T test for handedness

wk7/tennis.csv

@@ -157,7 +157,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 156,ESP,Adrian Menendez-Maceiras,32,374,22,1985,75,183,R,M
 157,GBR,Liam Broady,24,359,21,1994,78,183,L,M
 158,GER,Mats Moraing,25,355,29,1992,84,198,L,M
-159,ITA,Lorenzo Sonego,22,352,23,1995,73,,R,M
 160,GER,Matthias Bachinger,31,350,19,1987,83,188,R,M
 161,ARG,Guido Andreozzi,26,346,22,1991,77,183,R,M
 162,GER,Dustin Brown,33,343,26,1984,78,196,R,M
@@ -203,7 +202,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 202,ESP,Tommy Robredo,35,281,25,1982,75,180,R,M
 203,FRA,Benjamin Bonzi,21,280,23,1996,75,183,R,M
 204,BLR,Egor Gerasimov,25,279,10,1992,84,183,R,M
-205,POR,Joao Domingues,24,279,20,1993,70,,R,M
 206,ESP,Ricardo Ojeda Lara,25,279,25,1993,76,180,R,M
 207,FRA,Constant Lestienne,25,273,29,1992,72,180,R,M
 208,KOR,Soonwoo Kwon,20,272,20,1997,72,180,R,M
@@ -262,8 +260,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 261,POR,Joao Monteiro,24,196,23,1993,77,178,R,M
 262,USA,Alexander Sarkissian,28,196,26,1990,79,191,R,M
 263,DOM,Jose Hernandez-Fernandez,28,196,26,1990,77,183,R,M
-264,RUS,Ivan Nedelko,31,196,36,1986,,,,M
-265,ESP,Javier Marti,26,193,24,1992,,,R,M
 266,IND,Prajnesh Gunneswaran,28,193,26,1989,80,188,L,M
 267,ITA,Lorenzo Giustino,26,193,29,1991,80,183,R,M
 268,FRA,David Guez,35,192,25,1982,75,185,R,M
@@ -274,9 +270,7 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 273,AUS,Andrew Whittington,24,188,23,1993,82,188,R,M
 274,ESP,Daniel Munoz de la Nava,36,188,18,1982,75,178,L,M
 275,ESP,Carlos Boluda-Purkiss,25,187,22,1993,69,173,R,M
-276,URU,Martin Cuevas,26,187,26,1992,,,,M
 277,JPN,Yusuke Takahashi,20,185,24,1997,68,170,R,M
-278,ESP,Sergio Gutierrez-Ferrol,29,185,24,1989,,,R,M
 279,AUS,Bradley Mousley,22,182,24,1996,82,188,R,M
 280,ECU,Roberto Quiroz,26,180,22,1992,88,193,L,M
 281,FRA,Gregoire Barrere,24,180,25,1994,83,183,R,M
@@ -294,8 +288,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 293,COL,Santiago Giraldo,30,168,13,1987,75,188,R,M
 294,SRB,Miljan Zekic,29,168,27,1988,79,185,R,M
 295,ESP,Carlos Gomez-Herrera,27,167,19,1990,85,191,R,M
-296,JPN,Kaichi Uchida,23,167,35,1994,,,,M
-297,POR,Frederico Ferreira Silva,23,166,20,1995,,,L,M
 298,GER,Tommy Haas,40,165,10,1978,84,188,R,M
 299,ISR,Edan Leshem,21,163,23,1997,70,183,R,M
 300,CZE,Marek Jaloviec,24,163,30,1994,72,180,L,M
@@ -305,7 +297,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 304,BUL,Dimitar Kuzmanov,24,161,23,1993,72,183,R,M
 305,BRA,Joao Souza,29,161,24,1988,92,193,R,M
 306,FRA,Ugo Humbert,19,161,28,1998,68,175,L,M
-307,AUS,Dayne Kelly,27,160,23,1990,,,,M
 308,COL,Alejandro Gonzalez,29,159,21,1989,83,191,R,M
 309,JPN,Hiroki Moriya,27,159,26,1990,65,170,R,M
 310,GER,Tim Puetz,30,158,11,1987,78,185,R,M
@@ -317,7 +308,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 316,GER,Daniel Altmaier,19,153,17,1998,88,191,R,M
 317,AUT,Lucas Miedler,21,153,24,1996,77,180,R,M
 318,USA,Marcos Giron,24,151,23,1993,77,180,R,M
-319,ESP,Roberto Ortega-Olmedo,26,150,30,1991,,,,M
 320,ITA,Federico Gaio,26,149,24,1992,84,180,R,M
 321,RUS,Ivan Gakhov,21,149,28,1996,83,193,L,M
 322,BEL,Joris De Loore,24,148,18,1993,86,191,R,M
@@ -338,23 +328,16 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 337,CHN,Yibing Wu,18,139,12,1999,73,183,R,M
 338,AUS,Marinko Matosevic,32,139,16,1985,86,193,R,M
 339,DOM,Roberto Cid Subervi,24,138,13,1993,82,193,R,M
-340,BRA,Daniel Dutra da Silva,29,137,23,1988,76,,L,M
 341,ARG,Juan Pablo Ficovich,21,137,26,1997,78,191,R,M
 342,CHN,Zhizhen Zhang,21,136,19,1996,87,193,R,M
-343,AUS,Maverick Banes,26,136,23,1992,,,,M
 344,ARG,Juan Ignacio Galarza,24,135,22,1994,81,183,R,M
-345,SVK,Filip Horansky,25,135,23,1993,,,R,M
-346,FRA,Yannick Jankovits,31,135,24,1987,72,,R,M
 347,ARG,Patricio Heras,29,134,13,1989,75,183,R,M
 348,FRA,Elliot Benchetrit,19,134,24,1998,80,193,R,M
 349,FRA,Albano Olivetti,26,134,26,1991,104,203,R,M
 350,ARG,Pedro Cachin,23,133,19,1995,77,185,R,M
-351,AUT,Maximilian Neuchrist,26,131,24,1991,,,R,M
 352,ITA,Alessandro Bega,27,130,26,1991,68,173,R,M
 353,ITA,Gian Marco Moroni,20,127,19,1998,85,185,R,M
 354,NZL,Rubin Statham,30,127,26,1987,80,180,R,M
-355,RSA,Nicolaas Scholtz,27,126,20,1991,,,R,M
-356,JPN,Hiroyasu Ehara,26,126,21,1991,,,,M
 357,SWE,Christian Lindell,26,126,23,1991,87,193,R,M
 358,SWE,Mikael Ymer,19,125,17,1998,75,183,R,M
 359,JPN,Yosuke Watanuki,20,125,18,1998,63,180,R,M
@@ -367,18 +350,12 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 366,JPN,Yoshihito Nishioka,22,121,11,1995,64,170,L,M
 367,CZE,Jan Satral,27,121,24,1990,82,188,R,M
 368,AUS,Andrew Harris,24,120,15,1994,82,183,R,M
-369,FRA,Antoine Escoffier,26,120,28,1992,,,,M
-370,RUS,Evgeny Tyurnev,21,119,21,1997,,,R,M
-371,ECU,Gonzalo Escobar,29,119,21,1989,,,L,M
 372,FRA,Paul-Henri Mathieu,36,115,10,1982,74,185,R,M
 373,GER,Jeremy Jahn,28,115,24,1990,73,178,R,M
 374,ARG,Facundo Mena,25,113,17,1992,85,183,R,M
-375,KOR,Cheong-Eui Kim,28,113,23,1990,,,,M
-376,FRA,Axel Michon,27,111,15,1990,,,,M
 377,AUT,Michael Linzer,28,111,19,1989,77,180,R,M
 378,USA,Raymond Sarmiento,25,110,10,1992,68,178,R,M
 379,FRA,Johan Tatlot,22,109,16,1996,80,180,R,M
-380,UZB,Sanjar Fayziev,23,109,18,1994,73,0,R,M
 381,RUS,Roman Safiullin,20,109,19,1997,75,185,R,M
 382,ITA,Filippo Baldi,22,109,23,1996,79,183,R,M
 383,ESP,Guillermo Olaso,30,108,14,1988,74,175,R,M
@@ -386,21 +363,16 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 385,NED,Boy Westerhof,32,106,20,1985,80,185,R,M
