mrphilroth · October 11, 2022 00:18
diff --git a/fantasy_positions.py b/fantasy_positions.py
 #!/usr/bin/python

 import requests
 import numpy as np
 import pandas as pd
 from lxml import html

 base_url = "http://sports.yahoo.com/nba/teams"
 teams = [
    "atlanta",
    "boston",
    "brooklyn",
    "new-york",
    "philadelphia",
    "toronto",
    "chicago",
    "cleveland",
    "detroit",
    "indiana",
    "milwaukee",
    "atlanta",
    "charlotte",
    "miami",
    "orlando",
    "washington",
    "golden-state",
    "la-clippers",
    "la-lakers",
    "phoenix",
    "sacramento",
    "dallas",
    "houston",
    "memphis",
    "new-orleans",
    "san-antonio",
    "denver",
    "minnesota",
    "oklahoma-city",
    "portland",
    "utah",
 ]
 nxpath = """//*[@id="Col1-0-Team-Proxy"]/div/div[3]/div[2]/div[2]/table/tbody/tr[*]/td[2]/div/div/a"""
 pxpath = """//*[@id="Col1-0-Team-Proxy"]/div/div[3]/div[2]/div[2]/table/tbody/tr[****]/td[3]/div/span/text()"""


 def main():
    rows = []
    for team in teams:
        roster_url = f"{base_url}/{team}/roster/"
        content = requests.get(roster_url).content.decode()
        tree = html.fromstring(content)
        names = [n.text for n in tree.xpath(nxpath) if n.text is not None]
        for i, name in enumerate(names):
            sname = name.split(" ")
            output_name = ", ".join(sname[1:] + [sname[0]])
            positions = [
                p for p in tree.xpath(pxpath.replace("****", str(i + 1))) if p != "/"
            ]
            print(i, output_name, positions)
            output_positions = ", ".join(positions)
            pdict = {"name": output_name, "position": output_positions}
            rows.append(pdict)

    df = pd.DataFrame(rows)
    df = df.replace(np.nan, "", regex=True)
    df.to_csv("positions.csv", index=False)


 if __name__ == "__main__":
    main()
diff --git a/positions2016.csv b/positions2016.csv
diff --git a/positions2017.csv b/positions2017.csv
diff --git a/positions2019.csv b/positions2019.csv
diff --git a/positions2020.csv b/positions2020.csv
diff --git a/positions2022.csv b/positions2022.csv
	#!/usr/bin/python

	import requests
	import numpy as np
	import pandas as pd
	from lxml import html

	base_url = "http://sports.yahoo.com/nba/teams"
	teams = [
	"atlanta",
	"boston",
	"brooklyn",
	"new-york",
	"philadelphia",
	"toronto",
	"chicago",
	"cleveland",
	"detroit",
	"indiana",
	"milwaukee",
	"atlanta",
	"charlotte",
	"miami",
	"orlando",
	"washington",
	"golden-state",
	"la-clippers",
	"la-lakers",
	"phoenix",
	"sacramento",
	"dallas",
	"houston",
	"memphis",
	"new-orleans",
	"san-antonio",
	"denver",
	"minnesota",
	"oklahoma-city",
	"portland",
	"utah",
	]
	nxpath = """//[@id="Col1-0-Team-Proxy"]/div/div[3]/div[2]/div[2]/table/tbody/tr[]/td[2]/div/div/a"""
	pxpath = """//[@id="Col1-0-Team-Proxy"]/div/div[3]/div[2]/div[2]/table/tbody/tr[***]/td[3]/div/span/text()"""


	def main():
	rows = []
	for team in teams:
	roster_url = f"{base_url}/{team}/roster/"
	content = requests.get(roster_url).content.decode()
	tree = html.fromstring(content)
	names = [n.text for n in tree.xpath(nxpath) if n.text is not None]
