattke", "matsushita", "matsuno", "matsko", "matkin", "mathur", "masterman", "massett", "massart", "massari", "mashni", "martella", "marren", "margotta", "marder", "marczak", "maran", "maradiaga", "manwarren", "manter", "mantelli", "manso", "mangone", "manfredonia", "malden", "malboeuf", "malanga", "makara", "maison", "maisano", "mairs", "mailhiot", "magri", "madron", "madole", "mackall", "macduff", "macartney", "lynds", "lusane", "luffman", "louth", "loughmiller", "lougheed", "lotspeich", "lorenzi", "loosli", "longe", "longanecker", "lonero", "lohmeyer", "loeza", "lobstein", "lobner", "lober", "littman", "litalien", "lippe", "lints", "lijewski", "ligas", "liebert", "liebermann", "liberati", "lezcano", "levinthal", "lessor", "lesieur", "lenning", "lengel", "lempke", "lemp", "lemar", "leitzke", "leinweber", "legrone", "lege", "leder", "lawnicki", "lauth", "laun", "laughary", "lassley", "lashway", "larrivee", "largen", "lare", "lanouette", "lanno", "langille", "langen", "lamonte", "lalin", "laible", "lafratta", "laforte", "lacuesta", "lacer", "labore", "laboe", "labeau", "kwasniewski", "kunselman", "kuhr", "kuchler", "krugman", "kruckenberg", "krotzer", "kroemer", "krist", "krigbaum", "kreke", "kreisman", "kreisler", "kreft", "krasnow", "kras", "krag", "kouyate", "kough", "kotz", "kostura", "korner", "kornblum", "korczynski", "koppa", "kopczyk", "konz", "komorowski", "kollen", "kolander", "koepnick", "koehne", "kochis", "knoch", "knippers", "knaebel", "klipp", "klinedinst", "klimczyk", "klier", "klement", "klaphake", "kisler", "kinzie", "kines", "kindley", "kimple", "kimm", "kimbel", "kilker", "kilborn", "kibbey", "khong", "ketchie", "kerbow", "kennemore", "kennebeck", "kenneally", "kenndy", "kenmore", "kemnitz", "kemler", "kemery", "kelnhofer", "kellstrom", "kellis", "kellams", "keiter", "keirstead", "keeny", "keelin", "keefauver", "keams", "kautzman", "kaus", "katayama", "kasson", "kassim", "kasparian", "kase", "karwoski", "kapuscinski", "kaneko", "kamerling", "kamada", "kalka", "kalar", "kakacek", "kaczmarczyk", "jurica", "junes", "journell", "jolliffe", "johnsey", "jindra", "jimenz", "jette", "jesperson", "jerido", "jenrette", "jencks", "jech", "jayroe", "jayo", "javens", "jaskot", "jaros", "jaquet", "janowiak", "jaegers", "jackel", "izumi", "irelan", "inzunza", "imoto", "imme", "iglehart", "iannone", "iannacone", "huyler", "hussaini", "hurlock", "hurlbutt", "huprich", "humphry", "hulslander", "huelsman", "hudelson", "hudecek", "hsia", "hreha", "hoyland", "howk", "housholder", "housden", "houff", "horkey", "honan", "homme", "holtzberg", "hollyfield", "hollings", "hollenbaugh", "hokenson", "hogrefe", "hogland", "hoel", "hodgkin", "hochhalter", "hjelle", "hittson", "hinderman", "hinchliffe", "hime", "hilyer", "hilby", "hibshman", "heydt", "hewell", "heward", "hetu", "hestand", "heslep", "herridge", "herner", "hernande", "hermandez", "hermance", "herbold", "heon", "henthorne", "henion", "henao", "heming", "helmkamp", "hellberg", "heidgerken", "heichel", "hehl", "hegedus", "heckathorne", "hearron", "haymer", "haycook", "havlicek", "hausladen", "haseman", "hartsook", "hartog", "harns", "harne", "harmann", "haren", "hanserd", "hanners", "hanekamp", "hamra", "hamley", "hamelin", "hamblet", "hakimi", "hagle", "hagin", "haehn", "haeck", "hackleman", "haacke", "gulan", "guirand", "guiles", "guggemos", "guerrieri", "guerreiro", "guereca", "gudiel", "guccione", "gubler", "gruenwald", "gritz", "grieser", "grewe", "grenon", "gregersen", "grefe", "grech", "grecco", "gravette", "grassia", "granholm", "graner", "grandi", "grahan", "gradowski", "gradney", "graczyk", "gouthier", "gottschall", "goracke", "gootee", "goodknight", "goodine", "gonzalea", "gonterman", "gonalez", "gomm", "goleman", "goldtooth", "goldstone", "goldey", "golan", "goen", "goeller", "goel", "goecke", "godek", "goan", "glunz", "gloyd", "glodowski", "glinski", "glawe", "girod", "girdley", "gindi", "gillings", "gildner", "giger", "giesbrecht", "gierke", "gier", "giboney", "giaquinto", "giannakopoulo", "giaimo", "giaccio", "giacalone", "gessel", "gerould", "gerlt", "gerhold", "geralds", "genson", "genereux", "gellatly", "geigel", "gehrig", "gehle", "geerdes", "geagan", "gawel", "gavina", "gauss", "gatwood", "gathman", "gaster", "garske", "garratt", "garms", "garis", "gansburg", "gammell", "gambale", "gamba", "galimore", "gadway", "gadoury", "furrer", "furino", "fullard", "fukui", "fryou", "friesner", "friedli", "friedl", "friedberg", "freyermuth", "fremin", "fredell", "fraze", "franken", "foth", "fote", "fortini", "fornea", "formanek", "forker", "forgette", "folan", "foister", "foglesong", "flinck", "flewellen", "flaten", "flaig", "fitgerald", "fischels", "firman", "finstad", "finkelman", "finister", "fina", "fetterhoff", "ferriter", "ferch", "fennessy", "feltus", "feltes", "feinman", "farve", "farry", "farrall", "farag", "falzarano", "falck", "falanga", "fakhoury", "fairbrother", "fagley", "faggins", "facteau", "ewer", "ewbank", "evola", "evener", "eustis", "estwick", "estel", "essa", "espinola", "escutia", "eschmann", "erpelding", "ernsberger", "erling", "entz", "engelhart", "enbody", "emick", "elsinger", "ellinwood", "ellingsen", "ellicott", "elkind", "eisinger", "eisenbeisz", "eischen", "eimer", "eigner", "eichhorst", "ehmke", "egleston", "eggett", "efurd", "edgeworth", "eckels", "ebey", "eberling", "eagleton", "dwiggins", "dweck", "dunnings", "dunnavant", "dumler", "duman", "dugue", "duerksen", "dudeck", "dreisbach", "drawdy", "drawbaugh", "draine", "draggoo", "dowse", "dovel", "doughton", "douds", "doubrava", "dort", "dorshorst", "dornier", "doolen", "donavan", "dominik", "domingez", "dolder", "dold", "dobies", "diskin", "disano", "dirden", "diponio", "dipirro", "dimock", "diltz", "dillabough", "diley", "dikes", "digges", "digerolamo", "diel", "dicharry", "dicecco", "dibartolomeo", "diamant", "dewire", "devone", "dessecker", "dertinger", "derousselle", "derk", "depauw", "depalo", "denherder", "demeyer", "demetro", "demastus", "delvillar", "deloye", "delosrios", "delgreco", "delarge", "delangel", "dejongh", "deitsch", "degiorgio", "degidio", "defreese", "defoe", "decambra", "debenedetto", "deaderick", "daza", "dauzat", "daughenbaugh", "dato", "dass", "darwish", "dantuono", "danton", "dammeyer", "daloia", "daleo", "dagg", "dacey", "curts", "cuny", "cunneen", "culverhouse", "cucinella", "cubit", "crumm", "crudo", "crowford", "crout", "crotteau", "crossfield", "crooke", "crom", "critz", "cristaldi", "crickmore", "cribbin", "cremeens", "crayne", "cradduck", "couvertier", "cottam", "cossio", "correy", "cordrey", "coplon", "copass", "coone", "coody", "contois", "consla", "connelley", "connard", "congleton", "condry", "coltey", "colindres", "colgrove", "colfer", "colasurdo", "cochell", "cobbin", "clouthier", "closs", "cloonan", "clizbe", "clennon", "clayburn", "claybourn", "clausell", "clasby", "clagett", "ciskowski", "cirrincione", "cinque", "cinelli", "cimaglia", "ciaburri", "christiani", "christeson", "chladek", "chizmar", "chinnici", "chiarella", "chevrier", "cheves", "chernow", "cheong", "chelton", "chanin", "cham", "chaligoj", "celestino", "cayce", "cavey", "cavaretta", "caughron", "catmull", "catapano", "cashaw", "carullo", "carualho", "carthon", "cartelli", "carruba", "carrere", "carolus", "carlstrom", "carfora", "carello", "carbary", "caplette", "cannell", "cancilla", "campell", "cammarota", "camilo", "camejo", "camarata", "caisse", "cacioppo", "cabbagestalk", "cabatu", "cabanas", "byles", "buxbaum", "butland", "burrington", "burnsed", "burningham", "burlingham", "burgy", "buitrago", "bueti", "buehring", "buday", "bucknell", "buchbinder", "bucey", "bruster", "brunston", "brouillet", "brosious", "broomes", "brodin", "broddy", "brochard", "britsch", "britcher", "brierley", "brezina", "bressi", "bressette", "breslow", "brenden", "breier", "brei", "braymer", "brasuell", "branscomb", "branin", "brandley", "brahler", "bracht", "bracamontes", "brabson", "boyne", "boxell", "bowery", "bovard", "boutelle", "boulette", "bottini", "botkins", "bosen", "boscia", "boscarino", "borich", "boreman", "bordoy", "bordley", "bordenet", "boquet", "boocks", "bolner", "boissy", "boilard", "bohnen", "bohall", "boening", "boccia", "boccella", "bobe", "blyth", "biviano", "bitto", "bisel", "binstock", "bines", "billiter", "bigsby", "bighorse", "bielawski", "bickmore", "bettin", "bettenhausen", "besson", "beseau", "berton", "berroa", "berntson", "bernas", "berisford", "berhow", "bergsma", "benyo", "benyard", "bente", "bennion", "benko", "belsky", "bellavance", "belasco", "belardo", "beidler", "behring", "begnaud", "bega", "befort", "beek", "bedore", "beddard", "becknell", "beardslee", "beardall", "beagan", "bayly", "bauza", "bautz", "bausman", "baumler", "batterson", "battenfield", "bassford", "basse", "basemore", "baruch", "bartholf", "barman", "baray", "barabas", "banghart", "banez", "balsam", "ballester", "ballagh", "baldock", "bagnoli", "bagheri", "bacus", "bacho", "baccam", "axson", "averhart", "aver", "austill", "auberry", "athans", "atcitty", "atay", "astarita", "ascolese", "artzer", "arrasmith", "argenbright", "aresco", "aranjo", "appleyard", "appenzeller", "apilado", "antonetti", "antis", "annas", "angwin", "andris", "andries", "andreozzi", "ando", "andis", "anderegg", "amyot", "aminov", "amelung", "amelio", "amason", "alviar", "allendorf", "aldredge", "alcivar", "alaya", "alapai", "airington", "aina", "ailor", "ahrns", "ahmadi", "agresta", "affolter", "aeschlimann", "adney", "aderhold", "adachi", "ackiss", "aben", "abdelhamid", "abar", "aase", "zorilla", "zordan", "zollman", "zoch", "zipfel", "zimmerle", "zike", "ziel", "zens", "zelada", "zaman", "zahner", "zadora", "zachar", "zaborowski", "zabinski", "yzquierdo", "yoshizawa", "yori", "yielding", "yerton", "yehl", "yeargain", "yeakley", "yamaoka", "yagle", "yablonski", "wynia", "wyne", "wyers", "wrzesinski", "wrye", "wriston", "woolums", "woolen", "woodlock", "woodle", "wonser", "wombacher", "wollschlager", "wollen", "wolfley", "wolfer", "wisse", "wisell", "wirsing", "winstanley", "winsley", "winiecki", "winiarski", "winge", "winesett", "windell", "winberry", "willyard", "willemsen", "wilkosz", "wilensky", "wikle", "wiford", "wienke", "wieneke", "wiederhold", "wiebold", "widick", "wickenhauser", "whitrock", "whisner", "whinery", "wherley", "whedbee", "wheadon", "whary", "wessling", "wessells", "wenninger", "wendroth", "wende", "wellard", "weirick", "weinkauf", "wehrman", "weech", "weathersbee", "warncke", "wardrip", "walstrom", "walkowski", "walcutt", "waight", "wagman", "waggett", "wadford", "vowles", "vormwald", "vondran", "vohs", "vitt", "vitalo", "viser", "vinas", "villena", "villaneuva", "villafranca", "villaflor", "vilain", "vicory", "viana", "vian", "verucchi", "verra", "venzke", "venske", "veley", "veile", "veeder", "vaske", "vasconez", "vargason", "varble", "vanwert", "vantol", "vanscooter", "vanmetre", "vanmaanen", "vanhise", "vaneaton", "vandyk", "vandriel", "vandorp", "vandewater", "vandervelden", "vanderstelt", "vanderhoef", "vanderbeck", "vanbibber", "vanalstine", "vanacore", "valdespino", "vaill", "vailes", "vagliardo", "ursini", "urrea", "urive", "uriegas", "umphress", "ucci", "uballe", "tynon", "twiner", "tutton", "tudela", "tuazon", "troisi", "tripplett", "trias", "trescott", "treichel", "tredo", "tranter", "tozer", "toxey", "tortorici", "tornow", "topolski", "topia", "topel", "topalian", "tonne", "tondre", "tola", "toepke", "tisdell", "tiscareno", "thornborrow", "thomison", "thilges", "theuret", "therien", "thagard", "thacher", "texter", "terzo", "tenpenny", "tempesta", "teetz", "teaff", "tavella", "taussig", "tatton", "tasler", "tarrence", "tardie", "tarazon", "tantillo", "tanney", "tankson", "tangen", "tamburo", "tabone", "szilagyi", "syphers", "swistak", "swiatkowski", "sweigert", "swayzer", "swapp", "svehla", "sutphen", "sutch", "susa", "surma", "surls", "sundermeyer", "sundeen", "sulek", "sughrue", "sudol", "sturms", "stupar", "stum", "stuckman", "strole", "strohman", "streed", "strebeck", "strausser", "strassel", "stpaul", "storts", "storr", "stommes", "stmary", "stjulien", "stika", "stiggers", "sthill", "stevick", "sterman", "stepanek", "stemler", "stelman", "stelmack", "steinkamp", "steinbock", "stcroix", "stcharles", "staudinger", "stanly", "stallsworth", "stalley", "srock", "spritzer", "spracklin", "spinuzzi", "spidell", "speyrer", "sperbeck", "spendlove", "speckman", "spargur", "spangenberg", "spaid", "sowle", "soulier", "sotolongo", "sostre", "sorey", "sonier", "somogyi", "somera", "soldo", "soderholm", "snoots", "snooks", "snoke", "snodderly", "snee", "smithhart", "smillie", "smay", "smallman", "sliwinski", "slentz", "sledd", "slager", "skogen", "skog", "skarda", "skalicky", "siwek", "sitterson", "sisti", "sissel", "sinopoli", "similton", "simila", "simenson", "silvertooth", "silos", "siggins", "sieler", "siburt", "sianez", "shurley", "shular", "shuecraft", "shreeves", "shollenberger", "shoen", "shishido", "shipps", "shipes", "shinall", "sherfield", "shawe", "sharrett", "sharrard", "shankman", "sessum", "serviss", "servello", "serice", "serda", "semler", "semenza", "selmon", "sellen", "seley", "seidner", "seib", "sehgal", "seelbach", "sedivy", "sebren", "sebo", "seanez", "seagroves", "seagren", "seabron", "schwertner", "schwegel", "schwarzer", "schrunk", "schriefer", "schreder", "schrank", "schopp", "schonfeld", "schoenwetter", "schnall", "schnackenberg", "schnack", "schmutzler", "schmierer", "schmidgall", "schlup", "schloemer", "schlitt", "schermann", "scherff", "schellenberg", "schain", "schaedler", "schabel", "scaccia", "saye", "saurez", "sasseen", "sasnett", "sarti", "sarra", "sarber", "santoy", "santeramo", "sansoucy", "sando", "sandles", "sandau", "samra", "samaha", "salizar", "salam", "saindon", "sagaser", "saeteun", "sadusky", "sackman", "sabater", "saas", "ruthven", "ruszkowski", "rusche", "rumpf", "ruhter", "ruhenkamp", "rufo", "rudge", "ruddle", "rowlee", "rowand", "routhier", "rougeot", "rotramel", "rotan", "rosten", "rosillo", "rookard", "roode", "rongstad", "rollie", "roider", "roffe", "roettger", "rodick", "rochez", "rochat", "rivkin", "rivadeneira", "riston", "risso", "rinderknecht", "riis", "riggsbee", "rieker", "riegle", "riedy", "richwine", "richmon", "ricciuti", "riccardo", "ricardson", "rhew", "revier", "remsberg", "remiszewski", "rembold", "rella", "reinken", "reiland", "reidel", "reichart", "rehak", "redway", "rednour", "redifer", "redgate", "redenbaugh", "redburn", "readus", "raybuck", "rauhuff", "rauda", "ratte", "rathje", "rappley", "rands", "ramseyer", "ramseur", "ramsdale", "ramo", "ramariz", "raitz", "raisch", "rainone", "rahr", "ragasa", "rafalski", "radunz", "quenzer", "queja", "queenan", "pyun", "putzier", "puskas", "purrington", "puri", "punt", "pullar", "pruse", "pring", "primeau", "prevette", "preuett", "prestage", "pownell", "pownall", "potthoff", "potratz", "poth", "poter", "posthuma", "posen", "porritt", "popkin", "poormon", "polidoro", "polcyn", "pokora", "poer", "pluviose", "plock", "pleva", "placke", "pioli", "pingleton", "pinchback", "pieretti", "piccone", "piatkowski", "philley", "phibbs", "phay", "phagan", "pfund", "peyer", "pettersen", "petter", "petrucelli", "petropoulos", "petras", "petix", "pester", "pepperman", "pennick", "penado", "pelot", "pelis", "peeden", "pechon", "peal", "pazmino", "patchin", "pasierb", "parran", "parilla", "pardy", "parcells", "paragas", "paradee", "papin", "panko", "pangrazio", "pangelinan", "pandya", "pancheri", "panas", "palmiter", "pallares", "palinkas", "palek", "pagliaro", "packham", "pacitti", "ozier", "overbaugh", "oursler", "ouimette", "otteson", "otsuka", "othon", "osmundson", "oroz", "orgill", "ordeneaux", "orama", "oppy", "opheim", "onkst", "oltmanns", "olstad", "olofson", "ollivier", "olejniczak", "okura", "okuna", "ohrt", "oharra", "oguendo", "ogier", "offermann", "oetzel", "oechsle", "odoherty", "oddi", "ockerman", "occhiogrosso", "obryon", "obremski", "nyreen", "nylund", "nylen", "nyholm", "nuon", "nuanes", "norrick", "noris", "nordell", "norbury", "nooner", "nomura", "nole", "nolden", "nofsinger", "nocito", "niedbala", "niebergall", "nicolini", "nevils", "neuburger", "nemerofsky", "nemecek", "nazareno", "nastri", "nast", "nagorski", "myre", "muzzey", "mutschler", "muther", "musumeci", "muranaka", "muramoto", "murad", "murach", "muns", "munno", "muncrief", "mugrage", "muecke", "mozer", "moyet", "mowles", "mottern", "mosman", "mosconi", "morine", "morge", "moravec", "morad", "mones", "moncur", "monarez", "molzahn", "moglia", "moesch", "mody", "modisett", "mitnick", "mithcell", "mitchiner", "mistry", "misercola", "mirabile", "minvielle", "mino", "minkler", "minifield", "minichiello", "mindell", "minasian", "milteer", "millwee", "millstein", "millien", "mikrut", "mihaly", "miggins", "michard", "mezo", "metzner", "mesquita", "merriwether", "merk", "merfeld", "mercik", "mercadante", "menna", "mendizabal", "mender", "melusky", "melquist", "mellado", "meler", "melendes", "mekeel", "meiggs", "megginson", "meck", "mcwherter", "mcwayne", "mcsparren", "mcrea", "mcneff", "mcnease", "mcmurrin", "mckeag", "mchughes", "mcguiness", "mcgilton", "mcelreath", "mcelhone", "mcelhenney", "mceldowney", "mccurtain", "mccure", "mccosker", "mccory", "mccormic", "mccline", "mccleave", "mcclatchey", "mccarney", "mccanse", "mcallen", "mazzie", "mazin", "mazanec", "mayette", "mautz", "maun", "mattas", "mathurin", "mathiesen", "massmann", "masri", "masias", "mascolo", "mascetti", "mascagni", "marzolf", "maruska", "martain", "marszalek", "marolf", "marmas", "marlor", "markwood", "marinero", "marier", "marich", "marcom", "marciante", "marchman", "marchio", "marbach", "manzone", "mantey", "mannina", "manhardt", "manaois", "malmgren", "mallonee", "mallin", "mallary", "malette", "makinson", "makins", "makarewicz", "mainwaring", "maiava", "magro", "magouyrk", "magett", "maeder", "madyun", "maduena", "maden", "madeira", "mackins", "mackel", "macinnes", "macia", "macgowan", "lyssy", "lyerly", "lyalls", "lutter", "lunney", "luksa", "ludeman", "lucidi", "lucci", "lowden", "lovier", "loughridge", "losch", "lorson", "lorenzano", "lorden", "lorber", "lopardo", "loosier", "loomer", "longsdorf", "longchamps", "loncar", "loker", "logwood", "loeffelholz", "lockmiller", "livoti", "linford", "linenberger", "lindloff", "lindenbaum", "limoges", "liley", "lighthill", "lightbourne", "lieske", "leza", "levandoski", "leuck", "lepere", "leonhart", "lenon", "lemma", "lemler", "leising", "leinonen", "lehtinen", "lehan", "leetch", "leeming", "ledyard", "ledwith", "ledingham", "leclere", "leck", "lebert", "leandry", "lazzell", "layo", "laye", "laxen", "lawther", "lawerance", "lavoy", "lavertu", "laverde", "latouche", "latner", "lathen", "laskin", "lashbaugh", "lascala", "larroque", "larick", "laraia", "laplume", "lanzilotta", "lannom", "landrigan", "landolt", "landess", "lamkins", "lalla", "lalk", "lakeman", "lakatos", "laib", "lahay", "lagrave", "lagerquist", "lafoy", "lafleche", "lader", "labrada", "kwiecinski", "kutner", "kunshier", "kulakowski", "kujak", "kuehnle", "kubisiak", "krzyminski", "krugh", "krois", "kritikos", "krill", "kriener", "krewson", "kretzschmar", "kretz", "kresse", "kreiter", "kreischer", "krebel", "krans", "kraling", "krahenbuhl", "kouns", "kotson", "kossow", "kopriva", "konkle", "kolter", "kolk", "kolich", "kohner", "koeppen", "koenigs", "kock", "kochanski", "kobus", "knowling", "knouff", "knoerzer", "knippel", "kloberdanz", "kleinert", "klarich", "klaassen", "kisamore", "kirn", "kiraly", "kipps", "kinson", "kinneman", "kington", "kine", "kimbriel", "kille", "kibodeaux", "khamvongsa", "keylon", "kever", "keser", "kertz", "kercheval", "kendrix", "kendle", "kempt", "kemple", "keesey", "keatley", "kazmierski", "kazda", "kazarian", "kawashima", "katsch", "kasun", "kassner", "kassem", "kasperski", "kasinger", "kaschak", "karels", "kantola", "kana", "kamai", "kalthoff", "kalla", "kalani", "kahrs", "kahanek", "kacher", "jurasek", "jungels", "jukes", "juelfs", "judice", "juda", "josselyn", "jonsson", "jonak", "joens", "jobson", "jegede", "jeanjacques", "jaworowski", "jaspers", "jannsen", "janner", "jankowiak", "jank", "janiak", "jackowski", "jacklin", "jabbour", "iyer", "iveson", "isner", "iniquez", "ingwerson", "ingber", "imbrogno", "ille", "ikehara", "iannelli", "hyson", "huxford", "huseth", "hurns", "hurney", "hurles", "hunnings", "humbarger", "hulan", "huisinga", "hughett", "hughen", "hudler", "hubiak", "hricko", "hoversten", "hottel", "hosaka", "horsch", "hormann", "hordge", "honzell", "homburg", "holten", "holme", "hollopeter", "hollinsworth", "hollibaugh", "holberg", "hohmann", "hoenstine", "hodell", "hodde", "hiter", "hirko", "hinzmann", "hinrichsen", "hinger", "hincks", "hilz", "hilborn", "highley", "higashi", "hieatt", "hicken", "heverly", "hesch", "hervert", "hershkowitz", "herreras", "hermanns", "herget", "henriguez", "hennon", "hengel", "helmlinger", "helmig", "heldman", "heizer", "heinitz", "heifner", "heidorn", "heglin", "heffler", "hebner", "heathman", "heaslip", "hazlip", "haymes", "hayase", "hawver", "havermale", "havas", "hauber", "hashim", "hasenauer", "harvel", "hartney", "hartel", "harsha", "harpine", "harkrider", "harkin", "harer", "harclerode", "hanzely", "hanni", "hannagan", "hampel", "hammerschmidt", "hamar", "hallums", "hallin", "hainline", "haid", "haggart", "hafen", "haer", "hadiaris", "hadad", "hackford", "habeeb", "guymon", "guttery", "gunnett", "guillette", "guiliano", "guilbeaux", "guiher", "guignard", "guerry", "gude", "gucman", "guadian", "grzybowski", "grzelak", "grussendorf", "grumet", "gruenhagen", "grudzinski", "grossmann", "grof", "grisso", "grisanti", "griffitts", "griesbaum", "grella", "gregston", "graveline", "grandusky", "grandinetti", "gramm", "goynes", "gowing", "goudie", "gosman", "gort", "gorsline", "goralski", "goodstein", "goodroe", "goodlin", "goodheart", "goodhart", "gonzelez", "gonthier", "goldsworthy", "goldade", "goettel", "goerlitz", "goepfert", "goehner", "goben", "gobeille", "gliem", "gleich", "glasson", "glascoe", "gladwell", "giusto", "girdner", "gipple", "giller", "giesing", "giammona", "ghormley", "germon", "geringer", "gergely", "gerberich", "gepner", "gens", "genier", "gemme", "gelsinger", "geigle", "gebbia", "gayner", "gavitt", "gatrell", "gastineau", "gasiewski", "gascoigne", "garro", "garin", "ganong", "ganga", "galpin", "gallus", "galizia", "gajda", "gahm", "gagen", "gaffigan", "furno", "furnia", "furgason", "fronczak", "frishman", "friess", "frierdich", "freestone", "franta", "frankovich", "fors", "forres", "forrer", "florido", "flis", "flicek", "flens", "flegal", "finkler", "finkenbinder", "finefrock", "filpo", "filion", "fierman", "fieldman", "ferreyra", "fernendez", "fergeson", "fera", "fencil", "feith", "feight", "federici", "federer", "fechtner", "feagan", "fausnaugh", "faubert", "fata", "farman", "farinella", "fantauzzi", "fanara", "falso", "falardeau", "fagnani", "fabro", "excell", "ewton", "evey", "everetts", "evarts", "etherington", "estremera", "estis", "estabrooks", "essig", "esplin", "espenschied", "ernzen", "eppes", "eppard", "entwisle", "emison", "elison", "elguezabal", "eledge", "elbaz", "eisler", "eiden", "eichorst", "eichert", "egle", "eggler", "eggimann", "edey", "eckerman", "echelberger", "ebbs", "ebanks", "dziak", "dyche", "dyce", "dusch", "duross", "durley", "durate", "dunsworth", "dumke", "dulek", "duhl", "duggin", "dufford", "dudziak", "ducrepin", "dubree", "dubre", "dubie", "dubas", "droste", "drisko", "drewniak", "doxtator", "dowtin", "downum", "doubet", "dottle", "dosier", "doshi", "dorst", "dorset", "dornbusch", "donze", "donica", "domanski", "domagala", "dohse", "doerner", "doerfler", "doble", "dobkins", "dilts", "digiulio", "digaetano", "dietzel", "diddle", "dickel", "dezarn", "devoy", "devoss", "devilla", "devere", "deters", "desvergnes", "deshay", "desena", "deross", "depedro", "densley", "demorest", "demore", "demora", "demirjian", "demerchant", "dematteis", "demateo", "delgardo", "delfavero", "delaurentis", "delamar", "delacy", "deitrich", "deisher", "degracia", "degraaf", "defries", "defilippis", "decoursey", "debruin", "debiasi", "debar", "dearden", "dealy", "dayhoff", "davino", "darvin", "darrisaw", "darbyshire", "daquino", "daprile", "danh", "danahy", "dalsanto", "dallavalle", "dagel", "dadamo", "dacy", "dacunha", "dabadie", "czyz", "cutsinger", "curney", "cuppernell", "cunliffe", "cumby", "cullop", "cullinane", "cugini", "cudmore", "cuda", "cucuzza", "cuch", "crumby", "crouser", "critton", "critchley", "cremona", "cremar", "crehan", "creary", "crasco", "crall", "crabbe", "cozzolino", "cozier", "coyner", "couvillier", "counterman", "coulthard", "coudriet", "cottom", "corzo", "cornutt", "corkran", "corda", "copelin", "coonan", "consolo", "conrow", "conran", "connerton", "conkwright", "condren", "comly", "comisky", "colli", "collet", "colello", "colbeck", "colarusso", "coiner", "cohron", "codere", "cobia", "clure", "clowser", "clingenpeel", "clenney", "clendaniel", "clemenson", "cleere", "cleckler", "claybaugh", "clason", "cirullo", "ciraulo", "ciolek", "ciampi", "christopherse", "chovanec", "chopra", "chol", "chiem", "chestnutt", "chesterman", "chernoff", "chermak", "chelette", "checketts", "charpia", "charo", "chargois", "champman", "challender", "chafins", "cerruto", "celi", "cazenave", "cavaluzzi", "cauthon", "caudy", "catino", "catano", "cassaro", "cassarino", "carrano", "carozza", "carow", "carmickle", "carlyon", "carlew", "cardena", "caputi", "capley", "capalbo", "canseco", "candella", "campton", "camposano", "calleros", "calleja", "callegari", "calica", "calarco", "calais", "caillier", "cahue", "cadenhead", "cadenas", "cabera", "buzzo", "busto", "bussmann", "busenbark", "burzynski", "bursley", "bursell", "burle", "burkleo", "burkette", "burczyk", "bullett", "buikema", "buenaventura", "buege", "buechel", "budreau", "budhram", "bucknam", "brye", "brushwood", "brumbalow", "brulotte", "bruington", "bruderer", "brougher", "bromfield", "broege", "brodhead", "brocklesby", "broadie", "brizuela", "britz", "brisendine", "brilla", "briggeman", "brierton", "bridgeford", "breyfogle", "brevig", "breuninger", "bresse", "bresette", "brelsford", "breitbach", "brayley", "braund", "branscom", "brandner", "brahm", "braboy", "brabble", "bozman", "boyte", "boynes", "boyken", "bowell", "bowan", "boutet", "bouse", "boulet", "boule", "bottcher", "bosquez", "borrell", "boria", "bordes", "borchard", "bonson", "bonino", "bonas", "bonamico", "bolstad", "bolser", "bollis", "bolich", "bolf", "boker", "boileau", "bohac", "bogucki", "bogren", "boeger", "bodziony", "bodo", "bodley", "boback", "blyther", "blenker", "blazina", "blase", "blamer", "blacknall", "blackmond", "bitz", "biser", "biscardi", "binz", "bilton", "billotte", "billafuerte", "bigford", "biegler", "bibber", "bhandari", "beyersdorf", "bevelle", "bettendorf", "bessard", "bertsche", "berne", "berlinger", "berish", "beranek", "bentson", "bentsen", "benskin", "benoy", "benoist", "benitz", "belongia", "belmore", "belka", "beitzel", "beiter", "beitel", "behrns", "becka", "beaudion", "beary", "beare", "beames", "beabout", "beaber", "bazzano", "bazinet", "baucum", "batrez", "baswell", "bastos", "bascomb", "bartha", "barstad", "barrilleaux", "barretto", "barresi", "barona", "barkhurst", "barke", "bardales", "barczak", "barca", "barash", "banfill", "balonek", "balmes", "balko", "balestrieri", "baldino", "baldelli", "baken", "baiza", "bahner", "baek", "badour", "badley", "badia", "backmon", "bacich", "bacca", "ayscue", "aynes", "ausiello", "auringer", "auiles", "aspinwall", "askwith", "artiga", "arroliga", "arns", "arman", "arellanes", "aracena", "antwine", "antuna", "anselmi", "annen", "angelino", "angeli", "angarola", "andrae", "amodio", "ameen", "alwine", "alverio", "altro", "altobello", "altemus", "alquicira", "allphin", "allemand", "allam", "alessio", "akpan", "akerman", "aiona", "agyeman", "agredano", "adamik", "adamczak", "acrey", "acevado", "abreo", "abrahamsen", "abild", "zwicker", "zweig", "zuvich", "zumpano", "zuluaga", "zubek", "zornes", "zoglmann", "ziminski", "zimbelman", "zhanel", "zenor", "zechman", "zauner", "zamarron", "zaffino", "yusuf", "ytuarte", "yett", "yerkovich", "yelder", "yasuda", "yapp", "yaden", "yackley", "yaccarino", "wytch", "wyre", "wussow", "worthing", "wormwood", "wormack", "wordell", "woodroof", "woodington", "woodhams", "wooddell", "wollner", "wojtkowski", "wojcicki", "wogan", "wlodarczyk", "wixted", "withington", "withem", "wisler", "wirick", "winterhalter", "winski", "winne", "winemiller", "wimett", "wiltfong", "willibrand", "willes", "wilkos", "wilbon", "wiktor", "wiggers", "wigg", "wiegmann", "wickliff", "wiberg", "whittler", "whittenton", "whitling", "whitledge", "whitherspoon", "whiters", "whitecotton", "whitebird", "wheary", "wetherill", "westmark", "westaby", "wertenberger", "wentland", "wenstrom", "wenker", "wellen", "weier", "wegleitner", "wedekind", "wawers", "wassel", "warehime", "wandersee", "waltmon", "waltersheid", "walbridge", "wakely", "wakeham", "wajda", "waithe", "waidelich", "wahler", "wahington", "wagster", "wadel", "vuyovich", "vuolo", "vulich", "vukovich", "volmer", "vollrath", "vollbrecht", "vogelgesang", "voeller", "vlach", "vivar", "vitullo", "vitanza", "visker", "visalli", "viray", "vinning", "viniard", "villapando", "villaman", "vier", "viar", "viall", "verstraete", "vermilya", "verdon", "venn", "velten", "velis", "vanoven", "vanorder", "vanlue", "vanheel", "vanderwoude", "vanderheide", "vandenheuvel", "vandenbos", "vandeberg", "vandal", "vanblarcom", "vanaken", "vanacker", "vallian", "valine", "valent", "vaine", "vaile", "vadner", "uttech", "urioste", "urbanik", "unrath", "unnasch", "underkofler", "uehara", "tyrer", "tyburski", "twaddle", "turntine", "tunis", "tullock", "tropp", "troilo", "tritsch", "triola", "trigo", "tribou", "tribley", "trethewey", "tress", "trela", "treharne", "trefethen", "trayler", "trax", "traut", "tranel", "trager", "traczyk", "towsley", "torrecillas", "tornatore", "tork", "torivio", "toriello", "tooles", "tomme", "tolosa", "tolen", "toca", "titterington", "tipsword", "tinklenberg", "tigney", "tigert", "thygerson", "thurn", "thur", "thorstad", "thornberg", "thoresen", "thomaston", "tholen", "thicke", "theiler", "thebeau", "theaux", "thaker", "tewani", "teufel", "tetley", "terrebonne", "terrano", "terpening", "tela", "teig", "teichert", "tegethoff", "teele", "tatar", "tashjian", "tarte", "tanton", "tanimoto", "tamimi", "tamas", "talman", "taal", "szydlowski", "szostak", "swoyer", "swerdlow", "sweeden", "sweda", "swanke", "swander", "suyama", "suriano", "suri", "surdam", "suprenant", "sundet", "summerton", "sult", "suleiman", "suffridge", "suby", "stych", "studeny", "strupp", "struckman", "strief", "strictland", "stremcha", "strehl", "stramel", "stoy", "stoutamire", "storozuk", "stordahl", "stopher", "stolley", "stolfi", "stoeger", "stockhausen", "stjulian", "stivanson", "stinton", "stinchfield", "stigler", "stieglitz", "stgermaine", "steuer", "steuber", "steuart", "stepter", "stepnowski", "stepanian", "steimer", "stefanelli", "stebner", "stears", "steans", "stayner", "staubin", "statz", "stasik", "starn", "starmer", "stargel", "stanzione", "stankovich", "stamour", "staib", "stadelman", "stadel", "stachura", "squadrito", "springstead", "spragg", "spigelmyer", "spieler", "spaur", "sovocool", "soundara", "soulia", "souffrant", "sorce", "sonkin", "sodhi", "soble", "sniffen", "smouse", "smittle", "smithee", "smedick", "slowinski", "slovacek", "slominski", "skowronek", "skokan", "skanes", "sivertson", "sinyard", "sinka", "sinard", "simonin", "simonian", "simmions", "silcott", "silberg", "siefken", "siddon", "shuttlesworth", "shubin", "shubeck", "shiro", "shiraki", "shipper", "shina", "shilt", "shikles", "shideler", "shenton", "shelvey", "shellito", "shelhorse", "shawcroft", "shatto", "shanholtzer", "shamonsky", "shadden", "seymer", "seyfarth", "setlock", "serratos", "serr", "sepulueda", "senay", "semmel", "semans", "selvig", "selkirk", "selk", "seligson", "seldin", "seiple", "seiersen", "seidling", "seidensticker", "secker", "searson", "scordo", "scollard", "scoggan", "scobee", "sciandra", "scialdone", "schwimmer", "schwieger", "schweer", "schwanz", "schutzenhofer", "schuetze", "schrodt", "schriever", "schriber", "schremp", "schrecongost", "schraeder", "schonberg", "scholtz", "scholle", "schoettle", "schoenemann", "schoene", "schnitker", "schmuhl", "schmith", "schlotterbeck", "schleppenbach", "schlee", "schickel", "schibi", "schein", "scheide", "scheibe", "scheib", "schaumberg", "schardein", "schaalma", "scantlin", "scantlebury", "sayle", "sausedo", "saurer", "sassone", "sarracino", "saric", "sanz", "santarpia", "santano", "santaniello", "sangha", "sandvik", "sandoral", "sandobal", "sandercock", "sanantonio", "salviejo", "salsberry", "salois", "salazer", "sagon", "saglibene", "sagel", "sagal", "saetern", "saefong", "sadiq", "sabori", "saballos", "rygiel", "rushlow", "runco", "rulli", "ruller", "ruffcorn", "ruess", "ruebush", "rudlong", "rudin", "rudgers", "rudesill", "ruderman", "rucki", "rucinski", "rubner", "rubinson", "rubiano", "roznowski", "rozanski", "rowson", "rower", "rounsaville", "roudabush", "rotundo", "rothell", "rotchford", "rosiles", "roshak", "rosetti", "rosenkranz", "rorer", "rollyson", "rokosz", "rojek", "roitman", "rohrs", "rogel", "roewe", "rodriges", "rodocker", "rodgerson", "rodan", "rodak", "rocque", "rochholz", "robicheau", "robbinson", "roady", "ritchotte", "ripplinger", "rippetoe", "ringstaff", "ringenberg", "rinard", "rigler", "rightmire", "riesen", "riek", "ridges", "richner", "richberg", "riback", "rial", "rhyner", "rhees", "resse", "renno", "rendleman", "reisz", "reisenauer", "reinschmidt", "reinholt", "reinard", "reifsnyder", "rehfeld", "reha", "regester", "reffitt", "redler", "rediske", "reckner", "reckart", "rebolloso", "rebollar", "reasonover", "reasner", "reaser", "reano", "reagh", "raval", "ratterman", "ratigan", "rater", "rasp", "raneses", "randolf", "ramil", "ramdas", "ramberg", "rajaniemi", "raggio", "ragel", "ragain", "rade", "radaker", "racioppi", "rabinovich", "quickle", "quertermous", "queal", "quartucci", "quander", "quain", "pynes", "putzel", "purl", "pulizzi", "pugliares", "prusak", "prueter", "protano", "propps", "primack", "prieur", "presta", "preister", "prawl", "pratley", "pozzo", "powless", "povey", "pottorf", "pote", "postley", "porzio", "portney", "ponzi", "pontoriero", "ponto", "pont", "poncedeleon", "polimeni", "polhamus", "polan", "poetker", "poellnitz", "podgurski", "plotts", "pliego", "plaugher", "plantenberg", "plair", "plagmann", "pizzitola", "pittinger", "pitcavage", "pischke", "piontek", "pintar", "pinnow", "pinneo", "pinley", "pingel", "pinello", "pimenta", "pillard", "piker", "pietras", "piere", "phillps", "pfleger", "pfahl", "pezzuti", "petruccelli", "petrello", "peteet", "pescatore", "peruzzi", "perusse", "perotta", "perona", "perini", "perelman", "perciful", "peppin", "pennix", "pennino", "penalosa", "pemble", "pelz", "peltzer", "pelphrey", "pelote", "pellum", "pellecchia", "pelikan", "peitz", "pebworth", "peary", "pawlicki", "pavelich", "paster", "pasquarella", "paskey", "paseur", "paschel", "parslow", "parrow", "parlow", "parlett", "parler", "pargo", "parco", "paprocki", "panepinto", "panebianco", "pandy", "pandey", "pamphile", "pamintuan", "pamer", "paluso", "paleo", "paker", "pagett", "paczkowski", "ozburn", "ovington", "overmeyer", "ouellet", "osterlund", "oslin", "oseguera", "osaki", "orrock", "ormsbee", "orlikowski", "organista", "oregan", "orebaugh", "orabuena", "openshaw", "ontiveroz", "ondo", "omohundro", "ollom", "ollivierre", "olivencia", "oley", "olazabal", "okino", "offenberger", "oestmann", "ocker", "obar", "oakeson", "nuzum", "nurre", "nowinski", "novosel", "norquist", "nordlie", "noorani", "nonnemacher", "nolder", "njoku", "niznik", "niwa", "niss", "ninneman", "nimtz", "niemczyk", "nieder", "nicolo", "nichlos", "niblack", "newtown", "newill", "newcom", "neverson", "neuhart", "neuenschwande", "nestler", "nenno", "nejman", "neiffer", "neidlinger", "neglia", "nazarian", "navor", "nary", "narayan", "nangle", "nakama", "naish", "naik", "nadolski", "muscato", "murphrey", "murdick", "murchie", "muratalla", "munnis", "mundwiller", "muncey", "munce", "mullenbach", "mulhearn", "mulcahey", "muhammed", "muchow", "mountford", "moudry", "mosko", "morvay", "morrical", "morr", "moros", "mormann", "morgen", "moredock", "morden", "mordarski", "moravek", "morandi", "mooradian", "montejo", "montegut", "montan", "monsanto", "monford", "moncus", "molinas", "molek", "mohd", "moehrle", "moehring", "modzeleski", "modafferi", "moala", "moake", "miyahira", "mitani", "mischel", "minges", "minella", "mimes", "milles", "milbrett", "milanes", "mikolajczyk", "mikami", "meucci", "metler", "methven", "metge", "messmore", "messerschmidt", "mesrobian", "meservey", "merseal", "menor", "menon", "menear", "melott", "melley", "melfi", "meinhart", "megivern", "megeath", "meester", "meeler", "meegan", "medoff", "medler", "meckley", "meath", "mearns", "mcquigg", "mcpadden", "mclure", "mckellips", "mckeithen", "mcglathery", "mcginnes", "mcghan", "mcdonel", "mccullom", "mccraken", "mccrackin", "mcconathy", "mccloe", "mcclaughry", "mcclaflin", "mccarren", "mccaig", "mcaulay", "mcaffee", "mazzuca", "maytubby", "mayner", "maymi", "mattiello", "matthis", "matthees", "matthai", "mathiason", "mastrogiovann", "masteller", "mashack", "marucci", "martorana", "martiniz", "marter", "martellaro", "marsteller", "marris", "marrara", "maroni", "marolda", "marocco", "maritn", "maresh", "maready", "marchione", "marbut", "maranan", "maragno", "mapps", "manrriquez", "mannis", "manni", "mangina", "manganelli", "mancera", "mamon", "maloch", "mallozzi", "maller", "majchrzak", "majano", "mainella", "mahanna", "maertens", "madon", "macumber", "macioce", "machuga", "machlin", "machala", "mabra", "lybbert", "luvert", "lutts", "luttrull", "lupez", "lukehart", "ludewig", "luchsinger", "lovecchio", "louissaint", "loughney", "lostroh", "lorton", "lopeman", "loparo", "londo", "lombera", "lokietek", "loiko", "lohrenz", "lohan", "lofties", "locklar", "lockaby", "lobianco", "llano", "livesey", "litster", "liske", "linsky", "linne", "lindbeck", "licudine", "leyua", "levie", "leonelli", "lenzo", "lenze", "lents", "leitao", "leidecker", "leibold", "lehne", "legan", "lefave", "leehy", "ledue", "lecount", "lecea", "leadley", "lazzara", "lazcano", "lazalde", "lavi", "lavancha", "lavan", "latu", "latty", "lato", "larranaga", "lapidus", "lapenta", "langridge", "langeveld", "langel", "landowski", "landgren", "landfried", "lamattina", "lallier", "lairmore", "lahaie", "lagazo", "lagan", "lafoe", "lafluer", "laflame", "lafevers", "lada", "lacoss", "lachney", "labreck", "labreche", "labay", "kwasnik", "kuzyk", "kutzner", "kushnir", "kusek", "kurtzman", "kurian", "kulhanek", "kuklinski", "kueny", "kuczynski", "kubitz", "kruschke", "krous", "krompel", "kritz", "krimple", "kriese", "krenzer", "kreis", "kratzke", "krane", "krage", "kraebel", "kozub", "kozma", "kouri", "koudelka", "kotcher", "kotas", "kostic", "kosh", "kosar", "kopko", "kopka", "kooy", "konigsberg", "konarski", "kolmer", "kohlmeyer", "kobbe", "knoop", "knoedler", "knocke", "knipple", "knippenberg", "knickrehm", "kneisel", "kluss", "klossner", "klipfel", "klawiter", "klasen", "kittles", "kissack", "kirtland", "kirschenmann", "kirckof", "kiphart", "kinstler", "kinion", "kilton", "killman", "kiehl", "kief", "kett", "kesling", "keske", "kerstein", "kepple", "keneipp", "kempson", "kempel", "kehm", "kehler", "keeran", "keedy", "kebert", "keast", "kearbey", "kawaguchi", "kaupu", "kauble", "katzenbach", "katcher", "kartes", "karpowicz", "karpf", "karban", "kanzler", "kanarek", "kamper", "kaman", "kalsow", "kalafut", "kaeser", "kaercher", "kaeo", "kaeding", "jurewicz", "julson", "jozwick", "jollie", "johnigan", "johll", "jochum", "jewkes", "jestes", "jeska", "jereb", "jaurez", "jarecki", "jansma", "janosik", "jandris", "jamin", "jahr", "jacot", "ivens", "itson", "isenhower", "iovino", "ionescu", "ingrum", "ingels", "imrie", "imlay", "ihlenfeld", "ihde", "igou", "ibach", "huyett", "huppe", "hultberg", "hullihen", "hugi", "hueso", "huesman", "hsiao", "hronek", "hovde", "housewright", "houlahan", "hougham", "houchen", "hostler", "hoster", "hosang", "hornik", "hornes", "horio", "honyumptewa", "honeyman", "honer", "hommerding", "holsworth", "hollobaugh", "hollinshead", "hollands", "hollan", "holecek", "holdorf", "hokes", "hogston", "hoesly", "hodkinson", "hodgman", "hodgens", "hochstedler", "hochhauser", "hobbie", "hoare", "hnat", "hiskey", "hirschy", "hinostroza", "hink", "hing", "hillmer", "hillian", "hillerman", "hietala", "hierro", "hickling", "hickingbottom", "heye", "heubusch", "hesselschward", "herriot", "hernon", "hermida", "hermans", "hentschel", "henningson", "henneke", "henk", "heninger", "heltsley", "helmle", "helminiak", "helmes", "hellner", "hellmuth", "helke", "heitmeyer", "heird", "heinle", "heinicke", "heinandez", "heimsoth", "heibel", "hegyi", "heggan", "hefel", "heeralall", "hedrington", "heacox", "hazlegrove", "hazelett", "haymore", "havenhill", "hautala", "hascall", "harvie", "hartrick", "hartling", "harrer", "harles", "hargenrader", "hanshew", "hanly", "hankla", "hanisch", "hancox", "hammann", "hambelton", "halseth", "hallisey", "halleck", "hallas", "haisley", "hairr", "hainey", "hainer", "hailstock", "haertel", "guzek", "guyett", "guster", "gussler", "gurwitz", "gurka", "gunsolus", "guinane", "guiden", "gugliotti", "guevin", "guevarra", "guerard", "gudaitis", "guadeloupe", "gschwind", "grupe", "grumbach", "gruenes", "gruenberg", "grom", "grodski", "groden", "grizzel", "gritten", "griswald", "grishaber", "grinage", "grimwood", "grims", "griffon", "griffies", "gribben", "gressley", "gren", "greenstreet", "grealish", "gravett", "grantz", "granfield", "granade", "gowell", "gossom", "gorsky", "goring", "goodnow", "goodfriend", "goodemote", "golob", "gollnick", "golladay", "goldwyn", "goldsboro", "golds", "goldrick", "gohring", "gohn", "goettsch", "goertzen", "goelz", "godinho", "goans", "glumac", "gleisner", "gleen", "glassner", "glanzer", "gladue", "gjelaj", "givhan", "girty", "girone", "girgenti", "giorgianni", "gilpatric", "gillihan", "gillet", "gilbar", "gierut", "gierhart", "gibert", "gianotti", "giannetto", "giambanco", "gharing", "geurts", "gettis", "gettel", "gest", "germani", "gerdis", "gerbitz", "geppert", "gennings", "gemmer", "gelvin", "gellert", "gehler", "geddings", "gearon", "geach", "gazaille", "gayheart", "gauld", "gaukel", "gaudio", "gathing", "gasque", "garstka", "garsee", "garringer", "garofano", "garo", "garnsey", "garigen", "garcias", "garbe", "ganoung", "ganfield", "ganaway", "gamero", "galuska", "galster", "gallacher", "galinski", "galimi", "galik", "galeazzi", "galdo", "galdames", "galas", "galanis", "gaglio", "gaeddert", "gadapee", "fussner", "furukawa", "fuhs", "fuerte", "fuerstenberg", "fryrear", "froese", "fringer", "frieson", "friesenhahn", "frieler", "friede", "freymuth", "freyman", "freudenberg", "freman", "fredricksen", "frech", "frasch", "frantum", "frankin", "franca", "frago", "fragnoli", "fouquet", "fossen", "foskett", "forner", "formosa", "formisano", "fooks", "fons", "folino", "flott", "flesch", "flener", "flemmons", "flanagin", "flamino", "flamand", "fitzerald", "findling", "filsinger", "fillyaw", "fillinger", "fiechter", "ferre", "ferdon", "feldkamp", "fazzio", "favia", "faulconer", "faughnan", "faubel", "fassler", "faso", "farrey", "farrare", "farnworth", "farland", "fairrow", "faille", "faherty", "fagnant", "fabula", "fabbri", "eylicio", "esteve", "estala", "espericueta", "escajeda", "equia", "enrriquez", "enomoto", "enmon", "engemann", "emmerson", "emmel", "emler", "elstad", "ellwein", "ellerson", "eliott", "eliassen", "elchert", "eisenbeis", "eisel", "eikenberry", "eichholz", "ehmer", "edgerson", "echenique", "eberley", "eans", "dziuk", "dykhouse", "dworak", "dutt", "dupas", "duntz", "dunshee", "dunovant", "dunnaway", "dummermuth", "duerson", "ducotey", "duchon", "duchesneau", "ducci", "dubord", "duberry", "dubach", "drummonds", "droege", "drish", "drexel", "dresch", "dresbach", "drenner", "drechsler", "dowen", "dotter", "dosreis", "doser", "dorward", "dorin", "dorf", "domeier", "doler", "doleman", "dolbow", "dolbin", "dobrunz", "dobransky", "dobberstein", "dlouhy", "diosdado", "dingmann", "dimmer", "dimarino", "dimaria", "dillenburg", "dilaura", "dieken", "dickhaus", "dibbles", "dibben", "diamante", "dewilde", "dewaard", "devich", "devenney", "devaux", "dettinger", "desroberts", "dershem", "dersch", "derita", "derickson", "depina", "deorio", "deoliveira", "denzler", "dentremont", "denoble", "demshar", "demond", "demint", "demichele", "demel", "delzer", "delval", "delorbe", "delli", "delbridge", "delanoy", "delancy", "delahoya", "dekle", "deitrick", "deis", "dehnert", "degrate", "defrance", "deetz", "deeg", "decoster", "decena", "dearment", "daughety", "datt", "darrough", "danzer", "danielovich", "dandurand", "dancause", "dalo", "dalgleish", "daisley", "dadlani", "daddona", "daddio", "dacpano", "cyprian", "cutillo", "curz", "curvin", "cuna", "cumber", "cullom", "cudworth", "cubas", "crysler", "cryderman", "crummey", "crumbly", "crookshanks", "croes", "criscione", "crespi", "cresci", "creaser", "craton", "cowin", "cowdrey", "coutcher", "cotterman", "cosselman", "cosgriff", "cortner", "corsini", "corporan", "corniel", "cornick", "cordts", "copening", "connick", "conlisk", "conelli", "comito", "colten", "colletta", "coldivar", "colclasure", "colantuono", "colaizzi", "coggeshall", "cockman", "cockfield", "cobourn", "cobo", "cobarrubias", "clyatt", "cloney", "clonch", "climes", "cleckner", "clearo", "claybourne", "clavin", "claridge", "claffey", "ciufo", "cisnero", "cipollone", "cieslik", "ciejka", "cichocki", "cicchetti", "cianflone", "chrusciel", "christesen", "chmielowiec", "chirino", "chillis", "chhoun", "chevas", "chehab", "chaviano", "chavaria", "chasten", "charbonnet", "chanley", "champoux", "champa", "chalifoux", "cerio", "cedotal", "cech", "cavett", "cavendish", "catoire", "castronovo", "castellucci", "castellow", "castaner", "casso", "cassels", "cassatt", "cassar", "cashon", "cartright", "carros", "carrisalez", "carrig", "carrejo", "carnicelli", "carnett", "carlise", "carhart", "cardova", "cardell", "carchi", "caram", "caquias", "capper", "capizzi", "capano", "cannedy", "campese", "calvello", "callon", "callins", "callies", "callicutt", "calix", "calin", "califf", "calderaro", "caldeira", "cadriel", "cadmus", "cadman", "caccamise", "buttermore", "butay", "bustamente", "busa", "burmester", "burkard", "burhans", "burgert", "bure", "burdin", "bullman", "bulin", "buelna", "buehner", "budin", "buco", "buckhanon", "bryars", "brutger", "brus", "brumitt", "brum", "bruer", "brucato", "broyhill", "broy", "brownrigg", "brossart", "brookings", "broden", "brocklehurst", "brockert", "bristo", "briskey", "bringle", "bries", "bressman", "branyan", "brands", "bramson", "brammell", "brallier", "bozich", "boysel", "bowthorpe", "bowron", "bowin", "boutilier", "boulos", "boullion", "boughter", "bottiglieri", "borruso", "borreggine", "borns", "borkoski", "borghese", "borenstein", "boran", "booton", "bonvillain", "bonini", "bonello", "bolls", "boitnott", "boike", "bohnet", "bohnenkamp", "bohmer", "boeson", "boeneke", "bodey", "bocchino", "bobrowski", "bobic", "bluestein", "bloomingdale", "blogg", "blewitt", "blenman", "bleck", "blaszak", "blankenbeckle", "blando", "blanchfield", "blancato", "blalack", "blakenship", "blackett", "bisping", "birkner", "birckhead", "bingle", "bineau", "billiel", "bigness", "bies", "bierer", "bhalla", "beyerlein", "betesh", "besler", "berzins", "bertalan", "berntsen", "bergo", "berganza", "bennis", "benney", "benkert", "benjamen", "benincasa", "bengochia", "bendle", "bendana", "benchoff", "benbrook", "belsito", "belshaw", "belinsky", "belak", "beigert", "beidleman", "behen", "befus", "beel", "bedonie", "beckstrand", "beckerle", "beato", "bauguess", "baughan", "bauerle", "battis", "batis", "bastone", "bassetti", "bashor", "bary", "bartunek", "bartoletti", "barro", "barno", "barnicle", "barlage", "barkus", "barkdull", "barcellos", "barbarino", "baranski", "baranick", "bankert", "banchero", "bambrick", "bamberg", "bambenek", "balthrop", "balmaceda", "ballman", "balistrieri", "balcomb", "balboni", "balbi", "bagner", "bagent", "badasci", "bacot", "bache", "babione", "babic", "babers", "babbs", "avitabile", "avers", "avena", "avance", "ausley", "auker", "audas", "aubut", "athearn", "atcheson", "astorino", "asplund", "aslanian", "askari", "ashmead", "asby", "asai", "arterbury", "artalejo", "arqueta", "arquero", "arostegui", "arnell", "armeli", "arista", "arender", "arca", "arballo", "aprea", "applen", "applegarth", "apfel", "antonello", "antolin", "antkowiak", "angis", "angione", "angerman", "angelilli", "andujo", "andrick", "anderberg", "amigon", "amalfitano", "alviso", "alvez", "altice", "altes", "almarez", "allton", "allston", "allgeyer", "allegretti", "aliaga", "algood", "alberg", "albarez", "albaladejo", "akre", "aitkin", "ahles", "ahlberg", "agnello", "adinolfi", "adamis", "abramek", "abolt", "abitong", "zurawski", "zufall", "zubke", "zizzo", "zipperer", "zinner", "zinda", "ziller", "zill", "zevallos", "zesati", "zenzen", "zentner", "zellmann", "zelinsky", "zboral", "zarcone", "zapalac", "zaldana", "zakes", "zaker", "zahniser", "zacherl", "zabawa", "zabaneh", "youree", "younis", "yorty", "yonce", "yero", "yerkey", "yeck", "yeargan", "yauch", "yashinski", "yambo", "wrinn", "wrightsman", "worton", "wortley", "worland", "woolworth", "woolfrey", "woodhead", "woltjer", "wolfenden", "wolden", "wolchesky", "wojick", "woessner", "witters", "witchard", "wissler", "wisnieski", "wisinski", "winnike", "winkowski", "winkels", "wingenter", "wineman", "winegardner", "wilridge", "wilmont", "willians", "williamsen", "wilhide", "wilhelmsen", "wilhelmi", "wildrick", "wilden", "wiland", "wiker", "wigglesworth", "wiebusch", "widdowson", "wiant", "wiacek", "whittet", "whitelock", "whiteis", "whiley", "westrope", "westpfahl", "westin", "wessman", "wessinger", "wesemann", "wesby", "wertheimer", "weppler", "wenke", "wengler", "wender", "welp", "weitzner", "weissberg", "weisenborn", "weipert", "weiman", "weidmann", "wehrsig", "wehrenberg", "weemes", "weeman", "wayner", "waston", "wasicek", "wascom", "wasco", "warmath", "warbritton", "waltner", "wallenstein", "waldoch", "waldal", "wala", "waide", "wadlinger", "wadhams", "vullo", "voorheis", "vonbargen", "volner", "vollstedt", "vollman", "vold", "voge", "vittorio", "violett", "viney", "vinciguerra", "vinal", "villata", "villarrvel", "vilanova", "vigneault", "vielma", "veyna", "vessella", "versteegh", "verderber", "venier", "venditti", "velotta", "vejarano", "vecchia", "vecchi", "vastine", "vasguez", "varella", "vanry", "vannah", "vanhyning", "vanhuss", "vanhoff", "vanhoesen", "vandivort", "vandevender", "vanderlip", "vanderkooi", "vandebrink", "vancott", "vallien", "vallas", "vallandingham", "valiquette", "valasek", "vahey", "vagott", "uyematsu", "urbani", "uran", "umbach", "tyon", "tyma", "twyford", "twombley", "twohig", "tutterrow", "turnes", "turkington", "turchi", "tunks", "tumey", "tumbaga", "tuinstra", "tsukamoto", "tschetter", "trussel", "trubey", "trovillion", "troth", "trostel", "tron", "trinka", "trine", "triarsi", "treto", "trautz", "tragesser", "tooman", "toolson", "tonozzi", "tomkiewicz", "tomasso", "tolin", "tolfree", "toelle", "tisor", "tiry", "tinstman", "timmermann", "tickner", "tiburcio", "thunberg", "thronton", "thompsom", "theil", "thayne", "thaggard", "teschner", "tensley", "tenery", "tellman", "tellado", "telep", "teigen", "teator", "teall", "tayag", "tavis", "tattersall", "tassoni", "tarshis", "tappin", "tappe", "tansley", "talone", "talford", "tainter", "taha", "taguchi", "tacheny", "tabak", "szymczyk", "szwaja", "szopinski", "syvertsen", "swogger", "switcher", "swist", "swierczek", "swiech", "swickard", "swiatek", "swezey", "swepson", "sweezy", "swaringen", "swanagan", "swailes", "swade", "sveum", "svenningsen", "svec", "suttie", "supry", "sunga", "summerhill", "summars", "sulit", "stys", "stutesman", "stupak", "stumpo", "stuller", "stuekerjuerge", "stuckett", "stuckel", "stuchlik", "stuard", "strutton", "strop", "stromski", "stroebel", "strehlow", "strause", "strano", "straney", "stoyle", "stormo", "stopyra", "stoots", "stonis", "stoltenburg", "stoiber", "stoessel", "stitzer", "stien", "stichter", "stezzi", "stewert", "stepler", "steinkraus", "stegemann", "steeples", "steenburg", "steeley", "staszak", "stasko", "starkson", "stanwick", "stanke", "stanifer", "stangel", "stai", "squiers", "spraglin", "spragins", "spraberry", "spoelstra", "spisak", "spirko", "spille", "spidel", "speyer", "speroni", "spenst", "spartz", "sparlin", "sparacio", "spaman", "spainhower", "souers", "souchet", "sosbee", "sorn", "sorice", "sorbo", "soqui", "solon", "soehl", "sodergren", "sobie", "smucker", "smsith", "smoley", "smolensky", "smolenski", "smolder", "smethers", "slusar", "slowey", "slonski", "slemmons", "slatkin", "slates", "slaney", "slagter", "slacum", "skutnik", "skrzypek", "skibbe", "sjostrom", "sjoquist", "sivret", "sitko", "sisca", "sinnett", "sineath", "simoni", "simar", "simao", "silvestro", "silleman", "silha", "silfies", "silberhorn", "silacci", "sigrist", "sieczkowski", "sieczka", "shure", "shulz", "shugrue", "shrode", "shovlin", "shortell", "shonka", "shiyou", "shiraishi", "shiplett", "sheu", "shermer", "sherick", "sheeks", "shantz", "shakir", "shaheed", "shadoan", "shadid", "shackford", "shabot", "seung", "seufert", "setty", "setters", "servis", "serres", "serrell", "serpas", "sensenig", "senft", "semenec", "semas", "semaan", "selvera", "sellmeyer", "segar", "seever", "seeney", "seeliger", "seehafer", "seebach", "sebben", "seaward", "seary", "searl", "searby", "scordino", "scolieri", "scolaro", "schwiebert", "schwartze", "schwaner", "schuur", "schupbach", "schumacker", "schum", "schudel", "schubbe", "schroader", "schramel", "schollmeyer", "schoenherr", "schoeffler", "schoeder", "schnurr", "schnorr", "schneeman", "schnake", "schnaible", "schmaus", "schlotter", "schinke", "schimming", "schimek", "schikora", "scheulen", "scherping", "schermer", "scherb", "schember", "schellhase", "schedler", "schanck", "schaffhauser", "schaffert", "schadler", "scarola", "scarfo", "scarff", "scantling", "scaff", "sayward", "sayas", "saxbury", "savel", "savastano", "sault", "satre", "sarkar", "santellan", "sandmeier", "sampica", "salvesen", "saltis", "salloum", "salling", "salce", "salatino", "salata", "salamy", "sadowsky", "sadlier", "sabbatini", "sabatelli", "sabal", "sabados", "rydzewski", "rybka", "rybczyk", "rusconi", "rupright", "rufino", "ruffalo", "rudiger", "rudig", "ruda", "rubyor", "royea", "roxberry", "rouzer", "roumeliotis", "rossmann", "rosko", "rosene", "rosenbluth", "roseland", "rosasco", "rosano", "rosal", "rorabaugh", "romie", "romaro", "rolstad", "rollow", "rohrich", "roghair", "rogala", "roets", "roen", "roemmich", "roelfs", "roeker", "roedl", "roedel", "rodeheaver", "roddenberry", "rockstad", "rocchi", "robirds", "robben", "robasciotti", "robaina", "rizzotto", "rizzio", "ritcher", "rissman", "riseden", "ripa", "rion", "rintharamy", "rinehimer", "rinck", "riling", "rietschlin", "riesenberg", "riemenschneid", "rieland", "rickenbaugh", "rickenbach", "rhody", "revells", "reutter", "respress", "resnik", "remmel", "reitmeyer", "reitan", "reister", "reinstein", "reino", "reinkemeyer", "reifschneider", "reierson", "reichle", "rehmeier", "rehl", "reeds", "rede", "recar", "rebeiro", "raybourn", "rawl", "rautio", "raugust", "raudenbush", "raudales", "rattan", "rapuano", "rapoport", "rantanen", "ransbottom", "raner", "ramkissoon", "rambousek", "raio", "rainford", "radakovich", "rabenhorst", "quivers", "quispe", "quinoes", "quilici", "quattrone", "quates", "quance", "quale", "purswell", "purpora", "pulera", "pulcher", "puckhaber", "pryer", "pruyne", "pruit", "prudencio", "prows", "protzman", "prothero", "prosperi", "prospal", "privott", "pritchet", "priem", "prest", "prell", "preer", "pree", "preddy", "preda", "pravata", "pradhan", "potocki", "postier", "postema", "posadas", "poremba", "popichak", "ponti", "pomrenke", "pomarico", "pollok", "polkinghorn", "polino", "pock", "plater", "plagman", "pipher", "pinzone", "pinkleton", "pillette", "pillers", "pilapil", "pignone", "pignatelli", "piersol", "piepho", "picton", "pickrel", "pichard", "picchi", "piatek", "pharo", "phanthanouvon", "pettingill", "pettinato", "petrovits", "pethtel", "petersheim", "pershing", "perrez", "perra", "pergram", "peretz", "perego", "perches", "pennello", "pennella", "pendry", "penaz", "pellish", "pecanty", "peare", "paysour", "pavlovich", "pavick", "pavelko", "paustian", "patzer", "patete", "patadia", "paszkiewicz", "pase", "pasculli", "pascascio", "parrotte", "parajon", "paparo", "papandrea", "paone", "pantaleon", "panning", "paniccia", "panarello", "palmeter", "pallan", "palardy", "pahmeier", "padget", "padel", "oxborrow", "oveson", "outwater", "ottaway", "otake", "ostermeyer", "osmer", "osinski", "osiecki", "oroak", "orndoff", "orms", "orkin", "ordiway", "opatz", "onsurez", "onishi", "oliger", "okubo", "okoye", "ohlmann", "offord", "offner", "offerdahl", "oesterle", "oesch", "odonnel", "odeh", "odebralski", "obie", "obermeier", "oberhausen", "obenshain", "obenchain", "nute", "nulty", "norrington", "norlin", "nore", "nordling", "nordhoff", "norder", "nordan", "norals", "nogales", "noboa", "nitsche", "niermann", "nienhaus", "niedringhaus", "niedbalski", "nicolella", "nicolais", "nickleberry", "nicewander", "newfield", "neurohr", "neumeier", "netterville", "nersesian", "nern", "nerio", "nerby", "nerbonne", "neitz", "neidecker", "neason", "nead", "navratil", "naves", "nastase", "nasir", "nasca", "narine", "narimatsu", "nard", "narayanan", "nappo", "namm", "nalbone", "nakonechny", "nabarro", "myott", "muthler", "muscatello", "murriel", "murin", "muoio", "mundel", "munafo", "mukherjee", "muffoletto", "muessig", "muckey", "mucher", "mruk", "moyd", "mowell", "mowatt", "moutray", "motzer", "moster", "morgenroth", "morga", "morataya", "montross", "montezuma", "monterroza", "montemarano", "montello", "montbriand", "montavon", "montaque", "monigold", "monforte", "molgard", "moleski", "mohsin", "mohead", "mofield", "moerbe", "moeder", "mochizuki", "miyazaki", "miyasaki", "mital", "miskin", "mischler", "minniear", "minero", "milosevic", "mildenhall", "mielsch", "midden", "michonski", "michniak", "michitsch", "michelotti", "micheli", "michelfelder", "michand", "metelus", "merkt", "merando", "meranda", "mentz", "meneley", "menaker", "melino", "mehaffy", "meehl", "meech", "meczywor", "mcweeney", "mcumber", "mcredmond", "mcneer", "mcnay", "mcmikle", "mcmaken", "mclaurine", "mclauglin", "mclaney", "mckune", "mckinnies", "mckague", "mchattie", "mcgrapth", "mcglothen", "mcgath", "mcfolley", "mcdannell", "mccurty", "mccort", "mcclymonds", "mcclimon", "mcclamy", "mccaughan", "mccartan", "mccan", "mccadden", "mcburnie", "mcburnett", "mcbryar", "mcannally", "mcalevy", "mcaleese", "maytorena", "mayrant", "mayland", "mayeaux", "mauter", "matthewson", "mathiew", "matern", "matera", "maslow", "mashore", "masaki", "maruco", "martorell", "martenez", "marrujo", "marrison", "maroun", "markway", "markos", "markoff", "markman", "marello", "marbry", "marban", "maphis", "manuele", "mansel", "manganello", "mandrell", "mandoza", "manard", "manago", "maltba", "mallick", "mallak", "maline", "malikowski", "majure", "majcher", "maise", "mahl", "maffit", "maffeo", "madueno", "madlem", "madariaga", "macvane", "mackler", "macconnell", "macchi", "maccarone", "lyng", "lynchard", "lunning", "luneau", "lunden", "lumbra", "lumbert", "lueth", "ludington", "luckado", "lucchini", "lucatero", "luallen", "lozeau", "lowen", "lovera", "lovelock", "louck", "lothian", "lorio", "lorimer", "lorge", "loretto", "longhenry", "lonas", "loiseau", "lohrman", "logel", "lockie", "llerena", "livington", "liuzzi", "liscomb", "lippeatt", "liou", "linhardt", "lindelof", "lindbo", "limehouse", "limage", "lillo", "lilburn", "liggons", "lidster", "liddick", "lich", "liberato", "leysath", "lewelling", "lesney", "leser", "lescano", "leonette", "lentsch", "lenius", "lemmo", "lemming", "lemcke", "leggette", "legerski", "legard", "leever", "leete", "ledin", "lecomte", "lecocq", "leakes", "leab", "lazarz", "layous", "lawrey", "lawery", "lauze", "lautz", "laughinghouse", "latulippe", "lattus", "lattanzio", "lascano", "larmer", "laris", "larcher", "laprise", "lapin", "lapage", "lano", "langseth", "langman", "langland", "landstrom", "landsberg", "landsaw", "landram", "lamphier", "lamendola", "lamberty", "lakhani", "lajara", "lagrow", "lagman", "ladewig", "laderman", "ladden", "lacrue", "laclaire", "lachut", "lachner", "kwit", "kvamme", "kvam", "kutscher", "kushi", "kurgan", "kunsch", "kundert", "kulju", "kukene", "kudo", "kubin", "kubes", "kuberski", "krystofiak", "kruppa", "krul", "krukowski", "kruegel", "kronemeyer", "krock", "kriston", "kretzer", "krenn", "kralik", "krafft", "krabill", "kozisek", "koverman", "kovatch", "kovarik", "kotlowski", "kosmala", "kosky", "kosir", "kosa", "korpi", "kornbluth", "koppen", "kooistra", "kohlhepp", "kofahl", "koeneman", "koebel", "koczur", "kobrin", "kobashigawa", "koba", "knuteson", "knoff", "knoble", "knipper", "knierim", "kneisley", "klusman", "kloc", "klitzing", "klinko", "klinefelter", "klemetson", "kleinpeter", "klauser", "klatte", "klaren", "klare", "kissam", "kirkhart", "kirchmeier", "kinzinger", "kindt", "kincy", "kincey", "kimoto", "killingworth", "kilcullen", "kilbury", "kietzman", "kienle", "kiedrowski", "kidane", "khamo", "khalili", "ketterling", "ketchem", "kessenich", "kessell", "kepp", "kenon", "kenning", "kennady", "kendzior", "kemppainen", "kellermann", "keirns", "keilen", "keiffer", "kehew", "keelan", "keawe", "keator", "kealy", "keady", "kathman", "kastler", "kastanes", "kassab", "karpin", "karau", "karathanasis", "kaps", "kaplun", "kapaun", "kannenberg", "kanipe", "kander", "kandel", "kanas", "kanan", "kamke", "kaltenbach", "kallenberger", "kallam", "kafton", "kafer", "kabler", "kaaihue", "jundt", "jovanovich", "jojola", "johnstad", "jodon", "joachin", "jinright", "jessick", "jeronimo", "jenne", "jelsma", "jeannotte", "jeangilles", "jaworsky", "jaubert", "jarry", "jarrette", "jarreau", "jarett", "janos", "janecka", "janczak", "jalomo", "jagoda", "jagla", "jacquier", "jaber", "iwata", "ivanoff", "isola", "iserman", "isais", "isaacks", "inverso", "infinger", "ibsen", "hyser", "hylan", "hybarger", "hwee", "hutchenson", "hutchcroft", "husar", "hurlebaus", "hunsley", "humberson", "hulst", "hulon", "huhtala", "hugill", "hugghins", "huffmaster", "huckeba", "hrabovsky", "howden", "hoverson", "houts", "houskeeper", "housh", "hosten", "horras", "horchler", "hopke", "hooke", "honie", "holtsoi", "holsomback", "holoway", "holmstead", "hoistion", "hohnstein", "hoheisel", "hoguet", "hoggle", "hogenson", "hoffstetter", "hoffler", "hofe", "hoefling", "hoague", "hizer", "hirschfield", "hironaka", "hiraldo", "hinote", "hingston", "hinaman", "hillie", "hillesheim", "hilderman", "hiestand", "heyser", "heys", "hews", "hertler", "herrandez", "heppe", "henle", "henkensiefken", "henigan", "henandez", "henagan", "hemberger", "heman", "helser", "helmich", "hellinger", "helfrick", "heldenbrand", "heinonen", "heineck", "heikes", "heidkamp", "heglar", "heffren", "heelan", "hedgebeth", "heckmann", "heckaman", "hechmer", "hazelhurst", "hawken", "haverkamp", "havatone", "hausauer", "hasch", "harwick", "hartse", "harrower", "harle", "hargroder", "hardway", "hardinger", "hardemon", "harbeck", "hant", "hamre", "hamberg", "hallback", "haisten", "hailstone", "hahl", "hagner", "hagman", "hagemeyer", "haeussler", "hackwell", "haby", "haataja", "gverrero", "gustovich", "gustave", "guske", "gushee", "gurski", "gurnett", "gura", "gunto", "gunselman", "gugler", "gudmundson", "gudinas", "guarneri", "grumbine", "gruis", "grotz", "grosskopf", "grosman", "grosbier", "grinter", "grilley", "grieger", "grewal", "gressler", "greaser", "graus", "grasman", "graser", "grannan", "granath", "gramer", "graboski", "goyne", "gowler", "gottwald", "gottesman", "goshay", "gorr", "gorovitz", "gores", "goossens", "goodier", "goodhue", "gonzeles", "gonzalos", "gonnella", "golomb", "golick", "golembiewski", "goeke", "godzik", "goar", "glosser", "glendenning", "glendening", "glatter", "glas", "gittings", "gitter", "gisin", "giscombe", "gimlin", "gillitzer", "gillick", "gilliand", "gilb", "gigler", "gidden", "gibeau", "gibble", "gianunzio", "giannattasio", "gertelman", "gerosa", "gerold", "gerland", "gerig", "gerecke", "gerbino", "genz", "genovesi", "genet", "gelrud", "geitgey", "geiszler", "gehrlein", "gawrys", "gavilanes", "gaulden", "garthwaite", "garmoe", "gargis", "gara", "gannett", "galligher", "galler", "galleher", "gallahan", "galford", "gahn", "gacek", "gabert", "fuster", "furuya", "furse", "fujihara", "fuhriman", "frueh", "fromme", "froemming", "friskney", "frietas", "freiler", "freelove", "freber", "frear", "frankl", "frankenfield", "franey", "francke", "foxworthy", "formella", "foringer", "forgue", "fonnesbeck", "fonceca", "folland", "fodera", "fode", "floresca", "fleurent", "fleshner", "flentge", "fleischhacker", "fleeger", "flecher", "flam", "flaim", "fivecoat", "firebaugh", "fioretti", "finucane", "filley", "figuroa", "figuerda", "fiddelke", "feurtado", "fetterly", "fessel", "femia", "feild", "fehling", "fegett", "fedde", "fechter", "fawver", "faulhaber", "fatchett", "fassnacht", "fashaw", "fasel", "farrugia", "farran", "farness", "farhart", "fama", "falwell", "falvo", "falkenstein", "falin", "failor", "faigin", "fagundo", "fague", "fagnan", "fagerstrom", "faden", "eytchison", "eyles", "everage", "evangelist", "estrin", "estorga", "esponda", "espindola", "escher", "esche", "escarsega", "escandon", "erven", "erding", "eplin", "enix", "englade", "engdahl", "enck", "emmette", "embery", "emberson", "eltzroth", "elsayed", "ellerby", "ellens", "elhard", "elfers", "elazegui", "eisermann", "eilertson", "eiben", "ehrhard", "ehresman", "egolf", "egnew", "eggins", "efron", "effland", "edminster", "edgeston", "eckstrom", "eckhard", "eckford", "echoles", "ebsen", "eatherly", "eastlick", "earnheart", "dykhuizen", "dyas", "duttweiler", "dutka", "dusenbury", "dusenbery", "durre", "durnil", "durnell", "durie", "durhan", "durando", "dupriest", "dunsmoor", "dunseith", "dunnum", "dunman", "dunlevy", "duma", "dulude", "dulong", "duignan", "dugar", "dufek", "ducos", "duchaine", "duch", "dubow", "drowne", "dross", "drollinger", "droke", "driggars", "drawhorn", "drach", "drabek", "doyne", "doukas", "dorvil", "dorow", "doroski", "dornak", "dormer", "donnelson", "donivan", "dondero", "dompe", "dolle", "doakes", "diza", "divirgilio", "ditore", "distel", "disimone", "disbro", "dipiero", "dingson", "diluzio", "dillehay", "digiorgio", "diflorio", "dietzler", "dietsch", "dieterle", "dierolf", "dierker", "dicostanzo", "dicesare", "dexheimer", "dewitte", "dewing", "devoti", "devincentis", "devary", "deutschman", "dettloff", "detienne", "destasio", "dest", "despard", "desmet", "deslatte", "desfosses", "derise", "derenzo", "deppner", "depolo", "denoyer", "denoon", "denno", "denne", "deniston", "denike", "denes", "demoya", "demick", "demicco", "demetriou", "demange", "delva", "delorge", "delley", "delisio", "delhoyo", "delgrande", "delgatto", "delcour", "delair", "deinert", "degruy", "degrave", "degeyter", "defino", "deffenbaugh", "deener", "decook", "decant", "deboe", "deblanc", "deatley", "dearmitt", "deale", "deaguiar", "dayan", "daus", "dauberman", "datz", "dase", "dary", "dartt", "darocha", "dari", "danowski", "dancel", "dami", "dallmann", "dalere", "dalba", "dakan", "daise", "dailing", "dahan", "dagnan", "daggs", "dagan", "czarkowski", "czaplinski", "cutten", "curtice", "curenton", "curboy", "cura", "culliton", "culberth", "cucchiara", "cubbison", "csaszar", "crytser", "crotzer", "crossgrove", "crosser", "croshaw", "crocco", "critzer", "creveling", "cressy", "creps", "creese", "cratic", "craigo", "craigen", "craib", "cracchiolo", "crable", "coykendall", "cowick", "coville", "couzens", "coutch", "cousens", "cousain", "counselman", "coult", "cotterell", "cott", "cotham", "corsaut", "corriere", "corredor", "cornet", "corkum", "coreas", "cordoza", "corbet", "corathers", "conwill", "contreas", "consuegra", "constanza", "conolly", "conedy", "comins", "combee", "colosi", "colom", "colmenares", "collymore", "colleran", "colina", "colaw", "colatruglio", "colantro", "colantonio", "cohea", "cogill", "codner", "codding", "cockram", "cocanougher", "cobine", "cluckey", "clucas", "cloward", "cloke", "clisham", "clinebell", "cliffe", "clendenen", "cisowski", "cirelli", "ciraolo", "ciocca", "cintora", "ciesco", "cibrian", "chupka", "chugg", "christmann", "choma", "chiverton", "chirinos", "chinen", "chimenti", "chima", "cheuvront", "chesla", "chesher", "chesebro", "chern", "chehebar", "cheatum", "chastine", "chapnick", "chapelle", "chambley", "cercy", "celius", "celano", "cayea", "cavicchi", "cattell", "catanach", "catacutan", "castelluccio", "castellani", "cassmeyer", "cassetta", "cassada", "caspi", "cashmore", "casebier", "casanas", "carrothers", "carrizal", "carriveau", "carretero", "carradine", "carosella", "carnine", "carloni", "carkhuff", "cardosi", "cardo", "carchidi", "caravello", "caranza", "carandang", "cantrall", "canpos", "canoy", "cannizzaro", "canion", "canida", "canham", "cangemi", "cange", "cancelliere", "canard", "camarda", "calverley", "calogero", "callendar", "calame", "cadrette", "cachero", "caccavale", "cabreros", "cabrero", "cabrara", "cabler", "butzer", "butte", "butrick", "butala", "bustios", "busser", "busic", "bushorn", "busher", "burmaster", "burkland", "burkins", "burkert", "burgueno", "burgraff", "burel", "burck", "burby", "bumford", "bulock", "bujnowski", "buggie", "budine", "bucciero", "bubier", "brzoska", "brydges", "brumlow", "brosseau", "brooksher", "brokke", "broeker", "brittin", "bristle", "briano", "briand", "brettschneide", "bresnan", "brentson", "brenneis", "brender", "brazle", "brassil", "brasington", "branstrom", "branon", "branker", "brandwein", "brandau", "bralley", "brailey", "brague", "brade", "bozzi", "bownds", "bowmer", "bournes", "bour", "bouchey", "botto", "boteler", "borroel", "borra", "boroski", "boothroyd", "boord", "bonga", "bonato", "bonadonna", "bolejack", "boldman", "boiser", "boggio", "bogacki", "boerboom", "boehnlein", "boehle", "bodah", "bobst", "boak", "bluemel", "blockmon", "blitch", "blincoe", "bleier", "blaydes", "blasius", "bittel", "binsfeld", "bindel", "bilotti", "billiott", "bilbrew", "bihm", "biersner", "bielat", "bidrowski", "bickler", "biasi", "bhola", "bhat", "bewick", "betzen", "bettridge", "betti", "betsch", "besley", "beshero", "besa", "bertoli", "berstein", "berrien", "berrie", "berrell", "bermel", "berenguer", "benzer", "bensing", "benedix", "bemo", "belile", "beilman", "behunin", "behrmann", "bedient", "becht", "beaule", "beaudreault", "bealle", "beagley", "bayuk", "bayot", "bayliff", "baugess", "battistoni", "batrum", "basinski", "basgall", "bartolomei", "bartnik", "bartl", "bartko", "bartholomay", "barthlow", "bartgis", "barsness", "barski", "barlette", "barickman", "bargen", "bardon", "barcliff", "barbu", "barakat", "baracani", "baraban", "banos", "banko", "bambach", "balok", "balogun", "bally", "baldini", "balck", "balcer", "balash", "baim", "bailor", "bahm", "bahar", "bagshaw", "baggerly", "badie", "badal", "backues", "babino", "aydelott", "awbrey", "aversano", "avansino", "auyon", "aukamp", "aujla", "augenstein", "astacio", "asplin", "asato", "asano", "aruizu", "artale", "arrick", "arneecher", "armelin", "armbrester", "armacost", "arkell", "argrave", "areizaga", "apolo", "anzures", "anzualda", "antwi", "antillon", "antenor", "annand", "anhalt", "angove", "anglemyer", "anglada", "angiano", "angeloni", "andaya", "ancrum", "anagnos", "ammirati", "amescua", "ambrosius", "amacker", "amacher", "amabile", "alvizo", "alvernaz", "alvara", "altobelli", "altobell", "althauser", "alterman", "altavilla", "alsip", "almeyda", "almeter", "alman", "allscheid", "allaman", "aliotta", "aliberti", "alghamdi", "albiston", "alberding", "alarie", "alano", "ailes", "ahsan", "ahrenstorff", "ahler", "aerni", "ackland", "achor", "acero", "acebo", "abshier", "abruzzo", "abrom", "abood", "abnet", "abend", "abegg", "abbruzzese", "aaberg", "zysk", "zutell", "zumstein", "zummo", "zuhlke", "zuehlsdorff", "zuch", "zucconi", "zortman", "zohn", "zingone", "zingg", "zingale", "zima", "zientek", "zieg", "zervas", "zerger", "zenk", "zeldin", "zeiss", "zeiders", "zediker", "zavodny", "zarazua", "zappone", "zappala", "zapanta", "zaniboni", "zanchi", "zampedri", "zaller", "zakrajsek", "zagar", "zadrozny", "zablocki", "zable", "yust", "yunk", "youngkin", "yosten", "yockers", "yochim", "yerke", "yerena", "yanos", "wysinger", "wyner", "wrisley", "woznicki", "wortz", "worsell", "wooters", "woon", "woolcock", "woodke", "wonnacott", "wolnik", "wittstock", "witting", "witry", "witfield", "witcraft", "wissmann", "wissink", "wisehart", "wiscount", "wironen", "wipf", "winterrowd", "wingett", "windon", "windish", "windisch", "windes", "wiltbank", "willmarth", "wiler", "wieseler", "wiedmaier", "wiederstein", "wiedenheft", "wieberg", "wickware", "wickkiser", "wickell", "whittmore", "whitker", "whitegoat", "whitcraft", "whisonant", "whisby", "whetsell", "whedon", "westry", "westcoat", "wernimont", "wentling", "wendlandt", "wencl", "weisgarber", "weininger", "weikle", "weigold", "weigl", "weichbrodt", "wehrli", "wehe", "weege", "weare", "watland", "wassmann", "warzecha", "warrix", "warrell", "warnack", "waples", "wantland", "wanger", "wandrei", "wanat", "wampole", "waltjen", "walterscheid", "waligora", "walding", "waldie", "walczyk", "wakins", "waitman", "wair", "wainio", "wahpekeche", "wahlman", "wagley", "wagenknecht", "wadle", "waddoups", "wadding", "vuono", "vuillemot", "vugteveen", "vosmus", "vorkink", "vories", "vondra", "voelz", "vlashi", "vitelli", "vitali", "viscarra", "vinet", "vimont", "villega", "villard", "vignola", "viereck", "videtto", "vicoy", "vessell", "vescovi", "verros", "vernier", "vernaglia", "vergin", "verdone", "verdier", "verastequi", "vejar", "vasile", "vasi", "varnadore", "vardaro", "vanzanten", "vansumeren", "vanschuyver", "vanleeuwen", "vanhowe", "vanhoozer", "vaness", "vandewalker", "vandevoorde", "vandeveer", "vanderzwaag", "vanderweide", "vanderhyde", "vandellen", "vanamburg", "vanalst", "vallin", "valk", "valentini", "valcarcel", "valasco", "valadao", "vacher", "urquijo", "unterreiner", "unsicker", "unser", "unrau", "undercoffler", "uffelman", "uemura", "ueda", "tyszko", "tyska", "tymon", "tyce", "tyacke", "twinam", "tutas", "tussing", "turmel", "turkowski", "turkel", "turchetta", "tupick", "tukes", "tufte", "tufo", "tuey", "tuell", "tuckerman", "tsutsumi", "tsuchiya", "trossbach", "trivitt", "trippi", "trippensee", "trimbach", "trillo", "triller", "trible", "tribby", "trevisan", "tresch", "tramonte", "traff", "trad", "tousey", "totaro", "torregrosa", "torralba", "tolly", "tofil", "tofani", "tobiassen", "tiogangco", "tino", "tinnes", "tingstrom", "tingen", "tindol", "tifft", "tiffee", "tiet", "thuesen", "thruston", "throndson", "thornsbury", "thornes", "thiery", "thielman", "thie", "theilen", "thede", "thate", "thane", "thalacker", "thaden", "teuscher", "terracina", "terell", "terada", "tepfer", "tenneson", "temores", "temkin", "telleria", "teaque", "tealer", "teachey", "tavakoli", "tauras", "taucher", "tartaglino", "tarpy", "tannery", "tani", "tams", "tamlin", "tambe", "tallis", "talamante", "takayama", "takaki", "taibl", "taffe", "tadesse", "tade", "tabeling", "tabag", "szoke", "szoc", "szala", "szady", "sysak", "sylver", "syler", "swonger", "swiggett", "swensson", "sweis", "sweers", "sweene", "sweany", "sweaney", "swartwout", "swamy", "swales", "susman", "surman", "sundblad", "summerset", "summerhays", "sumerall", "sule", "sugimoto", "subramanian", "sturch", "stupp", "stunkard", "stumpp", "struiksma", "stropes", "stromyer", "stromquist", "strede", "strazza", "strauf", "storniolo", "storjohann", "stonum", "stonier", "stonecypher", "stoneberger", "stollar", "stokke", "stokan", "stoetzel", "stoeckel", "stockner", "stockinger", "stockert", "stockdill", "stobbe", "stitzel", "stitely", "stirgus", "stigers", "stettner", "stettler", "sterlin", "sterbenz", "stemp", "stelluti", "steinmeyer", "steininger", "steinauer", "steigerwalt", "steider", "stavrou", "staufenberger", "stassi", "stankus", "stanaway", "stammer", "stakem", "staino", "stahlnecker", "stagnitta", "staelens", "staal", "srsen", "sprott", "sprigg", "sprenkle", "sprenkel", "spreitzer", "spraque", "sprandel", "sporn", "spivak", "spira", "spiewak", "spieth", "spiering", "sperow", "speh", "specking", "spease", "spead", "sparger", "spanier", "spall", "sower", "southcott", "sosna", "soran", "sookram", "sonders", "solak", "sohr", "sohl", "sofranko", "soderling", "sochor", "sobon", "smutz", "smudrick", "smithj", "smid", "slosser", "sliker", "slenker", "sleger", "slaby", "skousen", "skilling", "skibinski", "skees", "skane", "skafidas", "sivic", "sivertsen", "sivers", "sitra", "sito", "siracusa", "sinicki", "simpers", "simley", "simbeck", "silberberg", "siever", "siegwarth", "sidman", "siddle", "sibbett", "shumard", "shubrooks", "shough", "shorb", "shoptaw", "sholty", "shoffstall", "shiverdecker", "shininger", "shimasaki", "shifrin", "shiffler", "sheston", "sherr", "shere", "shepeard", "shelquist", "sheler", "shauf", "sharrar", "sharpnack", "shamsiddeen", "shambley", "shallenberger", "shadler", "shaban", "sferra", "seys", "sexauer", "sevey", "severo", "setlak", "seta", "sesko", "sersen", "serratore", "serdula", "senechal", "seldomridge", "seilhamer", "seifer", "seidlitz", "sehnert", "sedam", "sebron", "seber", "sebek", "seavers", "scullark", "scroger", "scovill", "sciascia", "sciarra", "schweers", "schwarze", "schummer", "schultes", "schuchardt", "schuchard", "schrieber", "schrenk", "schreifels", "schowalter", "schoultz", "scholer", "schofill", "schoff", "schnuerer", "schnettler", "schmitke", "schmiege", "schloop", "schlinger", "schlessman", "schlesser", "schlageter", "schiess", "schiefer", "schiavoni", "scherzer", "scherich", "schechtman", "schebel", "scharpman", "schaich", "schaap", "scappaticci", "scadlock", "savocchia", "savini", "savers", "savageau", "sauvage", "sause", "sauerwein", "sary", "sarwary", "sarnicola", "santone", "santoli", "santalucia", "santacruce", "sansoucie", "sankoff", "sanes", "sandri", "sanderman", "sammartano", "salmonson", "salmela", "salmans", "sallaz", "salis", "sakuma", "sakowski", "sajdak", "sahm", "sagredo", "safrit", "sackey", "sabio", "sabino", "rybolt", "ruzzo", "ruthstrom", "ruta", "russin", "russak", "rusko", "ruskin", "rusiecki", "ruscher", "rupar", "rumberger", "rullan", "ruliffson", "ruhlman", "rufenacht", "ruelle", "rudisell", "rudi", "rucci", "rublee", "ruberto", "rubeck", "rowett", "rottinghaus", "roton", "rothgeb", "rothgaber", "rothermich", "rostek", "rossini", "roskelley", "rosing", "rosi", "rosewell", "rosberg", "roon", "ronin", "romesburg", "romelus", "rolley", "rollerson", "rollefson", "rolins", "rolens", "rois", "rohrig", "rohrbacher", "rohland", "rohen", "rogness", "roes", "roering", "roehrick", "roebke", "rodregez", "rodabaugh", "rockingham", "roblee", "robel", "roadcap", "rizzolo", "riviezzo", "rivest", "riveron", "risto", "rissler", "rippentrop", "ripka", "rinn", "ringuette", "ringering", "rindone", "rindels", "rieffer", "riedman", "riede", "riecke", "riebow", "riddlebarger", "rhome", "rhodd", "rhatigan", "rhame", "reyers", "rewitzer", "revalee", "retzer", "rettinger", "reschke", "requa", "reper", "reopell", "renzelman", "renne", "renker", "renk", "renicker", "rendina", "rendel", "remund", "remmele", "remiasz", "remaklus", "remak", "reitsma", "reitmeier", "reiswig", "reishus", "reining", "reim", "reidinger", "reick", "reiche", "regans", "reffett", "reesor", "reekie", "redpath", "redditt", "rechtzigel", "recht", "rearden", "raynoso", "raxter", "ratkowski", "rasulo", "rassmussen", "rassel", "raser", "rappleye", "rappe", "randrup", "randleman", "ramson", "rampey", "radziewicz", "quirarte", "quintyne", "quickel", "quattrini", "quakenbush", "quaile", "pytel", "pushaw", "pusch", "purslow", "punzo", "pullam", "pugmire", "puello", "przekop", "pruss", "pruiett", "provow", "prophete", "procaccini", "pritz", "prillaman", "priess", "pretlow", "prestia", "presha", "prescod", "preast", "praytor", "prashad", "praino", "pozzi", "pottenger", "potash", "porada", "popplewell", "ponzo", "ponter", "pommier", "polland", "polidori", "polasky", "pola", "poisso", "poire", "pofahl", "podolsky", "podell", "plueger", "plowe", "plotz", "plotnik", "ploch", "pliska", "plessner", "plaut", "platzer", "plake", "pizzino", "pirog", "piquette", "pipho", "pioche", "pintos", "pinkert", "pinet", "pilkerton", "pilch", "pilarz", "pignataro", "piermatteo", "picozzi", "pickler", "pickette", "pichler", "philogene", "phare", "phang", "pfrogner", "pfisterer", "pettinelli", "petruzzi", "petrovic", "petretti", "petermeier", "pestone", "pesterfield", "pessin", "pesch", "persky", "perruzza", "perrott", "perritt", "perretti", "perrera", "peroutka", "peroni", "peron", "peret", "perdew", "perazzo", "peppe", "peno", "penberthy", "penagos", "peles", "pelech", "peiper", "peight", "pefferman", "peddie", "peckenpaugh", "pean", "payen", "pavloski", "pavlica", "paullin", "patteson", "passon", "passey", "passalacqua", "pasquini", "paskel", "partch", "parriott", "parrella", "parraz", "parmely", "parizo", "papelian", "papasergi", "pantojz", "panto", "panich", "panchal", "palys", "pallone", "palinski", "pali", "palevic", "pagels", "paciorek", "pacho", "pacella", "paar", "ozbun", "overweg", "overholser", "ovalles", "outcalt", "otterbein", "otta", "ostergren", "osher", "osbon", "orzech", "orwick", "orrico", "oropesa", "ormes", "orillion", "onorati", "onnen", "omary", "olding", "okonski", "okimoto", "ohlrich", "ohayon", "oguin", "ogley", "oftedahl", "offen", "ofallon", "oeltjen", "odam", "ockmond", "ockimey", "obermeyer", "oberdorf", "obanner", "oballe", "oard", "oakden", "nyhan", "nydam", "numan", "noyer", "notte", "nothstein", "notestine", "noser", "nork", "nolde", "nishihara", "nishi", "nikolic", "nihart", "nietupski", "niesen", "niehus", "nidiffer", "nicoulin", "nicolaysen", "nicklow", "nickl", "nickeson", "nichter", "nicholl", "ngyun", "newsham", "newmann", "neveux", "neuzil", "neumayer", "netland", "nessen", "nesheim", "nelli", "nelke", "necochea", "nazari", "navorro", "navarez", "navan", "natter", "natt", "nater", "nasta", "narvaiz", "nardelli", "napp", "nakahara", "nairn", "nagg", "nager", "nagano", "nafziger", "naffziger", "nadelson", "muzzillo", "murri", "murrey", "murgia", "murcia", "muno", "munier", "mulqueen", "mulliniks", "mulkins", "mulik", "muhs", "muffley", "moynahan", "mounger", "mottley", "motil", "moseman", "moseby", "mosakowski", "mortell", "morrisroe", "morrero", "mormino", "morland", "morger", "morgenthaler", "moren", "morelle", "morawski", "morasca", "morang", "morand", "moog", "montney", "montera", "montee", "montane", "montagne", "mons", "monohan", "monnett", "monkhouse", "moncure", "momphard", "molyneaux", "molles", "mollenkopf", "molette", "mohs", "mohmand", "mohlke", "moessner", "moers", "mockus", "moccio", "mlinar", "mizzelle", "mittler", "mitri", "mitchusson", "mitchen", "mistrot", "mistler", "misch", "miriello", "minkin", "mininger", "minerich", "minehart", "minderman", "minden", "minahan", "milonas", "millon", "millholland", "milleson", "millerbernd", "millage", "militante", "milionis", "milhoan", "mildenberger", "milbury", "mikolajczak", "miklos", "mikkola", "migneault", "mifsud", "mietus", "mieszala", "mielnicki", "midy", "michon", "michioka", "micheau", "michaeli", "micali", "methe", "metallo", "messler", "mesch", "merow", "meroney", "mergenthaler", "meres", "menuey", "menousek", "menning", "menn", "menghini", "mendia", "memmer", "melot", "mellenthin", "melland", "meland", "meixner", "meisenheimer", "meineke", "meinders", "mehrens", "mehlig", "meglio", "medsker", "medero", "mederios", "meabon", "mcwright", "mcright", "mcreath", "mcrary", "mcquirter", "mcquerry", "mcquary", "mcphie", "mcnurlen", "mcnelley", "mcnee", "mcnairy", "mcmanamy", "mcmahen", "mckowen", "mckiver", "mckinlay", "mckearin", "mcirvin", "mcintrye", "mchorse", "mchaffie", "mcgroarty", "mcgoff", "mcgivern", "mceniry", "mcelhiney", "mcdiarmid", "mccullars", "mccubbins", "mccrimon", "mccovery", "mccommons", "mcclour", "mccarrick", "mccarey", "mccallen", "mcbrien", "mcarthy", "mayone", "maybin", "maxam", "maurais", "maughn", "matzek", "matts", "matin", "mathre", "mathia", "mateen", "matava", "masso", "massar", "massanet", "masingale", "mascaro", "marthaler", "martes", "marso", "marshman", "marsalis", "marrano", "marolt", "marold", "markins", "margulis", "mardirosian", "marchiano", "marchak", "marandola", "marana", "manues", "mante", "mansukhani", "mansi", "mannan", "maniccia", "mangine", "manery", "mandigo", "mancell", "mamo", "malstrom", "malouf", "malenfant", "maldenado", "malandruccolo", "malak", "malabanan", "makino", "maisonave", "mainord", "maino", "mainard", "maillard", "mahmud", "mahdi", "mahapatra", "mahaley", "mahaffy", "magouirk", "maglaras", "magat", "maga", "maffia", "madrazo", "madrano", "maditz", "mackert", "mackellar", "mackell", "macht", "macchia", "maccarthy", "maahs", "lytal", "luzar", "luzader", "lutjen", "lunger", "lunan", "luma", "lukins", "luhmann", "luers", "ludvigsen", "ludlam", "ludemann", "luchini", "lucente", "lubrano", "lubow", "luber", "lubeck", "lowing", "loven", "loup", "louge", "losco", "lorts", "lormand", "lorenzetti", "longford", "longden", "longbrake", "lokhmatov", "loge", "loeven", "loeser", "locey", "locatelli", "litka", "lista", "lisonbee", "lisenbee", "liscano", "liranzo", "liquori", "liptrot", "lionetti", "linscomb", "linkovich", "linington", "lingefelt", "lindler", "lindig", "lindall", "lincks", "linander", "linan", "limburg", "limbrick", "limbach", "likos", "lighthall", "liford", "lietzke", "liebe", "liddicoat", "lickley", "lichter", "liapis", "lezo", "lewan", "levitz", "levesgue", "leverson", "levander", "leuthauser", "letbetter", "lesuer", "lesmeister", "lesly", "lerer", "leppanen", "lepinski", "lenherr", "lembrick", "lelonek", "leisten", "leiss", "leins", "leingang", "leinberger", "leinbach", "leikam", "leidig", "lehtonen", "lehnert", "lehew", "legier", "lefchik", "lecy", "leconte", "lecher", "lebrecht", "leaper", "lawter", "lawrenz", "lavy", "laur", "lauderbaugh", "lauden", "laudato", "latting", "latsko", "latini", "lassere", "lasseigne", "laspina", "laso", "laslie", "laskowitz", "laske", "lasenby", "lascola", "lariosa", "larcade", "lapete", "laperouse", "lanuza", "lanting", "lantagne", "lansdale", "lanphier", "langmaid", "langella", "lanese", "landrus", "lampros", "lamens", "laizure", "laitinen", "laigle", "lahm", "lagueux", "lagorio", "lagomarsino", "lagasca", "lagana", "lafont", "laflen", "lafavor", "lafarge", "laducer", "ladnier", "ladesma", "lacognata", "lackland", "lacerte", "labuff", "laborin", "labine", "labauve", "kuzio", "kusterer", "kussman", "kusel", "kusch", "kurutz", "kurdyla", "kupka", "kunzler", "kunsman", "kuni", "kuney", "kunc", "kulish", "kuliga", "kulaga", "kuilan", "kuhre", "kuhnke", "kuemmerle", "kueker", "kudla", "kudelka", "kubinski", "kubicki", "kubal", "krzyzanowski", "krupicka", "krumwiede", "krumme", "kropidlowski", "krokos", "kroell", "kritzer", "kribs", "kreitlow", "kreisher", "kraynak", "krass", "kranzler", "kramb", "kozyra", "kozicki", "kovalik", "kovalchik", "kovacevic", "kotula", "kotrba", "koteles", "kosowski", "koskela", "kosiba", "koscinski", "kosch", "korab", "kopple", "kopper", "koppelman", "koppel", "konwinski", "kolosky", "koloski", "kolinsky", "kolinski", "kolbeck", "kolasa", "koepf", "koda", "kochevar", "kochert", "kobs", "knust", "knueppel", "knoy", "knieriem", "knier", "kneller", "knappert", "klitz", "klintworth", "klinkenberg", "klinck", "kleindienst", "kleeb", "klecker", "kjellberg", "kitsmiller", "kisor", "kisiel", "kise", "kirbo", "kinzle", "kingsford", "kingry", "kimpton", "kimel", "killmon", "killick", "kilgallon", "kilcher", "kihn", "kiggins", "kiecker", "kher", "khaleel", "keziah", "kettell", "ketchen", "keshishian", "kersting", "kersch", "kerins", "kercher", "kenefick", "kemph", "kempa", "kelsheimer", "kelln", "kellenberger", "kekahuna", "keisling", "keirnan", "keimig", "kehn", "keal", "kaupp", "kaufhold", "kauffmann", "katzenberg", "katona", "kaszynski", "kaszuba", "kassebaum", "kasa", "kartye", "kartchner", "karstens", "karpinsky", "karmely", "karel", "karasek", "kapral", "kaper", "kanelos", "kanahele", "kampmann", "kampe", "kalp", "kallus", "kallevig", "kallen", "kaliszewski", "kaleohano", "kalchthaler", "kalama", "kalahiki", "kaili", "kahawai", "kagey", "justiss", "jurkowski", "jurgensmeyer", "juilfs", "jopling", "jondahl", "jomes", "joice", "johannessen", "joeckel", "jezewski", "jezek", "jeswald", "jervey", "jeppsen", "jenniges", "jennett", "jemmott", "jeffs", "jaurequi", "janisch", "janick", "jacek", "jacaruso", "iwanicki", "ishihara", "isenberger", "isbister", "iruegas", "inzer", "inyart", "inscore", "innocenti", "inglish", "infantolino", "indovina", "inaba", "imondi", "imdieke", "imbert", "illes", "iarocci", "iannucci", "huver", "hutley", "husser", "husmann", "hupf", "huntsberger", "hunnewell", "hullum", "huit", "huish", "hughson", "huft", "hufstetler", "hueser", "hudnell", "hovden", "housen", "houghtling", "hossack", "hoshaw", "horsford", "horry", "hornbacher", "hoppenstedt", "hopkinson", "honza", "homann", "holzmeister", "holycross", "holverson", "holtzlander", "holroyd", "holmlund", "holderness", "holderfield", "holck", "hojnacki", "hohlfeld", "hohenberger", "hoganson", "hogancamp", "hoffses", "hoerauf", "hoell", "hoefert", "hodum", "hoder", "hockenbury", "hoage", "hisserich", "hislip", "hirons", "hippensteel", "hippen", "hinkston", "hindes", "hinchcliff", "himmel", "hillberry", "hildring", "hiester", "hiefnar", "hibberd", "hibben", "heyliger", "heyl", "heyes", "hevia", "hettrick", "hert", "hersha", "hernandz", "herkel", "herber", "henscheid", "hennesy", "henly", "henegan", "henebry", "hench", "hemsath", "hemm", "hemken", "hemann", "heltzel", "hellriegel", "hejny", "heinl", "heinke", "heidinger", "hegeman", "hefferan", "hedglin", "hebdon", "hearnen", "heape", "heagy", "headings", "headd", "hazelbaker", "havlick", "hauschildt", "haury", "hassenfritz", "hasenbeck", "haseltine", "hartstein", "hartry", "hartnell", "harston", "harpool", "harmen", "hardister", "hardey", "harders", "harbolt", "harbinson", "haraway", "haque", "hansmann", "hanser", "hansch", "hansberry", "hankel", "hanigan", "haneline", "hampe", "hamons", "hammerstone", "hammerle", "hamme", "hammargren", "hamelton", "hamberger", "hamasaki", "halprin", "halman", "hallihan", "haldane", "haifley", "hages", "hagadorn", "hadwin", "habicht", "habermehl", "gyles", "gutzman", "gutekunst", "gustason", "gusewelle", "gurnsey", "gurnee", "gunterman", "gumina", "gulliver", "gulbrandson", "guiterez", "guerino", "guedry", "gucwa", "guardarrama", "guagliano", "guadagno", "grulke", "groote", "groody", "groft", "groeneweg", "grochow", "grippe", "grimstead", "griepentrog", "greenfeld", "greenaway", "grebe", "graziosi", "graw", "gravina", "grassie", "granzow", "grandjean", "granby", "gramacy", "gozalez", "goyer", "gotch", "gosden", "gorny", "gormont", "goodgion", "gonya", "gonnerman", "gompert", "golish", "goligoski", "goldmann", "goike", "goetze", "godeaux", "glaza", "glassel", "glaspy", "glander", "giumarro", "gitelman", "gisondi", "gismondi", "girvan", "girten", "gironda", "giovinco", "ginkel", "gilster", "giesy", "gierman", "giddins", "giardini", "gianino", "ghea", "geurin", "gett", "getson", "gerrero", "germond", "gentsy", "genta", "gennette", "genito", "genis", "gendler", "geltz", "geiss", "gehret", "gegenheimer", "geffert", "geeting", "gebel", "gavette", "gavenda", "gaumond", "gaudioso", "gatzke", "gatza", "gattshall", "gaton", "gatchel", "gasperi", "gaska", "gasiorowski", "garritson", "garrigus", "garnier", "garnick", "gardinier", "gardenas", "garcy", "garate", "gandolfi", "gamm", "gamel", "gambel", "gallmon", "gallemore", "gallati", "gainous", "gainforth", "gahring", "gaffey", "gaebler", "gadzinski", "gadbury", "gabri", "gaba", "fyke", "furtaw", "furnas", "furcron", "funn", "funck", "fulwood", "fulvio", "fullmore", "fukumoto", "fuest", "fuery", "frymire", "frush", "frohlich", "froedge", "frodge", "fritzinger", "fricker", "frericks", "frein", "freid", "freggiaro", "fratto", "franzi", "franciscus", "fralix", "fowble", "fotheringham", "foslien", "foshie", "fortmann", "forsey", "forkner", "foppiano", "fontanetta", "fonohema", "fogler", "fockler", "fluty", "flusche", "flud", "flori", "flenory", "fleharty", "fleeks", "flaxman", "fiumara", "fitzmorris", "finnicum", "finkley", "fineran", "fillhart", "filipi", "fijal", "fieldson", "ficarra", "festerman", "ferryman", "ferner", "fergason", "ferell", "fennern", "femmer", "feldmeier", "feeser", "feenan", "federick", "fedak", "febbo", "feazell", "fazzone", "fauth", "fauset", "faurote", "faulker", "faubion", "fatzinger", "fasick", "fanguy", "fambrough", "falks", "fahl", "faaita", "exler", "ewens", "estrado", "esten", "esteen", "esquivez", "espejo", "esmiol", "esguerra", "esco", "ertz", "erspamer", "ernstes", "erisman", "erhard", "ereaux", "ercanbrack", "erbes", "epple", "entsminger", "entriken", "enslow", "ennett", "engquist", "englebert", "englander", "engesser", "engert", "engeman", "enge", "enerson", "emhoff", "emge", "elting", "ellner", "ellenberg", "ellenbecker", "elio", "elfert", "elawar", "ekstrand", "eison", "eismont", "eisenbrandt", "eiseman", "eischens", "ehrgott", "egley", "egert", "eddlemon", "eckerson", "eckersley", "eckberg", "echeverry", "eberts", "earthman", "earnhart", "eapen", "eachus", "dykas", "dusi", "durning", "durdan", "dunomes", "duncombe", "dume", "dullen", "dullea", "dulay", "duffett", "dubs", "dubard", "drook", "drenth", "drahos", "dragone", "downin", "downham", "dowis", "dowhower", "doward", "dovalina", "dopazo", "donson", "donnan", "dominski", "dollarhide", "dolinar", "dolecki", "dolbee", "doege", "dockus", "dobkin", "dobias", "divoll", "diviney", "ditter", "ditman", "dissinger", "dismang", "dirlam", "dinneen", "dini", "dingwall", "diloreto", "dilmore", "dillaman", "dikeman", "diiorio", "dighton", "diffley", "dieudonne", "dietel", "dieringer", "diercks", "dienhart", "diekrager", "diefendorf", "dicke", "dicamillo", "dibrito", "dibona", "dezeeuw", "dewhurst", "devins", "deviney", "deupree", "detherage", "despino", "desmith", "desjarlais", "deshner", "desha", "desanctis", "derring", "derousse", "derobertis", "deridder", "derego", "derden", "deprospero", "deprofio", "depping", "deperro", "denty", "denoncourt", "dencklau", "demler", "demirchyan", "demichiel", "demesa", "demere", "demaggio", "delung", "deluise", "delmoral", "delmastro", "delmas", "delligatti", "delle", "delasbour", "delarme", "delargy", "delagrange", "delafontaine", "deist", "deiss", "deighan", "dehoff", "degrazia", "degman", "defosses", "deforrest", "deeks", "decoux", "decarolis", "debuhr", "deberg", "debarr", "debari", "dearmon", "deare", "deardurff", "daywalt", "dayer", "davoren", "davignon", "daviau", "dauteuil", "dauterive", "daul", "darnley", "darakjy", "dapice", "dannunzio", "danison", "daniello", "damario", "dalonzo", "dallis", "daleske", "dalenberg", "daiz", "dains", "daines", "dagnese", "dady", "dadey", "czyzewski", "czapor", "czaplewski", "czajka", "cyganiewicz", "cuttino", "cutrona", "cussins", "cusanelli", "cuperus", "cundy", "cumiskey", "cumins", "cuizon", "cuffia", "cuffe", "cuffari", "cuccaro", "cubie", "cryder", "cruson", "crounse", "cromedy", "cring", "creer", "credeur", "crea", "cozort", "cozine", "cowee", "cowdery", "couser", "courtway", "courington", "cotman", "costlow", "costell", "corton", "corsaro", "corrieri", "corrick", "corradini", "coron", "coren", "corbi", "corado", "copus", "coppenger", "cooperwood", "coontz", "coonce", "contrera", "connealy", "conell", "comtois", "compere", "commins", "commings", "comegys", "colyar", "colo", "collister", "collick", "collella", "coler", "colborn", "cohran", "cogbill", "coffen", "cocuzzo", "clynes", "closter", "clipp", "clingingsmith", "clemence", "clayman", "classon", "clas", "clarey", "clague", "ciubal", "citrino", "citarella", "cirone", "cipponeri", "cindrich", "cimo", "ciliberto", "cichowski", "ciccarello", "cicala", "chura", "chubbuck", "chronis", "christlieb", "chizek", "chittester", "chiquito", "chimento", "childree", "chianese", "chevrette", "checo", "chastang", "chargualaf", "chapmon", "chantry", "chahal", "chafetz", "cezar", "ceruantes", "cerrillo", "cerrano", "cerecedes", "cerami", "cegielski", "cavallero", "catinella", "cassata", "caslin", "casano", "casacchia", "caruth", "cartrette", "carten", "carodine", "carnrike", "carnall", "carmicle", "carlan", "carlacci", "caris", "cariaga", "cardine", "cardimino", "cardani", "carbonara", "capua", "capponi", "cappellano", "caporale", "canupp", "cantrel", "cantone", "canterberry", "cannizzo", "cannan", "canelo", "caneer", "candill", "candee", "campbel", "caminero", "camble", "caluya", "callicott", "calk", "caito", "caffie", "caden", "cadavid", "cacy", "cachu", "cachola", "cabreja", "cabiles", "cabada", "caamano", "byran", "byon", "buyck", "bussman", "bussie", "bushner", "burston", "burnison", "burkman", "burkhammer", "bures", "burdeshaw", "bumpass", "bullinger", "bullers", "bulgrin", "bugay", "budak", "buczynski", "buckendorf", "buccieri", "bubrig", "brynteson", "brunz", "brunmeier", "brunkow", "brunetto", "brunelli", "brumwell", "bruggman", "brucki", "brucculeri", "brozovich", "browing", "brotman", "brocker", "broadstreet", "brix", "britson", "brinck", "brimmage", "brierre", "bridenstine", "brezenski", "brezee", "brevik", "brentlinger", "brentley", "breidenbach", "breckel", "brech", "brazzle", "braughton", "brauch", "brattin", "brattain", "branhan", "branford", "braner", "brander", "braly", "braegelmann", "brabec", "boyt", "boyack", "bowren", "bovian", "boughan", "botton", "botner", "bosques", "borzea", "borre", "boron", "bornhorst", "borgstrom", "borella", "bontempo", "bonniwell", "bonnes", "bonillo", "bonano", "bolek", "bohol", "bohaty", "boffa", "boetcher", "boesen", "boepple", "boehler", "boedecker", "boeckx", "bodi", "boal", "bloodsworth", "bloodgood", "blome", "blockett", "blixt", "blanchett", "blackhurst", "blackaby", "bjornberg", "bitzer", "bittenbender", "bitler", "birchall", "binnicker", "binggeli", "billett", "bilberry", "biglow", "bierly", "bielby", "biegel", "berzas", "berte", "bertagnolli", "berreth", "bernhart", "bergum", "berentson", "berdy", "bercegeay", "bentle", "bentivegna", "bentham", "benscoter", "benns", "bennick", "benjamine", "beneze", "benett", "beneke", "bendure", "bendix", "bendick", "benauides", "belman", "bellus", "bellott", "bellefleur", "bellas", "beljan", "belgard", "beith", "beinlich", "beierle", "behme", "beevers", "beermann", "beeching", "bedward", "bedrosian", "bedner", "bedeker", "bechel", "becera", "beaubrun", "beardmore", "bealmear", "bazin", "bazer", "baumhoer", "baumgarner", "bauknecht", "battson", "battiest", "basulto", "baster", "basques", "basista", "basiliere", "bashi", "barzey", "barz", "bartus", "bartucca", "bartek", "barrero", "barreca", "barnoski", "barndt", "barklow", "baribeau", "barette", "bares", "barentine", "bareilles", "barbre", "barberi", "barbagelata", "baraw", "baratto", "baranoski", "baptise", "bankson", "bankey", "bankard", "banik", "baltzley", "ballen", "balkey", "balius", "balderston", "bakula", "bakalar", "baffuto", "baerga", "badoni", "backous", "bachtel", "bachrach", "baccari", "babine", "babilonia", "baar", "azbill", "azad", "aycox", "ayalla", "avolio", "austerberry", "aughtry", "aufderheide", "auch", "attanasio", "athayde", "atcher", "asselta", "aslin", "aslam", "ashwood", "ashraf", "ashbacher", "asbridge", "asakura", "arzaga", "arriaza", "arrez", "arrequin", "arrants", "armiger", "armenteros", "armbrister", "arko", "argumedo", "arguijo", "ardolino", "arcia", "arbizo", "aravjo", "aper", "anzaldo", "antu", "antrikin", "antonetty", "antinoro", "anthon", "antenucci", "anstead", "annese", "ankrum", "andreason", "andrado", "andaverde", "anastos", "anable", "amspoker", "amrine", "amrein", "amorin", "amel", "ambrosini", "alsbrook", "alnutt", "almasi", "allessio", "allateef", "aldous", "alderink", "aldaz", "akmal", "akard", "aiton", "aites", "ainscough", "aikey", "ahrends", "ahlm", "aguada", "agans", "adelmann", "addesso", "adaway", "adamaitis", "ackison", "abud", "abendroth", "abdur", "abdool", "aamodt", "zywiec", "zwiefelhofer", "zwahlen", "zunino", "zuehl", "zmuda", "zmolek", "zizza", "ziska", "zinser", "zinkievich", "zinger", "zingarelli", "ziesmer", "ziegenfuss", "ziebol", "zettlemoyer", "zettel", "zervos", "zenke", "zembower", "zelechowski", "zelasko", "zeise", "zeek", "zeeb", "zarlenga", "zarek", "zaidi", "zahnow", "zahnke", "zaharis", "zacate", "zabrocki", "zaborac", "yurchak", "yuengling", "younie", "youngers", "youell", "yott", "yoshino", "yorks", "yordy", "yochem", "yerico", "yerdon", "yeiser", "yearous", "yearick", "yeaney", "ybarro", "yasutake", "yasin", "yanke", "yanish", "yanik", "yamazaki", "yamat", "yaggi", "ximenez", "wyzard", "wynder", "wyly", "wykle", "wutzke", "wuori", "wuertz", "wuebker", "wrightsel", "worobel", "worlie", "worford", "worek", "woolson", "woodrome", "woodly", "woodling", "wontor", "wondra", "woltemath", "wollmer", "wolinski", "wolfert", "wojtanik", "wojtak", "wohlfarth", "woeste", "wobbleton", "witz", "wittmeyer", "witchey", "wisotzkey", "wisnewski", "wisman", "wirch", "wippert", "wineberg", "wimpee", "wilusz", "wiltsey", "willig", "williar", "willers", "willadsen", "wildhaber", "wilday", "wigham", "wiewel", "wieting", "wietbrock", "wiesel", "wiesehan", "wiersema", "wiegert", "widney", "widmark", "wickson", "wickings", "wichern", "whtie", "whittie", "whitlinger", "whitfill", "whitebread", "whispell", "whetten", "wheeley", "wheeles", "wheelen", "whatcott", "weyland", "weter", "westrup", "westphalen", "westly", "westland", "wessler", "wesolick", "wesler", "wesche", "werry", "wero", "wernecke", "werkhoven", "wellspeak", "wellings", "welford", "welander", "weissgerber", "weisheit", "weins", "weill", "weigner", "wehrmann", "wehrley", "wehmeier", "wege", "weers", "weavers", "watring", "wassum", "wassman", "wassil", "washabaugh", "wascher", "warth", "warbington", "wanca", "wammack", "wamboldt", "walterman", "walkington", "walkenhorst", "walinski", "wakley", "wagg", "wadell", "vuckovich", "voogd", "voller", "vokes", "vogle", "vogelsberg", "vodicka", "vissering", "vipond", "vincik", "villalona", "vickerman", "vettel", "veteto", "vesperman", "vesco", "vertucci", "versaw", "verba", "ventris", "venecia", "vendela", "venanzi", "veldhuizen", "vehrs", "vaughen", "vasilopoulos", "vascocu", "varvel", "varno", "varlas", "varland", "vario", "vareschi", "vanwyhe", "vanweelden", "vansciver", "vannaman", "vanluven", "vanloo", "vanlaningham", "vankomen", "vanhout", "vanhampler", "vangorp", "vangorden", "vanella", "vandresar", "vandis", "vandeyacht", "vandewerker", "vandevsen", "vanderwall", "vandercook", "vanderberg", "vanbergen", "valko", "valesquez", "valeriano", "valen", "vachula", "vacha", "uzee", "uselman", "urizar", "urion", "urben", "upthegrove", "unzicker", "unsell", "unick", "umscheid", "umin", "umanzor", "ullo", "ulicki", "uhlir", "uddin", "tytler", "tymeson", "tyger", "twisdale", "twedell", "tweddle", "turrey", "tures", "turell", "tupa", "tuitt", "tuberville", "tryner", "trumpower", "trumbore", "troglen", "troff", "troesch", "trivisonno", "tritto", "tritten", "tritle", "trippany", "tringali", "tretheway", "treon", "trejos", "tregoning", "treffert", "traycheff", "travali", "trauth", "trauernicht", "transou", "trane", "trana", "toves", "tosta", "torp", "tornquist", "tornes", "torchio", "toor", "tooks", "tonks", "tomblinson", "tomala", "tollinchi", "tolles", "tokich", "tofte", "todman", "titze", "timpone", "tillema", "tienken", "tiblier", "thyberg", "thursby", "thurrell", "thurm", "thruman", "thorsted", "thorley", "thomer", "thoen", "thissen", "theimer", "thayn", "thanpaeng", "thammavongsa", "thalman", "texiera", "texidor", "teverbaugh", "teska", "ternullo", "teplica", "tepe", "teno", "tenholder", "tenbusch", "tenbrink", "temby", "tejedor", "teitsworth", "teichmann", "tehan", "tegtmeyer", "tees", "teem", "tays", "taubert", "tauares", "taschler", "tartamella", "tarquinio", "tarbutton", "tappendorf", "tapija", "tansil", "tannahill", "tamondong", "talahytewa", "takashima", "taecker", "tabora", "tabin", "tabbert", "szymkowski", "szymanowski", "syversen", "syrett", "synnott", "sydnes", "swimm", "sweney", "swearegene", "swartzel", "swanstrom", "svedin", "suryan", "supplice", "supnet", "suoboda", "sundby", "sumaya", "sumabat", "sulzen", "sukovaty", "sukhu", "sugerman", "sugalski", "sudweeks", "sudbeck", "sucharski", "stutheit", "stumfoll", "stuffle", "struyk", "strutz", "strumpf", "strowbridge", "strothman", "strojny", "strohschein", "stroffolino", "stribble", "strevel", "strenke", "stremming", "strehle", "stranak", "stram", "stracke", "stoudamire", "storks", "stopp", "stonebreaker", "stolt", "stoica", "stofer", "stockham", "stockfisch", "stjuste", "stiteler", "stiman", "stillions", "stillabower", "stierle", "sterlace", "sterk", "stepps", "stenquist", "stenner", "stellman", "steines", "steinbaugh", "steinbacher", "steiling", "steidel", "steffee", "stavinoha", "staver", "stastny", "stasiuk", "starrick", "starliper", "starlin", "staniford", "staner", "standre", "standefer", "standafer", "stanczyk", "stallsmith", "stagliano", "staehle", "staebler", "stady", "stadtmiller", "squyres", "spurbeck", "sprunk", "spranger", "spoonamore", "spoden", "spilde", "spezio", "speros", "sperandio", "specchio", "spearin", "spayer", "spallina", "spadafino", "sovie", "sotello", "sortor", "sortino", "soros", "sorola", "sorbello", "sonner", "sonday", "somes", "soloway", "soens", "soellner", "soderblom", "sobin", "sniezek", "sneary", "smyly", "smutnick", "smoots", "smoldt", "smitz", "smitreski", "smallen", "smades", "slunaker", "sluka", "slown", "slovick", "slocomb", "slinger", "slife", "sleeter", "slanker", "skufca", "skubis", "skrocki", "skov", "skjei", "skilton", "skarke", "skalka", "skalak", "skaff", "sixkiller", "sitze", "siter", "sisko", "sirman", "sirls", "sinotte", "sinon", "sincock", "sincebaugh", "simmoms", "similien", "silvius", "silton", "silloway", "sikkema", "sieracki", "sienko", "siemon", "siemer", "siefker", "sieberg", "siebens", "siebe", "sicurella", "sicola", "sickle", "shumock", "shumiloff", "shuffstall", "shuemaker", "shuart", "shroff", "shreeve", "shostak", "shortes", "shorr", "shivley", "shintaku", "shindo", "shimomura", "shiigi", "sherow", "sherburn", "shepps", "shenefield", "shelvin", "shelstad", "shelp", "sheild", "sheaman", "shaulis", "sharrer", "sharps", "sharpes", "shappy", "shapero", "shanor", "shandy", "seyller", "severn", "sessom", "sesley", "servidio", "serrin", "sero", "septon", "septer", "sennott", "sengstock", "senff", "senese", "semprini", "semone", "sembrat", "selva", "sella", "selbig", "seiner", "seif", "seidt", "sehrt", "seemann", "seelbinder", "sedlay", "sebert", "seaholm", "seacord", "seaburg", "scungio", "scroggie", "scritchfield", "scrimpsher", "scrabeck", "scorca", "scobey", "scivally", "schwulst", "schwinn", "schwieson", "schwery", "schweppe", "schwartzenbur", "schurz", "schumm", "schulenburg", "schuff", "schuerholz", "schryer", "schrager", "schorsch", "schonhardt", "schoenfelder", "schoeck", "schoeb", "schnitzler", "schnick", "schnautz", "schmig", "schmelter", "schmeichel", "schluneger", "schlosberg", "schlobohm", "schlenz", "schlembach", "schleisman", "schleining", "schleiff", "schleider", "schink", "schilz", "schiffler", "schiavi", "scheuer", "schemonia", "scheman", "schelb", "schaul", "schaufelberge", "scharer", "schardt", "scharbach", "schabacker", "scee", "scavone", "scarth", "scarfone", "scalese", "sayne", "sayed", "savitz", "satterlund", "sattazahn", "satow", "sastre", "sarr", "sarjeant", "sarff", "sardella", "santoya", "santoni", "santai", "sankowski", "sanft", "sandow", "sandoe", "sandhaus", "sandefer", "sampey", "samperi", "sammarco", "samia", "samek", "samay", "samaan", "salvadore", "saltness", "salsgiver", "saller", "salaz", "salano", "sakal", "saka", "saintlouis", "saile", "sahota", "saggese", "sagastume", "sadri", "sadak", "sachez", "saalfrank", "saal", "saadeh", "rynn", "ryley", "ryle", "rygg", "rybarczyk", "ruzich", "ruyter", "ruvo", "rupel", "ruopp", "rundlett", "runde", "rundall", "runck", "rukavina", "ruggiano", "rufi", "ruef", "rubright", "rubbo", "rowbottom", "rotner", "rotman", "rothweiler", "rothlisberger", "rosseau", "rossean", "rossa", "roso", "rosiek", "roshia", "rosenkrans", "rosener", "rosencrantz", "rosencrans", "rosello", "roques", "rookstool", "rondo", "romasanta", "romack", "rokus", "rohweder", "roethler", "roediger", "rodwell", "rodrigus", "rodenbeck", "rodefer", "rodarmel", "rockman", "rockholt", "rochow", "roches", "roblin", "roblez", "roble", "robers", "roat", "rizza", "rizvi", "rizk", "rixie", "riveiro", "rius", "ritschard", "ritrovato", "risi", "rishe", "rippon", "rinks", "ringley", "ringgenberg", "ringeisen", "rimando", "rilley", "rijos", "rieks", "rieken", "riechman", "riddley", "ricord", "rickabaugh", "richmeier", "richesin", "reyolds", "rexach", "requena", "reppucci", "reposa", "renzulli", "renter", "remondini", "reither", "reisig", "reifsnider", "reifer", "reibsome", "reibert", "rehor", "rehmann", "reedus", "redshaw", "reczek", "recupero", "recor", "reckard", "recher", "realbuto", "razer", "rayman", "raycraft", "rayas", "rawle", "raviscioni", "ravetto", "ravenelle", "rauth", "raup", "rattliff", "rattley", "rathfon", "rataj", "rasnic", "rappleyea", "rapaport", "ransford", "rann", "rampersad", "ramis", "ramcharan", "rainha", "rainforth", "ragans", "ragains", "rafidi", "raffety", "raducha", "radsky", "radler", "radatz", "raczkowski", "rabenold", "quraishi", "quinerly", "quercia", "quarnstrom", "pusser", "puppo", "pullan", "pulis", "pugel", "puca", "pruna", "prowant", "provines", "pronk", "prinkleton", "prindall", "primas", "priesmeyer", "pridgett", "prevento", "preti", "presser", "presnall", "preseren", "presas", "presa", "prchal", "prattis", "pratillo", "praska", "prak", "powis", "powderly", "postlewait", "postle", "posch", "porteus", "porraz", "popwell", "popoff", "poplaski", "poniatoski", "pollina", "polle", "polhill", "poletti", "polaski", "pokorney", "pointdexter", "poinsette", "ploszaj", "plitt", "pletz", "pletsch", "plemel", "pleitez", "playford", "plaxco", "platek", "plambeck", "plagens", "placido", "pisarski", "pinuelas", "pinnette", "pinick", "pinell", "pinciaro", "pinal", "pilz", "piltz", "pillion", "pilkinton", "pikul", "piepenburg", "piening", "piehler", "piedrahita", "piechocki", "picknell", "pickelsimer", "pich", "picariello", "phoeuk", "phillipson", "philbert", "pherigo", "phelka", "peverini", "petrash", "petramale", "petraglia", "pery", "personius", "perrington", "perrill", "perpall", "perot", "perman", "peragine", "pentland", "pennycuff", "penninger", "pennachio", "pendexter", "penalver", "pelzel", "pelter", "pelow", "pelo", "peli", "peinado", "pedley", "pecue", "pecore", "pechar", "peairs", "paynes", "payano", "pawelk", "pavlock", "pavlich", "pavich", "pavek", "pautler", "paulik", "patmore", "patella", "patee", "patalano", "passini", "passeri", "paskell", "parrigan", "parmar", "parayno", "paparelli", "pantuso", "pante", "panico", "panduro", "panagos", "pama", "palmo", "pallotta", "paling", "palamino", "pake", "pajtas", "pailthorpe", "pahler", "pagon", "paglinawan", "pagley", "paget", "paetz", "paet", "padley", "pacleb", "pachelo", "paccione", "pabey", "ozley", "ozimek", "ozawa", "owney", "outram", "ouillette", "oudekerk", "ostrosky", "ostermiller", "ostermann", "osterloh", "osterfeld", "ossenfort", "osoria", "oshell", "orsino", "orscheln", "orrison", "ororke", "orellano", "orejuela", "ordoyne", "opsahl", "opland", "onofre", "onaga", "omahony", "olszowka", "olshan", "ollig", "oliff", "olien", "olexy", "oldridge", "oldfather", "olalde", "okun", "okumoto", "oktavec", "okin", "ohme", "ohlemacher", "ohanesian", "odneal", "odgers", "oderkirk", "odden", "ocain", "obradovich", "oakey", "nussey", "nunziato", "nunoz", "nunnenkamp", "nuncio", "noviello", "novacek", "nothstine", "northum", "norsen", "norlander", "norkus", "norgaard", "norena", "nored", "nobrega", "niziolek", "ninnemann", "nievas", "nieratko", "nieng", "niedermeyer", "niedermaier", "nicolls", "newham", "newcome", "newberger", "nevills", "nevens", "nevel", "neumiller", "netti", "nessler", "neria", "nemet", "nelon", "nellon", "neller", "neisen", "neilly", "neifer", "neid", "neering", "neehouse", "neef", "needler", "nebergall", "nealis", "naumoff", "naufzinger", "narum", "narro", "narramore", "naraine", "napps", "nansteel", "namisnak", "namanny", "nallie", "nakhle", "naito", "naccari", "nabb", "myracle", "myhand", "mwakitwile", "muzzy", "muscolino", "musco", "muscente", "muscat", "muscara", "musacchia", "musa", "murrish", "murfin", "muray", "munnelly", "munley", "munivez", "mundine", "mundahl", "munari", "mullennex", "mullendore", "mulkhey", "mulinix", "mulders", "muhl", "muenchow", "muellner", "mudget", "mudger", "muckenfuss", "muchler", "mozena", "movius", "mouldin", "motola", "mosseri", "mossa", "moselle", "mory", "morsell", "morrish", "morles", "morie", "morguson", "moresco", "morck", "moppin", "moosman", "montuori", "montono", "montogomery", "montis", "monterio", "monter", "monsalve", "mongomery", "mongar", "mondello", "moncivais", "monard", "monagan", "molt", "mollenhauer", "moldrem", "moldonado", "molano", "mokler", "moisant", "moilanen", "mohrman", "mohamad", "moger", "mogel", "modine", "modin", "modic", "modha", "mlynek", "miya", "mittiga", "mittan", "mitcheltree", "misfeldt", "misener", "mirchandani", "miralles", "miotke", "miosky", "mintey", "mins", "minassian", "minar", "mimis", "milon", "milloy", "millison", "milito", "milfort", "milbradt", "mikulich", "mikos", "miklas", "mihelcic", "migliorisi", "migliori", "miesch", "midura", "miclette", "michela", "micale", "mezey", "mews", "mewes", "mettert", "mesker", "mesich", "mesecher", "merthie", "mersman", "mersereau", "merrithew", "merriott", "merring", "merenda", "merchen", "mercardo", "merati", "mentzel", "mentis", "mentel", "menotti", "meno", "mengle", "mendolia", "mellick", "mellett", "melichar", "melhorn", "melendres", "melchiorre", "meitzler", "mehtani", "mehrtens", "meditz", "medeiras", "meckes", "mcteer", "mctee", "mcparland", "mcniell", "mcnealey", "mcmanaway", "mcleon", "mclay", "mclavrin", "mcklveen", "mckinzey", "mcken", "mckeand", "mckale", "mcilwraith", "mcilroy", "mcgreal", "mcgougan", "mcgettigan", "mcgarey", "mcfeeters", "mcelhany", "mcdaris", "mccomis", "mccomber", "mccolm", "mccollins", "mccollin", "mccollam", "mccoach", "mcclory", "mcclennon", "mccathern", "mccarthey", "mccarson", "mccarrel", "mccargar", "mccandles", "mccamish", "mccally", "mccage", "mcbrearty", "mcaneny", "mcanallen", "mcalarney", "mcaferty", "mazzo", "mazy", "mazurowski", "mazique", "mayoras", "mayden", "maxberry", "mauller", "matusiak", "mattsen", "matthey", "matkins", "mathiasen", "mathe", "mateus", "matalka", "masullo", "massay", "mashak", "mascroft", "martinex", "martenson", "marsiglia", "marsella", "maroudas", "marotte", "marner", "markes", "maret", "mareno", "marean", "marcinkiewicz", "marchel", "marasigan", "manzueta", "manzanilla", "manternach", "manring", "manquero", "manoni", "manne", "mankowski", "manjarres", "mangen", "mangat", "mandonado", "mandia", "mancias", "manbeck", "mamros", "maltez", "mallia", "mallar", "malla", "malen", "malaspina", "malahan", "malagisi", "malachowski", "makowsky", "makinen", "makepeace", "majkowski", "majid", "majercin", "maisey", "mainguy", "mailliard", "maignan", "mahlman", "maha", "magsamen", "magpusao", "magnano", "magley", "magedanz", "magarelli", "magaddino", "maenner", "madnick", "maddrey", "madaffari", "macnaughton", "macmullen", "macksey", "macknight", "macki", "macisaac", "maciejczyk", "maciag", "machenry", "machamer", "macguire", "macdaniel", "maccormack", "maccabe", "mabbott", "mabb", "lynott", "lycan", "lutwin", "luscombe", "lusco", "lusardi", "luria", "lunetta", "lundsford", "lumas", "luisi", "luevanos", "lueckenhoff", "ludgate", "ludd", "lucherini", "lubbs", "lozado", "lourens", "lounsberry", "loughrey", "loughary", "lotton", "losser", "loshbaugh", "loseke", "loscalzo", "lortz", "loperena", "loots", "loosle", "looman", "longstaff", "longobardi", "longbottom", "lomay", "lomasney", "lohrmann", "lohmiller", "logalbo", "loetz", "loeffel", "lodwick", "lodrigue", "lockrem", "llera", "llarena", "littrel", "littmann", "lisser", "lippa", "lipner", "linnemann", "lingg", "lindemuth", "lindeen", "lillig", "likins", "lieurance", "liesmann", "liesman", "liendo", "lickert", "lichliter", "leyvas", "leyrer", "lewy", "leubner", "lesslie", "lesnick", "lesmerises", "lerno", "lequire", "lepera", "lepard", "lenske", "leneau", "lempka", "lemmen", "lemm", "lemere", "leinhart", "leichner", "leicher", "leibman", "lehmberg", "leggins", "lebeda", "leavengood", "leanard", "lazaroff", "laventure", "lavant", "lauster", "laumea", "latigo", "lasota", "lashure", "lasecki", "lascurain", "lartigue", "larouche", "lappe", "laplaunt", "laplace", "lanum", "lansdell", "lanpher", "lanoie", "lankard", "laniado", "langowski", "langhorn", "langfield", "langfeldt", "landt", "landerman", "landavazo", "lampo", "lampke", "lamper", "lamery", "lambey", "lamadrid", "lallemand", "laisure", "laigo", "laguer", "lagerman", "lageman", "lagares", "lacosse", "lachappelle", "laborn", "labonne", "kuzia", "kutt", "kutil", "kurylo", "kurowski", "kuriger", "kupcho", "kulzer", "kulesa", "kules", "kuhs", "kuhne", "krutz", "krus", "krupka", "kronberg", "kromka", "kroese", "krizek", "krivanek", "kringel", "kreiss", "kratofil", "krapp", "krakowsky", "kracke", "kozlow", "kowald", "kover", "kovaleski", "kothakota", "kosten", "koskinen", "kositzke", "korff", "korbar", "kopplin", "koplin", "koos", "konyn", "konczak", "komp", "komo", "kolber", "kolash", "kolakowski", "kohm", "kogen", "koestner", "koegler", "kodama", "kocik", "kochheiser", "kobler", "kobara", "knezevich", "kneifl", "knapchuck", "knabb", "klugman", "klosner", "klingel", "klimesh", "klice", "kley", "kleppe", "klemke", "kleinmann", "kleinhans", "kleinberg", "kleffner", "kleckley", "klase", "kisto", "kissick", "kisselburg", "kirschman", "kirks", "kirkner", "kirkey", "kirchman", "kinville", "kinnunen", "kimmey", "kimmerle", "kimbley", "kilty", "kilts", "killmeyer", "killilea", "killay", "kiest", "kierce", "kiepert", "kielman", "khalid", "kewal", "keszler", "kesson", "kesich", "kerwood", "kerksiek", "kerkhoff", "kerbo", "keranen", "keomuangtai", "kenter", "kennelley", "keniry", "kendzierski", "kempner", "kemmis", "kemerling", "kelsay", "kelchner", "kela", "keithly", "keipe", "kegg", "keer", "keahey", "kaywood", "kayes", "kawahara", "kasuboski", "kastendieck", "kassin", "kasprzyk", "karraker", "karnofski", "karman", "karger", "karge", "karella", "karbowski", "kapphahn", "kannel", "kamrath", "kaminer", "kamansky", "kalua", "kaltz", "kalpakoff", "kalkbrenner", "kaku", "kaib", "kaehler", "kackley", "kaber", "justo", "juris", "jurich", "jurgenson", "jurez", "junor", "juniel", "juncker", "jugo", "jubert", "jowell", "jovanovic", "joosten", "joncas", "joma", "johnso", 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"harmison", "harkema", "harison", "hariri", "harcus", "harcum", "harcharik", "hanzel", "hanvey", "hantz", "hansche", "hansberger", "hannig", "hanken", "hanhardt", "hanf", "hanauer", "hamberlin", "halward", "halsall", "hals", "hallquist", "hallmon", "halk", "halbach", "halat", "hajdas", "hainsworth", "haik", "hahm", "hagger", "haggar", "hader", "hadel", "haddick", "hackmann", "haasch", "haaf", "guzzetta", "guzy", "gutterman", "gutmann", "gutkowski", "gustine", "gursky", "gurner", "gunsolley", "gumpert", "gulla", "guilmain", "guiliani", "guier", "guers", "guerero", "guerena", "guebara", "guadiana", "grunder", "grothoff", "grosland", "grosh", "groos", "grohs", "grohmann", "groepper", "grodi", "grizzaffi", "grissinger", "grippi", "grinde", "griffee", "grether", "greninger", "greigo", "gregorski", "greger", "grega", "greenberger", "graza", "grattan", "grasse", "grano", "gramby", "gradilla", "govin", "goutremout", "goulas", "gotay", "gosling", "gorey", "gordner", "goossen", "goodwater", "gonzaga", "gonyo", "gonska", "gongalves", "gomillion", "gombos", "golonka", "gollman", "goldtrap", "goldammer", "golas", "golab", "gola", "gogan", "goffman", "goeppinger", "godkin", "godette", "glore", "glomb", "glauner", "glassey", "glasner", "gividen", "giuffrida", "gishal", "giovanelli", "ginoza", "ginns", "gindlesperger", "gindhart", "gillem", "gilger", "giggey", "giebner", "gibbson", "giacomo", "giacolone", "giaccone", "giacchino", "ghere", "gherardini", "gherardi", "gfeller", "getts", "gerwitz", "gervin", "gerstle", "gerfin", "geremia", "gercak", "gener", "gencarelli", "gehron", "gehrmann", "geffers", "geery", "geater", "gawlik", "gaudino", "garsia", "garrahan", "garrabrant", "garofolo", "garigliano", "garfinkle", "garelick", "gardocki", "garafola", "gappa", "gantner", "ganther", "gangelhoff", "gamarra", "galstad", "gally", "gallik", "gallier", "galimba", "gali", "galassi", "gaige", "gadsby", "gabbin", "gabak", "fyall", "furney", "funez", "fulwider", "fulson", "fukunaga", 