 386,FRA,Hugo Grenier,22,106,24,1996,85,196,R,M
 387,ESP,Eduard Esteve Lobato,23,106,25,1994,83,188,R,M
-388,ESP,Gerard Granollers,29,104,20,1989,,,,M
 389,BRA,Pedro Sakamoto,24,104,21,1993,78,180,R,M
 390,USA,Jared Hiltzik,23,104,23,1994,79,185,R,M
 391,NED,Igor Sijsling,30,103,21,1987,85,191,R,M
 392,ARG,Mariano Kestelboim,22,103,25,1996,79,188,R,M
-393,ESP,Alejandro Davidovich Fokina,18,102,16,1999,,,,M
 394,IND,Arjun Kadhe,24,102,21,1994,83,185,R,M
 395,JPN,Shintaro Imai,24,102,23,1993,74,178,R,M
 396,JPN,Renta Tokuda,20,101,16,1998,69,178,R,M
 397,BEL,Yannick Vandenbulcke,27,101,19,1990,85,193,R,M
 398,FRA,Tristan Lamasine,25,101,21,1993,69,183,R,M
 399,GBR,Brydan Klein,28,101,24,1989,83,188,R,M
-400,ESP,Jordi Samper-Montana,28,101,30,1990,,,R,M
-401,CHI,Marcelo Tomas Barrios Vera,20,100,15,1997,83,,R,M
-402,ESP,Oriol Roca Batalla,24,100,18,1993,,,R,M
 403,FRA,Fabien Reboul,22,99,20,1995,80,188,R,M
 404,GER,Daniel Masur,23,98,19,1994,79,183,R,M
 405,AUT,Lenny Hampel,21,98,27,1996,78,188,R,M
@@ -408,14 +380,12 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 407,CRO,Ivan Dodig,33,96,2,1985,83,183,R,M
 408,GER,Kevin Krawietz,26,96,15,1992,83,191,R,M
 409,CHI,Gonzalo Lama,24,96,17,1993,82,180,R,M
-410,ITA,Gianluca Mager,23,96,23,1994,,,,M
 411,CRO,Mate Delic,24,95,26,1993,86,196,R,M
 412,TPE,Ti Chen,34,94,28,1983,73,178,R,M
 413,SRB,Marko Tepavac,24,93,14,1994,90,193,R,M
 414,GER,Marc Sieber,30,92,19,1988,68,178,L,M
 415,JPN,Sora Fukuda,20,92,24,1997,72,183,L,M
 416,ESP,Marc Giner,26,92,25,1991,76,183,R,M
-417,FRA,Samuel Bensoussan,26,92,34,1991,,,,M
 418,AUT,Andreas Haider-Maurer,31,91,14,1987,89,191,R,M
 419,ROU,Dragos Dima,25,91,20,1992,70,180,R,M
 420,GER,Robin Kern,24,91,21,1993,87,188,R,M
@@ -424,16 +394,11 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 423,AUS,Alexei Popyrin,18,90,15,1999,78,196,R,M
 424,RUS,Pavel Kotov,19,90,17,1998,86,191,R,M
 425,GER,Tobias Simon,26,90,29,1991,96,198,R,M
-426,GBR,Edward Corrie,30,89,17,1988,,,,M
 427,ARG,Juan Pablo Paz,23,89,26,1995,,170,R,M
 428,GER,Daniel Brands,30,88,11,1987,92,196,R,M
-429,ITA,Adelchi Virgili,28,88,19,1990,,,,M
 430,ITA,Fabrizio Ornago,25,88,29,1992,83,191,R,M
 431,FRA,Maxime Hamou,22,87,18,1995,75,185,R,M
-432,ITA,Riccardo Bellotti,26,87,17,1991,,,R,M
-433,THA,Wishaya Trongcharoenchaikul,23,87,20,1995,,,R,M
 434,AUS,Harry Bourchier,22,87,27,1996,76,185,R,M
-435,ESP,David Perez Sanz,23,87,27,1994,,,,M
 436,PER,Juan Pablo Varillas,22,87,30,1995,78,185,R,M
 437,POL,Pawel Cias,24,86,17,1994,70,178,R,M
 438,GER,Benjamin Hassan,23,86,18,1995,85,183,R,M
@@ -446,22 +411,16 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 445,ESP,Pol Toledo Bague,23,83,23,1994,71,178,R,M
 446,FRA,Corentin Denolly,20,83,23,1997,77,185,L,M
 447,SVK,Lukas Klein,20,83,24,1998,85,193,R,M
-448,BEL,Maxime Authom,31,82,17,1987,0,0,R,M
-449,ITA,Alessandro Petrone,27,82,25,1990,,,,M
-450,NOR,Viktor Durasovic,21,82,29,1997,,,,M
 451,BEL,Niels Desein,30,81,17,1987,85,191,R,M
 452,AUS,Luke Saville,24,81,20,1994,83,188,R,M
 453,BRA,Bruno Santanna,24,81,30,1993,80,175,R,M
 454,FIN,Harri Heliovaara,28,80,9,1989,82,188,R,M
-455,USA,Dennis Nevolo,28,80,15,1989,,,R,M
 456,FRA,Maxime Chazal,24,80,26,1993,71,175,R,M
-457,GER,Sebastian Fanselow,26,79,17,1991,,,,M
 458,VIE,Nam Hoang Ly,21,79,20,1997,69,175,R,M
 459,ITA,Roberto Marcora,28,79,22,1989,88,193,R,M
 460,TUN,Moez Echargui,25,79,27,1993,75,180,R,M
 461,ESP,Pablo Vivero Gonzalez,22,78,27,1995,80,193,R,M
 462,FRA,Leny Mitjana,23,78,28,1994,75,183,R,M
-463,UKR,Vladyslav Manafov,24,78,29,1993,,,,M
 464,SUI,Marco Chiudinelli,36,77,15,1981,85,185,R,M
 465,IND,N Vijay Sundar Prashanth,31,77,16,1986,75,178,R,M
 466,SRB,Nikola Cacic,27,77,19,1990,75,185,R,M
@@ -473,8 +432,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 472,AUT,David Pichler,22,76,25,1996,70,178,R,M
 473,ITA,Pietro Rondoni,24,76,26,1993,78,185,R,M
 474,IRL,James McGee,30,75,8,1987,80,183,R,M
-475,GBR,Tom Farquharson,26,75,13,1992,,,,M
-476,FRA,Laurent Lokoli,23,75,17,1994,,,R,M
 477,USA,Ryan Shane,24,74,16,1994,89,193,R,M
 478,GBR,Lloyd Glasspool,24,74,17,1993,85,191,R,M
 479,ISR,Igor Smilansky,23,74,23,1995,85,188,R,M
@@ -487,7 +444,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 486,GER,Peter Torebko,30,70,20,1988,84,185,R,M
 487,IRL,Sam Barry,26,70,20,1992,83,191,R,M
 488,USA,Ulises Blanch,20,70,22,1998,78,191,R,M
-489,JPN,Kento Takeuchi,30,70,24,1987,,,,M
 490,USA,Ronnie Schneider,23,70,25,1994,70,175,R,M
 491,FRA,Jonathan Kanar,23,70,29,1994,72,180,L,M
 492,ITA,Edoardo Eremin,24,69,13,1993,95,185,R,M
@@ -590,14 +546,12 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 89,CRO,Ana Konjuh,20,718,17,1997,,174,R,F
 90,THA,Luksika Kumkhum,24,718,18,1993,,167,R,F
 91,ITA,Sara Errani,30,715,21,1987,,164,R,F
-92,USA,Bernarda Pera,23,714,23,1994,,,,F
 93,USA,Alison Riske,27,710,27,1990,,175,R,F
 94,AUS,Ajla Tomljanovic,24,700,25,1993,,180,R,F
 95,BLR,Victoria Azarenka,28,695,5,1989,,183,R,F
 96,SUI,Stefanie Voegele,28,658,19,1990,,170,R,F
 97,GER,Laura Siegemund,30,656,12,1988,,168,R,F
 98,CHN,Yafan Wang,23,651,20,1994,,170,R,F
-99,RUS,Ekaterina Alexandrova,23,649,23,1994,,,,F
 100,JPN,Kurumi Nara,26,647,32,1991,,155,R,F
 101,CZE,Denisa Allertova,25,642,18,1993,,180,R,F
 102,FRA,Oceane Dodin,21,642,22,1996,,183,R,F
@@ -612,7 +566,6 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 111,BLR,Vera Lapko,19,592,25,1998,,184,R,F
 112,SWE,Rebecca Peterson,22,585,22,1995,,173,R,F
 113,RUS,Anna Blinkova,19,583,27,1998,,179,R,F
-114,USA,Kristie Ahn,25,581,26,1992,,,,F
