diff --git a/scripts/build_associates.py b/scripts/build_associates.py
index ff1c291..7e8ec87 100644
--- a/scripts/build_associates.py
+++ b/scripts/build_associates.py
@@ -244,6 +244,53 @@ def process_associates(
     return {"names": names, "persons": persons, "victim_names": victim_names}
 
 
+def extract_name_lists(registry: list[dict]) -> tuple[set[str], set[str]]:
+    """Extract unique first and last names from the persons registry.
+
+    Includes nickname expansions. Returns (first_names, last_names) as
+    lowercase sets, filtered to alpha-only strings of length >= 2.
+    """
+    firsts: set[str] = set()
+    lasts: set[str] = set()
+
+    for person in registry:
+        name = person["name"]
+        parts = name.strip().split()
+        if len(parts) < 2:
+            continue
+        first = parts[0].lower()
+        last = parts[-1].lower()
+
+        if first.isalpha() and len(first) >= 2:
+            firsts.add(first)
+            # Add nicknames
+            if first in NICKNAMES:
+                for nick in NICKNAMES[first]:
+                    if nick.isalpha() and len(nick) >= 2:
+                        firsts.add(nick)
+
+        if last.isalpha() and len(last) >= 2:
+            lasts.add(last)
+
+        # Also process aliases
+        for alias in person.get("aliases", []):
+            alias_parts = alias.strip().split()
+            if len(alias_parts) < 2:
+                continue
+            af = alias_parts[0].lower()
+            al = alias_parts[-1].lower()
+            if af.isalpha() and len(af) >= 2:
+                firsts.add(af)
+                if af in NICKNAMES:
+                    for nick in NICKNAMES[af]:
+                        if nick.isalpha() and len(nick) >= 2:
+                            firsts.add(nick)
+            if al.isalpha() and len(al) >= 2:
+                lasts.add(al)
+
+    return firsts, lasts
+
+
 def download_data(data_dir: Path) -> tuple[list, list]:
     """Download the rhowardstone data files if not already present.
 
@@ -291,6 +338,15 @@ def main():
     OUTPUT_PATH.write_text(json.dumps(result, separators=(",", ":")))
     print(f"Wrote {OUTPUT_PATH}")
 
+    # Write focused name lists
+    firsts, lasts = extract_name_lists(registry)
+    first_path = OUTPUT_PATH.parent / "associate_first_names.txt"
+    last_path = OUTPUT_PATH.parent / "associate_last_names.txt"
+    first_path.write_text("\n".join(sorted(firsts)) + "\n")
+    last_path.write_text("\n".join(sorted(lasts)) + "\n")
+    print(f"Wrote {len(firsts)} first names to {first_path}")
+    print(f"Wrote {len(lasts)} last names to {last_path}")
+
 
 if __name__ == "__main__":
     main()
diff --git a/unredact/data/associate_first_names.txt b/unredact/data/associate_first_names.txt
new file mode 100644