	for i, name in enumerate(names):
	sname = name.split(" ")
	output_name = ", ".join(sname[1:] + [sname[0]])
	positions = [
	p for p in tree.xpath(pxpath.replace("****", str(i + 1))) if p != "/"
	]
	print(i, output_name, positions)
	output_positions = ", ".join(positions)
	pdict = {"name": output_name, "position": output_positions}
	rows.append(pdict)

	df = pd.DataFrame(rows)
	df = df.replace(np.nan, "", regex=True)
	df.to_csv("positions.csv", index=False)


	if __name__ == "__main__":
	main()
name	pos0	pos1	pos2	pos3
Kent Bazemore	GF	SF	SG
DeAndre' Bembry	SF
Isaia Cordinier	SG
Malcolm Delaney	SG	PG
Tim Hardaway Jr.	GF	SG
Dwight Howard	FC	C
Kris Humphries	FC	PF
Jarrett Jack	G	PG
Kyle Korver	GF	SG
Paul Millsap	FC	PF
Mike Muscala	FC	C
Taurean Prince	SF
Dennis Schroder	PG
Mike Scott	PF
Thabo Sefolosha	GF	SF
Tiago Splitter	C
Walter Tavares	C
Ben Bentil	PF
Avery Bradley	G	SG
Jaylen Brown	SF
Jae Crowder	F	SF
Gerald Green	GF	SG	SF
John Holland	SG
Al Horford	FC	C	PF
R.J. Hunter	SG
Demetrius Jackson	PG
Jonas Jerebko	F	PF
Amir Johnson	FC	C
Jordan Mickey	PF
Abdel Nader	PF
Kelly Olynyk	C	PF
Terry Rozier	PG
Marcus Smart	PG	SG
Isaiah Thomas	PG
Guerschon Yabusele	PF
James Young	SG
Tyler Zeller	FC	C
Ante Zizic	C
Anthony Bennett	F
Bojan Bogdanovic	GF	SG	SF
Trevor Booker	PF
Markel Brown	SG
Randy Foye	G	SG
Justin Hamilton	FC	C
Joe Harris	SG
Rondae Hollis-Jefferson	GF	SF
Sean Kilpatrick	SG
Caris LeVert	SG	SF
Jeremy Lin	G	PG
Brook Lopez	C
Chris McCullough	PF
Luis Scola	FC	PF	C
Greivis Vasquez	G	PG
Isaiah Whitehead	SG	PG
Nicolas Batum	GF	SG	SF
Marco Belinelli	GF	SG
Jorge Gutierrez	PG
Aaron Harrison	PG
Spencer Hawes	FC	PF	C
Roy Hibbert	C
Frank Kaminsky	FC	PF
Michael Kidd-Gilchrist	SF
Jeremy Lamb	GF	SF	SG
Brian Roberts	G	PG
Ramon Sessions	G	PG
Mike Tobey	C
Kemba Walker	PG
Marvin Williams	F	PF
Christian Wood	FC
Cody Zeller	FC	C
Jimmy Butler	GF	SF	SG
Isaiah Canaan	PG
Spencer Dinwiddie	PG
Cristiano Felicio	C
Taj Gibson	FC	PF
Jerian Grant	G	PG
Robin Lopez	C
Doug McDermott	SF
Nikola Mirotic	F	PF	SF	C
Bobby Portis	FC	PF
Rajon Rondo	PG
Tony Snell	GF
Denzel Valentine	SF	SG
Dwyane Wade	G	SG
Paul Zipser	SF
Chris Andersen	FC	C
Mike Dunleavy	GF	SG	SF
Kay Felder	PG
Channing Frye	FC	PF
Kyrie Irving	G	PG
LeBron James	F	SF	PF
Richard Jefferson	GF	SF
James Jones	GF
Dahntay Jones	GF
Kevin Love	FC	PF	C
Jordan McRae	SG
Iman Shumpert	GF	SG
Tristan Thompson	FC	C
Mo Williams	G	PG
Joel Anthony	FC
Cameron Bairstow	FC
Aron Baynes	C
Lorenzo Brown	PG
Reggie Bullock	GF	SG
Kentavious Caldwell-Pope	SG
Andre Drummond	FC	C
Henry Ellenson	PF
Michael Gbinije	SF
Tobias Harris	F	PF	SF
Darrun Hilliard	SG
Reggie Jackson	G	PG
Stanley Johnson	GF	SF
Jon Leuer	FC	PF
Boban Marjanovic	C
Ray McCallum	PG
Marcus Morris	F	SF
Ish Smith	PG
Lavoy Allen	FC	PF	C
Aaron Brooks	PG
Rakeem Christmas	PF
Monta Ellis	G	SG
Jeremy Evans	F
Paul George	F	SF
Al Jefferson	FC	C
C.J. Miles	GF	SF	SG
Georges Niang	PF	SF
Alex Poythress	SF
Glenn Robinson III	SF
Julyan Stone	GF
Rodney Stuckey	G	SG	PG
Jeff Teague	PG
Myles Turner	FC	C	PF
Shayne Whittington	C
Joe Young	G
Thaddeus Young	F	PF
Luke Babbitt	SF
Chris Bosh	FC	PF	C
Goran Dragic	G	PG
Wayne Ellington	SG
Udonis Haslem	PF