 115,SUI,Viktorija Golubic,25,575,24,1992,,169,R,F
 116,SVK,Jana Cepelova,24,566,32,1993,,168,R,F
 117,CAN,Eugenie Bouchard,24,565,19,1994,,178,R,F
@@ -626,40 +579,26 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 125,COL,Mariana Duque-Mariño,28,522,24,1989,,169,R,F
 126,USA,Lauren Davis,24,511,23,1993,,157,R,F
 127,CAN,Francoise Abanda,21,506,19,1997,,178,R,F
-128,RUS,Sofya Zhuk,18,502,19,1999,,,,F
 129,CHN,Lin Zhu,24,502,22,1994,,173,R,F
-130,SLO,Dalila Jakupovic,27,498,31,1991,,,,F
 131,AUS,Arina Rodionova,28,490,31,1989,,168,R,F
 132,ESP,Sara Sorribes Tormo,21,485,26,1996,,176,R,F
-133,BEL,Ysaline Bonaventure,23,475,27,1994,,,,F
 134,GBR,Naomi Broady,28,474,29,1990,,189,R,F
-135,SUI,Jil Teichmann,20,452,28,1997,,,,F
-136,CAN,Carol Zhao,22,451,30,1995,,,,F
 137,JPN,Miyu Kato,23,448,26,1994,,156,R,F
-138,USA,Amanda Anisimova,16,436,14,2001,,18,R,F
 139,CHN,Saisai Zheng,24,433,13,1994,,170,R,F
-140,POL,Magdalena Frech,20,421,25,1997,,,,F
 141,CZE,Barbora Krejcikova,22,414,20,1995,,178,R,F
 142,GER,Tamara Korpatsch,22,414,27,1995,,170,R,F
-143,SLO,Tamara Zidansek,20,413,20,1997,,,,F
 144,RUS,Vera Zvonareva,33,412,16,1984,,172,R,F
-145,ITA,Jasmine Paolini,22,408,30,1996,,,,F
 146,ESP,Georgina Garcia Perez,25,405,21,1992,,187,R,F
 147,RUS,Anna Kalinskaya,19,404,25,1998,,175,R,F
 148,TUN,Ons Jabeur,23,398,23,1994,,167,R,F
 149,SUI,Patty Schnyder,39,398,23,1978,,168,L,F
-150,UKR,Anhelina Kalinina,21,398,20,1997,,,,F
-151,ROU,Irina Bara,23,396,30,1995,,,,F
 152,AUS,Olivia Rogowska,26,393,23,1991,,175,R,F
 153,CRO,Mirjana Lucic-Baroni,36,390,16,1982,,181,R,F
 154,BEL,Maryna Zanevska,24,390,25,1993,,175,R,F
 155,GER,Antonia Lottner,21,388,22,1996,,185,R,F
-156,UKR,Marta Kostyuk,15,381,9,2002,,,,F
 157,ITA,Francesca Schiavone,37,381,15,1980,,166,R,F
 158,CZE,Tereza Martincova,23,375,29,1994,,179,R,F
-159,AUS,Lizette Cabrera,20,374,32,1997,,,,F
 160,GER,Sabine Lisicki,28,372,11,1989,,178,R,F
-161,UKR,Dayana Yastremska,17,371,17,2000,,,,F
 162,TUR,Cagla Buyukakcay,28,369,27,1989,,172,R,F
 163,USA,Jamie Loeb,23,368,26,1995,,168,R,F
 164,BUL,Viktoriya Tomova,23,367,27,1995,,170,R,F
@@ -667,335 +606,97 @@ ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
 166,USA,Irina Falconi,27,362,17,1990,,163,R,F
 167,CZE,Marie Bouzkova,19,361,26,1998,,180,R,F
 168,ITA,Roberta Vinci,35,359,18,1983,,163,R,F
-169,KOR,Su Jeong Jang,23,359,26,1995,,,,F
 170,ROU,Alexandra Cadantu,27,359,25,1990,,170,R,F
-171,GRE,Valentini Grammatikopoulou,21,358,28,1997,,,,F
-172,ITA,Deborah Chiesa,21,357,30,1996,,,,F
 173,CHN,Xinyun Han,27,352,28,1990,,172,L,F
 174,RUS,Vitalia Diatchenko,27,352,18,1990,,180,R,F
-175,CHI,Daniela Seguel,25,351,24,1992,,,,F
-176,CHN,Fangzhou Liu,22,343,25,1995,,,,F
-177,GBR,Gabriella Taylor,20,341,20,1998,,,,F
-178,CHN,Jing-Jing Lu,28,332,25,1989,,,,F
 179,ROU,Alexandra Dulgheru,28,331,22,1989,,172,R,F
 180,JPN,Eri Hozumi,24,329,31,1994,,168,R,F
-181,USA,Claire Liu,17,327,20,2000,,,,F
-182,LIE,Kathinka Von Deichmann,23,327,32,1994,,,,F
 183,USA,Kayla Day,18,322,24,1999,,173,L,F
-184,UZB,Sabina Sharipova,23,317,24,1994,,,,F
 185,SUI,Conny Perrin,27,310,29,1990,,174,R,F
-186,RUS,Valentyna Ivakhnenko,24,308,24,1993,,,,F
-187,AUS,Priscilla Hon,19,299,27,1998,,,,F
-188,BUL,Elitsa Kostova,28,297,34,1990,,,,F
 189,AUT,Barbara Haas,22,293,23,1996,,165,R,F
-190,TUR,Basak Eraydin,23,293,24,1994,,,,F
 191,FRA,Myrtille Georges,27,292,25,1990,,174,R,F
-192,RUS,Veronika Kudermetova,20,290,26,1997,,,,F
-193,RUS,Polina Monova,25,287,25,1993,,,,F
-194,IND,Ankita Raina,25,286,25,1993,,,,F
-195,JPN,Miharu Imanishi,25,282,31,1992,,,,F
-196,GBR,Katie Boulter,21,277,23,1996,,,,F
-197,CAN,Bianca Andreescu,17,276,20,2000,,,,F
-198,CZE,Karolina Muchova,21,276,17,1996,,,,F
-199,MEX,Renata Zarazua,20,275,26,1997,,,,F
 200,AUT,Julia Grabher,21,275,27,1996,,170,R,F
 201,USA,Bethanie Mattek-Sands,33,273,7,1985,,168,R,F
-202,ITA,Martina Trevisan,24,271,18,1993,,,,F
-203,ROU,Jaqueline Cristian,19,269,24,1998,,,,F
 204,FRA,Amandine Hesse,25,267,22,1993,,164,R,F
-205,JPN,Junri Namigata,35,267,27,1982,,,,F
-206,NOR,Ulrikke Eikeri,25,264,30,1992,,,,F
-207,ITA,Georgia Brescia,22,263,23,1996,,,,F
-208,NED,Bibiane Schoofs,29,263,29,1988,,,,F
 209,ESP,Paula Badosa Gibert,20,262,23,1997,,180,R,F
 210,NED,Lesley Kerkhove,26,260,26,1991,,172,R,F
 211,BUL,Tsvetana Pironkova,30,259,7,1987,,180,R,F
-212,AUS,Destanee Aiava,17,259,16,2000,,,,F
 213,RUS,Irina Khromacheva,22,259,25,1995,,170,L,F
-214,ITA,Jessica Pieri,20,257,25,1997,,,,F
-215,RUS,Elena Rybakina,18,255,9,1999,,,,F
-216,HUN,Fanny Stollar,19,253,27,1998,,,,F
 217,TUR,Ipek Soylu,21,252,24,1996,,174,R,F
-218,UKR,Olga Ianchuk,23,252,25,1995,,,,F
 219,USA,Grace Min,23,251,21,1994,,163,R,F
-220,ROU,Elena-Gabriela Ruse,20,250,22,1997,,,,F
 221,GBR,Laura Robson,24,249,25,1994,,180,L,F
 222,ESP,Sílvia Soler-Espinosa,30,246,27,1987,,169,R,F
 223,CRO,Tereza Mrdeza,27,244,31,1990,,173,R,F
-224,CHN,Xinyu Gao,20,243,21,1997,,,,F
-225,GBR,Harriet Dart,21,243,27,1996,,,,F
 226,TUR,Ayla Aksu,21,243,24,1996,,170,R,F
 227,USA,Victoria Duval,22,242,19,1995,,178,R,F
-228,GBR,Katy Dunne,23,242,28,1995,,,,F
-229,SVK,Michaela Honcova,25,242,29,1992,,,,F
 230,CZE,Tereza Smitkova,23,241,25,1994,,176,R,F
 231,SVK,Chantal Skamlova,24,241,25,1993,,169,R,F
-232,THA,Peangtarn Plipuech,25,241,21,1992,,,,F
-233,USA,Chiara Scholl,25,237,23,1992,,,,F
-234,CHN,Jia-Jing Lu,28,236,26,1989,,,,F
-235,USA,Francesca Di Lorenzo,20,236,21,1997,,,,F
 236,BUL,Sesil Karatantcheva,28,235,21,1989,,171,R,F