index 0000000..e6de047
--- /dev/null
+++ b/unredact/data/associate_first_names.txt
@@ -0,0 +1,768 @@
+abbe
+accuser
+ace
+act
+activities
+ad
+adam
+adnan
+adriana
+adriel
+aerin
+aga
+ahmed
+al
+alan
+alastair
+albert
+alberto
+alec
+alejandra
+alena
+alesia
+alex
+alexander
+alexandra
+alexandria
+alexia
+alfred
+alfredo
+alice
+alicia
+aline
+alison
+alistar
+alix
+allen
+amanda
+amelia
+amir
+amy
+ana
+andre
+andrea
+andres
+andrew
+andré
+andrés
+andy
+anil
+anita
+ann
+anna
+annabelle
+annie
+anonymous
+anouk
+anthony
+antoine
+antonio
+arda
+ari
+ariane
+ariel
+arline
+arnold
+arpad
+arthur
+ashley
+attorney
+audrey
+austin
+autumn
+avram
+aw
+bandar
+barack
+barbara
+barbra
+barbro
+barnaby
+baron
+baroness
+barron
+barry
+basillia
+beef
+bella
+ben
+benham
+benjamin
+bennett
+bernard
+bernie
+beth
+bill
+billy
+blaine
+bob
+bobbi
+bobby
+borge
+boris
+brad
+bradley
+bran
+brendan
+brent
+brett
+brian
+brice
+brock
+brooke
+bruce
+bryan
+burt
+byron
+børge
+cameron
+camille
+caren
+carl
+carla
+carlos
+carluz
+carly
+carmen
+carol
+caroline
+carolyn
+carrie
+case
+casey
+cassandra
+cate
+catherine
+cathy
+cecile
+cecilia
+celina
+ceolilia
+charisma
+charles
+charlie
+chauntae
+chelsea
+cheri
+chief
+chori
+chris
+christian
+christie
+christina
+christine
+christof
+christopher
+chuck
+cindy
+clare
+clarence
+claudia
+claudius
+cledus
+cmc
+cocoa
+colleen
+connie
+conrad
+corina
+cosima
+cosmo
+countess
+court
+courtney
+craig
+cresencia
+cristalle
+crown
+cuthbert
+cy
+cynthia
+cyrus
+czi
+dalai
+dame
+damian
+dan
+dana
+daniel
+danny
+daphne
+darren
+darrin
+dashawn
+dave
+david
+day
+dean
+deb
+debbie
+debonnaire
+deborah
+debra
+deepak
+defense
+delphine
+demi
+denis
+denise
+dennis
+detective
+diana
+diane
+dick
+didier
+diedri
+dimitar
+djamel
+doj
+domenico
+don
+donald
+donatella
+donna
+donny
+dorothy
+dot
+dottie
+dotty
+doug
+douglas
+dougle
+drew
+duchess
+duke
+dupson
+dustin
+earl
+ed
+eddie
+edgar
+edmund
+edouard
+eduardo
+edward
+efrain
+ehud
+eileen
+eleanor
+electronics
+eli
+elie
+eliezer
+elisa
+elissa
+elizabeth
+elle
+ellen
+elon
+emad
+emma
+emmy
+eric
+erika
+escort
+eva
+evelyn
+evening
+ewan
+executive
+fabriame
+facilities
+faith
+felicia
+fidel
+flavio
+fleur
+forensic
+forest
+forrest
+francis
+francisco
+francois
+frank
+fred
+frederic
+french
+freya
+frédéric
+garrett
+gary
+gavin
+gensler
+geoffrey
+geor
+george
+gerald
+gerard
+gerardus
+gerry
+ghislaine
+ghulam
+gianni
+ginger
+ginny
+giovanni
+girl
+giuseppe
+glen
+glenn
+global
+graydon
+greg
+gregory
+griffin
+gusneme
+guy
+gwendolyn
+haddon
+hakeem
+haley
+hans
+hardeep
+harry
+harvey
+hasnat
+hassanal
+heather
+helena
+henry
+heriberto
+hilian
+holly
+howard
+hugh
+hyatt
+hyperion
+ian
+iggy
+ignacio
+igor
+ilan
+inca
+inmate
+ira
+isabel
+itzhak
+ivan