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"feijoo", "feiertag", "fehrman", "fehl", "feezell", "feeback", "fedigan", "fedder", "fechner", "feary", "fayson", "faylor", "fauteux", "faustini", "faure", "fauci", "fauber", "fattig", "farruggio", "farrens", "faraci", "fantini", "fantin", "fanno", "fannings", "faniel", "fallaw", "falker", "falkenhagen", "fajen", "fahrner", "fabel", "fabacher", "eytcheson", "eyster", "exford", "exel", "evetts", "evenstad", "evanko", "euresti", "euber", "etcitty", "estler", "essner", "essinger", "esplain", "espenshade", "espaillat", "escribano", "escorcia", "errington", "errett", "errera", "erlanger", "erenrich", "erekson", "erber", "entinger", "ensworth", "ensell", "enno", "ennen", "englin", "engblom", "engberson", "encinias", "enama", "emel", "elzie", "elsbree", "elman", "ellebracht", "elkan", "elfstrom", "elerson", "eleazer", "eleam", "eldrige", "elcock", "einspahr", "eike", "eidschun", "eickman", "eichele", "eiche", "ehlke", "eguchi", "eggink", "edouard", "edgehill", "eckes", "eblin", "ebberts", "eavenson", "earvin", "eardley", "eagon", "eader", "dzubak", "dylla", "dyckman", "dwire", "dutrow", "dutile", "dusza", "dustman", "dusing", "duryee", "durupan", "durtschi", "durtsche", "durell", "dunny", "dunnegan", "dunken", "dumm", "dulak", "duker", "dukelow", "dufort", "dufilho", "duffee", "duett", "dueck", "dudzinski", "dudasik", "duckwall", "duchemin", "dubrow", "dubis", "dubicki", "duba", "drust", "druckman", "drinnen", "drewett", "drewel", "dreitzler", "dreckman", "drappo", "draffen", "drabant", "doyen", "dowding", "doub", "dorson", "dorschner", "dorrington", "dorney", "dormaier", "dorff", "dorcy", "donges", "donelly", "donel", "domangue", "dols", "dollahite", "dolese", "doldo", "doiley", "dohrman", "dohn", "doheny", "doceti", "dobry", "dobrinski", "dobey", "divincenzo", "dischinger", "dirusso", "dirocco", "dipiano", "diop", "dinitto", "dinehart", "dimsdale", "diminich", "dimalanta", "dillavou", "dilello", "difusco", "diffey", "diffenderfer", "diffee", "difelice", "difabio", "dietzman", "dieteman", "diepenbrock", "dieckmann", "dicampli", "dibari", "diazdeleon", "diallo", "dewitz", "dewiel", "devoll", "devol", "devincent", "devier", "devendorf", "devalk", "detten", "detraglia", "dethomas", "detemple", "desler", "desharnais", "desanty", "derocco", "dermer", "derks", "derito", "derhammer", "deraney", "dequattro", "depass", "depadua", "denyes", "denyer", "dentino", "denlinger", "deneal", "demory", "demopoulos", "demontigny", "demonte", "demeza", "delsol", "delrosso", "delpit", "delpapa", "delouise", "delone", "delo", "delmundo", "delmore", "dellapaolera", "delfin", "delfierro", "deleonardis", "delenick", "delcarlo", "delcampo", "delcamp", "delawyer", "delaroca", "delaluz", "delahunt", "delaguardia", "dekeyser", "dekay", "dejaeger", "dejackome", "dehay", "dehass", "degraffenried", "degenhart", "degan", "deever", "deedrick", "deckelbaum", "dechico", "dececco", "decasas", "debrock", "debona", "debeaumont", "debarros", "debaca", "dearmore", "deangelus", "dealmeida", "dawood", "davney", "daudt", "datri", "dasgupta", "darring", "darracott", "darcus", "daoud", "dansbury", "dannels", "danielski", "danehy", "dancey", "damour", "dambra", "dalcour", "dahlheimer", "dadisman", "dacunto", "dacamara", "dabe", "cyrulik", "cyphert", "cwik", "cussen", "curles", "curit", "curby", "curbo", "cunas", "cunard", "cunanan", "cumpton", "culcasi", "cucinotta", "cucco", "csubak", "cruthird", "crumwell", "crummitt", "crumedy", "crouthamel", "cronce", "cromack", "crisafi", "crimin", "cresto", "crescenzo", "cremonese", "creedon", "crankshaw", "cozzens", "coval", "courtwright", "courcelle", "coupland", "counihan", "coullard", "cotrell", "cosgrave", "cornelio", "corish", "cordoua", "corbit", "coppersmith", "coonfield", "conville", "contrell", "contento", "conser", "conrod", "connole", "congrove", "conery", "condray", "colver", "coltman", "colflesh", "colcord", "colavito", "colar", "coile", "coggan", "coenen", "codling", "coda", "cockroft", "cockrel", "cockerill", "cocca", "coberley", "clouden", "clos", "clish", "clinkscale", "clester", "clammer", "cittadino", "citrano", "ciresi", "cillis", "ciccarelli", "ciborowski", "ciarlo", "ciardullo", "chritton", "chopp", "chirco", "chilcoat", "chevarie", "cheslak", "chernak", "chay", "chatterjee", "chatten", "chatagnier", "chastin", "chappuis", "channey", "champlain", "chalupsky", "chalfin", "chaffer", "chadek", "chadderton", "cestone", "cestero", "cestari", "cerros", "cermeno", "centola", "cedrone", "cayouette", "cavan", "cavaliero", "casuse", "castricone", "castoreno", "casten", "castanada", "castagnola", "casstevens", "cassanova", "caspari", "casher", "cashatt", "casco", "casassa", "casad", "carville", "cartland", "cartegena", "carsey", "carsen", "carrino", "carrilo", "carpinteyro", "carmley", "carlston", "carlsson", "cariddi", "caricofe", "carel", "cardy", "carducci", "carby", "carangelo", "capriotti", "capria", "caprario", "capelo", "canul", "cantua", "cantlow", "canny", "cangialosi", "canepa", 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"bires", "birdtail", "birdine", "bina", "billock", "billinger", "billig", "billet", "bigwood", "bigalk", "bielicki", "biddick", "biccum", "biafore", "bhagat", "beza", "beyah", "bevier", "bevell", "beute", "betzer", "betthauser", "bethay", "bethard", "beshaw", "bertholf", "bertels", "berridge", "bernot", "bernath", "bernabei", "berkson", "berkovitz", "berkich", "bergsten", "berget", "berezny", "berdin", "beougher", "benthin", "benhaim", "benenati", "benejan", "bemiss", "beloate", "bellucci", "bellotti", "belling", "bellido", "bellaire", "bellafiore", "bekins", "bekele", "beish", "behnken", "beerly", "beddo", "becket", "becke", "bebeau", "beauchaine", "beaucage", "beadling", "beacher", "bazar", "baysmore"];
-
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"contours", "contented", "contenders", "contemplated", "contact's", "constrictor", "congressman's", "congestion", "confrontations", "confound", "conform", "confit", "confiscating", "conferred", "condoned", "conditioners", "concussions", "concentric", "conceding", "coms", "comprised", "comprise", "comprendo", "composers", "commuted", "commercially", "commentator", "commentaries", "commemorating", "commander's", "comers", "comedic", "combustible", "combusted", "columbo", "columbia's", "colourful", "colonials", "collingswood", "coliseum", "coldness", "cojones", "coitus", "cohesive", "cohesion", "cohen's", "coffey's", "codicil", "cochran's", "coasting", "clydesdale", "cluttering", "clunker", "clunk", "clumsiness", "clumps", "clotted", "clothesline", "clinches", "clincher", "cleverness", "clench", "clein", "cleave", "cleanses", "claymores", "clarisse", "clarissa's", "clammed", "civilisation", "ciudad", "circumvent", "circulated", "circuit's", "cinnamon's", "cind", "church's", "chugging", "chronically", "christsakes", "chris's", "choque", "chompers", "choco", "chiseling", "chirpy", "chirp", "chinks", "chingachgook", "chigger", "chicklet", "chickenpox", "chickadee", "chewin", "chessboard", "cherub", "chemo's", "chauffeur's", "chaucer", "chariots", "chargin", "characterizing", "chanteuse", "chandeliers", "chamdo", "chalupa", "chagrined", "chaff", "certs", "certify", "certification", "certainties", "cerreno", "cerebrum", "cerebro", "century's", "centennial", "censured", "cemetary", "cellist", "celine's", "cedar's", "cayo", "caterwauling", "caterpillars", "categorized", "catchers", "cataclysmic", "cassidy's", "casitas", "casino's", "cased", "carvel", "cartographers", "carting", "cartels", "carriages", "carrear", "carr's", "carolling", "carolinas", "carolers", "carnie", "carne", "cardiovascular", "cardiogram", "carbuncle", "caramba", "capulets", "capping", "canyons", "canines", "candaules", "canape", "canadiens", "campaigned", "cambodian", "camberwell", "caldecott", "calamitous", "caff", "cadillacs", "cachet", "cabeza", "cabdriver", "byzantium", "buzzkill", "buzzards", "buzz's", "buyer's", "butai", "bustling", "businesswomen", "bunyan", "bungled", "bumpkins", "bummers", "bulletins", "bullet's", "bulldoze", "bulbous", "bug's", "buffybot", "budgeted", "budda", "bubut", "bubbies", "brunei", "brrrrr", "brownout", "brouhaha", "bronzing", "bronchial", "broiler", "broadening", "briskly", "briefcases", "bricked", "breezing", "breeher", "breckinridge", "breakwater", "breakable", "breadstick", "bravenet", "braved", "brass's", "brandies", "brandeis", "branched", "brainwaves", "brainiest", "braggart", "bradlee", "boys're", "boys'll", "boys'd", "boyd's", "boutonniere", "bottle's", "bossed", "bosomy", "bosnian", "borans", "boosts", "boombox", "bookshelves", "bookmark", "booklet", "bookends", "bontecou's", "bongos", "boneless", "bone's", "bond's", "bombarding", "bombarded", "bollo", "boinked", "boink", "boilers", "bogart's", "bobbo", "bobbin", "bluest", "bluebells", "blowjobs", "bloodshot", "blondie's", "blockhead", "blockbusters", "blithely", "blim", "bleh", "blather", "blasters", "blankly", "bladders", "blackhawks", "blackbeard", "bjorn", "bitte", "bippy", "bios", "biohazard", "biogenetics", "biochemistry", "biochemist", "bilingual", "bilge", "bigmouth", "bighorn", "bigglesworth", "bicuspids", "beususe", "betaseron", "besmirch", "besieged", "bernece", "bergman's", "bereavement", "bentonville", "benthic", "benjie", "benji's", "benefactors", "benchley", "benching", "bembe", "bellyaching", "bellhops", "belie", "beleaguered", "being's", "behrle", "beginnin", "begining", "beenie", "beefs", "beechwood", "bee's", "bedbug", "becau", "beaverhausen", "beakers", "beacon's", "bazillion", "baudouin", "bat's", "bartlett's", "barrytown", "barringtons", "baroque", "baronet", "barneys", "barbs", "barbers", "barbatus", "baptists", "bankrupted", "banker's", "bamn", "bambi's", "ballon's", "balinese", "bakeries", "bailiffs", "backslide", "baby'd", "baaad", "b'fore", "awwwk", "aways", "awakes", "averages", "avengers", "avatars", "autonomous", "automotive", "automaton", "automatics", "autism", "authoritative", "authenticated", "authenticate", "aught", "audition's", "aubyn", "attired", "attagirl", "atrophied", "atonement", "atherton's", "asystole", "astroturf", "assimilated", "assimilate", "assertiveness", "assemblies", "assassin's", "artiste", "article's", "artichokes", "arsehole", "arrears", "arquillians", "arnie's", "aright", "archenemy", "arched", "arcade's", "aquatic", "apps", "appraise", "applauded", "appendages", "appeased", "apostle", "apollo's", "antwerp", "antler", "antiquity", "antin", "antidepressant", "antibody", "anthropologists", "anthology", "anthea", "antagonism", "ant's", "anspaugh", "annually", "anka", "angola", "anesthetics", "anda", "ancients", "anchoring", "anaphylactic", "anaheim", "ana's", "amtrak", "amscray", "amputated", "amounted", "americas", "amended", "ambivalence", "amalio", "amah", "altoid", "alriiight", "alphabetized", "alpena", "alouette", "allowable", "allora", "alliteration", "allenwood", "alleging", "allegiances", "aligning", "algerians", "alerts", "alchemist", "alcerro", "alastor", "airway's", "airmen", "ahaha", "ah'm", "agitators", "agitation", "aforethought", "afis", "aesthetics", "aerospace", "aerodynamics", "advertises", "advert", "advantageous", "admonition", "administration's", "adirondacks", "adenoids", "adebisi's", "acupuncturist", "acula", "actuarial", "activators", "actionable", "acme's", "acknowledges", "achmed", "achingly", "acetate", "accusers", "accumulation", "accorded", "acclimated", "acclimate", "absurdly", "absorbent", "absolvo", "absolutes", "absences", "abraham's", "aboriginal", "ablaze", "abdomenizer", "aaaaaaaaah", "aaaaaaaaaa", "a'right"];
-
diff --git a/spec/support/js_source/init.coffee b/spec/support/js_source/init.coffee
deleted file mode 100644
index e0498a4..0000000
--- a/spec/support/js_source/init.coffee
+++ /dev/null
@@ -1,63 +0,0 @@
-
-ranked_user_inputs_dict = {}
-
-# initialize matcher lists
-DICTIONARY_MATCHERS = [
-  build_dict_matcher('passwords',    build_ranked_dict(passwords)),
-  build_dict_matcher('english',      build_ranked_dict(english)),
-  build_dict_matcher('male_names',   build_ranked_dict(male_names)),
-  build_dict_matcher('female_names', build_ranked_dict(female_names)),
-  build_dict_matcher('surnames',     build_ranked_dict(surnames)),
-  build_dict_matcher('user_inputs',  ranked_user_inputs_dict),
-]
-
-MATCHERS = DICTIONARY_MATCHERS.concat [
-  l33t_match,
-  digits_match, year_match, date_match,
-  repeat_match, sequence_match,
-  spatial_match
-]
-
-GRAPHS =
-  'qwerty': qwerty
-  'dvorak': dvorak
-  'keypad': keypad
-  'mac_keypad': mac_keypad
-
-# on qwerty, 'g' has degree 6, being adjacent to 'ftyhbv'. '\' has degree 1.
-# this calculates the average over all keys.
-calc_average_degree = (graph) ->
-  average = 0
-  for key, neighbors of graph
-    average += (n for n in neighbors when n).length
-  average /= (k for k,v of graph).length
-  average
-
-KEYBOARD_AVERAGE_DEGREE     = calc_average_degree(qwerty)
-KEYPAD_AVERAGE_DEGREE       = calc_average_degree(keypad) # slightly different for keypad/mac keypad, but close enough
-
-KEYBOARD_STARTING_POSITIONS = (k for k,v of qwerty).length
-KEYPAD_STARTING_POSITIONS   = (k for k,v of keypad).length
-
-time = -> (new Date()).getTime()
-
-# now that frequency lists are loaded, replace zxcvbn stub function.
-zxcvbn = (password, user_inputs) ->
-  start = time()
-  if user_inputs?
-    for i in [0...user_inputs.length]
-      # update ranked_user_inputs_dict.
-      # i+1 instead of i b/c rank starts at 1.
-      ranked_user_inputs_dict[user_inputs[i]] = i + 1
-  matches = omnimatch password
-  result = minimum_entropy_match_sequence password, matches
-  result.calc_time = time() - start
-  result
-
-# make zxcvbn function globally available
-# via window or exports object, depending on the environment
-if window?
-  window.zxcvbn = zxcvbn
-  window.zxcvbn_load_hook?() # run load hook from user, if defined
-else if exports?
-  exports.zxcvbn = zxcvbn
diff --git a/spec/support/js_source/init.js b/spec/support/js_source/init.js
deleted file mode 100644
index 75dcf5e..0000000
--- a/spec/support/js_source/init.js
+++ /dev/null
@@ -1,95 +0,0 @@
-// Generated by CoffeeScript 1.3.3
-var DICTIONARY_MATCHERS, GRAPHS, KEYBOARD_AVERAGE_DEGREE, KEYBOARD_STARTING_POSITIONS, KEYPAD_AVERAGE_DEGREE, KEYPAD_STARTING_POSITIONS, MATCHERS, calc_average_degree, k, ranked_user_inputs_dict, time, v, zxcvbn;
-
-ranked_user_inputs_dict = {};
-
-DICTIONARY_MATCHERS = [build_dict_matcher('passwords', build_ranked_dict(passwords)), build_dict_matcher('english', build_ranked_dict(english)), build_dict_matcher('male_names', build_ranked_dict(male_names)), build_dict_matcher('female_names', build_ranked_dict(female_names)), build_dict_matcher('surnames', build_ranked_dict(surnames)), build_dict_matcher('user_inputs', ranked_user_inputs_dict)];
-
-MATCHERS = DICTIONARY_MATCHERS.concat([l33t_match, digits_match, year_match, date_match, repeat_match, sequence_match, spatial_match]);
-
-GRAPHS = {
-  'qwerty': qwerty,
-  'dvorak': dvorak,
-  'keypad': keypad,
-  'mac_keypad': mac_keypad
-};
-
-calc_average_degree = function(graph) {
-  var average, k, key, n, neighbors, v;
-  average = 0;
-  for (key in graph) {
-    neighbors = graph[key];
-    average += ((function() {
-      var _i, _len, _results;
-      _results = [];
-      for (_i = 0, _len = neighbors.length; _i < _len; _i++) {
-        n = neighbors[_i];
-        if (n) {
-          _results.push(n);
-        }
-      }
-      return _results;
-    })()).length;
-  }
-  average /= ((function() {
-    var _results;
-    _results = [];
-    for (k in graph) {
-      v = graph[k];
-      _results.push(k);
-    }
-    return _results;
-  })()).length;
-  return average;
-};
-
-KEYBOARD_AVERAGE_DEGREE = calc_average_degree(qwerty);
-
-KEYPAD_AVERAGE_DEGREE = calc_average_degree(keypad);
-
-KEYBOARD_STARTING_POSITIONS = ((function() {
-  var _results;
-  _results = [];
-  for (k in qwerty) {
-    v = qwerty[k];
-    _results.push(k);
-  }
-  return _results;
-})()).length;
-
-KEYPAD_STARTING_POSITIONS = ((function() {
-  var _results;
-  _results = [];
-  for (k in keypad) {
-    v = keypad[k];
-    _results.push(k);
-  }
-  return _results;
-})()).length;
-
-time = function() {
-  return (new Date()).getTime();
-};
-
-zxcvbn = function(password, user_inputs) {
-  var i, matches, result, start, _i, _ref;
-  start = time();
-  if (user_inputs != null) {
-    for (i = _i = 0, _ref = user_inputs.length; 0 <= _ref ? _i < _ref : _i > _ref; i = 0 <= _ref ? ++_i : --_i) {
-      ranked_user_inputs_dict[user_inputs[i]] = i + 1;
-    }
-  }
-  matches = omnimatch(password);
-  result = minimum_entropy_match_sequence(password, matches);
-  result.calc_time = time() - start;
-  return result;
-};
-
-if (typeof window !== "undefined" && window !== null) {
-  window.zxcvbn = zxcvbn;
-  if (typeof window.zxcvbn_load_hook === "function") {
-    window.zxcvbn_load_hook();
-  }
-} else if (typeof exports !== "undefined" && exports !== null) {
-  exports.zxcvbn = zxcvbn;
-}
diff --git a/spec/support/js_source/matching.coffee b/spec/support/js_source/matching.coffee
deleted file mode 100644
index 80e4128..0000000
--- a/spec/support/js_source/matching.coffee
+++ /dev/null
@@ -1,444 +0,0 @@
-
-empty = (obj) -> (k for k of obj).length == 0
-extend = (lst, lst2) -> lst.push.apply lst, lst2
-translate = (string, chr_map) -> (chr_map[chr] or chr for chr in string.split('')).join('')
-
-# ------------------------------------------------------------------------------
-# omnimatch -- combine everything ----------------------------------------------
-# ------------------------------------------------------------------------------
-
-omnimatch = (password) ->
-  matches = []
-  for matcher in MATCHERS
-    extend matches, matcher(password)
-  matches.sort (match1, match2) ->
-    (match1.i - match2.i) or (match1.j - match2.j)
-
-#-------------------------------------------------------------------------------
-# dictionary match (common passwords, english, last names, etc) ----------------
-#-------------------------------------------------------------------------------
-
-dictionary_match = (password, ranked_dict) ->
-  result = []
-  len = password.length
-  password_lower = password.toLowerCase()
-  for i in [0...len]
-    for j in [i...len]
-      if password_lower[i..j] of ranked_dict
-        word = password_lower[i..j]
-        rank = ranked_dict[word]
-        result.push(
-          pattern: 'dictionary'
-          i: i
-          j: j
-          token: password[i..j]
-          matched_word: word
-          rank: rank
-        )
-  result
-
-build_ranked_dict = (unranked_list) ->
-  result = {}
-  i = 1 # rank starts at 1, not 0
-  for word in unranked_list
-    result[word] = i
-    i += 1
-  result
-
-build_dict_matcher = (dict_name, ranked_dict) ->
-  (password) ->
-    matches = dictionary_match(password, ranked_dict)
-    match.dictionary_name = dict_name for match in matches
-    matches
-
-#-------------------------------------------------------------------------------
-# dictionary match with common l33t substitutions ------------------------------
-#-------------------------------------------------------------------------------
-
-l33t_table =
-  a: ['4', '@']
-  b: ['8']
-  c: ['(', '{', '[', '<']
-  e: ['3']
-  g: ['6', '9']
-  i: ['1', '!', '|']
-  l: ['1', '|', '7']
-  o: ['0']
-  s: ['$', '5']
-  t: ['+', '7']
-  x: ['%']
-  z: ['2']
-
-# makes a pruned copy of l33t_table that only includes password's possible substitutions
-relevent_l33t_subtable = (password) ->
-  password_chars = {}
-  for chr in password.split('')
-    password_chars[chr] = true
-  filtered = {}
-  for letter, subs of l33t_table
-    relevent_subs = (sub for sub in subs when sub of password_chars)
-    if relevent_subs.length > 0
-      filtered[letter] = relevent_subs
-  filtered
-
-# returns the list of possible 1337 replacement dictionaries for a given password
-enumerate_l33t_subs = (table) ->
-  keys = (k for k of table)
-  subs = [[]]
-
-  dedup = (subs) ->
-    deduped = []
-    members = {}
-    for sub in subs
-      assoc = ([k,v] for k,v in sub)
-      assoc.sort()
-      label = (k+','+v for k,v in assoc).join('-')
-      unless label of members
-        members[label] = true
-        deduped.push sub
-    deduped
-
-  helper = (keys) ->
-    return if not keys.length
-    first_key = keys[0]
-    rest_keys = keys[1..]
-    next_subs = []
-    for l33t_chr in table[first_key]
-      for sub in subs
-        dup_l33t_index = -1
-        for i in [0...sub.length]
-          if sub[i][0] == l33t_chr
-            dup_l33t_index = i
-            break
-        if dup_l33t_index == -1
-          sub_extension = sub.concat [[l33t_chr, first_key]]
-          next_subs.push sub_extension
-        else
-          sub_alternative = sub.slice(0)
-          sub_alternative.splice(dup_l33t_index, 1)
-          sub_alternative.push [l33t_chr, first_key]
-          next_subs.push sub
-          next_subs.push sub_alternative
-    subs = dedup next_subs
-    helper(rest_keys)
-
-  helper(keys)
-  sub_dicts = [] # convert from assoc lists to dicts
-  for sub in subs
-    sub_dict = {}
-    for [l33t_chr, chr] in sub
-      sub_dict[l33t_chr] = chr
-    sub_dicts.push sub_dict
-  sub_dicts
-
-l33t_match = (password) ->
-  matches = []
-  for sub in enumerate_l33t_subs relevent_l33t_subtable password
-    break if empty sub # corner case: password has no relevent subs.
-    for matcher in DICTIONARY_MATCHERS
-      subbed_password = translate password, sub
-      for match in matcher(subbed_password)
-        token = password[match.i..match.j]
-        if token.toLowerCase() == match.matched_word
-          continue # only return the matches that contain an actual substitution
-        match_sub = {} # subset of mappings in sub that are in use for this match
-        for subbed_chr, chr of sub when token.indexOf(subbed_chr) != -1
-          match_sub[subbed_chr] = chr
-        match.l33t = true
-        match.token = token
-        match.sub = match_sub
-        match.sub_display = ("#{k} -> #{v}" for k,v of match_sub).join(', ')
-        matches.push match
-  matches
-
-# ------------------------------------------------------------------------------
-# spatial match (qwerty/dvorak/keypad) -----------------------------------------
-# ------------------------------------------------------------------------------
-
-spatial_match = (password) ->
-  matches = []
-  for graph_name, graph of GRAPHS
-    extend matches, spatial_match_helper(password, graph, graph_name)
-  matches
-
-spatial_match_helper = (password, graph, graph_name) ->
-  result = []
-  i = 0
-  while i < password.length - 1
-    j = i + 1
-    last_direction = null
-    turns = 0
-    shifted_count = 0
-    loop
-      prev_char = password.charAt(j-1)
-      found = false
-      found_direction = -1
-      cur_direction = -1
-      adjacents = graph[prev_char] or []
-      # consider growing pattern by one character if j hasn't gone over the edge.
-      if j < password.length
-        cur_char = password.charAt(j)
-        for adj in adjacents
-          cur_direction += 1
-          if adj and adj.indexOf(cur_char) != -1
-            found = true
-            found_direction = cur_direction
-            if adj.indexOf(cur_char) == 1
-              # index 1 in the adjacency means the key is shifted, 0 means unshifted: A vs a, % vs 5, etc.
-              # for example, 'q' is adjacent to the entry '2@'. @ is shifted w/ index 1, 2 is unshifted.
-              shifted_count += 1
-            if last_direction != found_direction
-              # adding a turn is correct even in the initial case when last_direction is null:
-              # every spatial pattern starts with a turn.
-              turns += 1
-              last_direction = found_direction
-            break
-      # if the current pattern continued, extend j and try to grow again
-      if found
-        j += 1
-      # otherwise push the pattern discovered so far, if any...
-      else
-        if j - i > 2 # don't consider length 1 or 2 chains.
-          result.push
-            pattern: 'spatial'
-            i: i
-            j: j-1
-            token: password[i...j]
-            graph: graph_name
-            turns: turns
-            shifted_count: shifted_count
-        # ...and then start a new search for the rest of the password.
-        i = j
-        break
-  result
-
-#-------------------------------------------------------------------------------
-# repeats (aaa) and sequences (abcdef) -----------------------------------------
-#-------------------------------------------------------------------------------
-
-repeat_match = (password) ->
-  result = []
-  i = 0
-  while i < password.length
-    j = i + 1
-    loop
-      [prev_char, cur_char] = password[j-1..j]
-      if password.charAt(j-1) == password.charAt(j)
-        j += 1
-      else
-        if j - i > 2 # don't consider length 1 or 2 chains.
-          result.push
-            pattern: 'repeat'
-            i: i
-            j: j-1
-            token: password[i...j]
-            repeated_char: password.charAt(i)
-        break
-    i = j
-  result
-
-SEQUENCES =
-  lower: 'abcdefghijklmnopqrstuvwxyz'
-  upper: 'ABCDEFGHIJKLMNOPQRSTUVWXYZ'
-  digits: '01234567890'
-
-sequence_match = (password) ->
-  result = []
-  i = 0
-  while i < password.length
-    j = i + 1
-    seq = null # either lower, upper, or digits
-    seq_name = null
-    seq_direction = null # 1 for ascending seq abcd, -1 for dcba
-    for seq_candidate_name, seq_candidate of SEQUENCES
-      [i_n, j_n] = (seq_candidate.indexOf(chr) for chr in [password.charAt(i), password.charAt(j)])
-      if i_n > -1 and j_n > -1
-        direction = j_n - i_n
-        if direction in [1, -1]
-          seq = seq_candidate
-          seq_name = seq_candidate_name
-          seq_direction = direction
-          break
-    if seq
-      loop
-        [prev_char, cur_char] = password[j-1..j]
-        [prev_n, cur_n] = (seq_candidate.indexOf(chr) for chr in [prev_char, cur_char])
-        # Bug fix. 'ba+' was falsly being reported as a sequence due to 1 - null working in JS.