James Johnson	F	SF
Tyler Johnson	G	PG	SG
Rodney McGruder	SG
Josh McRoberts	FC	PF
Willie Reed	FC	C
Josh Richardson	GF
Beno Udrih	PG
Dion Waiters	GF	SG
Briante Weber	PG
Okaro White	PF
Hassan Whiteside	C
Derrick Williams	F	PF
Justise Winslow	F	SF
Giannis Antetokounmpo	SF	PG
Malcolm Brogdon	SG
Michael Carter-Williams	PG
Matthew Dellavedova	G	SG	PG
Tyler Ennis	PG
John Henson	FC	C
Damien Inglis	SF
Thon Maker	PF
Khris Middleton	GF	SG	SF
Greg Monroe	FC	C
Steve Novak	F
Johnny O'Bryant	PF
Jabari Parker	F	PF
Miles Plumlee	FC	C
Mirza Teletovic	F	SF	PF
Jason Terry	G	SG
Rashad Vaughn	SG
Carmelo Anthony	F	SF
Ron Baker	SG
Cleanthony Early	SF
Willy Hernangomez	C
Justin Holiday	GF	SG	SF
Brandon Jennings	PG
Mindaugas Kuzminskas	SF
Courtney Lee	GF	SG
Maurice Ndour	F
Joakim Noah	FC	C
Kyle O'Quinn	FC	C	PF
Marshall Plumlee	C
Kristaps Porzingis	FC	PF
Chasson Randle	PG
Derrick Rose	PG
Lance Thomas	GF	SF	PF
Sasha Vujacic	SG
D.J. Augustin	PG
Bismack Biyombo	FC	C
Evan Fournier	GF	SG
Aaron Gordon	F	SF	PF
Jeff Green	GF	SF	PF
Mario Hezonja	SG	SF
Serge Ibaka	FC	PF	C
Jodie Meeks	SG
Elfrid Payton	PG
Nikola Vucevic	FC	C
C.J. Watson	PG
C.J. Wilcox	SG
Stephen Zimmerman Jr.	PF
Jerryd Bayless	G	PG
Robert Covington	F	SF
Joel Embiid	C
Jerami Grant	F	PF
Gerald Henderson	GF	SG
Richaun Holmes	PF
Sasha Kaun	C
Furkan Korkmaz	SG
Carl Landry	F
Timothe Luwawu	GF
T.J. McConnell	PG
Nerlens Noel	FC	PF	C
Jahlil Okafor	C
Brandon Paul	SG
Tibor Pleiss	C
Sergio Rodriguez	PG
Dario Saric	PF	SF
Ben Simmons	F	PF
Nik Stauskas	SG
Hollis Thompson	GF	SG	SF
Bruno Caboclo	SF
DeMarre Carroll	F	SF
Drew Crawford	SG
DeMar DeRozan	GF	SG
Cory Joseph	PG
Kyle Lowry	PG
Yanick Moreira	C
Lucas Nogueira	C
Patrick Patterson	FC	PF
Jakob Poeltl	PF	C
Norman Powell	SG	SF
Terrence Ross	GF	SF	SG
Pascal Siakam	PF
Jared Sullinger	FC	PF
Jarrod Uthoff	PF
Jonas Valanciunas	C
Delon Wright	PG
Bradley Beal	SG
Trey Burke	PG
Jarell Eddie	SG
Drew Gooden	FC
Marcin Gortat	C
Ian Mahinmi	C
Markieff Morris	FC	PF	SF
Andrew Nicholson	PF
Kelly Oubre Jr.	SF
Otto Porter	SF
Tomas Satoransky	G	PG
Jason Smith	FC	PF	C
Marcus Thornton	GF	SG
John Wall	PG
Quincy Acy	F	PF
Justin Anderson	SF
J.J. Barea	G	PG	SG
Harrison Barnes	F	SF
Andrew Bogut	C
Nicolas Brussino	GF
Kyle Collinsworth	SG
Seth Curry	PG	SG
Dorian Finney-Smith	PF
Jonathan Gibson	SG
A.J. Hammons	C
Devin Harris	G	PG
Wesley Matthews	GF	SG	SF
Salah Mejri	C
Dirk Nowitzki	FC	PF
Dwight Powell	PF	C
Deron Williams	PG
Darrell Arthur	FC
Will Barton	GF	SG	SF
Malik Beasley	PG
Wilson Chandler	GF	SF
Petr Cornelie	PF
Kenneth Faried	FC	PF
Danilo Gallinari	SF
Gary Harris	SG
Juan Hernangomez	F
Nikola Jokic	C	PF
Mike Miller	GF
Emmanuel Mudiay	PG
Jamal Murray	SG	PG
Jameer Nelson	PG
Jusuf Nurkic	C
Jakarr Sampson	GF
Axel Toupane	GF
Ian Clark	G	PG
Stephen Curry	G	PG
Kevin Durant	F	SF	PF
Draymond Green	F	PF	C
Andre Iguodala	GF	SF	SG
Damian Jones	C
Shaun Livingston	G	PG
Kevon Looney	PF
James Michael McAdoo	PF
Patrick McCaw	SG	SF
Zaza Pachulia	C
Klay Thompson	GF	SG
Anderson Varejao	FC	C
David West	PF
Ryan Anderson	FC	PF
Trevor Ariza	GF	SF
Michael Beasley	F	PF
Patrick Beverley	G	PG
Corey Brewer	GF	SF
Clint Capela	FC	C	PF
Sam Dekker	SF
Eric Gordon	SG
Andrew Goudelock	G
James Harden	GF	SG	PG
Montrezl Harrell	PF
Nene Hilario	FC	C
K.J. McDaniels	SF	SG
Donatas Motiejunas	F
Chinanu Onuaku	C
Pablo Prigioni	G	PG
Zhou Qi	PF
Alan Anderson	GF
Brandon Bass	FC	C	PF
Jamal Crawford	GF	SG
Branden Dawson	F
Raymond Felton	G	PG
Blake Griffin	FC	PF
Brice Johnson	PF
Wesley Johnson	GF	SG	SF
DeAndre Jordan	C
Luc Richard Mbah a Moute	F	SF
David Michineau	PG
Chris Paul	PG
Paul Pierce	F	SF
J.J. Redick	SG
Austin Rivers	G	PG
Marreese Speights	FC	PF	C
Diamond Stone	C
Tarik Black	FC	C
Anthony Brown	SF
Jose Calderon	PG
Jordan Clarkson	G	SG
Luol Deng	F	SF
Marcelo Huertas	PG
Brandon Ingram	SF	SG
Yi Jianlian	FC	PF	C
Ryan Kelly	F
Timofey Mozgov	C
Larry Nance Jr.	PF	SF
Julius Randle	PF
D'Angelo Russell	PG
Lou Williams	G	SG
Nick Young	GF
Ivica Zubac	C
Jordan Adams	SG
Tony Allen	GF	SG
Wade Baldwin IV	PG
Vince Carter	GF	SG	SF
Mike Conley	PG
Troy Daniels	PG	SG
Deyonta Davis	PF
James Ennis	GF	SF
Marc Gasol	C
JaMychal Green	PF
Andrew Harrison	PG
Jarell Martin	PF	C
Xavier Munford	SG
Chandler Parsons	F	SF
Zach Randolph	FC	PF
Wayne Selden Jr.	SG
D.J. Stephens	SF
Zhelin Wang	C
Troy Williams	PF
Brandan Wright	FC	C
Tony Wroten	G
Rade Zagorac	SF
Cole Aldrich	C
Nemanja Bjelica	PF	SF
Gorgui Dieng	FC	PF	C
Kris Dunn	PG
Kevin Garnett	FC
Jordan Hill	FC	PF
Tyus Jones	PG
Zach LaVine	G	SG
Shabazz Muhammad	GF	SF	SG
Adreian Payne	PF
Nikola Pekovic	C
Ricky Rubio	PG
Damjan Rudez	GF
Brandon Rush	GF	SG
Karl-Anthony Towns	C
Andrew Wiggins	GF	SF
Alexis Ajinca	FC	C
Omer Asik	FC	C
Dante Cunningham	F	SF
Anthony Davis	FC	PF	C
Cheick Diallo	PF
Tyreke Evans	G	SG
Tim Frazier	PG
Langston Galloway	G	SG
Buddy Hield	SG
Solomon Hill	GF	SF
Jrue Holiday	PG
Terrence Jones	F	PF
E'Twaun Moore	G	PG
Quincy Pondexter	GF	SF
Alex Abrines	SG
Steven Adams	C
Nick Collison	FC
Daniel Hamilton	SF
Josh Huestis	SF
Ersan Ilyasova	F	PF
Enes Kanter	C	PF
Joffrey Lauvergne	FC	PF	C
Mitch McGary	FC
Anthony Morrow	GF	SF
Victor Oladipo	G	SG
Cameron Payne	PG
Ronnie Price	G	PG
Andre Roberson	GF	SF	SG
Domantas Sabonis	PF
Kyle Singler	GF	SF
Russell Westbrook	PG
Leandro Barbosa	G	PG
Dragan Bender	PF
Eric Bledsoe	G	PG
Devin Booker	SG
Tyson Chandler	C
Marquese Chriss	PF
Jared Dudley	GF	PF	SF
Archie Goodwin	G	SG
John Jenkins	GF
Brandon Knight	G	SG	PG
Alex Len	FC	C
P.J. Tucker	GF	SF
Tyler Ulis	PG
T.J. Warren	SF
Alan Williams	PF	C
Al-Farouq Aminu	F	PF
Pat Connaughton	GF
Allen Crabbe	G	SG	SF
Ed Davis	FC	PF
Festus Ezeli	C
Maurice Harkless	SF
Jake Layman	PF
Meyers Leonard	FC	PF	C
Damian Lillard	PG
C.J. McCollum	G	SG	PG
Luis Montero	SF
Shabazz Napier	PG
Mason Plumlee	FC	C
Tim Quarterman	PG
Evan Turner	GF	SF	SG
Noah Vonleh	PF
Arron Afflalo	GF	SG
Matt Barnes	GF	SF
Caron Butler	SF
Omri Casspi	F	PF	SF
Willie Cauley-Stein	FC	C
Darren Collison	PG
DeMarcus Cousins	FC	PF	C
Isaiah Cousins	SG
Duje Dukan	SF
Rudy Gay	F	SF
Kosta Koufos	FC	C
Skal Labissiere	PF
Ben McLemore	SG
Eric Moreland	PF
Georgios Papagiannis	C
Lamar Patterson	SG
Malachi Richardson	SG
Garrett Temple	G	PG	SG
Anthony Tolliver	F	PF
LaMarcus Aldridge	FC	PF	C
Kyle Anderson	SF	SG
Ryan Arcidiacono	PG
Davis Bertans	SF
Dewayne Dedmon	C
Patricio Garino	SG
Pau Gasol	FC	C
Manu Ginobili	GF	SG
Danny Green	GF	SG
David Lee	FC	PF