-237,JPN,Ayano Shimizu,20,233,32,1998,,,,F
-238,USA,Jacqueline Cako,26,232,29,1991,,,,F
-239,FRA,Jessika Ponchet,21,231,27,1996,,,,F
-240,ISR,Deniz Khazaniuk,23,231,24,1994,,,,F
-241,USA,Danielle Lao,26,229,22,1991,,,,F
 242,RUS,Elizaveta Kulichkova,22,229,12,1996,,1795,R,F
-243,USA,Usue Maitane Arconada,19,222,31,1998,,,,F
 244,RUS,Anastasia Potapova,17,221,15,2001,,175,R,F
 245,USA,Louisa Chirico,21,221,22,1996,,175,R,F
 246,ESP,María-Teresa Torró-Flor,25,221,24,1992,,178,R,F
 247,JPN,Mayo Hibi,22,220,24,1996,,165,R,F
-248,VEN,Andrea Gamiz,25,218,28,1992,,,,F
-249,SRB,Dejana Radanovic,21,216,25,1996,,,,F
 250,USA,Julia Boserup,26,215,23,1991,,181,R,F
-251,RUS,Victoria Kamenskaya,26,212,20,1991,,,,F
 252,AUS,Ellen Perez,22,212,19,1995,,169,L,F
-253,SRB,Olga Danilovic,17,211,12,2001,,,,F
-254,AUS,Isabelle Wallace,21,210,27,1996,,,,F
 255,USA,Asia Muhammad,27,208,24,1991,,178,R,F
-256,FRA,Sherazad Reix,29,208,27,1989,,,,F
 257,NZL,Marina Erakovic,30,206,14,1988,,174,R,F
 258,CZE,Lucie Hradecka,32,205,11,1985,,177,R,F
-259,ESP,Olga Saez Larra,23,205,29,1994,,,,F
-260,USA,Emina Bektas,25,204,24,1993,,,,F
-261,AUS,Zoe Hives,21,204,16,1996,,,,F
-262,ITA,Giulia Gatto-Monticone,30,203,27,1987,,,,F
-263,NOR,Melanie Stokke,21,202,23,1996,,,,F
 264,FRA,Fiona Ferro,21,201,21,1997,,170,R,F
 265,USA,Maria Sanchez,28,201,23,1989,,178,R,F
-266,UKR,Ganna Poznikhirenko,24,201,20,1994,,,,F
 267,JPN,Risa Ozaki,24,197,35,1994,,163,R,F
-268,IND,Karman Thandi,19,197,24,1998,,,,F
 269,HUN,Dalma Galfi,19,196,23,1998,,178,R,F
 270,AUS,Jaimee Fourlis,18,195,15,1999,,168,R,F
 271,GER,Anna Zaja,26,194,23,1991,,183,R,F
-272,ITA,Cristiana Ferrando,22,190,25,1995,,,,F
-273,UKR,Katarina Zavatska,18,190,17,2000,,,,F
 274,RUS,Valeria Savinykh,27,187,27,1991,,167,R,F
-275,FRA,Chloe Paquet,23,185,26,1994,,,,F
 276,FRA,Alizé Lim,27,184,24,1990,,173,R,F
-277,GER,Katharina Hobgarski,20,184,22,1997,,,,F
-278,CHN,Fang Ying Xun,23,183,25,1995,,,,F
-279,MEX,Ana Sofia Sánchez,24,183,23,1994,,,,F
 280,SVK,Kristina Kucova,27,182,16,1990,,163,R,F
-281,LAT,Diana Marcinkevica,25,182,28,1992,,,,F
 282,SRB,Jovana Jaksic,24,181,24,1993,,180,R,F
-283,KOR,Na-Lae Han,25,177,19,1992,,,,F
-284,RSA,Chanel Simmonds,25,177,21,1992,,,,F
-285,USA,Ashley Kratzer,19,175,22,1999,,,,F
 286,SRB,Ivana Jorovic,20,172,20,1997,,174,R,F
-287,CAN,Katherine Sebov,19,168,20,1999,,,,F
-288,MEX,Victoria Rodriguez,22,166,25,1995,,,,F
-289,USA,Sophie Chang,20,165,22,1997,,,,F
-290,ITA,Camilla Rosatello,22,164,21,1995,,,,F
 291,HUN,Greta Arn,39,163,10,1979,,180,R,F
 292,TPE,Kai-Chen Chang,27,162,21,1991,,167,R,F
-293,ITA,Anastasia Grymalska,27,159,30,1990,,,,F
-294,FRA,Audrey Albie,23,158,19,1994,,,,F
-295,NED,Quirine Lemoine,26,156,14,1991,,,,F
-296,GBR,Katie Swan,19,155,20,1999,,,,F
-297,ARG,Catalina Pella,25,155,24,1993,,,,F
-298,JPN,Erika Sema,29,154,29,1988,,,,F
 299,LUX,Mandy Minella,32,153,13,1985,,180,R,F
 300,ISR,Julia Glushko,28,153,24,1990,,171,R,F
-301,JPN,Haruka Kaji,23,153,20,1994,,,,F
 302,FRA,Tessah Andrianjafitrimo,19,152,22,1998,,169,R,F
-303,JPN,Mari Osaka,22,152,19,1996,,,,F
-304,CZE,Anastasia Zarycka,20,151,18,1998,,,,F
-305,CZE,Jesika Maleckova,23,149,25,1994,,,,F
 306,RUS,Marina Melnikova,29,148,18,1989,,173,R,F
-307,BEL,Kimberley Zimmermann,22,148,28,1995,,,,F
-308,MKD,Lina Gjorcheska,23,147,9,1994,,,,F
-309,CHN,Hanyu Guo,19,147,18,1998,,,,F
 310,RUS,Ksenia Lykina,27,146,20,1990,,165,R,F
-311,RUS,Olga Doroshina,23,146,14,1994,,,,F
-312,ITA,Stefania Rubini,25,145,26,1992,,,,F
 313,UZB,Nigina Abduraimova,23,143,13,1994,,182,R,F
 314,SRB,Nina Stojanovic,21,143,20,1996,,176,R,F
-315,JPN,Miyabi Inoue,26,143,22,1991,,,,F
-316,GEO,Ekaterine Gorgodze,26,142,23,1991,,,,F
-317,CZE,Petra Krejsova,27,141,22,1990,,,,F
-318,CRO,Tena Lukas,22,140,23,1995,,,,F
-319,FRA,Sara Cakarevic,21,139,23,1997,,,,F
 320,CHN,Yuxuan Zhang,23,138,16,1994,,179,R,F
-321,ITA,Martina Di Giuseppe,27,138,25,1991,,,,F
-322,RUS,Marta Paigina,19,138,15,1999,,,,F
 323,SUI,Amra Sadikovic,28,137,23,1989,,186,R,F
-324,HKG,Ling Zhang,28,137,23,1989,,,,F
 325,SRB,Jelena Jankovic,33,134,10,1985,,177,R,F
 326,CAN,Aleksandra Wozniak,30,134,16,1987,,175,R,F
-327,CHN,Kai-Lin Zhang,28,134,18,1990,,,,F
-328,JPN,Shuko Aoyama,30,132,18,1987,,,,F
-329,ROU,Nicoleta Dascalu,22,132,21,1995,,,,F
-330,GER,Sarah-Rebecca Sekulic,25,129,22,1992,,,,F
-331,JPN,Riko Sawayanagi,23,128,24,1994,,,,F
 332,AUS,Kimberly Birrell,19,128,25,1998,,170,R,F
-333,HUN,Agnes Bukta,24,128,24,1993,,,,F
 334,PAR,Montserrat Gonzalez,23,127,23,1994,,170,R,F
-335,JPN,Hiroko Kuwata,27,127,32,1990,,,,F
-336,JPN,Mai Minokoshi,25,127,31,1992,,,,F
-337,USA,Robin Anderson,25,126,17,1993,,,,F
 338,RUS,Alla Kudryavtseva,30,125,20,1987,,178,R,F
 339,FRA,Manon Arcangioli,23,125,31,1994,,162,R,F
-340,RUS,Anna Morgina,26,125,22,1991,,,,F
-341,GEO,Sofia Shapatava,29,125,27,1989,,,,F
-342,RUS,Amina Anshba,18,123,20,1999,,,,F
-343,ROU,Cristina Dinu,25,123,23,1993,,,,F
 344,USA,Allie Kiick,22,122,18,1995,,170,R,F
-345,COL,Emiliana Arango,17,121,12,2000,,,,F
-346,GER,Vivian Heisen,24,121,14,1993,,,,F
-347,JPN,Momoko Kobori,19,121,19,1998,,,,F
 348,AUS,Tammi Patterson,28,120,18,1990,,167,R,F
-349,BEL,Marie Benoit,23,120,24,1995,,,,F
 350,ESP,Estrella Cabeza Candela,31,119,14,1987,,173,R,F
-351,AUS,Naiktha Bains,20,118,25,1997,,,,F
-352,USA,Katerina Stewart,20,118,13,1997,,,,F
 353,RUS,Alisa Kleybanova,28,118,8,1989,,181,R,F
-354,FRA,Harmony Tan,20,117,27,1997,,,,F
-355,GRE,Despina Papamichail,25,117,23,1993,,,,F
-356,UKR,Valeriya Strakhova,22,116,26,1995,,,,F