-        # TODO: Submit PR to zxcvbn.js
-        if !!cur_n && (cur_n - prev_n == seq_direction)
-          j += 1
-        else
-          if j - i > 2 # don't consider length 1 or 2 chains.
-            result.push
-              pattern: 'sequence'
-              i: i
-              j: j-1
-              token: password[i...j]
-              sequence_name: seq_name
-              sequence_space: seq.length
-              ascending: seq_direction  == 1
-          break
-    i = j
-  result
-
-#-------------------------------------------------------------------------------
-# digits, years, dates ---------------------------------------------------------
-#-------------------------------------------------------------------------------
-
-repeat = (chr, n) -> (chr for i in [1..n]).join('')
-
-findall = (password, rx) ->
-  matches = []
-  loop
-    match = password.match rx
-    break if not match
-    match.i = match.index
-    match.j = match.index + match[0].length - 1
-    matches.push match
-    password = password.replace match[0], repeat(' ', match[0].length)
-  matches
-
-digits_rx = /\d{3,}/
-digits_match = (password) ->
-  for match in findall password, digits_rx
-    [i, j] = [match.i, match.j]
-    pattern: 'digits'
-    i: i
-    j: j
-    token: password[i..j]
-
-# 4-digit years only. 2-digit years have the same entropy as 2-digit brute force.
-year_rx = /19\d\d|200\d|201\d/
-year_match = (password) ->
-  for match in findall password, year_rx
-    [i, j] = [match.i, match.j]
-    pattern: 'year'
-    i: i
-    j: j
-    token: password[i..j]
-
-date_match = (password) ->
-  # match dates with separators 1/1/1911 and dates without 111997
-  date_without_sep_match(password).concat date_sep_match(password)
-
-date_without_sep_match = (password) ->
-  date_matches = []
-  for digit_match in findall password, /\d{4,8}/ # 1197 is length-4, 01011997 is length 8
-    [i, j] = [digit_match.i, digit_match.j]
-    token = password[i..j]
-    end = token.length
-    candidates_round_1 = [] # parse year alternatives
-    if token.length <= 6
-      candidates_round_1.push # 2-digit year prefix
-        daymonth: token[2..]
-        year: token[0..1]
-        i: i
-        j: j
-      candidates_round_1.push # 2-digit year suffix
-        daymonth: token[0...end-2]
-        year: token[end-2..]
-        i: i
-        j: j
-    if token.length >= 6
-      candidates_round_1.push # 4-digit year prefix
-        daymonth: token[4..]
-        year: token[0..3]
-        i: i
-        j: j
-      candidates_round_1.push # 4-digit year suffix
-        daymonth: token[0...end-4]
-        year: token[end-4..]
-        i: i
-        j: j
-    candidates_round_2 = [] # parse day/month alternatives
-    for candidate in candidates_round_1
-      switch candidate.daymonth.length
-        when 2 # ex. 1 1 97
-          candidates_round_2.push
-            day: candidate.daymonth[0]
-            month: candidate.daymonth[1]
-            year: candidate.year
-            i: candidate.i
-            j: candidate.j
-        when 3 # ex. 11 1 97 or 1 11 97
-          candidates_round_2.push
-            day: candidate.daymonth[0..1]
-            month: candidate.daymonth[2]
-            year: candidate.year
-            i: candidate.i
-            j: candidate.j
-          candidates_round_2.push
-            day: candidate.daymonth[0]
-            month: candidate.daymonth[1..2]
-            year: candidate.year
-            i: candidate.i
-            j: candidate.j
-        when 4 # ex. 11 11 97
-          candidates_round_2.push
-            day: candidate.daymonth[0..1]
-            month: candidate.daymonth[2..3]
-            year: candidate.year
-            i: candidate.i
-            j: candidate.j
-    # final loop: reject invalid dates
-    for candidate in candidates_round_2
-      day = parseInt(candidate.day)
-      month = parseInt(candidate.month)
-      year = parseInt(candidate.year)
-      [valid, [day, month, year]] = check_date(day, month, year)
-      continue unless valid
-      date_matches.push
-        pattern: 'date'
-        i: candidate.i
-        j: candidate.j
-        token: password[i..j]
-        separator: ''
-        day: day
-        month: month
-        year: year
-  date_matches
-
-date_rx_year_suffix = ///
-  ( \d{1,2} )                         # day or month
-  ( \s | - | / | \\ | _ | \. )        # separator
-  ( \d{1,2} )                         # month or day
-  \2                                  # same separator
-  ( 19\d{2} | 200\d | 201\d | \d{2} ) # year
-///
-date_rx_year_prefix = ///
-  ( 19\d{2} | 200\d | 201\d | \d{2} ) # year
-  ( \s | - | / | \\ | _ | \. )        # separator
-  ( \d{1,2} )                         # day or month
-  \2                                  # same separator
-  ( \d{1,2} )                         # month or day
-///
-date_sep_match = (password) ->
-  matches = []
-  for match in findall password, date_rx_year_suffix
-    [match.day, match.month, match.year] = (parseInt(match[k]) for k in [1,3,4])
-    match.sep = match[2]
-    matches.push match
-  for match in findall password, date_rx_year_prefix
-    [match.day, match.month, match.year] = (parseInt(match[k]) for k in [4,3,1])
-    match.sep = match[2]
-    matches.push match
-  for match in matches
-    [valid, [day, month, year]] = check_date(match.day, match.month, match.year)
-    continue unless valid
-    pattern: 'date'
-    i: match.i
-    j: match.j
-    token: password[match.i..match.j]
-    separator: match.sep
-    day: day
-    month: month
-    year: year
-
-check_date = (day, month, year) ->
-  if 12 <= month <= 31 and day <= 12 # tolerate both day-month and month-day order
-    [day, month] = [month, day]
-  if day > 31 or month > 12
-    return [false, []]
-  unless 1900 <= year <= 2019
-    return [false, []]
-  [true, [day, month, year]]
diff --git a/spec/support/js_source/matching.js b/spec/support/js_source/matching.js
deleted file mode 100644
index 79ff1b0..0000000
--- a/spec/support/js_source/matching.js
+++ /dev/null
@@ -1,685 +0,0 @@
-// Generated by CoffeeScript 1.3.3
-var SEQUENCES, build_dict_matcher, build_ranked_dict, check_date, date_match, date_rx_year_prefix, date_rx_year_suffix, date_sep_match, date_without_sep_match, dictionary_match, digits_match, digits_rx, empty, enumerate_l33t_subs, extend, findall, l33t_match, l33t_table, omnimatch, relevent_l33t_subtable, repeat, repeat_match, sequence_match, spatial_match, spatial_match_helper, translate, year_match, year_rx;
-
-empty = function(obj) {
-  var k;
-  return ((function() {
-    var _results;
-    _results = [];
-    for (k in obj) {
-      _results.push(k);
-    }
-    return _results;
-  })()).length === 0;
-};
-
-extend = function(lst, lst2) {
-  return lst.push.apply(lst, lst2);
-};
-
-translate = function(string, chr_map) {
-  var chr;
-  return ((function() {
-    var _i, _len, _ref, _results;
-    _ref = string.split('');
-    _results = [];
-    for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-      chr = _ref[_i];
-      _results.push(chr_map[chr] || chr);
-    }
-    return _results;
-  })()).join('');
-};
-
-omnimatch = function(password) {
-  var matcher, matches, _i, _len;
-  matches = [];
-  for (_i = 0, _len = MATCHERS.length; _i < _len; _i++) {
-    matcher = MATCHERS[_i];
-    extend(matches, matcher(password));
-  }
-  return matches.sort(function(match1, match2) {
-    return (match1.i - match2.i) || (match1.j - match2.j);
-  });
-};
-
-dictionary_match = function(password, ranked_dict) {
-  var i, j, len, password_lower, rank, result, word, _i, _j;
-  result = [];
-  len = password.length;
-  password_lower = password.toLowerCase();
-  for (i = _i = 0; 0 <= len ? _i < len : _i > len; i = 0 <= len ? ++_i : --_i) {
-    for (j = _j = i; i <= len ? _j < len : _j > len; j = i <= len ? ++_j : --_j) {
-      if (password_lower.slice(i, j + 1 || 9e9) in ranked_dict) {
-        word = password_lower.slice(i, j + 1 || 9e9);
-        rank = ranked_dict[word];
-        result.push({
-          pattern: 'dictionary',
-          i: i,
-          j: j,
-          token: password.slice(i, j + 1 || 9e9),
-          matched_word: word,
-          rank: rank
-        });
-      }
-    }
-  }
-  return result;
-};
-
-build_ranked_dict = function(unranked_list) {
-  var i, result, word, _i, _len;
-  result = {};
-  i = 1;
-  for (_i = 0, _len = unranked_list.length; _i < _len; _i++) {
-    word = unranked_list[_i];
-    result[word] = i;
-    i += 1;
-  }
-  return result;
-};
-
-build_dict_matcher = function(dict_name, ranked_dict) {
-  return function(password) {
-    var match, matches, _i, _len;
-    matches = dictionary_match(password, ranked_dict);
-    for (_i = 0, _len = matches.length; _i < _len; _i++) {
-      match = matches[_i];
-      match.dictionary_name = dict_name;
-    }
-    return matches;
-  };
-};
-
-l33t_table = {
-  a: ['4', '@'],
-  b: ['8'],
-  c: ['(', '{', '[', '<'],
-  e: ['3'],
-  g: ['6', '9'],
-  i: ['1', '!', '|'],
-  l: ['1', '|', '7'],
-  o: ['0'],
-  s: ['$', '5'],
-  t: ['+', '7'],
-  x: ['%'],
-  z: ['2']
-};
-
-relevent_l33t_subtable = function(password) {
-  var chr, filtered, letter, password_chars, relevent_subs, sub, subs, _i, _len, _ref;
-  password_chars = {};
-  _ref = password.split('');
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    chr = _ref[_i];
-    password_chars[chr] = true;
-  }
-  filtered = {};
-  for (letter in l33t_table) {
-    subs = l33t_table[letter];
-    relevent_subs = (function() {
-      var _j, _len1, _results;
-      _results = [];
-      for (_j = 0, _len1 = subs.length; _j < _len1; _j++) {
-        sub = subs[_j];
-        if (sub in password_chars) {
-          _results.push(sub);
-        }
-      }
-      return _results;
-    })();
-    if (relevent_subs.length > 0) {
-      filtered[letter] = relevent_subs;
-    }
-  }
-  return filtered;
-};
-
-enumerate_l33t_subs = function(table) {
-  var chr, dedup, helper, k, keys, l33t_chr, sub, sub_dict, sub_dicts, subs, _i, _j, _len, _len1, _ref;
-  keys = (function() {
-    var _results;
-    _results = [];
-    for (k in table) {
-      _results.push(k);
-    }
-    return _results;
-  })();
-  subs = [[]];
-  dedup = function(subs) {
-    var assoc, deduped, label, members, sub, v, _i, _len;
-    deduped = [];
-    members = {};
-    for (_i = 0, _len = subs.length; _i < _len; _i++) {
-      sub = subs[_i];
-      assoc = (function() {
-        var _j, _len1, _results;
-        _results = [];
-        for (v = _j = 0, _len1 = sub.length; _j < _len1; v = ++_j) {
-          k = sub[v];
-          _results.push([k, v]);
-        }
-        return _results;
-      })();
-      assoc.sort();
-      label = ((function() {
-        var _j, _len1, _results;
-        _results = [];
-        for (v = _j = 0, _len1 = assoc.length; _j < _len1; v = ++_j) {
-          k = assoc[v];
-          _results.push(k + ',' + v);
-        }
-        return _results;
-      })()).join('-');
-      if (!(label in members)) {
-        members[label] = true;
-        deduped.push(sub);
-      }
-    }
-    return deduped;
-  };
-  helper = function(keys) {
-    var dup_l33t_index, first_key, i, l33t_chr, next_subs, rest_keys, sub, sub_alternative, sub_extension, _i, _j, _k, _len, _len1, _ref, _ref1;
-    if (!keys.length) {
-      return;
-    }
-    first_key = keys[0];
-    rest_keys = keys.slice(1);
-    next_subs = [];
-    _ref = table[first_key];
-    for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-      l33t_chr = _ref[_i];
-      for (_j = 0, _len1 = subs.length; _j < _len1; _j++) {
-        sub = subs[_j];
-        dup_l33t_index = -1;
-        for (i = _k = 0, _ref1 = sub.length; 0 <= _ref1 ? _k < _ref1 : _k > _ref1; i = 0 <= _ref1 ? ++_k : --_k) {
-          if (sub[i][0] === l33t_chr) {
-            dup_l33t_index = i;
-            break;
-          }
-        }
-        if (dup_l33t_index === -1) {
-          sub_extension = sub.concat([[l33t_chr, first_key]]);
-          next_subs.push(sub_extension);
-        } else {
-          sub_alternative = sub.slice(0);
-          sub_alternative.splice(dup_l33t_index, 1);
-          sub_alternative.push([l33t_chr, first_key]);
-          next_subs.push(sub);
-          next_subs.push(sub_alternative);
-        }
-      }
-    }
-    subs = dedup(next_subs);
-    return helper(rest_keys);
-  };
-  helper(keys);
-  sub_dicts = [];
-  for (_i = 0, _len = subs.length; _i < _len; _i++) {
-    sub = subs[_i];
-    sub_dict = {};
-    for (_j = 0, _len1 = sub.length; _j < _len1; _j++) {
-      _ref = sub[_j], l33t_chr = _ref[0], chr = _ref[1];
-      sub_dict[l33t_chr] = chr;
-    }
-    sub_dicts.push(sub_dict);
-  }
-  return sub_dicts;
-};
-
-l33t_match = function(password) {
-  var chr, k, match, match_sub, matcher, matches, sub, subbed_chr, subbed_password, token, v, _i, _j, _k, _len, _len1, _len2, _ref, _ref1;
-  matches = [];
-  _ref = enumerate_l33t_subs(relevent_l33t_subtable(password));
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    sub = _ref[_i];
-    if (empty(sub)) {
-      break;
-    }
-    for (_j = 0, _len1 = DICTIONARY_MATCHERS.length; _j < _len1; _j++) {
-      matcher = DICTIONARY_MATCHERS[_j];
-      subbed_password = translate(password, sub);
-      _ref1 = matcher(subbed_password);
-      for (_k = 0, _len2 = _ref1.length; _k < _len2; _k++) {
-        match = _ref1[_k];
-        token = password.slice(match.i, match.j + 1 || 9e9);
-        if (token.toLowerCase() === match.matched_word) {
-          continue;
-        }
-        match_sub = {};
-        for (subbed_chr in sub) {
-          chr = sub[subbed_chr];
-          if (token.indexOf(subbed_chr) !== -1) {
-            match_sub[subbed_chr] = chr;
-          }
-        }
-        match.l33t = true;
-        match.token = token;
-        match.sub = match_sub;
-        match.sub_display = ((function() {
-          var _results;
-          _results = [];
-          for (k in match_sub) {
-            v = match_sub[k];
-            _results.push("" + k + " -> " + v);
-          }
-          return _results;
-        })()).join(', ');
-        matches.push(match);
-      }
-    }
-  }
-  return matches;
-};
-
-spatial_match = function(password) {
-  var graph, graph_name, matches;
-  matches = [];
-  for (graph_name in GRAPHS) {
-    graph = GRAPHS[graph_name];
-    extend(matches, spatial_match_helper(password, graph, graph_name));
-  }
-  return matches;
-};
-
-spatial_match_helper = function(password, graph, graph_name) {
-  var adj, adjacents, cur_char, cur_direction, found, found_direction, i, j, last_direction, prev_char, result, shifted_count, turns, _i, _len;
-  result = [];
-  i = 0;
-  while (i < password.length - 1) {
-    j = i + 1;
-    last_direction = null;
-    turns = 0;
-    shifted_count = 0;
-    while (true) {
-      prev_char = password.charAt(j - 1);
-      found = false;
-      found_direction = -1;
-      cur_direction = -1;
-      adjacents = graph[prev_char] || [];
-      if (j < password.length) {
-        cur_char = password.charAt(j);
-        for (_i = 0, _len = adjacents.length; _i < _len; _i++) {
-          adj = adjacents[_i];
-          cur_direction += 1;
-          if (adj && adj.indexOf(cur_char) !== -1) {
-            found = true;
-            found_direction = cur_direction;
-            if (adj.indexOf(cur_char) === 1) {
-              shifted_count += 1;
-            }
-            if (last_direction !== found_direction) {
-              turns += 1;
-              last_direction = found_direction;
-            }
-            break;
-          }
-        }
-      }
-      if (found) {
-        j += 1;
-      } else {
-        if (j - i > 2) {
-          result.push({
-            pattern: 'spatial',
-            i: i,
-            j: j - 1,
-            token: password.slice(i, j),
-            graph: graph_name,
-            turns: turns,
-            shifted_count: shifted_count
-          });
-        }
-        i = j;
-        break;
-      }
-    }
-  }
-  return result;
-};
-
-repeat_match = function(password) {
-  var cur_char, i, j, prev_char, result, _ref;
-  result = [];
-  i = 0;
-  while (i < password.length) {
-    j = i + 1;
-    while (true) {
-      _ref = password.slice(j - 1, j + 1 || 9e9), prev_char = _ref[0], cur_char = _ref[1];
-      if (password.charAt(j - 1) === password.charAt(j)) {
-        j += 1;
-      } else {
-        if (j - i > 2) {
-          result.push({
-            pattern: 'repeat',
-            i: i,
-            j: j - 1,
-            token: password.slice(i, j),
-            repeated_char: password.charAt(i)
-          });
-        }
-        break;
-      }
-    }
-    i = j;
-  }
-  return result;
-};
-
-SEQUENCES = {
-  lower: 'abcdefghijklmnopqrstuvwxyz',
-  upper: 'ABCDEFGHIJKLMNOPQRSTUVWXYZ',
-  digits: '01234567890'
-};
-
-sequence_match = function(password) {
-  var chr, cur_char, cur_n, direction, i, i_n, j, j_n, prev_char, prev_n, result, seq, seq_candidate, seq_candidate_name, seq_direction, seq_name, _ref, _ref1, _ref2;
-  result = [];
-  i = 0;
-  while (i < password.length) {
-    j = i + 1;
-    seq = null;
-    seq_name = null;
-    seq_direction = null;
-    for (seq_candidate_name in SEQUENCES) {
-      seq_candidate = SEQUENCES[seq_candidate_name];
-      _ref = (function() {
-        var _i, _len, _ref, _results;
-        _ref = [password.charAt(i), password.charAt(j)];
-        _results = [];
-        for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-          chr = _ref[_i];
-          _results.push(seq_candidate.indexOf(chr));
-        }
-        return _results;
-      })(), i_n = _ref[0], j_n = _ref[1];
-      if (i_n > -1 && j_n > -1) {
-        direction = j_n - i_n;
-        if (direction === 1 || direction === (-1)) {
-          seq = seq_candidate;
-          seq_name = seq_candidate_name;
-          seq_direction = direction;
-          break;
-        }
-      }
-    }
-    if (seq) {
-      while (true) {
-        _ref1 = password.slice(j - 1, j + 1 || 9e9), prev_char = _ref1[0], cur_char = _ref1[1];
-        _ref2 = (function() {
-          var _i, _len, _ref2, _results;
-          _ref2 = [prev_char, cur_char];
-          _results = [];
-          for (_i = 0, _len = _ref2.length; _i < _len; _i++) {
-            chr = _ref2[_i];
-            _results.push(seq_candidate.indexOf(chr));
-          }
-          return _results;
-        })(), prev_n = _ref2[0], cur_n = _ref2[1];
-        if (!!cur_n && (cur_n - prev_n === seq_direction)) {
-          j += 1;
-        } else {
-          if (j - i > 2) {
-            result.push({
-              pattern: 'sequence',
-              i: i,
-              j: j - 1,
-              token: password.slice(i, j),
-              sequence_name: seq_name,
-              sequence_space: seq.length,
-              ascending: seq_direction === 1
-            });
-          }
-          break;
-        }
-      }
-    }
-    i = j;
-  }
-  return result;
-};
-
-repeat = function(chr, n) {
-  var i;
-  return ((function() {
-    var _i, _results;
-    _results = [];
-    for (i = _i = 1; 1 <= n ? _i <= n : _i >= n; i = 1 <= n ? ++_i : --_i) {
-      _results.push(chr);
-    }
-    return _results;
-  })()).join('');
-};
-
-findall = function(password, rx) {
-  var match, matches;
-  matches = [];
-  while (true) {
-    match = password.match(rx);
-    if (!match) {
-      break;
-    }
-    match.i = match.index;
-    match.j = match.index + match[0].length - 1;
-    matches.push(match);
-    password = password.replace(match[0], repeat(' ', match[0].length));
-  }
-  return matches;
-};
-
-digits_rx = /\d{3,}/;
-
-digits_match = function(password) {
-  var i, j, match, _i, _len, _ref, _ref1, _results;
-  _ref = findall(password, digits_rx);
-  _results = [];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-    _results.push({
-      pattern: 'digits',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9)
-    });
-  }
-  return _results;
-};
-
-year_rx = /19\d\d|200\d|201\d/;
-
-year_match = function(password) {
-  var i, j, match, _i, _len, _ref, _ref1, _results;
-  _ref = findall(password, year_rx);
-  _results = [];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-    _results.push({
-      pattern: 'year',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9)
-    });
-  }
-  return _results;
-};
-
-date_match = function(password) {
-  return date_without_sep_match(password).concat(date_sep_match(password));
-};
-
-date_without_sep_match = function(password) {
-  var candidate, candidates_round_1, candidates_round_2, date_matches, day, digit_match, end, i, j, month, token, valid, year, _i, _j, _k, _len, _len1, _len2, _ref, _ref1, _ref2, _ref3;
-  date_matches = [];
-  _ref = findall(password, /\d{4,8}/);
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    digit_match = _ref[_i];
-    _ref1 = [digit_match.i, digit_match.j], i = _ref1[0], j = _ref1[1];
-    token = password.slice(i, j + 1 || 9e9);
-    end = token.length;
-    candidates_round_1 = [];
-    if (token.length <= 6) {
-      candidates_round_1.push({
-        daymonth: token.slice(2),
-        year: token.slice(0, 2),
-        i: i,
-        j: j
-      });
-      candidates_round_1.push({
-        daymonth: token.slice(0, end - 2),
-        year: token.slice(end - 2),
-        i: i,
-        j: j
-      });
-    }
-    if (token.length >= 6) {
-      candidates_round_1.push({
-        daymonth: token.slice(4),
-        year: token.slice(0, 4),
-        i: i,
-        j: j
-      });
-      candidates_round_1.push({
-        daymonth: token.slice(0, end - 4),
-        year: token.slice(end - 4),
-        i: i,
-        j: j
-      });
-    }
-    candidates_round_2 = [];
-    for (_j = 0, _len1 = candidates_round_1.length; _j < _len1; _j++) {
-      candidate = candidates_round_1[_j];
-      switch (candidate.daymonth.length) {
-        case 2:
-          candidates_round_2.push({
-            day: candidate.daymonth[0],
-            month: candidate.daymonth[1],
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          break;
-        case 3:
-          candidates_round_2.push({
-            day: candidate.daymonth.slice(0, 2),
-            month: candidate.daymonth[2],
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          candidates_round_2.push({
-            day: candidate.daymonth[0],
-            month: candidate.daymonth.slice(1, 3),
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-          break;
-        case 4:
-          candidates_round_2.push({
-            day: candidate.daymonth.slice(0, 2),
-            month: candidate.daymonth.slice(2, 4),
-            year: candidate.year,
-            i: candidate.i,
-            j: candidate.j
-          });
-      }
-    }
-    for (_k = 0, _len2 = candidates_round_2.length; _k < _len2; _k++) {
-      candidate = candidates_round_2[_k];
-      day = parseInt(candidate.day);
-      month = parseInt(candidate.month);
-      year = parseInt(candidate.year);
-      _ref2 = check_date(day, month, year), valid = _ref2[0], (_ref3 = _ref2[1], day = _ref3[0], month = _ref3[1], year = _ref3[2]);
-      if (!valid) {
-        continue;
-      }
-      date_matches.push({
-        pattern: 'date',
-        i: candidate.i,
-        j: candidate.j,
-        token: password.slice(i, j + 1 || 9e9),
-        separator: '',
-        day: day,
-        month: month,
-        year: year
-      });
-    }
-  }
-  return date_matches;
-};
-
-date_rx_year_suffix = /(\d{1,2})(\s|-|\/|\\|_|\.)(\d{1,2})\2(19\d{2}|200\d|201\d|\d{2})/;
-
-date_rx_year_prefix = /(19\d{2}|200\d|201\d|\d{2})(\s|-|\/|\\|_|\.)(\d{1,2})\2(\d{1,2})/;
-
-date_sep_match = function(password) {
-  var day, k, match, matches, month, valid, year, _i, _j, _k, _len, _len1, _len2, _ref, _ref1, _ref2, _ref3, _ref4, _ref5, _results;
-  matches = [];
-  _ref = findall(password, date_rx_year_suffix);
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    match = _ref[_i];
-    _ref1 = (function() {
-      var _j, _len1, _ref1, _results;
-      _ref1 = [1, 3, 4];
-      _results = [];
-      for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-        k = _ref1[_j];
-        _results.push(parseInt(match[k]));
-      }
-      return _results;
-    })(), match.day = _ref1[0], match.month = _ref1[1], match.year = _ref1[2];
-    match.sep = match[2];
-    matches.push(match);
-  }
-  _ref2 = findall(password, date_rx_year_prefix);
-  for (_j = 0, _len1 = _ref2.length; _j < _len1; _j++) {
-    match = _ref2[_j];
-    _ref3 = (function() {
-      var _k, _len2, _ref3, _results;
-      _ref3 = [4, 3, 1];
-      _results = [];
-      for (_k = 0, _len2 = _ref3.length; _k < _len2; _k++) {
-        k = _ref3[_k];
-        _results.push(parseInt(match[k]));
-      }
-      return _results;
-    })(), match.day = _ref3[0], match.month = _ref3[1], match.year = _ref3[2];
-    match.sep = match[2];
-    matches.push(match);
-  }
-  _results = [];
-  for (_k = 0, _len2 = matches.length; _k < _len2; _k++) {
-    match = matches[_k];
-    _ref4 = check_date(match.day, match.month, match.year), valid = _ref4[0], (_ref5 = _ref4[1], day = _ref5[0], month = _ref5[1], year = _ref5[2]);
-    if (!valid) {
-      continue;
-    }
-    _results.push({
-      pattern: 'date',
-      i: match.i,
-      j: match.j,
-      token: password.slice(match.i, match.j + 1 || 9e9),
-      separator: match.sep,
-      day: day,
-      month: month,
-      year: year
-    });
-  }
-  return _results;
-};
-
-check_date = function(day, month, year) {
-  var _ref;
-  if ((12 <= month && month <= 31) && day <= 12) {
-    _ref = [month, day], day = _ref[0], month = _ref[1];
-  }
-  if (day > 31 || month > 12) {
-    return [false, []];
-  }
-  if (!((1900 <= year && year <= 2019))) {
-    return [false, []];
-  }
-  return [true, [day, month, year]];
-};
diff --git a/spec/support/js_source/scoring.coffee b/spec/support/js_source/scoring.coffee
deleted file mode 100644
index 7c4d46f..0000000
--- a/spec/support/js_source/scoring.coffee
+++ /dev/null
@@ -1,270 +0,0 @@
-
-nCk = (n, k) ->
-  # http://blog.plover.com/math/choose.html
-  return 0 if k > n
-  return 1 if k == 0
-  r = 1
-  for d in [1..k]
-    r *= n
-    r /= d
-    n -= 1
-  r
-
-lg = (n) -> Math.log(n) / Math.log(2)
-
-# ------------------------------------------------------------------------------
-# minimum entropy search -------------------------------------------------------
-# ------------------------------------------------------------------------------
-#
-# takes a list of overlapping matches, returns the non-overlapping sublist with
-# minimum entropy. O(nm) dp alg for length-n password with m candidate matches.
-# ------------------------------------------------------------------------------
-
-minimum_entropy_match_sequence = (password, matches) ->
-  bruteforce_cardinality = calc_bruteforce_cardinality password # e.g. 26 for lowercase
-  up_to_k = []      # minimum entropy up to k.
-  backpointers = [] # for the optimal sequence of matches up to k, holds the final match (match.j == k). null means the sequence ends w/ a brute-force character.
-  for k in [0...password.length]
-    # starting scenario to try and beat: adding a brute-force character to the minimum entropy sequence at k-1.
-    up_to_k[k] = (up_to_k[k-1] or 0) + lg bruteforce_cardinality
-    backpointers[k] = null
-    for match in matches when match.j == k
-      [i, j] = [match.i, match.j]
-      # see if best entropy up to i-1 + entropy of this match is less than the current minimum at j.