+ivana
+ivanka
+jack
+jackie
+jacob
+jacqui
+james
+jamie
+jan
+jane
+janice
+jantelle
+janusz
+jared
+jason
+jay
+jb
+jd
+jean
+jeanne
+jeannie
+jeff
+jeffery
+jeffrey
+jege
+jen
+jenkins
+jennie
+jennifer
+jenny
+jenson
+jeremy
+jerry
+jes
+jess
+jessica
+jibby
+jim
+jimmy
+jo
+joan
+joanna
+joe
+joel
+joey
+johanna
+john
+joi
+joichi
+jon
+jonathan
+jools
+jordana
+joscha
+jose
+joseph
+josh
+joshua
+josé
+juan
+judge
+judy
+julian
+julie
+juliette
+juror
+justice
+justin
+kamala
+kandace
+karen
+karin
+karv
+karyna
+katarina
+kate
+katherina
+katherine
+kathryn
+kathy
+katie
+katielynn
+katrina
+kaytlyn
+keith
+kelly
+kellyanne
+ken
+kenneth
+kenny
+kevin
+kimbal
+kimberly
+king
+kip
+kit
+kristy
+kyle
+lady
+lamine
+lana
+lanna
+lara
+larry
+laura
+lauren
+laurie
+lawrence
+leah
+lee
+lenny
+leo
+leon
+leonard
+leonardo
+leonic
+leopold
+les
+lesley
+leslie
+lester
+leticia
+lieut
+lieutenant
+lilly
+linda
+lisa
+liz
+lizzy
+lloyd
+local
+lord
+loretta
+lorinda
+lou
+luciano
+lynn
+maggie
+magistrate
+mandy
+manny
+manuela
+marc
+marco
+margaret
+maria
+mariana
+marie
+mark
+martha
+marti
+martin
+marvin
+mary
+maryon
+masha
+matt
+matthew
+maura
+maurene
+maurine
+mbpv
+medical
+meg
+megan
+mehmet
+melania
+melanie
+melinda
+melissa
+merwin
+mglindallns
+michael
+michelle
+mick
+mike
+mikey
+miles
+minnie
+minor
+mira
+miroslav
+misha
+mitchell
+mohamed
+mohammed
+moira
+mona
+morning
+mort
+mortimer
+morton
+mrs
+murray
+mylene
+myron
+nacho
+nadia
+nancy
+naomi
+nat
+natalia
+natalie
+natalya
+nathan
+nathaniel
+neil
+nelson
+neri
+nicholas
+nick
+nicola
+nicolas
+nicole
+nili
+nina
+noam
+noel
+nolan
+norman
+odis
+olga
+oliver
+olivier
+onel
+operations
+ops
+orly
+orville
+oscar
+pamela
+passenger
+pat
+patient
+patricia
+patrick
+patsy
+patty
+paul
+paula
+peggy
+penny
+pepe
+perry
+pete
+peter
+phil
+philip
+philippe
+phillipe
+pia
+pierre
+pimp
+plourde
+potential
+preet
+president
+prince
+princess
+professor
+pusha
+ralph
+ramon
+ramona
+rande
+randy
+ray
+raymond
+rebecca
+rec
+regina
+reid
+reyna
+rfk
+rhonda
+ric
+ricardo
+riccardo
+rich
+richard
+rick
+rina
+rinaldo
+rob
+robert
+roberta
+robin
+ron
+ronald
+rosa
+rosemary
+rosie
+roy
+rupert
+rusan
+ruslana
+ruth
+salvatore
+sam
+sammy
+samuel
+sandra
+sandy
+sanford
+sarah
+savell
+scott
+scotty
+sean
+secret
+sergei
+sergey
+seth
+sgt
+shannon
+sharon
+shaun
+shawn
+shayna
+sheldon
+shelley
+shelly
+sheridan
+sherrie
+shirley
+shu
+si
+sigrid
+simon
+simona
+sir
+sis
+solomon
+sonya
+sophie
+stacey
+stanley
+stavros
+stephanie
+stephen
+steve
+steven
+strauss
+stuart
+suann
+sublimehottie
+sultan
+sumner
+supervisors
+susan
+tancredi
+tatiana
+tazia
+teala
+ted
+teddy
+tenzin
+teresa
+terje
+theodore
+theresa
+thierry
+thomas
+thorbjorn
+thorbjørn
+tiffany
+tim
+timmy
+timothy