-357,CHI,Fernanda Brito,26,116,18,1992,,,,F
 358,SVK,Rebecca Sramkova,21,114,9,1996,,179,R,F
 359,RUS,Alexandra Panova,29,114,12,1989,,179,R,F
-360,ITA,Martina Caregaro,25,114,27,1992,,,,F
-361,BUL,Isabella Shinikova,26,113,32,1991,,,,F
-362,THA,Varatchaya Wongteanchai,28,113,15,1989,,,,F
-363,PNG,Abigail Tere-Apisah,25,113,12,1992,,,,F
-364,CAN,Gabriela Dabrowski,26,112,15,1992,,,,F
-365,CHN,Xiaodi You,21,112,16,1996,,,,F
-366,CZE,Miriam Kolodziejova,21,112,14,1997,,,,F
 367,SVK,Tereza Mihalikova,19,112,27,1998,,179,R,F
 368,KAZ,Yaroslava Shvedova,30,111,7,1987,,180,R,F
 369,ITA,Gaia Sanesi,26,111,22,1992,,170,L,F
 370,GER,Anna-Lena Friedsam,24,110,8,1994,,174,R,F
 371,HUN,Panna Udvardy,19,110,25,1998,,170,R,F
-372,ITA,Federica Di Sarra,27,107,15,1990,,,,F
-373,COL,Maria Herazo Gonzalez,21,107,14,1997,,,,F
 374,TUR,Pemra Ozgen,31,107,23,1986,,170,R,F
-375,MNE,Ana Veselinovic,30,107,24,1988,,,,F
-376,RUS,Yana Sizikova,23,105,24,1994,,,,F
-377,RUS,Anastasia Frolova,23,105,16,1994,,,,F
-378,ROU,Andreea Rosca,19,105,15,1999,,,,F
 379,POL,Katarzyna Piter,27,104,25,1991,,173,R,F
-380,CZE,Monika Kilnarova,18,104,21,1999,,,,F
-381,SLO,Nastja Kolar,23,104,22,1994,,,,F
 382,USA,Jessica Pegula,24,102,14,1994,,170,R,F
-383,ROU,Raluca Serban,20,102,18,1997,,,,F
-384,USA,Jennifer Elie,31,100,23,1986,,,,F
-385,ESP,Aliona Bolsova Zadoinov,20,100,10,1997,,,,F
-386,CHN,Jiaqi Kang,20,99,23,1997,,,,F
-387,JPN,Kyoka Okamura,22,99,26,1995,,,,F
-388,JPN,Chihiro Muramatsu,19,99,24,1998,,,,F
-389,AUS,Sara Tomic,20,98,15,1998,,,,F
-390,CHN,Shilin Xu,20,98,20,1998,,,,F
-391,GER,Katharina Gerlach,20,98,19,1998,,,,F
-392,UKR,Anastasiya Vasylyeva,26,97,22,1992,,,,F
-393,JPN,Shiho Akita,28,97,17,1990,,,,F
-394,AUS,Olivia Tjandramulia,20,97,26,1997,,,,F
-395,AUS,Astra Sharma,22,97,13,1995,,,,F
-396,MEX,Marcela Zacarias,24,97,15,1994,,,,F
-397,EGY,Sandra Samir,20,97,23,1997,,,,F
-398,SRB,Natalija Kostic,23,97,24,1994,,,,F
 399,SWE,Cornelia Lister,23,96,18,1994,,183,R,F
-400,MEX,Giuliana Olmos,25,95,18,1993,,,,F
-401,RUS,Polina Leykina,23,95,20,1994,,,,F
-402,TPE,Chieh-Yu Hsu,26,95,27,1992,,,,F
 403,ARG,Nadia Podoroska,21,94,11,1997,,170,R,F
 404,UZB,Akgul Amanmuradova,33,94,17,1984,,190,R,F
-405,CHI,Alexa Guarachi,27,93,19,1990,,,,F
-406,CHN,Xuliu Sun,24,93,24,1994,,,,F
-407,ESP,Yvonne Cavalle-Reimers,25,93,21,1992,,,,F
 408,JPN,Misa Eguchi,25,92,19,1992,,173,R,F
-409,NED,Cindy Burger,25,92,18,1992,,,,F
-410,BIH,Dea Herdzelas,21,92,20,1996,,,,F
-411,KAZ,Gozal Ainitdinova,19,91,19,1998,,,,F
-412,USA,Maria Mateas,18,90,19,1999,,,,F
-413,ROU,Ilona-Georgiana Ghioroaie,20,90,16,1998,,,,F
-414,UKR,Maryna Chernyshova,18,90,18,1999,,,,F
-415,CHN,Zhaoxuan Yang,23,89,9,1995,,,,F
 416,BEL,An-Sophie Mestach,24,88,19,1994,,170,R,F
-417,ISR,Vlada Ekshibarova,29,88,22,1989,,,,F
-418,SVK,Vivien Juhaszova,24,87,21,1993,,,,F
-419,MDA,Alexandra Perper,26,87,22,1991,,,,F
-420,TPE,Ya-Hsuan Lee,22,86,12,1995,,,,F
 421,GBR,Samantha Murray,30,86,17,1987,,178,R,F
-422,FRA,Estelle Cascino,22,86,14,1996,,,,F
 423,POR,Michelle Larcher De Brito,25,85,12,1993,,165,R,F
-424,CHN,Yue Yuan,19,85,15,1998,,,,F
-425,POL,Marta Lesniak,30,85,10,1988,,,,F
-426,FRA,Elixane Lechemia,26,84,26,1991,,,,F
-427,RUS,Anastasia Gasanova,18,83,18,1999,,,,F
-428,BUL,Aleksandrina Naydenova,26,82,16,1992,,,,F
-429,USA,Sabrina Santamaria,25,82,22,1993,,,,F
 430,ESP,Rebeka Masarova,18,82,13,1999,,186,R,F
-431,ITA,Alice Matteucci,22,82,18,1995,,,,F
-432,ROU,Patricia Maria Tig,23,81,10,1994,,,,F
-433,BEL,Tamaryn Hendler,25,81,9,1992,,,,F
-434,USA,Quinn Gleason,23,80,15,1994,,,,F
-435,SUI,Lisa Sabino,31,80,19,1986,,,,F
-436,SLO,Nina Potocnik,21,80,19,1997,,,,F
 437,GER,Annika Beck,24,79,11,1994,,170,R,F
-438,JPN,Yuuki Tanaka,28,79,23,1990,,,,F
-439,SVK,Lenka Jurikova,27,79,11,1990,,,,F
-440,ITA,Lucrezia Stefanini,19,79,20,1998,,,,F
-441,BRA,Gabriela Ce,25,79,21,1993,,,,F
-442,GER,Lisa Matviyenko,20,79,21,1997,,,,F
-443,ESP,Irene Burillo Escorihuela,20,79,23,1997,,,,F
-444,TPE,Pei-Chi Lee,23,78,18,1994,,,,F
-445,ESP,Nuria Parrizas Diaz,26,78,18,1991,,,,F
-446,AUS,Seone Mendez,18,78,21,1999,,,,F
-447,BEL,Helene Scholsen,22,77,22,1996,,,,F
-448,USA,Ann Li,17,76,12,2000,,,,F
 449,USA,Serena Williams,36,75,9,1981,,175,R,F
-450,LUX,Eleonora Molinaro,17,75,11,2000,,,,F
-451,SUI,Leonie Kung,17,75,16,2000,,,,F
-452,HUN,Anna Bondar,20,75,16,1997,,,,F
-453,AUS,Alexandra Bozovic,19,75,13,1999,,,,F
-454,FRA,Priscilla Heise,27,75,18,1990,,,,F
-455,GER,Laura Schaeder,24,75,22,1993,,,,F
-456,GBR,Maia Lumsden,20,74,17,1998,,,,F
-457,FRA,Marine Partaud,23,74,18,1994,,,,F
-458,USA,Ashley Lahey,18,73,6,1999,,,,F
-459,USA,Hanna Chang,20,73,19,1998,,,,F
-460,ROU,Oana Georgeta Simion,22,73,17,1996,,,,F
-461,BRA,Nathaly Kurata,25,73,19,1993,,,,F
-462,USA,Sanaz Marand,29,72,15,1988,,,,F
-463,ITA,Martina Colmegna,21,72,17,1996,,,,F
-464,RUS,Anastasia Pribylova,22,72,20,1996,,,,F
 465,GBR,Tara Moore,25,71,26,1992,,163,R,F
-466,KOR,Sunam Jeong,21,71,10,1996,,,,F
-467,IND,Pranjala Yadlapalli,19,71,20,1999,,,,F
-468,FRA,Clothilde De Bernardi,23,71,13,1994,,,,F
 469,JPN,Rika Fujiwara,36,71,14,1981,,155,R,F
-470,ROU,Miriam Bulgaru,19,71,16,1998,,,,F
-471,CHN,Ao Gai,23,70,17,1995,,,,F
-472,JPN,Nagi Hanatani,23,70,19,1995,,,,F
-473,KOR,Na-Ri Kim,28,69,12,1990,,,,F
-474,USA,Julia Elbaba,23,69,25,1994,,,,F
-475,BRA,Laura Pigossi,23,69,20,1994,,,,F
-476,RUS,Natela Dzalamidze,25,69,6,1993,,,,F
 477,RUS,Elena Bovina,35,69,8,1983,,189,R,F
-478,ROU,Laura Ioana Andrei,29,69,21,1988,,,,F