Kawhi Leonard	GF	SF
Patty Mills	PG
Dejounte Murray	PG
Tony Parker	PG
Jonathon Simmons	SF
Joel Bolomboy	PF
Alec Burks	G	SG
Boris Diaw	FC	C	PF
Dante Exum	PG
Derrick Favors	FC	PF
Rudy Gobert	C
Gordon Hayward	GF	SF
George Hill	G	PG
Rodney Hood	GF	SG
Joe Ingles	GF	SF
Chris Johnson	GF
Joe Johnson	GF	SF	SG
Trey Lyles	PF	C
Shelvin Mack	PG
Kendall Marshall	PG
Raul Neto	PG
Marcus Paige	PG
Tyrone Wallace	SG
Jeff Withey	C
	name	position
	Adams, Jaylen	PG
	Bembry, DeAndre'	SF, PG
	Brooks, Armoni	PG
	Brown, Charlie	SF
	Collins, John	FC, PF
	Crabbe, Allen	GF, SG
	Derrickson, Marcus	PF
	Fernando, Bruno	C
	Goodwin, Brandon	PG
	Huerter, Kevin	SG
	Hunter, De'Andre	SF
	Jones, Damian	C
	Len, Alex	FC, C
	Parker, Jabari	F, PF
	Parsons, Chandler	F
	Poythress, Alex	SF
	Reddish, Cam	PG
	Spalding, Ray	PF
	Turner, Evan	GF, PG
	Young, Trae	PG
	Brown, Jaylen	GF, SG, SF
	Edwards, Carsen	PG
	Fall, Tacko	C
	Gibson, Jonathan	G
	Green, Javonte	PG
	Hayward, Gordon	GF, PF
	Kanter, Enes	C
	Langford, Romeo	SG
	Ojeleye, Semi	F
	Poirier, Vincent	C
	Smart, Marcus	G, SG, PG
	Strus, Max	SG
	Tatum, Jayson	F, SF, PF
	Theis, Daniel	FC, C
	Walker, Kemba	PG
	Wanamaker, Brad	G
	Waters, Tremont	PG
	Williams, Grant	PF
	Williams, Robert	PF, C
	Adel, Deng	C
	Allen, Jarrett	FC, C
	Chandler, Wilson	F, PF, SF
	Claxton, Nicolas	C
	Dinwiddie, Spencer	PG, SG
	Durant, Kevin	F
	Ellenson, Henry	PF
	Hands, Jaylen	PG
	Harris, Joe	GF, SG
	Irving, Kyrie	G, PG
	Jordan, DeAndre	C
	Kurucs, Rodions	SF, PF
	LeVert, Caris	GF, SF, PG
	Musa, Dzanan	SF
	Nwaba, David	GF
	Pinson, Theo	SF
	Prince, Taurean	SF, PF
	Temple, Garrett	GF, SG
	Allen, Kadeem	SG
	Barrett, RJ	SF
	Brazdeikis, Ignas	SF
	Bullock, Reggie	GF, SG
	Dotson, Damyean	SG, SF
	Ellington, Wayne	GF, SG
	Gibson, Taj	FC, PF, C
	Hinton, Amir	PG
	King, V.J.	SG
	Knox, Kevin	F, SF
	Morris, Marcus	F, SF
	Ntilikina, Frank	G
	Payton, Elfrid	PG
	Peters, Lamar	PG
	Portis, Bobby	FC, PF, C
	Randle, Julius	FC, PF
	Robinson, Mitchell	C
	Smith, Jr., Dennis	G, PG
	Thomas, Lance	GF
	Trier, Allonzo	SG
	Wooten, Kenny	PF
	Bolden, Jonah	PF, C
	Burke, Trey	PG
	Embiid, Joel	FC, C
	Ennis, III, James	GF, SF
	Harris, Tobias	F, SF, PF
	Highsmith, Haywood	SG
	Horford, Al	FC, PF
	Korkmaz, Furkan	SG
	Milton, Shake	PG
	Neto, Raul	PG
	O'Quinn, Kyle	FC, C
	Pelle, Norvel	C
	Richardson, Josh	GF, SG
	Scott, Mike	PF
	Shayok, Marial	SF
	Simmons, Ben	PG
	Simmons, Jonathon	GF
	Smith, Zhaire	SG
	Thybulle, Matisse	SF, SG
	Anunoby, OG	F, SF, PF
	Boucher, Chris	FC, C
	Brissett, Oshae	PF
	Davis, Terence	SG
	Gasol, Marc	C
	Hernandez, Dewan	C
	Hollis-Jefferson, Rondae	F, PF
	Ibaka, Serge	FC, C
	Johnson, Stanley	GF, SF
	Konate, Sagaba	SF
	Lowry, Kyle	PG
	Loyd, Jordan	PG
	McCaw, Patrick	GF, SF
	Miller, Malcolm	PF
	Payne, Cameron	PG
	Powell, Norman	GF, SG
	Robinson, Devin	GF
	Siakam, Pascal	PF
	Thomas, Matt	SG
	VanVleet, Fred	PG, SG
	Arcidiacono, Ryan	PG
	Blakeney, Antonio	PG
	Carter, Jr., Wendell	C
	Dunn, Kris	G, PG
	Felicio, Cristiano	C
	Gafford, Daniel	C
	Harrison, Shaquille	PG
	Hutchison, Chandler	GF, SF
	Kornet, Luke	FC, C
	LaVine, Zach	G, SG
	Markkanen, Lauri	PF
	Mokoka, Adam	SG
	Porter, Jr., Otto	F, SF, PF
	Sampson, Brandon	PG
	Satoransky, Tomas	G, PG, SG