+tina
+todd
+tom
+tommy
+tony
+tori
+tova
+tovah
+town
+tracy
+trevor
+tucker
+ugly
+una
+vahe
+valdson
+valentino
+vanessa
+vera
+vi
+vic
+vick
+vicky
+victor
+victoria
+virginia
+viscount
+vitaly
+vittorio
+vivienne
+vladimir
+vor
+wafic
+wallace
+walter
+warden
+warren
+wayne
+wendi
+wendy
+wilbur
+will
+william
+willy
+woody
+yana
+yehura
+zach
+zina
+zipora
+zubair
+zurab
diff --git a/unredact/data/associate_last_names.txt b/unredact/data/associate_last_names.txt
new file mode 100644
index 0000000..8f0d947
--- /dev/null
+++ b/unredact/data/associate_last_names.txt
@@ -0,0 +1,1145 @@
+acosta
+adams
+adelson
+agnelli
+agnifilo
+aidala
+alaggia
+alessi
+alexander
+allen
+allx
+alt
+altbach
+althorp
+amaladas
+ambani
+ambrose
+amerling
+amparo
+anderson
+andrea
+andresen
+andrew
+andriano
+andriesz
+andrzejewski
+anthony
+anton
+arango
+araoz
+arden
+ariely
+arm
+arnault
+aronoff
+arougheti
+ash
+assaf
+assed
+assistant
+astor
+attia
+attorney
+axel
+ayers
+aznar
+aznaran
+bach
+back
+baden
+bahamas
+balazs
+baldwin
+banasiak
+band
+bank
+bannon
+barak
+bard
+barden
+barou
+barr
+barrack
+barrett
+barrow
+bartiromo
+bass
+bauer
+beard
+beaucaire
+beaudouin
+beck
+bedminister
+bedoya
+beghal
+belholovick
+beller
+belohlavek
+belyakov
+benatar
+benedetto
+benhamou
+bennett
+berger
+berggruen
+berke
+berkman
+berman
+bernard
+berry
+beskardes
+bettelheim
+bezos
+bharara
+biddle
+biden
+biggen
+biggs
+birkholder
+birley
+biros
+bishop
+bismarck
+bjorlin
+black
+blackman
+blaine
+blair
+blaise
+blanchard
+blanche
+blanchett
+blankfein
+bloomberg
+bock
+boehly
+boies
+bolivaras
+bolkiah
+bon
+bondi
+bostick
+botella
+botstein
+bourgeois
+bowie
+boyden
+bradbury
+bradshaw
+branson
+brant
+braylovskiy
+breanon
+brende
+briatore
+brin
+brinkley
+briones
+broad
+brochin
+brockman
+broida
+brooks
+brother
+broukis
+brown
+brubaker
+brune
+brunel
+bruni
+brunson
+bryan
+bryant
+bucher
+buchwald
+buffett
+bulow
+burkle
+burney
+burns
+bush
+busson
+cabranes
+calacanis
+camaros
+cambell
+campbell
+candy
+captain
+caputo
+carlson
+carroll
+carter
+carvajal
+casdorph
+casey
+cassell
+castor
+castro
+catsimatidis
+catterton
+cavett
+cayne
+cazaudumec
+chacon
+charge
+chaslin
+cherry
+cheung
+chomsky
+chopra
+christakis
+christe
+christensen
+church
+churkin
+cipriani
+clayton
+cleese
+clifford
+clinton
+clooney
+cohen
+colacello
+colhoun
+collins
+colon
+comey
+companion
+company
+cong
+conrad
+contrin
+conway
+cook
+coordinator
+copperfield
+correra
+cosby
+cotrin
+counsel
+counter
+couric
+cozen
+cranborne
+crape
+crawford
+cronkite
+crossharbour
+cruz
+csakany
+cunningham
+cuomo
+cutaia
+dahl
+dalce
+dalton
+damasio
+daniels
+danielson
+daugerdas
+david
+davies
+davis
+dawkins
+delevingne
+dell
+dellal
+demarco
+deng
+denham
+denish
+dennett
+derby
+dershowitz