-479,SUI,Simona Waltert,17,68,8,2000,,,,F
-480,TUR,Berfu Cengiz,18,68,16,1999,,,,F
-481,SUI,Tess Sugnaux,23,68,21,1995,,,,F
-482,THA,Bunyawi Thamchaiwat,19,68,14,1998,,,,F
-483,ROU,Irina Fetecau,21,68,15,1996,,,,F
-484,ESP,Guiomar Maristany Zuleta De Reales,19,68,18,1999,,,,F
-485,ROU,Georgia Craciun,18,67,12,1999,,,,F
-486,AUS,Alison Bai,28,67,20,1990,,,,F
-487,ESP,Marina Bassols Ribera,18,67,16,1999,,,,F
-488,GER,Julia Wachaczyk,24,67,21,1994,,,,F
-489,USA,Whitney Osuigwe,15,66,7,2002,,,,F
-490,RUS,Anastasiya Komardina,20,66,16,1997,,,,F
 491,CZE,Andrea Sestini Hlavackova,31,66,2,1986,,174,R,F
-492,CHN,Qiu Yu Ye,20,66,16,1997,,,,F
-493,USA,Naomi Cheong,15,66,6,2002,,,,F
-494,BEL,Magali Kempen,20,66,12,1997,,,,F
-495,SUI,Karin Kennel,22,66,20,1995,,,,F
-496,CHN,Xiyu Wang,17,65,8,2001,,,,F
 497,GBR,Eden Silva,22,65,19,1996,,175,R,F
 498,AUS,Jessica Moore,27,65,13,1990,,167,R,F
-499,BLR,Lidziya Marozava,25,65,5,1992,,,,F
-500,RUS,Ekaterina Kazionova,19,65,15,1999,,,,F

wk7/tennis_data_updated_2018.csv

@@ -1,702 +0,0 @@
-ranking,country,player,age,points,tournplayed,born,weight,height,hand,gender
-1,ESP,Rafael Nadal,31,8770,14,1986,85,185,L,M
-2,SUI,Roger Federer,36,8670,17,1981,85,185,R,M
-3,CRO,Marin Cilic,29,4985,20,1988,89,198,R,M
-4,GER,Alexander Zverev,20,4925,24,1997,86,198,R,M
-5,BUL,Grigor Dimitrov,26,4635,22,1991,80,191,R,M
-6,ARG,Juan Martin del Potro,29,4470,20,1988,97,198,R,M
-7,AUT,Dominic Thiem,24,3665,25,1993,82,185,R,M
-8,RSA,Kevin Anderson,31,3390,22,1986,93,203,R,M
-9,USA,John Isner,32,3125,25,1985,108,208,R,M
-10,BEL,David Goffin,27,3110,24,1990,68,180,R,M
-11,FRA,Lucas Pouille,24,2410,24,1994,81,185,R,M
-12,ESP,Pablo Carreno Busta,26,2395,25,1991,78,188,R,M
-13,SRB,Novak Djokovic,30,2310,15,1987,77,188,R,M
-14,USA,Sam Querrey,30,2220,23,1987,95,198,R,M
-15,ARG,Diego Schwartzman,25,2220,26,1992,64,170,R,M
-16,ESP,Roberto Bautista Agut,30,2175,25,1988,76,183,R,M
-17,USA,Jack Sock,25,2155,22,1992,84,191,R,M
-18,CZE,Tomas Berdych,32,2140,19,1985,91,196,R,M
-19,KOR,Hyeon Chung,21,1897,22,1996,87,188,R,M
-20,ITA,Fabio Fognini,30,1840,24,1987,74,178,R,M
-21,SUI,Stan Wawrinka,33,1785,14,1985,81,183,R,M
-22,CAN,Milos Raonic,27,1765,20,1990,98,196,R,M
-23,GBR,Kyle Edmund,23,1757,25,1995,83,188,R,M
-24,ESP,Albert Ramos-Vinolas,30,1745,29,1988,80,188,L,M
-25,AUS,Nick Kyrgios,22,1720,19,1995,85,193,R,M
-26,FRA,Adrian Mannarino,29,1655,26,1988,70,180,L,M
-27,SRB,Filip Krajinovic,26,1616,25,1992,75,185,R,M
-28,LUX,Gilles Muller,34,1465,22,1983,89,193,L,M
-29,GBR,Andy Murray,30,1450,14,1987,84,191,R,M
-30,ESP,Feliciano Lopez,36,1420,24,1981,88,188,L,M
-31,BIH,Damir Dzumhur,25,1415,29,1992,70,175,R,M
-32,ESP,David Ferrer,36,1405,23,1982,73,175,R,M
-33,RUS,Andrey Rublev,20,1378,23,1997,70,188,R,M
-34,FRA,Richard Gasquet,31,1340,24,1986,75,185,R,M
-35,FRA,Jo-Wilfried Tsonga,32,1300,17,1985,91,188,R,M
-36,JPN,Kei Nishikori,28,1280,20,1989,75,178,R,M
-37,ESP,Fernando Verdasco,34,1280,26,1983,87,185,L,M
-38,RUS,Karen Khachanov,21,1255,26,1996,88,198,R,M
-39,CRO,Borna Coric,21,1251,23,1996,79,185,R,M
-40,GER,Philipp Kohlschreiber,34,1230,21,1983,70,178,R,M
-41,URU,Pablo Cuevas,32,1210,24,1986,80,180,R,M
-42,FRA,Gael Monfils,31,1175,21,1986,80,193,R,M
-43,JPN,Yuichi Sugita,29,1160,27,1988,70,175,R,M
-44,NED,Robin Haase,31,1120,29,1987,71,191,R,M
-45,CAN,Denis Shapovalov,19,1118,22,1999,75,183,L,M
-46,ARG,Leonardo Mayer,30,1073,22,1987,80,191,R,M
-47,USA,Tennys Sandgren,26,1033,31,1991,87,188,R,M
-48,FRA,Benoit Paire,28,1020,30,1989,80,196,R,M
-49,RUS,Daniil Medvedev,22,984,25,1996,81,198,R,M
-50,GER,Peter Gojowczyk,28,979,24,1989,83,188,R,M
-51,USA,Jared Donaldson,21,977,26,1996,75,188,R,M
-52,USA,Steve Johnson,28,975,26,1989,86,188,R,M
-53,UKR,Alexandr Dolgopolov,29,966,20,1988,71,180,R,M
-54,USA,Ryan Harrison,25,945,27,1992,84,185,R,M
-55,GER,Mischa Zverev,30,932,32,1987,88,191,L,M
-56,USA,Frances Tiafoe,20,913,24,1998,77,188,R,M
-57,FRA,Julien Benneteau,36,891,18,1981,79,185,R,M
-58,SLO,Aljaz Bedene,28,877,19,1989,72,183,R,M
-59,HUN,Marton Fucsovics,26,864,27,1992,82,188,R,M
-60,ARG,Guido Pella,27,858,25,1990,83,185,L,M
-61,GER,Jan-Lennard Struff,27,855,30,1990,87,196,R,M
-62,ITA,Andreas Seppi,34,851,25,1984,75,191,R,M
-63,ITA,Paolo Lorenzi,36,850,29,1981,77,183,R,M
-64,POR,Joao Sousa,29,830,32,1989,74,185,R,M
-65,CHI,Nicolas Jarry,22,822,23,1995,90,198,R,M
-66,USA,Taylor Fritz,20,819,25,1997,84,193,R,M
-67,ARG,Horacio Zeballos,32,798,27,1985,83,188,L,M
-68,ESP,Guillermo Garcia-Lopez,34,798,28,1983,80,185,R,M
-69,FRA,Gilles Simon,33,780,30,1984,70,183,R,M
-70,SRB,Viktor Troicki,32,775,28,1986,86,193,R,M
-71,GRE,Stefanos Tsitsipas,19,767,30,1998,83,191,R,M
-72,CZE,Jiri Vesely,24,745,26,1993,92,198,L,M
-73,GER,Maximilian Marterer,22,731,29,1995,84,191,L,M
-74,GER,Florian Mayer,34,729,23,1983,82,191,R,M
-75,ESP,Roberto Carballes Baena,25,718,31,1993,76,180,R,M
-76,CRO,Ivo Karlovic,39,715,23,1979,104,211,R,M
-77,CAN,Vasek Pospisil,27,715,25,1990,84,193,R,M
-78,AUS,Matthew Ebden,30,713,26,1987,80,188,R,M
-79,ARG,Federico Delbonis,27,710,19,1990,88,191,L,M
-80,GEO,Nikoloz Basilashvili,26,700,29,1992,79,185,R,M
-81,CYP,Marcos Baghdatis,32,699,23,1985,82,178,R,M
-82,FRA,Pierre-Hugues Herbert,27,690,25,1991,75,188,R,M
-83,IND,Yuki Bhambri,25,688,22,1992,77,183,R,M
-84,FRA,Jeremy Chardy,31,685,23,1987,75,188,R,M
-85,TUN,Malek Jaziri,34,683,34,1984,82,185,R,M
-86,ROU,Marius Copil,27,680,25,1990,87,191,R,M
-87,RUS,Evgeny Donskoy,27,673,29,1990,74,185,R,M
-88,UZB,Denis Istomin,31,673,24,1986,88,188,R,M
