diff --git a/data-raw/clean_player_names.csv b/data-raw/clean_player_names.csv
index 06382196..256541f1 100644
--- a/data-raw/clean_player_names.csv
+++ b/data-raw/clean_player_names.csv
@@ -1,111 +1,112 @@
-correct_name,alt_name
-Alex Armah,Alexander Armah
-Andrew Van Ginkel,AndrewVanGinkel
-Arthur Maulet,Art Maulet
-Blessuan Austin,Bless Austin
-Brandon Rusnak,Brandon Watson
-Cam Batson,Cameron Batson
-Cam Johnston,Cameron Johnston
-Cam Lewis,Cameron Lewis
-Chris Herndon,Christopher Herndon
-Chris Jones,Christion Jones
-CJ Gardner-Johnson,Chauncey Gardner-Johnson
-CreVon LeBlanc,Crevon LeBlanc
-DaQuan Jones,Daquan Jones
-Darnay Holmes,Darney Holmes
-DaRon Payne,Daron Payne
-DaShon Polk,Dashon Polk
-Davon Hamilton,DaVon Hamilton
-DeAndra Cobb,Deandra Cobb
-DeAndrew Rubin,Deandrew Rubin
-DeAngelo Hall,Deangelo Hall
-DeAngelo Tyson,Deangelo Tyson
-DeJon Gomes,Dejon Gomes
-DeJuan Groce,Dejuan Groce
-DeLawrence Grant,Delawrence Grant
-DeMarco Sampson,Demarco Sampson
-DeMarcus Lawrence,Demarcus Lawrence
-DeMarcus Van Dyke,Demarcus Van Dyke
-DeMarcus Ware,Demarcus Ware
-DeShaun Foster,Deshaun Foster
-DeVante Parker,Devante Parker
-DeVonta Smith,Devonta Smith
-Elerson Smith,Elerson G. Smith
-Ezekiel Elliott,Zeke Elliott
-Ezekiel Turner,Zeke Turner
-Folorunso Fatukasi,Foley Fatukasi
-Foyesade Oluokun, Foye Oluokun
-Gary Jennings,Gary Jennings Jr
-HaHa Clinton-Dix,Hasean Clinton-Dix
-HaHa Clinton-Dix,HaSean Clinton-Dix
-Jacob Dolegala,Jake Dolegala
-Jacob Martin,Jake Martin
-JaJuan Dawson,Jajuan Dawson
-JaJuan Seider,Jajuan Seider
-JaMycal Hasty,Jamycal Hasty
-Jeff Wilson,Jeffery Wilson
-Jody Fortson,Joe Fortson
-Jon Brown,Jonathan Brown
-Josh Jacobs,Joshua Jacobs
-Joshua Perkins,Josh Perkins
-Ken-Yon Rambo,Ken-yon Rambo
-Kerrith Whyte,Kerrith Whyte Jr
-KhaDarel Hodge,Khadarel Hodge
-LaBrandon Toefield,Labrandon Toefield
-LaMical Perine,Lamical Perine
-LaMont Jordan,Lamont Jordan
-LaTarence Dunbar,Latarence Dunbar
-LaVar Arrington,Lavar Arrington
-LeRoy Hill,Leroy Hill
-LeVante Bellamy,Levante Bellamy
-Malaefou MacKenzie,Malaefou Mackenzie
-Mark LeGree,Mark Legree
-Matthew Judon,Matt Judon
-Matthew Slater,Matt Slater
-Maurice Jones-Drew,Maurice Drew
-Michael Badgley,Mike Badgley
-Michael Jordan,Mike Jordan
-Mitchell Trubisky,Mitch Trubisky
-Nate Gerry,Nathan Gerry
-NaVorro Bowman,Navorro Bowman
-Nick Westbrook-Ikhine,Nick Westbrook
-Nick Williams,Nicholas Williams
-Nickell Robey-Coleman,Nickell Robey
-Norman LeJeune,Norman Lejeune
-Odafe Oweh,Jayson Oweh
-Ola Adeniyi,Olasunkanmi Adeniyi
-Patrick Mahomes,Pat Mahomes
-PJ Walker,Phillip Walker
-R Jay Soward,R jay Soward
-Rob Kelley,Robert Kelley
-Rudy Ford,Johnathan Ford
-Scott Miller,Scotty Miller
-Sean Murphy-Bunting,Sean Bunting
-Sebastian Joseph-Day,Sebastian Joseph
-Seth DeValve,Seth Devalve
-Shaquil Barrett,Shaq Barrett
-Shaquill Griffin,Shaq Griffin
-Steve McLendon,Steve Mclendon
-Steven Hauschka,Stephen Hauschka
-TJ Carrie,Travis Carrie
-Travis LaBoy,Travis Laboy
-Tron LaFavor,Tron Lafavor
-Tutu Atwell,Chatarius Atwell
-Ugo Amadi,Ugochukwu Amadi
-Mike Vick,Michael Vick
-Beanie Wells,Chris Beanie Wells
-DWayne Eskridge,Dee Eskridge
-Josh Palmer,Joshua Palmer
-Gregory Rousseau,Greg Rousseau
-Carlos Basham,Boogie Basham
-Patrick Surtain,Pat Surtain
-Joe Tryon-Shoyinka,Joe Tryon
-Cameron Sample,Cam Sample
-Gabriel Davis,Gabe Davis
-Kenneth Walker,Ken Walker
-Demario Davis,DeMario Davis
-Ahmad Gardner,Sauce Gardner
-Janoris Jenkins,Jackrabbit Jenkins
-Deonte Harty,Deonte Harris
-Shaquille Leonard,Darius Leonard
-Robbie Anderson,Robby Anderson