	Valentine, Denzel	GF, SG
	White, Coby	PG
	Young, Thaddeus	F, PF, SF
	Clarkson, Jordan	G, PG
	Dellavedova, Matthew	G, SG
	Garland, Darius	PG
	Henson, John	FC
	Knight, Brandon	G, SG
	Love, Kevin	FC, PF
	Macura, J.P.	SG
	Nance, Jr., Larry	FC, PF, C
	Osman, Cedi	F, SF, PF
	Porter, Jr., Kevin	SG
	Sexton, Collin	PG, SG
	Thompson, Tristan	FC, C
	Wade, Dean	PG
	Windler, Dylan	SF
	Zizic, Ante	C
	Bone, Jordan	PG
	Brown, Jr., Bruce	SG
	Doumbouya, Sekou	F
	Drummond, Andre	FC, C
	Frazier, Tim	G, PG
	Galloway, Langston	G, SG
	Griffin, Blake	FC, PF
	Jackson, Reggie	G, PG
	Kennard, Luke	SG
	Lucas, Kalin	PG
	Maker, Thon	FC, C, PF
	Morris, Markieff	FC, PF
	Mykhailiuk, Svi	SG, SF
	Rose, Derrick	PG
	Sirvydis, Deividas	SF
	Snell, Tony	GF, SF
	Thomas, Khyri	SG
	Wood, Christian	FC, C
	Bitadze, Goga	C
	Bowen, II, Brian	SG
	Brimah, Amida	C
	Brogdon, Malcolm	G, PG
	Gant, Jakeenan	SG
	Holiday, Justin	GF, SF
	Holiday, Aaron	PG
	Johnson, Alize	PF
	Lamb, Jeremy	GF, SG, SF
	Leaf, TJ	PF
	McConnell, T.J.	PG
	McDermott, Doug	SF
	Mitrou-Long, Naz	PG
	Oladipo, Victor	G, SG
	Sabonis, Domantas	FC, PF, C
	Sampson, Jakarr	GF
	Sumner, Edmond	PG, SG
	Turner, Myles	FC, C
	Warren, T.J.	F, SF, PF
	Wilcox, CJ	SG
	Antetokounmpo, Giannis	F, PF
	Antetokounmpo, Thanasis	SF
	Bender, Dragan	FC
	Bledsoe, Eric	G, PG
	Brown, Sterling	GF, SF
	Connaughton, Pat	GF, SG, SF
	DiVincenzo, Donte	SG, PG
	Hill, George	G, PG
	Ilyasova, Ersan	F, PF
	Korver, Kyle	GF, SG
	Leuer, Jon	FC
	Lopez, Brook	C
	Lopez, Robin	C
	Mason, III, Frank	PG
	Matthews, Wesley	GF, SG
	Maye, Luke	PF
	Middleton, Khris	GF, SF
	Reynolds, Cameron	SF
	Wilson, D.J.	PF, C
	Adams, Jaylen	PG
	Bembry, DeAndre'	SF, PG
	Brooks, Armoni	PG
	Brown, Charlie	SF
	Collins, John	FC, PF
	Crabbe, Allen	GF, SG
	Derrickson, Marcus	PF
	Fernando, Bruno	C
	Goodwin, Brandon	PG
	Huerter, Kevin	SG
	Hunter, De'Andre	SF
	Jones, Damian	C
	Len, Alex	FC, C
	Parker, Jabari	F, PF
	Parsons, Chandler	F
	Poythress, Alex	SF
	Reddish, Cam	PG
	Spalding, Ray	PF
	Turner, Evan	GF, PG
	Young, Trae	PG
	Bacon, Dwayne	SG, SF
	Batum, Nicolas	GF, SF, SG
	Biyombo, Bismack	FC, C
	Bridges, Miles	SF, PF
	Graham, Devonte'	PG
	Hernangomez, Willy	C
	Kidd-Gilchrist, Michael	SF, PF
	Martin, Caleb	SG
	Martin, Cody	SF, PG
	McDaniels, Jalen	PF
	Monk, Malik	SG
	Rozier, Terry	G, PG
	Simmons, Kobi	SG
	Washington, PJ	PF
	Williams, Marvin	F, PF
	Zeller, Cody	FC, C
	Adebayo, Bam	FC, C
	Alexander, Kyle	PF
	Butler, Jimmy	GF, SF, SG
	Dragic, Goran	G, PG
	Haslem, Udonis	PF
	Herro, Tyler	SG
	Johnson, James	F, PF
	Jones, Jr., Derrick	SF
	Leonard, Meyers	FC, C
	Martin, Jeremiah	PG
	Okpala, KZ	SF
	Olynyk, Kelly	FC, C, PF
	Reed, Davon	SG
	Robinson, Duncan	PF
	Silva, Chris	SG
	Waiters, Dion	GF, SG
	Winslow, Justise	PF, PG, SF
	Aminu, Al-Farouq	F, SF, PF
	Augustin, D.J.	PG
	Bamba, Mohamed	C
	Birch, Khem	FC, C
	Carter-Williams, Michael	PG
	Fournier, Evan	GF, SG
	Frazier, Melvin	SF
	Fultz, Markelle	G, PG
	Gordon, Aaron	F, PF
	Gravett, Hassani	PG
	Isaac, Jonathan	F, SF, PF
	Iwundu, Wes	GF, SG
	Jefferson, Amile	PF
	Jeffries, DaQuan	PG
	Law, Vic	PG
	Magette, Josh	PG
	Martin, Jarell	FC
	Okeke, Chuma	PF
	Ross, Terrence	GF, SG, SF
	Vucevic, Nikola	FC, C