-89,LTU,Ricardas Berankis,27,668,30,1990,70,175,R,M
-90,ARG,Nicolas Kicker,25,650,27,1992,75,178,R,M
-91,AUS,John Millman,28,645,24,1989,79,183,R,M
-92,BIH,Mirza Basic,26,643,21,1991,88,188,R,M
-93,SRB,Dusan Lajovic,27,639,27,1990,78,183,R,M
-94,ISR,Dudi Sela,33,638,23,1985,65,175,R,M
-95,KAZ,Mikhail Kukushkin,30,634,24,1987,72,183,R,M
-96,MDA,Radu Albot,28,626,30,1989,69,175,R,M
-97,RUS,Mikhail Youzhny,35,616,28,1982,73,183,R,M
-98,TPE,Yen-Hsun Lu,34,615,16,1983,74,180,R,M
-99,AUS,Jordan Thompson,23,611,27,1994,73,183,R,M
-100,ITA,Marco Cecchinato,25,606,31,1992,78,185,R,M
-101,GER,Cedrik-Marcel Stebe,27,596,16,1990,70,183,L,M
-102,SRB,Laslo Djere,22,594,25,1995,80,185,R,M
-103,ITA,Thomas Fabbiano,28,586,27,1989,69,173,R,M
-104,GBR,Cameron Norrie,22,581,23,1995,82,188,L,M
-105,ITA,Matteo Berrettini,22,577,21,1996,85,193,R,M
-106,SVK,Lukas Lacko,30,540,26,1987,85,185,R,M
-107,USA,Bjorn Fratangelo,24,536,30,1993,79,183,R,M
-108,BEL,Ruben Bemelmans,30,523,25,1988,75,183,L,M
-109,ITA,Stefano Travaglia,26,515,25,1991,80,185,R,M
-110,POR,Gastao Elias,27,511,30,1990,76,183,R,M
-111,FRA,Nicolas Mahut,36,508,21,1982,80,191,R,M
-112,AUS,Alex de Minaur,19,505,22,1999,69,180,R,M
-113,JPN,Taro Daniel,25,501,27,1993,76,191,R,M
-114,ARG,Carlos Berlocq,35,499,29,1983,81,183,R,M
-115,AUT,Gerald Melzer,27,490,20,1990,80,188,L,M
-116,IND,Ramkumar Ramanathan,23,489,30,1994,77,188,R,M
-117,USA,Denis Kudla,25,481,25,1992,75,180,R,M
-118,FRA,Quentin Halys,21,469,23,1996,78,191,R,M
-119,POR,Pedro Sousa,29,467,20,1988,70,178,R,M
-120,GER,Yannick Hanfmann,26,465,23,1991,86,193,R,M
-121,UKR,Sergiy Stakhovsky,32,463,29,1986,80,193,R,M
-122,BLR,Ilya Ivashka,24,458,18,1994,83,191,R,M
-123,USA,Tim Smyczek,30,450,23,1987,73,175,R,M
-124,CAN,Peter Polansky,29,448,33,1988,80,183,R,M
-125,BRA,Rogerio Dutra Silva,34,442,30,1984,73,178,R,M
-126,BRA,Thiago Monteiro,23,438,27,1994,78,183,L,M
-127,SLO,Blaz Kavcic,31,433,26,1987,78,188,R,M
-128,SVK,Martin Klizan,28,431,18,1989,85,191,L,M
-129,ESP,Marcel Granollers,32,429,24,1986,77,191,R,M
-130,FRA,Calvin Hemery,23,429,28,1995,85,188,R,M
-131,USA,Donald Young,28,426,24,1989,79,183,L,M
-132,GER,Yannick Maden,28,426,26,1989,68,185,R,M
-133,SWE,Elias Ymer,22,418,26,1996,78,183,R,M
-134,GER,Oscar Otte,24,418,26,1993,77,196,R,M
-135,RUS,Andrey Kuznetsov,27,411,18,1991,71,185,R,M
-136,SUI,Henri Laaksonen,26,409,28,1992,78,185,R,M
-137,EST,Jurgen Zopp,30,408,22,1988,88,191,R,M
-138,JPN,Go Soeda,33,408,26,1984,73,178,R,M
-139,AUT,Sebastian Ofner,21,406,23,1996,81,191,R,M
-140,BEL,Steve Darcis,34,406,17,1984,77,178,R,M
-141,RUS,Alexey Vatutin,25,400,31,1992,69,178,R,M
-142,USA,Mackenzie McDonald,23,395,28,1995,73,178,R,M
-143,KAZ,Alexander Bublik,20,390,26,1997,76,196,R,M
-144,ITA,Simone Bolelli,32,389,19,1985,83,183,R,M
-145,SVK,Andrej Martin,28,386,24,1989,72,180,R,M
-146,JPN,Tatsuma Ito,29,386,26,1988,75,180,R,M
-147,SVK,Norbert Gombos,27,385,30,1990,86,193,R,M
-148,FRA,Corentin Moutet,18,384,25,1999,68,175,L,M
-149,USA,Ernesto Escobedo,21,381,25,1996,82,185,R,M
-150,AUS,Thanasi Kokkinakis,22,380,11,1996,82,196,R,M
-151,USA,Michael Mmoh,20,380,23,1998,85,185,R,M
-152,SVK,Jozef Kovalik,25,379,26,1992,82,183,R,M
-153,SRB,Janko Tipsarevic,33,376,11,1984,80,180,R,M
-154,ESP,Pablo Andujar,32,376,7,1986,76,180,R,M
-155,TPE,Jason Jung,28,376,24,1989,69,180,R,M
-156,ESP,Adrian Menendez-Maceiras,32,374,22,1985,75,183,R,M
-157,GBR,Liam Broady,24,359,21,1994,78,183,L,M
-158,GER,Mats Moraing,25,355,29,1992,84,198,L,M
-160,GER,Matthias Bachinger,31,350,19,1987,83,188,R,M
-161,ARG,Guido Andreozzi,26,346,22,1991,77,183,R,M
-162,GER,Dustin Brown,33,343,26,1984,78,196,R,M
-163,USA,Tommy Paul,20,342,18,1997,78,185,R,M
-164,ITA,Alessandro Giannessi,27,341,24,1990,82,185,L,M
-165,USA,Bradley Klahn,27,335,21,1990,75,183,L,M
-166,SLO,Blaz Rola,27,335,26,1990,85,193,L,M
-167,USA,Dennis Novikov,24,334,30,1993,91,193,R,M
-168,AUS,Akira Santillan,20,331,20,1997,78,180,R,M
-169,FRA,Stephane Robert,37,330,26,1980,77,185,R,M
-170,USA,Stefan Kozlov,20,325,24,1998,79,183,R,M
-171,DOM,Victor Estrella Burgos,37,324,26,1980,77,170,R,M
-172,USA,Kevin King,27,322,24,1991,86,191,L,M
-173,ESP,Jaume Munar,20,322,27,1997,78,183,R,M
-174,FRA,Kenny De Schepper,30,321,27,1987,104,203,L,M
-175,CAN,Felix Auger-Aliassime,17,317,21,2000,84,191,R,M
-176,AUS,Jason Kubler,24,316,18,1993,74,178,R,M
-177,AUS,Alex Bolt,25,316,22,1993,84,183,L,M
-178,POL,Jerzy Janowicz,27,315,14,1990,94,203,R,M
-179,BAR,Darian King,25,314,21,1992,77,188,R,M
-180,CAN,Filip Peliwo,24,314,28,1994,72,180,R,M
-181,ESA,Marcelo Arevalo,27,313,19,1990,86,191,R,M
-182,AUS,Bernard Tomic,25,311,18,1992,91,196,R,M
-183,CRO,Viktor Galovic,27,310,21,1990,88,193,R,M
-184,HUN,Attila Balazs,29,310,30,1988,78,180,R,M
-185,POL,Hubert Hurkacz,21,309,27,1997,79,196,R,M
-186,ESP,Nicolas Almagro,32,308,12,1985,86,183,R,M
-187,ITA,Stefano Napolitano,23,308,21,1995,89,196,R,M
-188,FRA,Gleb Sakharov,29,308,28,1988,80,185,R,M
-189,ARG,Renzo Olivo,26,307,25,1992,73,180,R,M
-190,ESP,Carlos Taberner,20,307,24,1997,78,183,R,M
-191,ARG,Marco Trungelliti,28,303,19,1990,78,180,R,M
-192,USA,Evan King,26,303,31,1992,79,185,L,M
-193,LAT,Ernests Gulbis,29,302,17,1988,88,193,R,M
-194,AUT,Dennis Novak,24,294,27,1993,80,183,R,M
-195,ITA,Salvatore Caruso,25,294,28,1992,80,185,R,M
-196,ESP,Nicola Kuhn,18,292,17,2000,75,185,R,M
-197,SRB,Miomir Kecmanovic,18,292,24,1999,75,183,R,M
-198,SRB,Nikola Milojevic,22,292,25,1995,76,188,R,M
-199,CAN,Brayden Schnur,22,286,22,1995,84,193,R,M