+correct_name,alt_name
+Alex Armah,Alexander Armah
+Andrew Van Ginkel,AndrewVanGinkel
+Arthur Maulet,Art Maulet
+Blessuan Austin,Bless Austin
+Brandon Rusnak,Brandon Watson
+Cam Batson,Cameron Batson
+Cam Johnston,Cameron Johnston
+Cam Lewis,Cameron Lewis
+Chris Herndon,Christopher Herndon
+Chris Jones,Christion Jones
+CJ Gardner-Johnson,Chauncey Gardner-Johnson
+CreVon LeBlanc,Crevon LeBlanc
+DaQuan Jones,Daquan Jones
+Darnay Holmes,Darney Holmes
+DaRon Payne,Daron Payne
+DaShon Polk,Dashon Polk
+Davon Hamilton,DaVon Hamilton
+DeAndra Cobb,Deandra Cobb
+DeAndrew Rubin,Deandrew Rubin
+DeAngelo Hall,Deangelo Hall
+DeAngelo Tyson,Deangelo Tyson
+DeJon Gomes,Dejon Gomes
+DeJuan Groce,Dejuan Groce
+DeLawrence Grant,Delawrence Grant
+DeMarco Sampson,Demarco Sampson
+DeMarcus Lawrence,Demarcus Lawrence
+DeMarcus Van Dyke,Demarcus Van Dyke
+DeMarcus Ware,Demarcus Ware
+DeShaun Foster,Deshaun Foster
+DeVante Parker,Devante Parker
+DeVonta Smith,Devonta Smith
+Elerson Smith,Elerson G. Smith
+Ezekiel Elliott,Zeke Elliott
+Ezekiel Turner,Zeke Turner
+Folorunso Fatukasi,Foley Fatukasi
+Foyesade Oluokun, Foye Oluokun
+Gary Jennings,Gary Jennings Jr
+HaHa Clinton-Dix,Hasean Clinton-Dix
+HaHa Clinton-Dix,HaSean Clinton-Dix
+Jacob Dolegala,Jake Dolegala
+Jacob Martin,Jake Martin
+JaJuan Dawson,Jajuan Dawson
+JaJuan Seider,Jajuan Seider
+JaMycal Hasty,Jamycal Hasty
+Jeff Wilson,Jeffery Wilson
+Jody Fortson,Joe Fortson
+Jon Brown,Jonathan Brown
+Josh Jacobs,Joshua Jacobs
+Joshua Perkins,Josh Perkins
+Ken-Yon Rambo,Ken-yon Rambo
+Kerrith Whyte,Kerrith Whyte Jr
+KhaDarel Hodge,Khadarel Hodge
+LaBrandon Toefield,Labrandon Toefield
+LaMical Perine,Lamical Perine
+LaMont Jordan,Lamont Jordan
+LaTarence Dunbar,Latarence Dunbar
+LaVar Arrington,Lavar Arrington
+LeRoy Hill,Leroy Hill
+LeVante Bellamy,Levante Bellamy
+Malaefou MacKenzie,Malaefou Mackenzie
+Mark LeGree,Mark Legree
+Matthew Judon,Matt Judon
+Matthew Slater,Matt Slater
+Maurice Jones-Drew,Maurice Drew
+Michael Badgley,Mike Badgley
+Michael Jordan,Mike Jordan
+Mitchell Trubisky,Mitch Trubisky
+Nate Gerry,Nathan Gerry
+NaVorro Bowman,Navorro Bowman
+Nick Westbrook-Ikhine,Nick Westbrook
+Nick Williams,Nicholas Williams
+Nickell Robey-Coleman,Nickell Robey
+Norman LeJeune,Norman Lejeune
+Odafe Oweh,Jayson Oweh
+Ola Adeniyi,Olasunkanmi Adeniyi
+Patrick Mahomes,Pat Mahomes
+PJ Walker,Phillip Walker
+R Jay Soward,R jay Soward
+Rob Kelley,Robert Kelley
+Rudy Ford,Johnathan Ford
+Scott Miller,Scotty Miller
+Sean Murphy-Bunting,Sean Bunting
+Sebastian Joseph-Day,Sebastian Joseph
+Seth DeValve,Seth Devalve
+Shaquil Barrett,Shaq Barrett
+Shaquill Griffin,Shaq Griffin
+Steve McLendon,Steve Mclendon
+Steven Hauschka,Stephen Hauschka
+TJ Carrie,Travis Carrie
+Travis LaBoy,Travis Laboy
+Tron LaFavor,Tron Lafavor
+Tutu Atwell,Chatarius Atwell
+Ugo Amadi,Ugochukwu Amadi
+Mike Vick,Michael Vick
+Beanie Wells,Chris Beanie Wells
+DWayne Eskridge,Dee Eskridge
+Josh Palmer,Joshua Palmer
+Gregory Rousseau,Greg Rousseau
+Carlos Basham,Boogie Basham
+Patrick Surtain,Pat Surtain
+Joe Tryon-Shoyinka,Joe Tryon
+Cameron Sample,Cam Sample
+Gabriel Davis,Gabe Davis
+Kenneth Walker,Ken Walker
+Demario Davis,DeMario Davis
+Ahmad Gardner,Sauce Gardner
+Janoris Jenkins,Jackrabbit Jenkins
+Deonte Harty,Deonte Harris
+Shaquille Leonard,Darius Leonard
+Robbie Anderson,Robby Anderson
+Tank Dell,Nathaniel Dell
\ No newline at end of file
diff --git a/data/dictionary_combine.rda b/data/dictionary_combine.rda
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