-      candidate_entropy = (up_to_k[i-1] or 0) + calc_entropy(match)
-      if candidate_entropy < up_to_k[j]
-        up_to_k[j] = candidate_entropy
-        backpointers[j] = match
-
-  # walk backwards and decode the best sequence
-  match_sequence = []
-  k = password.length - 1
-  while k >= 0
-    match = backpointers[k]
-    if match
-      match_sequence.push match
-      k = match.i - 1
-    else
-      k -= 1
-  match_sequence.reverse()
-
-  # fill in the blanks between pattern matches with bruteforce "matches"
-  # that way the match sequence fully covers the password: match1.j == match2.i - 1 for every adjacent match1, match2.
-  make_bruteforce_match = (i, j) ->
-    pattern: 'bruteforce'
-    i: i
-    j: j
-    token: password[i..j]
-    entropy: lg Math.pow(bruteforce_cardinality, j - i + 1)
-    cardinality: bruteforce_cardinality
-  k = 0
-  match_sequence_copy = []
-  for match in match_sequence
-    [i, j] = [match.i, match.j]
-    if i - k > 0
-      match_sequence_copy.push make_bruteforce_match(k, i - 1)
-    k = j + 1
-    match_sequence_copy.push match
-  if k < password.length
-    match_sequence_copy.push make_bruteforce_match(k, password.length - 1)
-  match_sequence = match_sequence_copy
-
-  min_entropy = up_to_k[password.length - 1] or 0  # or 0 corner case is for an empty password ''
-  crack_time = entropy_to_crack_time min_entropy
-
-  # final result object
-  password: password
-  entropy: round_to_x_digits(min_entropy, 3)
-  match_sequence: match_sequence
-  crack_time: round_to_x_digits(crack_time, 3)
-  crack_time_display: display_time crack_time
-  score: crack_time_to_score crack_time
-
-round_to_x_digits = (n, x) -> Math.round(n * Math.pow(10, x)) / Math.pow(10, x)
-
-# ------------------------------------------------------------------------------
-# threat model -- stolen hash catastrophe scenario -----------------------------
-# ------------------------------------------------------------------------------
-#
-# assumes:
-# * passwords are stored as salted hashes, different random salt per user.
-#   (making rainbow attacks infeasable.)
-# * hashes and salts were stolen. attacker is guessing passwords at max rate.
-# * attacker has several CPUs at their disposal.
-# ------------------------------------------------------------------------------
-
-# for a hash function like bcrypt/scrypt/PBKDF2, 10ms per guess is a safe lower bound.
-# (usually a guess would take longer -- this assumes fast hardware and a small work factor.)
-# adjust for your site accordingly if you use another hash function, possibly by
-# several orders of magnitude!
-SINGLE_GUESS = .010
-NUM_ATTACKERS = 100 # number of cores guessing in parallel.
-
-SECONDS_PER_GUESS = SINGLE_GUESS / NUM_ATTACKERS
-
-entropy_to_crack_time = (entropy) -> .5 * Math.pow(2, entropy) * SECONDS_PER_GUESS # average, not total
-
-crack_time_to_score = (seconds) ->
-  return 0 if seconds < Math.pow(10, 2)
-  return 1 if seconds < Math.pow(10, 4)
-  return 2 if seconds < Math.pow(10, 6)
-  return 3 if seconds < Math.pow(10, 8)
-  return 4
-
-# ------------------------------------------------------------------------------
-# entropy calcs -- one function per match pattern ------------------------------
-# ------------------------------------------------------------------------------
-
-calc_entropy = (match) ->
-  return match.entropy if match.entropy? # a match's entropy doesn't change. cache it.
-  entropy_func = switch match.pattern
-    when 'repeat'     then repeat_entropy
-    when 'sequence'   then sequence_entropy
-    when 'digits'     then digits_entropy
-    when 'year'       then year_entropy
-    when 'date'       then date_entropy
-    when 'spatial'    then spatial_entropy
-    when 'dictionary' then dictionary_entropy
-  match.entropy = entropy_func match
-
-repeat_entropy = (match) ->
-  cardinality = calc_bruteforce_cardinality match.token
-  lg (cardinality * match.token.length)
-
-sequence_entropy = (match) ->
-  first_chr = match.token.charAt(0)
-  if first_chr in ['a', '1']
-    base_entropy = 1
-  else
-    if first_chr.match /\d/
-      base_entropy = lg(10) # digits
-    else if first_chr.match /[a-z]/
-      base_entropy = lg(26) # lower
-    else
-      base_entropy = lg(26) + 1 # extra bit for uppercase
-  if not match.ascending
-    base_entropy += 1 # extra bit for descending instead of ascending
-  base_entropy + lg match.token.length
-
-digits_entropy = (match) -> lg Math.pow(10, match.token.length)
-
-NUM_YEARS = 119 # years match against 1900 - 2019
-NUM_MONTHS = 12
-NUM_DAYS = 31
-
-year_entropy = (match) -> lg NUM_YEARS
-
-date_entropy = (match) ->
-  if match.year < 100
-    entropy = lg(NUM_DAYS * NUM_MONTHS * 100) # two-digit year
-  else
-    entropy = lg(NUM_DAYS * NUM_MONTHS * NUM_YEARS) # four-digit year
-  if match.separator
-    entropy += 2 # add two bits for separator selection [/,-,.,etc]
-  entropy
-
-spatial_entropy = (match) ->
-  if match.graph in ['qwerty', 'dvorak']
-    s = KEYBOARD_STARTING_POSITIONS
-    d = KEYBOARD_AVERAGE_DEGREE
-  else
-    s = KEYPAD_STARTING_POSITIONS
-    d = KEYPAD_AVERAGE_DEGREE
-  possibilities = 0
-  L = match.token.length
-  t = match.turns
-  # estimate the number of possible patterns w/ length L or less with t turns or less.
-  for i in [2..L]
-    possible_turns = Math.min(t, i - 1)
-    for j in [1..possible_turns]
-      possibilities += nCk(i - 1, j - 1) * s * Math.pow(d, j)
-  entropy = lg possibilities
-  # add extra entropy for shifted keys. (% instead of 5, A instead of a.)
-  # math is similar to extra entropy from uppercase letters in dictionary matches.
-  if match.shifted_count
-    S = match.shifted_count
-    U = match.token.length - match.shifted_count # unshifted count
-    possibilities = 0
-    possibilities += nCk(S + U, i) for i in [0..Math.min(S, U)]
-    entropy += lg possibilities
-  entropy
-
-dictionary_entropy = (match) ->
-  match.base_entropy = lg match.rank # keep these as properties for display purposes
-  match.uppercase_entropy = extra_uppercase_entropy match
-  match.l33t_entropy = extra_l33t_entropy match
-  match.base_entropy + match.uppercase_entropy + match.l33t_entropy
-
-START_UPPER = /^[A-Z][^A-Z]+$/
-END_UPPER = /^[^A-Z]+[A-Z]$/
-ALL_UPPER = /^[^a-z]+$/
-ALL_LOWER = /^[^A-Z]+$/
-
-extra_uppercase_entropy = (match) ->
-  word = match.token
-  return 0 if word.match ALL_LOWER
-  # a capitalized word is the most common capitalization scheme,
-  # so it only doubles the search space (uncapitalized + capitalized): 1 extra bit of entropy.
-  # allcaps and end-capitalized are common enough too, underestimate as 1 extra bit to be safe.
-  for regex in [START_UPPER, END_UPPER, ALL_UPPER]
-    return 1 if word.match regex
-  # otherwise calculate the number of ways to capitalize U+L uppercase+lowercase letters with U uppercase letters or less.
-  # or, if there's more uppercase than lower (for e.g. PASSwORD), the number of ways to lowercase U+L letters with L lowercase letters or less.
-  U = (chr for chr in word.split('') when chr.match /[A-Z]/).length
-  L = (chr for chr in word.split('') when chr.match /[a-z]/).length
-  possibilities = 0
-  possibilities += nCk(U + L, i) for i in [0..Math.min(U, L)]
-  lg possibilities
-
-extra_l33t_entropy = (match) ->
-  return 0 if not match.l33t
-  possibilities = 0
-  for subbed, unsubbed of match.sub
-    S = (chr for chr in match.token.split('') when chr == subbed).length   # number of subbed characters.
-    U = (chr for chr in match.token.split('') when chr == unsubbed).length # number of unsubbed characters.
-    possibilities += nCk(U + S, i) for i in [0..Math.min(U, S)]
-  # corner: return 1 bit for single-letter subs, like 4pple -> apple, instead of 0.
-  lg(possibilities) or 1
-
-# utilities --------------------------------------------------------------------
-
-calc_bruteforce_cardinality = (password) ->
-  [lower, upper, digits, symbols] = [false, false, false, false]
-  for chr in password.split('')
-    ord = chr.charCodeAt(0)
-    if 0x30 <= ord <= 0x39
-      digits = true
-    else if 0x41 <= ord <= 0x5a
-      upper = true
-    else if 0x61 <= ord <= 0x7a
-      lower = true
-    else
-      symbols = true
-  c = 0
-  c += 10 if digits
-  c += 26 if upper
-  c += 26 if lower
-  c += 33 if symbols
-  c
-
-display_time = (seconds) ->
-  minute = 60
-  hour = minute * 60
-  day = hour * 24
-  month = day * 31
-  year = month * 12
-  century = year * 100
-  if seconds < minute
-    'instant'
-  else if seconds < hour
-    "#{1 + Math.ceil(seconds / minute)} minutes"
-  else if seconds < day
-    "#{1 + Math.ceil(seconds / hour)} hours"
-  else if seconds < month
-    "#{1 + Math.ceil(seconds / day)} days"
-  else if seconds < year
-    "#{1 + Math.ceil(seconds / month)} months"
-  else if seconds < century
-    "#{1 + Math.ceil(seconds / year)} years"
-  else
-    'centuries'
diff --git a/spec/support/js_source/scoring.js b/spec/support/js_source/scoring.js
deleted file mode 100644
index f135d44..0000000
--- a/spec/support/js_source/scoring.js
+++ /dev/null
@@ -1,390 +0,0 @@
-// Generated by CoffeeScript 1.3.3
-var ALL_LOWER, ALL_UPPER, END_UPPER, NUM_ATTACKERS, NUM_DAYS, NUM_MONTHS, NUM_YEARS, SECONDS_PER_GUESS, SINGLE_GUESS, START_UPPER, calc_bruteforce_cardinality, calc_entropy, crack_time_to_score, date_entropy, dictionary_entropy, digits_entropy, display_time, entropy_to_crack_time, extra_l33t_entropy, extra_uppercase_entropy, lg, minimum_entropy_match_sequence, nCk, repeat_entropy, round_to_x_digits, sequence_entropy, spatial_entropy, year_entropy;
-
-nCk = function(n, k) {
-  var d, r, _i;
-  if (k > n) {
-    return 0;
-  }
-  if (k === 0) {
-    return 1;
-  }
-  r = 1;
-  for (d = _i = 1; 1 <= k ? _i <= k : _i >= k; d = 1 <= k ? ++_i : --_i) {
-    r *= n;
-    r /= d;
-    n -= 1;
-  }
-  return r;
-};
-
-lg = function(n) {
-  return Math.log(n) / Math.log(2);
-};
-
-minimum_entropy_match_sequence = function(password, matches) {
-  var backpointers, bruteforce_cardinality, candidate_entropy, crack_time, i, j, k, make_bruteforce_match, match, match_sequence, match_sequence_copy, min_entropy, up_to_k, _i, _j, _k, _len, _len1, _ref, _ref1, _ref2;
-  bruteforce_cardinality = calc_bruteforce_cardinality(password);
-  up_to_k = [];
-  backpointers = [];
-  for (k = _i = 0, _ref = password.length; 0 <= _ref ? _i < _ref : _i > _ref; k = 0 <= _ref ? ++_i : --_i) {
-    up_to_k[k] = (up_to_k[k - 1] || 0) + lg(bruteforce_cardinality);
-    backpointers[k] = null;
-    for (_j = 0, _len = matches.length; _j < _len; _j++) {
-      match = matches[_j];
-      if (!(match.j === k)) {
-        continue;
-      }
-      _ref1 = [match.i, match.j], i = _ref1[0], j = _ref1[1];
-      candidate_entropy = (up_to_k[i - 1] || 0) + calc_entropy(match);
-      if (candidate_entropy < up_to_k[j]) {
-        up_to_k[j] = candidate_entropy;
-        backpointers[j] = match;
-      }
-    }
-  }
-  match_sequence = [];
-  k = password.length - 1;
-  while (k >= 0) {
-    match = backpointers[k];
-    if (match) {
-      match_sequence.push(match);
-      k = match.i - 1;
-    } else {
-      k -= 1;
-    }
-  }
-  match_sequence.reverse();
-  make_bruteforce_match = function(i, j) {
-    return {
-      pattern: 'bruteforce',
-      i: i,
-      j: j,
-      token: password.slice(i, j + 1 || 9e9),
-      entropy: lg(Math.pow(bruteforce_cardinality, j - i + 1)),
-      cardinality: bruteforce_cardinality
-    };
-  };
-  k = 0;
-  match_sequence_copy = [];
-  for (_k = 0, _len1 = match_sequence.length; _k < _len1; _k++) {
-    match = match_sequence[_k];
-    _ref2 = [match.i, match.j], i = _ref2[0], j = _ref2[1];
-    if (i - k > 0) {
-      match_sequence_copy.push(make_bruteforce_match(k, i - 1));
-    }
-    k = j + 1;
-    match_sequence_copy.push(match);
-  }
-  if (k < password.length) {
-    match_sequence_copy.push(make_bruteforce_match(k, password.length - 1));
-  }
-  match_sequence = match_sequence_copy;
-  min_entropy = up_to_k[password.length - 1] || 0;
-  crack_time = entropy_to_crack_time(min_entropy);
-  return {
-    password: password,
-    entropy: round_to_x_digits(min_entropy, 3),
-    match_sequence: match_sequence,
-    crack_time: round_to_x_digits(crack_time, 3),
-    crack_time_display: display_time(crack_time),
-    score: crack_time_to_score(crack_time)
-  };
-};
-
-round_to_x_digits = function(n, x) {
-  return Math.round(n * Math.pow(10, x)) / Math.pow(10, x);
-};
-
-SINGLE_GUESS = .010;
-
-NUM_ATTACKERS = 100;
-
-SECONDS_PER_GUESS = SINGLE_GUESS / NUM_ATTACKERS;
-
-entropy_to_crack_time = function(entropy) {
-  return .5 * Math.pow(2, entropy) * SECONDS_PER_GUESS;
-};
-
-crack_time_to_score = function(seconds) {
-  if (seconds < Math.pow(10, 2)) {
-    return 0;
-  }
-  if (seconds < Math.pow(10, 4)) {
-    return 1;
-  }
-  if (seconds < Math.pow(10, 6)) {
-    return 2;
-  }
-  if (seconds < Math.pow(10, 8)) {
-    return 3;
-  }
-  return 4;
-};
-
-calc_entropy = function(match) {
-  var entropy_func;
-  if (match.entropy != null) {
-    return match.entropy;
-  }
-  entropy_func = (function() {
-    switch (match.pattern) {
-      case 'repeat':
-        return repeat_entropy;
-      case 'sequence':
-        return sequence_entropy;
-      case 'digits':
-        return digits_entropy;
-      case 'year':
-        return year_entropy;
-      case 'date':
-        return date_entropy;
-      case 'spatial':
-        return spatial_entropy;
-      case 'dictionary':
-        return dictionary_entropy;
-    }
-  })();
-  return match.entropy = entropy_func(match);
-};
-
-repeat_entropy = function(match) {
-  var cardinality;
-  cardinality = calc_bruteforce_cardinality(match.token);
-  return lg(cardinality * match.token.length);
-};
-
-sequence_entropy = function(match) {
-  var base_entropy, first_chr;
-  first_chr = match.token.charAt(0);
-  if (first_chr === 'a' || first_chr === '1') {
-    base_entropy = 1;
-  } else {
-    if (first_chr.match(/\d/)) {
-      base_entropy = lg(10);
-    } else if (first_chr.match(/[a-z]/)) {
-      base_entropy = lg(26);
-    } else {
-      base_entropy = lg(26) + 1;
-    }
-  }
-  if (!match.ascending) {
-    base_entropy += 1;
-  }
-  return base_entropy + lg(match.token.length);
-};
-
-digits_entropy = function(match) {
-  return lg(Math.pow(10, match.token.length));
-};
-
-NUM_YEARS = 119;
-
-NUM_MONTHS = 12;
-
-NUM_DAYS = 31;
-
-year_entropy = function(match) {
-  return lg(NUM_YEARS);
-};
-
-date_entropy = function(match) {
-  var entropy;
-  if (match.year < 100) {
-    entropy = lg(NUM_DAYS * NUM_MONTHS * 100);
-  } else {
-    entropy = lg(NUM_DAYS * NUM_MONTHS * NUM_YEARS);
-  }
-  if (match.separator) {
-    entropy += 2;
-  }
-  return entropy;
-};
-
-spatial_entropy = function(match) {
-  var L, S, U, d, entropy, i, j, possibilities, possible_turns, s, t, _i, _j, _k, _ref, _ref1;
-  if ((_ref = match.graph) === 'qwerty' || _ref === 'dvorak') {
-    s = KEYBOARD_STARTING_POSITIONS;
-    d = KEYBOARD_AVERAGE_DEGREE;
-  } else {
-    s = KEYPAD_STARTING_POSITIONS;
-    d = KEYPAD_AVERAGE_DEGREE;
-  }
-  possibilities = 0;
-  L = match.token.length;
-  t = match.turns;
-  for (i = _i = 2; 2 <= L ? _i <= L : _i >= L; i = 2 <= L ? ++_i : --_i) {
-    possible_turns = Math.min(t, i - 1);
-    for (j = _j = 1; 1 <= possible_turns ? _j <= possible_turns : _j >= possible_turns; j = 1 <= possible_turns ? ++_j : --_j) {
-      possibilities += nCk(i - 1, j - 1) * s * Math.pow(d, j);
-    }
-  }
-  entropy = lg(possibilities);
-  if (match.shifted_count) {
-    S = match.shifted_count;
-    U = match.token.length - match.shifted_count;
-    possibilities = 0;
-    for (i = _k = 0, _ref1 = Math.min(S, U); 0 <= _ref1 ? _k <= _ref1 : _k >= _ref1; i = 0 <= _ref1 ? ++_k : --_k) {
-      possibilities += nCk(S + U, i);
-    }
-    entropy += lg(possibilities);
-  }
-  return entropy;
-};
-
-dictionary_entropy = function(match) {
-  match.base_entropy = lg(match.rank);
-  match.uppercase_entropy = extra_uppercase_entropy(match);
-  match.l33t_entropy = extra_l33t_entropy(match);
-  return match.base_entropy + match.uppercase_entropy + match.l33t_entropy;
-};
-
-START_UPPER = /^[A-Z][^A-Z]+$/;
-
-END_UPPER = /^[^A-Z]+[A-Z]$/;
-
-ALL_UPPER = /^[^a-z]+$/;
-
-ALL_LOWER = /^[^A-Z]+$/;
-
-extra_uppercase_entropy = function(match) {
-  var L, U, chr, i, possibilities, regex, word, _i, _j, _len, _ref, _ref1;
-  word = match.token;
-  if (word.match(ALL_LOWER)) {
-    return 0;
-  }
-  _ref = [START_UPPER, END_UPPER, ALL_UPPER];
-  for (_i = 0, _len = _ref.length; _i < _len; _i++) {
-    regex = _ref[_i];
-    if (word.match(regex)) {
-      return 1;
-    }
-  }
-  U = ((function() {
-    var _j, _len1, _ref1, _results;
-    _ref1 = word.split('');
-    _results = [];
-    for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-      chr = _ref1[_j];
-      if (chr.match(/[A-Z]/)) {
-        _results.push(chr);
-      }
-    }
-    return _results;
-  })()).length;
-  L = ((function() {
-    var _j, _len1, _ref1, _results;
-    _ref1 = word.split('');
-    _results = [];
-    for (_j = 0, _len1 = _ref1.length; _j < _len1; _j++) {
-      chr = _ref1[_j];
-      if (chr.match(/[a-z]/)) {
-        _results.push(chr);
-      }
-    }
-    return _results;
-  })()).length;
-  possibilities = 0;
-  for (i = _j = 0, _ref1 = Math.min(U, L); 0 <= _ref1 ? _j <= _ref1 : _j >= _ref1; i = 0 <= _ref1 ? ++_j : --_j) {
-    possibilities += nCk(U + L, i);
-  }
-  return lg(possibilities);
-};
-
-extra_l33t_entropy = function(match) {
-  var S, U, chr, i, possibilities, subbed, unsubbed, _i, _ref, _ref1;
-  if (!match.l33t) {
-    return 0;
-  }
-  possibilities = 0;
-  _ref = match.sub;
-  for (subbed in _ref) {
-    unsubbed = _ref[subbed];
-    S = ((function() {
-      var _i, _len, _ref1, _results;
-      _ref1 = match.token.split('');
-      _results = [];
-      for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-        chr = _ref1[_i];
-        if (chr === subbed) {
-          _results.push(chr);
-        }
-      }
-      return _results;
-    })()).length;
-    U = ((function() {
-      var _i, _len, _ref1, _results;
-      _ref1 = match.token.split('');
-      _results = [];
-      for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-        chr = _ref1[_i];
-        if (chr === unsubbed) {
-          _results.push(chr);
-        }
-      }
-      return _results;
-    })()).length;
-    for (i = _i = 0, _ref1 = Math.min(U, S); 0 <= _ref1 ? _i <= _ref1 : _i >= _ref1; i = 0 <= _ref1 ? ++_i : --_i) {
-      possibilities += nCk(U + S, i);
-    }
-  }
-  return lg(possibilities) || 1;
-};
-
-calc_bruteforce_cardinality = function(password) {
-  var c, chr, digits, lower, ord, symbols, upper, _i, _len, _ref, _ref1;
-  _ref = [false, false, false, false], lower = _ref[0], upper = _ref[1], digits = _ref[2], symbols = _ref[3];
-  _ref1 = password.split('');
-  for (_i = 0, _len = _ref1.length; _i < _len; _i++) {
-    chr = _ref1[_i];
-    ord = chr.charCodeAt(0);
-    if ((0x30 <= ord && ord <= 0x39)) {
-      digits = true;
-    } else if ((0x41 <= ord && ord <= 0x5a)) {
-      upper = true;
-    } else if ((0x61 <= ord && ord <= 0x7a)) {
-      lower = true;
-    } else {
-      symbols = true;
-    }
-  }
-  c = 0;
-  if (digits) {
-    c += 10;
-  }
-  if (upper) {
-    c += 26;
-  }
-  if (lower) {
-    c += 26;
-  }
-  if (symbols) {
-    c += 33;
-  }
-  return c;
-};
-
-display_time = function(seconds) {
-  var century, day, hour, minute, month, year;
-  minute = 60;
-  hour = minute * 60;
-  day = hour * 24;
-  month = day * 31;
-  year = month * 12;
-  century = year * 100;
-  if (seconds < minute) {
-    return 'instant';
-  } else if (seconds < hour) {
-    return "" + (1 + Math.ceil(seconds / minute)) + " minutes";
-  } else if (seconds < day) {
-    return "" + (1 + Math.ceil(seconds / hour)) + " hours";
-  } else if (seconds < month) {
-    return "" + (1 + Math.ceil(seconds / day)) + " days";
-  } else if (seconds < year) {
-    return "" + (1 + Math.ceil(seconds / month)) + " months";
-  } else if (seconds < century) {
-    return "" + (1 + Math.ceil(seconds / year)) + " years";
-  } else {
-    return 'centuries';
-  }
-};
diff --git a/spec/support/matcher.rb b/spec/support/matcher.rb
deleted file mode 100644
index 82bb527..0000000
--- a/spec/support/matcher.rb
+++ /dev/null
@@ -1,35 +0,0 @@
-RSpec::Matchers.define :match_js_results do |expected_js_results|
-  match do |actual_ruby_results|
-    actual_ruby_results = reduce(actual_ruby_results.map(&:to_hash))
-    expected_js_results = reduce(expected_js_results)
-
-    @missing, @extra = [], []
-    expected_js_results.each do |js_result|
-      unless actual_ruby_results.include?(js_result)
-        @missing << js_result
-      end
-    end
-    actual_ruby_results.each do |ruby_result|
-      unless expected_js_results.include?(ruby_result)
-        @extra << ruby_result
-      end
-    end
-    @missing.empty? && @extra.empty?
-  end
-
-  failure_message_for_should do |actual|
-    "Matches missing from ruby results:\n#{@missing.inspect}\nMatches unique to ruby results:\n#{@extra.inspect}"
-  end
-
-  def reduce(results)
-    result = []
-    results.each do |hash|
-      new_hash = {}
-      (hash.keys - ['sub', 'sub_display']).sort.each do |key|
-        new_hash[key] = hash[key]
-      end
-      result << new_hash
-    end
-    result
-  end
-end
\ No newline at end of file
diff --git a/spec/tester_spec.rb b/spec/tester_spec.rb
index c42b5d7..6099ec9 100644
--- a/spec/tester_spec.rb
+++ b/spec/tester_spec.rb
@@ -8,44 +8,8 @@
       ruby_result = tester.test(password)
       js_result = js_zxcvbn(password)
 
-      ruby_result.calc_time.should_not be_nil
-      ruby_result.password.should eq js_result['password']
-      ruby_result.entropy.should eq js_result['entropy']
-      ruby_result.crack_time.should eq js_result['crack_time']
-      ruby_result.crack_time_display.should eq js_result['crack_time_display']
-      ruby_result.score.should eq js_result['score']
-      ruby_result.pattern.should eq js_result['pattern']
-      ruby_result.match_sequence.count.should eq js_result['match_sequence'].count
+      ruby_result.score.should eq js_result["score"]
+      #ruby_result.to_json.should eq js_result
     end
   end
-
-  context 'with a custom user dictionary' do
-    it 'scores them against the user dictionary' do
-      result = tester.test('themeforest', ['themeforest'])
-      result.entropy.should eq 0
-      result.score.should eq 0
-    end
-
-    it 'matches l33t substitutions on this dictionary' do
-      result = tester.test('th3m3for3st', ['themeforest'])
-      result.entropy.should eq 1
-      result.score.should eq 0
-    end
-  end
-
-  context 'with a custom global dictionary' do
-    before { tester.add_word_lists('envato' => ['envato']) }
-
-    it 'scores them against the dictionary' do
-      result = tester.test('envato')
-      result.entropy.should eq 0
-      result.score.should eq 0
-    end
-  end
-
-  context 'nil password' do
-    specify do
-      expect { tester.test(nil) }.to_not raise_error
-    end
-  end
-end
\ No newline at end of file
+end
diff --git a/spec/zxcvbn_spec.rb b/spec/zxcvbn_spec.rb
index 816f613..47a3cf1 100644
--- a/spec/zxcvbn_spec.rb
+++ b/spec/zxcvbn_spec.rb
@@ -4,21 +4,43 @@
   context 'with a password' do
     it 'returns a result' do
       result = Zxcvbn.test('password')
-      expect(result.entropy).to_not be_nil
+      expect(result.score).to_not be_nil
     end
   end
 
-  context 'with a password and user input' do
-    it 'returns a result' do
+  context "with a password" do
+    it 'returns 0 with an easy password' do
       result = Zxcvbn.test('password', ['inputs'])
-      expect(result.entropy).to_not be_nil
+      expect(result.score).to eq 0
+    end
+
+    it 'returns 4 with a hard to guess password' do
+      result = Zxcvbn.test('vkeuvuxkskf37w')
+      expect(result.score).to eq 4
     end
   end
 
-  context 'with a password, user input and custom word lists' do
-    it 'returns a result' do
-      result = Zxcvbn.test('password', ['inputs'], {'list' => ['words']})
-      expect(result.entropy).to_not be_nil
+  context 'with a password and user inputs' do
+    it 'returns 4 with a hard to guess password that is not an input' do
+      result = Zxcvbn.test('vkeuvuxkskf37w', ['my name'])
+      expect(result.score).to eq 4
+    end
+
+    it 'returns 0 with a hard to guess password that is part of the input' do
+      result = Zxcvbn.test('vkeuvuxkskf37w', ['my name', 'vkeuvuxkskf37w'])
+      expect(result.score).to eq 0
+    end
+  end
+
+  context 'with js injection' do
+    it 'prevents js injection in password' do
+      result = Zxcvbn.test("'\"\n;")
+      expect(result.score).to eq 1
+    end
+
+    it 'prevents js injection in user input list ' do
+      result = Zxcvbn.test("password", ["'\"\n;", "'", "["])
+      expect(result.score).to eq 0
     end
   end
 end
diff --git a/zxcvbn-ruby.gemspec b/zxcvbn-ruby.gemspec
index 17404c1..c47c2ed 100644
--- a/zxcvbn-ruby.gemspec
+++ b/zxcvbn-ruby.gemspec
@@ -15,6 +15,8 @@ Gem::Specification.new do |gem|
   gem.require_paths = ["lib"]
   gem.version       = Zxcvbn::VERSION
 
+  gem.add_dependency 'execjs'
+
   gem.add_development_dependency 'therubyracer'
   gem.add_development_dependency 'rspec'
 end