+desantis
+desori
+despont
+devonvoisin
+deweidy
+diaz
+dicaprio
+dickey
+dickinson
+dietz
+diller
+dimon
+dios
+dix
+dixon
+dodd
+doerrig
+does
+dog
+dolce
+domenico
+donahue
+donissaint
+donovan
+doumanian
+dowd
+doyle
+driver
+drokova
+duban
+dubin
+dubinin
+duffy
+dunne
+durbin
+eakin
+eaves
+ecclestone
+echols
+edelstein
+edge
+edmondson
+edward
+edwards
+efrain
+egolf
+ehnbom
+ehrsam
+elbaum
+elizabeth
+elizee
+elkus
+ellison
+elrod
+engelmayer
+english
+epsilon
+epstein
+erdoes
+estrada
+eva
+evangelista
+evans
+everdell
+examiner
+expert
+fanjul
+farkas
+farley
+farmer
+faust
+feinberg
+fekkai
+feldman
+ferguson
+fernich
+ferren
+field
+fiennes
+fierson
+fifer
+figueras
+figueroa
+filip
+finglas
+fisch
+fischl
+fisher
+fitzpatrick
+flack
+flatley
+flight
+flinkelman
+fontanella
+fontanilla
+ford
+foreman
+forester
+forstmann
+fowler
+foxx
+francis
+freeman
+frick
+fry
+fuller
+furman
+furstenberg
+gabriel
+gaffney
+gagosian
+gair
+galtier
+gany
+garavani
+garcia
+gardner
+gasparino
+gates
+gathy
+geffen
+gehry
+gelb
+gelernter
+genovese
+george
+gerber
+gershman
+getty
+gibbs
+gibson
+gilchrist
+gillers
+girl
+giuffre
+glassman
+gleeson
+glenn
+goertzel
+goldberg
+goldberger
+goldsmith
+goldston
+gordon
+gore
+gow
+goyer
+graafeiland
+gramanov
+gramza
+greco
+greece
+green
+greenberg
+greenspan
+griffin
+griffith
+grineva
+grippi
+groening
+groff
+gross
+grosvenor
+grubman
+gruenberg
+guerin
+guggenheim
+gunzburg
+gustafson
+guynes
+gyatso
+hadid
+haidt
+halada
+hall
+hamblin
+hameroff
+hammer
+hammond
+handler
+hanna
+hanson
+harris
+harrison
+hart
+hawking
+hazell
+healey
+healy
+heller
+helm
+helu
+henry
+herman
+hernandez
+hervey
+hesse
+heuvel
+hicks
+hill
+hillis
+hilton
+hobson
+hoch
+hodge
+hoffman
+hoiby
+holder
+holding
+holland
+hollander
+holman
+hooft
+horner
+horowitz
+host
+howard
+hughes
+hurley
+hurwitz
+husband
+hyle
+høiby
+iali
+icahn
+ii
+iii
+inc
+indyke
+ingle
+ipanema
+ito
+iv
+iveagh
+jackson
+jagger
+jagland
+jaiglif
+jaiglé
+james
+jane
+janklow
+jarecki
+jean
+jeffrey
+jeffries
+jenny
+jo
+johanaoff
+johnson
+johnstone
+jones
+jongh
+jordan
+josephson
+joslin
+juice
+julié
+junkermann
+juul
+kahn
+kalin
+kamen
+kaplan
+kaptchuk
+karan
+karp
+kastrin
+kates
+katzmann
+keita
+kellen
+keller
+kellerhals
+kennedy
+kent
+kermode
+kerney
+kerry
+kervey
+kessler
+khan
+khashoggi
+killary
+kim
+kirby
+kissinger
+klein
+kleman
+knuckles
+koch
+kofman
+konigsberg
+koo
+koons
+koppel
+korshunova
+kosslyn
+kotick
+kotkin
+kotzig
+kovylina
+kracen
+krape
+krassner
+krauss
+kravis
+kravitz
+krischer
+krove
+kurylenko
+kushner
+kydd
+lajcak
+lajčák
+lal
+laliberte
+laliberté
+lama
+lambro
+lamine
+lamster
+landon
+lang
+langley
+larsen
+lateef
+laudan
+laude
+lauder
+lauren
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