	Beal, Bradley	SG
	Bertans, Davis	FC, PF
	Brown, Troy	GF, SF
	Bryant, Thomas	C
	Hachimura, Rui	PF
	Jones, Jemerrio	SG
	Mahinmi, Ian	C
	Mathews, Garrison	SG
	McRae, Jordan	G, SG
	Miles, C.J.	GF, SF
	Robinson, Justin	PG
	Schofield, Admiral	SF
	Smith, Ish	PG
	Thomas, Isaiah	PG
	Wagner, Moritz	PF, C
	Wall, John	PG
	Burks, Alec	G, SG
	Cauley-Stein, Willie	FC, C
	Curry, Stephen	G, PG
	Evans, III, Jacob	SG
	Green, Draymond	FC, PF, C
	Lee, Damion	SG
	Looney, Kevon	FC, C
	McKinnie, Alfonzo	PF, SF
	Paschall, Eric	PF
	Poole, Jordan	SG
	Robinson, III, Glenn	GF, SF
	Russell, D'Angelo	G, SG, PG
	Smailagic, Alen	PF
	Spellman, Omari	PF
	Thompson, Klay	GF
	Beverley, Patrick	G, PG
	Delgado, Angel	C
	George, Paul	F, PF
	Green, JaMychal	FC, PF
	Harkless, Moe	SF, PF
	Harrell, Montrezl	FC, C
	Kabengele, Mfiondu	C
	Leonard, Kawhi	GF, SF
	Mann, Terance	SF
	McGruder, Rodney	GF, SF
	Motley, Johnathan	SF
	Patterson, Patrick	FC
	Robinson, Jerome	SG
	Shamet, Landry	PG, SG
	Thornwell, Sindarius	SG
	Williams, Lou	G, PG, SG
	Zubac, Ivica	C
	Antetokounmpo, Kostas	F
	Bradley, Avery	G, SG
	Cacok, Devontae	PF
	Caldwell-Pope, Kentavious	GF, SG, SF
	Caroline, Jordan	SF
	Caruso, Alex	SG
	Cook, Quinn	PG
	Cousins, DeMarcus	FC
	Daniels, Troy	G
	Davis, Anthony	FC, PF, C
	Dudley, Jared	F
	Green, Danny	GF, SG
	Horton-Tucker, Talen	SF
	Howard, Dwight	FC, C
	Jackson, Demetrius	PG
	James, LeBron	F, SF, PG, PF
	Kuzma, Kyle	F, SF, PF
	McGee, JaVale	C
	Norvell, Jr., Zach	SG
	Rondo, Rajon	PG
	Ayton, Deandre	C
	Baynes, Aron	C
	Booker, Devin	G, SG
	Bridges, Mikal	GF, SF
	Carter, Jevon	PG, SG
	Diallo, Cheick	FC
	Jerome, Ty	PG
	Johnson, Cameron	SF, PF
	Johnson, Tyler	G, SG, PG
	Kaminsky, Frank	FC, C
	Lecque, Jalen	PG
	Okobo, Elie	PG
	Oubre, Jr., Kelly	SF, PF
	Rubio, Ricky	PG
	Saric, Dario	FC, PF
	Ariza, Trevor	GF, SF
	Bagley, III, Marvin	PF
	Barnes, Harrison	F, SF
	Bjelica, Nemanja	PF
	Bogdanovic, Bogdan	GF, SG, SF
	Dedmon, Dewayne	C
	Ferrell, Yogi	G, PG, SG
	Fox, De'Aaron	PG
	Gabriel, Wenyen	PF
	Giles, Harry	FC, C
	Guy, Kyle	PG
	Hield, Buddy	SG
	Holmes, Richaun	FC, PF, C
	James, Justin	SG
	Johnson, B.J.	SF
	Joseph, Cory	PG
	Lydon, Tyler	PF
	Marinkovic, Vanja	SG
	Mika, Eric	C
	Pineiro, Isaiah	SG
	Swanigan, Caleb	FC
	Barea, J.J.	G
	Broekhoff, Ryan	SF
	Brunson, Jalen	PG
	Cleveland, Antonius	SG
	Curry, Seth	G, SG
	Doncic, Luka	PG, SG
	Finney-Smith, Dorian	F, PF, SF
	Hardaway, Jr., Tim	GF, SF
	Holman, Aric	PF
	Jackson, Justin	SF
	Kleber, Maxi	PF, C
	Lee, Courtney	GF
	Macon, Daryl	PG
	Marjanovic, Boban	C
	Mathias, Dakota	PG
	Porzingis, Kristaps	FC, PF, C
	Powell, Dwight	FC, C
	Reaves, Josh	SG
	Roby, Isaiah	PF
	Wright, Delon	G, PG, SG
	Bennett, Anthony	F
	Capela, Clint	FC, C
	Chandler, Tyson	C
	Chiozza, Chris	PG
	Clark, Gary	F, PF
	Duval, Trevon	PG
	Edwards, Vincent	SF
	Faried, Kenneth	FC
	Frazier, Michael	SG
	Gordon, Eric	SG, SF
	Green, Gerald	GF, SF
	Harden, James	G, SG, PG
	Hartenstein, Isaiah	PF
	Hilario, Nene	FC, C
	House, Jr., Danuel	SG, SF, PF
	McLemore, Ben	SG
	Rivers, Austin	G, SG, PG
	Shumpert, Iman	GF
	Tucker, P.J.	F, PF
	Westbrook, Russell	PG
	Allen, Grayson	SG
	Anderson, Kyle	GF, SF, PF
	Brooks, Dillon	GF, SG
	Caboclo, Bruno	F
	Clarke, Brandon	PF
	Crowder, Jae	F, SF
	Guduric, Marko	SG
	Hill, Solomon	GF
	Iguodala, Andre	GF
	Jackson, Josh	GF, SF
	Jackson, Jr., Jaren	FC, PF, C
	Jones, Tyus	PG
	Konchar, John	SG
	Melton, De'Anthony	G, PG
	Mooney, Matt	PG
	Morant, Ja	PG
	Plumlee, Miles	FC
	Rabb, Ivan	PF
	Valanciunas, Jonas	C
	Watanabe, Yuta	GF
	Adams, Jalen	PG
	Alexander-Walker, Nickeil	SG
	Ball, Lonzo	PG
	Bertans, Dairis	SG
	Bigby-Williams, Kavell	C
	Bonga, Isaac	SF
	Cheatham, Zylan	SF
	Dawkins, Aubrey	SG
	Favors, Derrick	FC, C
	Gray, Josh	PG
	Hart, Josh	GF
	Hayes, Jaxson	C
	Holiday, Jrue	G, SG
	Ingram, Brandon	GF, SF, PF
	Jackson, Frank	PG
	Louzada, Silva, Didi	SF
	Melli, Nicolo	PF
	Miller, Darius	GF
	Moore, E'Twaun	GF, SG
	Okafor, Jahlil	C
	Redick, JJ	SG, SF
	Williams, Kenrich	SF
	Williamson, Zion	PF
	Aldridge, LaMarcus	FC, PF, C
	Belinelli, Marco	GF
	Carroll, DeMarre	F, SF
	DeRozan, DeMar	GF, SF
	Eubanks, Drew	PF, C
	Forbes, Bryn	PG, SG
	Gay, Rudy	F, PF
	Johnson, Keldon	SF
	Lyles, Trey	PF
	Metu, Chimezie	PF
	Mills, Patty	PG, SG
	Murray, Dejounte	PG
	Poeltl, Jakob	C
	Samanic, Luka	PF
	Walker, IV, Lonnie	SG, SF
	Weatherspoon, Quinndary	SG
	White, Derrick	G, SG, PG
	Barton, Will	GF, SF, PG, SG
	Beasley, Malik	G, SG
	Bol, Bol	C
	Cancar, Vlatko	SF
	Cook, Tyler	PF
	Craig, Torrey	GF, SF
	Dozier, PJ	PG
	Grant, Jerami	F, PF
	Harris, Gary	GF, SG
	Hernangomez, Juancho	F, PF
	Jokic, Nikola	FC, C
	Millsap, Paul	FC, PF
	Morris, Monte	PG
	Murray, Jamal	G, PG
	Plumlee, Mason	FC, C
	Porter, Jr., Michael	SF
	Vanderbilt, Jarred	SF
	Welsh, Thomas	C
	Bates-Diop, Keita	SF
	Bell, Jordan	FC, PF, C
	Covington, Robert	F, PF
	Culver, Jarrett	SF
	Dieng, Gorgui	FC, C
	Graham, Treveon	GF
	Layman, Jake	PF, SF
	Martin, Kelan	SG
	McLaughlin, Jordan	PG
	Murphy, Jordan	SG
	Napier, Shabazz	PG
	Nowell, Jaylen	SG
	Okogie, Josh	SG, SF
	Reid, Naz	C
	Teague, Jeff	PG
	Terrell, Jared	PG
	Towns, Karl-Anthony	C
	Vonleh, Noah	PF
	Wallace, Tyrone	G
	Wiggins, Andrew	GF, SG
	Wigginton, Lindell	PG
	Williams, C.J.	SG
	Adams, Steven	C
	Bazley, Darius	PF
	Burton, Deonte	SF
	Diallo, Hamidou	SG
	Dort, Luguentz	SG
	Evans, Jawun	PG
	Felton, Raymond	G
	Ferguson, Terrance	GF, SF
	Gallinari, Danilo	F, PF
	Gilgeous-Alexander, Shai	G, SG, PG
	Grantham, Donte	SG
	Muscala, Mike	FC, PF, C
	Nader, Abdel	PF, SF
	Noel, Nerlens	FC, C
	Patton, Justin	C
	Paul, Chris	PG
	Roberson, Andre	GF, SF
	Schroder, Dennis	PG, SG
	Bazemore, Kent	GF, SG, SF
	Brown, Moses	C
	Caupain, Troy	SG
	Collins, Zach	FC, PF, C
	Gasol, Pau	FC, C
	Hezonja, Mario	GF, PF, SF
	Hoard, Jaylen	SF
	Hood, Rodney	GF, SF, SG
	Labissiere, Skal	FC
	Lillard, Damian	PG
	Little, Nassir	SF
	McCollum, CJ	G, SG, PG
	Nurkic, Jusuf	C
	Perrantes, London	PG
	Simons, Anfernee	SG, PG
	Tolliver, Anthony	F, PF
	Trent, Jr., Gary	SG
	Whiteside, Hassan	C
	Bluiett, Trevon	PG
	Bogdanovic, Bojan	GF, SF
	Bradley, Tony	C
	Brantley, Jarrell	PF
	Conley, Mike	PG
	Davis, Ed	FC, C
	Exum, Dante	G, SG, PG
	Gobert, Rudy	C
	Green, Jeff	F, PF
	Howard, William	SF
	Ingles, Joe	GF, PF, SG, SF
	Kidd, Stanton	PF
	Mitchell, Donovan	G, SG
	Morgan, Juwan	PF
	Mudiay, Emmanuel	PG
	Niang, Georges	PF
	O'Neale, Royce	SF
	Oni, Miye	SG
	Williams-Goss, Nigel	PG
	Wright-Foreman, Justin	PG