-200,ESP,Enrique Lopez Perez,26,283,29,1991,76,180,R,M
-201,NOR,Casper Ruud,19,281,28,1998,77,183,R,M
-202,ESP,Tommy Robredo,35,281,25,1982,75,180,R,M
-203,FRA,Benjamin Bonzi,21,280,23,1996,75,183,R,M
-204,BLR,Egor Gerasimov,25,279,10,1992,84,183,R,M
-206,ESP,Ricardo Ojeda Lara,25,279,25,1993,76,180,R,M
-207,FRA,Constant Lestienne,25,273,29,1992,72,180,R,M
-208,KOR,Soonwoo Kwon,20,272,20,1997,72,180,R,M
-209,AUS,Marc Polmans,20,272,27,1997,78,188,R,M
-210,CZE,Adam Pavlasek,23,268,22,1994,76,185,R,M
-211,USA,Reilly Opelka,20,268,20,1997,100,211,R,M
-212,POR,Goncalo Oliveira,23,268,43,1995,79,185,L,M
-213,GER,Tobias Kamke,31,265,23,1986,76,178,R,M
-214,KOR,Duckhee Lee,19,262,31,1998,75,175,R,M
-215,IND,Sumit Nagal,20,260,25,1997,69,178,R,M
-216,CHI,Christian Garin,21,256,22,1996,85,185,R,M
-217,BLR,Uladzimir Ignatik,27,256,32,1990,82,183,R,M
-218,ARG,Juan Ignacio Londero,24,255,20,1993,70,180,R,M
-219,USA,Mitchell Krueger,24,252,29,1994,82,188,R,M
-220,FRA,Vincent Millot,32,251,22,1986,75,173,L,M
-221,ESP,Pedro Martinez,20,249,34,1997,70,183,R,M
-222,ITA,Andrea Arnaboldi,30,249,36,1987,72,180,L,M
-223,ARG,Facundo Bagnis,28,247,23,1990,82,183,L,M
-224,BRA,Thomaz Bellucci,30,244,19,1987,82,188,L,M
-225,CZE,Zdenek Kolar,21,244,32,1996,76,185,R,M
-226,EGY,Mohamed Safwat,27,243,24,1990,82,183,R,M
-227,BIH,Aldin Setkic,30,243,28,1987,86,191,R,M
-228,JPN,Yasutaka Uchiyama,25,242,20,1992,78,183,R,M
-229,POL,Kamil Majchrzak,22,242,24,1996,74,183,R,M
-230,GER,Dominik Koepfer,23,241,25,1994,82,180,L,M
-231,BOL,Hugo Dellien,24,237,20,1993,75,178,R,M
-232,SRB,Pedja Krstin,23,234,27,1994,73,183,R,M
-233,COL,Daniel Elahi Galan,21,233,24,1996,72,191,R,M
-234,GER,Jan Choinski,21,233,25,1996,80,196,R,M
-235,USA,Christian Harrison,23,231,24,1994,77,180,R,M
-236,GBR,Jay Clarke,19,231,23,1998,80,183,R,M
-237,ARG,Andrea Collarini,26,230,27,1992,80,185,L,M
-238,AUS,John-Patrick Smith,29,228,17,1989,84,188,L,M
-239,NED,Tallon Griekspoor,21,224,17,1996,82,188,R,M
-240,RSA,Lloyd Harris,21,223,25,1997,80,196,R,M
-241,BRA,Guilherme Clezar,25,222,24,1992,79,183,R,M
-242,KAZ,Aleksandr Nedovyesov,31,221,21,1987,81,193,R,M
-243,FRA,Antoine Hoang,22,220,26,1995,71,183,A,M
-244,TUR,Cem Ilkel,22,215,30,1995,79,185,R,M
-245,FRA,Mathias Bourgue,24,213,28,1994,83,188,R,M
-246,SRB,Danilo Petrovic,26,207,26,1992,86,203,R,M
-247,USA,Noah Rubin,22,205,17,1996,68,175,R,M
-248,CHN,Ze Zhang,27,205,19,1990,85,188,R,M
-249,CHN,Di Wu,26,204,23,1991,65,173,R,M
-250,ITA,Matteo Donati,23,204,26,1995,74,185,R,M
-251,LTU,Laurynas Grigelis,26,203,29,1991,78,183,R,M
-252,UKR,Illya Marchenko,30,202,13,1987,82,185,R,M
-253,ARG,Facundo Arguello,25,202,23,1992,77,178,R,M
-254,TPE,Tsung-Hua Yang,27,202,25,1991,80,178,R,M
-255,AUS,Max Purcell,20,201,25,1998,75,185,R,M
-256,CRO,Nino Serdarusic,21,201,32,1996,79,188,R,M
-257,CZE,Vaclav Safranek,23,199,24,1994,80,185,R,M
-258,BEL,Julien Cagnina,23,199,22,1994,70,183,R,M
-259,KAZ,Dmitry Popko,21,197,27,1996,87,191,R,M
-260,BIH,Tomislav Brkic,28,197,28,1990,80,185,R,M
-261,POR,Joao Monteiro,24,196,23,1993,77,178,R,M
-262,USA,Alexander Sarkissian,28,196,26,1990,79,191,R,M
-263,DOM,Jose Hernandez-Fernandez,28,196,26,1990,77,183,R,M
-266,IND,Prajnesh Gunneswaran,28,193,26,1989,80,188,L,M
-267,ITA,Lorenzo Giustino,26,193,29,1991,80,183,R,M
-268,FRA,David Guez,35,192,25,1982,75,185,R,M
-269,BEL,Christopher Heyman,24,192,26,1993,90,191,L,M
-270,ITA,Matteo Viola,30,192,34,1987,80,185,R,M
-271,NED,Scott Griekspoor,27,190,23,1991,80,188,R,M
-272,ESP,Daniel Gimeno-Traver,32,189,19,1985,80,183,R,M
-273,AUS,Andrew Whittington,24,188,23,1993,82,188,R,M
-274,ESP,Daniel Munoz de la Nava,36,188,18,1982,75,178,L,M
-275,ESP,Carlos Boluda-Purkiss,25,187,22,1993,69,173,R,M
-277,JPN,Yusuke Takahashi,20,185,24,1997,68,170,R,M
-279,AUS,Bradley Mousley,22,182,24,1996,82,188,R,M
-280,ECU,Roberto Quiroz,26,180,22,1992,88,193,L,M
-281,FRA,Gregoire Barrere,24,180,25,1994,83,183,R,M
-282,ARG,Hernan Casanova,24,178,27,1994,76,178,R,M
-283,ESP,Bernabe Zapata Miralles,21,178,33,1997,73,185,R,M
-284,CZE,Lukas Rosol,32,177,12,1985,83,193,R,M
-285,FRA,Maxime Janvier,21,175,24,1996,80,193,R,M
-286,AUS,Sam Groth,30,174,10,1987,100,193,R,M
-287,BEL,Arthur De Greef,26,173,21,1992,73,183,R,M
-288,CRO,Ante Pavic,29,173,21,1989,96,196,R,M
-289,FRA,Geoffrey Blancaneaux,19,172,23,1998,68,178,R,M
-290,USA,Christopher Eubanks,21,170,16,1996,82,201,R,M
-291,USA,Austin Krajicek,27,170,27,1990,79,188,L,M
-292,CRO,Franko Skugor,30,169,11,1987,96,198,R,M
-293,COL,Santiago Giraldo,30,168,13,1987,75,188,R,M
-294,SRB,Miljan Zekic,29,168,27,1988,79,185,R,M
-295,ESP,Carlos Gomez-Herrera,27,167,19,1990,85,191,R,M
-298,GER,Tommy Haas,40,165,10,1978,84,188,R,M
-299,ISR,Edan Leshem,21,163,23,1997,70,183,R,M
-300,CZE,Marek Jaloviec,24,163,30,1994,72,180,L,M
-301,RUS,Teymuraz Gabashvili,32,162,26,1985,83,188,R,M
-302,ITA,Andrea Basso,24,162,23,1993,72,185,L,M
-303,TUR,Marsel Ilhan,30,162,33,1987,80,191,R,M
-304,BUL,Dimitar Kuzmanov,24,161,23,1993,72,183,R,M
-305,BRA,Joao Souza,29,161,24,1988,92,193,R,M
-306,FRA,Ugo Humbert,19,161,28,1998,68,175,L,M
-308,COL,Alejandro Gonzalez,29,159,21,1989,83,191,R,M
-309,JPN,Hiroki Moriya,27,159,26,1990,65,170,R,M
-310,GER,Tim Puetz,30,158,11,1987,78,185,R,M
-311,NED,Thiemo de Bakker,29,157,18,1988,83,193,R,M
-312,EGY,Youssef Hossam,19,157,24,1998,75,178,R,M
-313,BEL,Kimmer Coppejans,24,156,24,1994,68,180,R,M
-314,SWE,Markus Eriksson,28,155,26,1989,80,188,R,M
-315,GBR,Alexander Ward,27,153,14,1990,85,185,R,M
-316,GER,Daniel Altmaier,19,153,17,1998,88,191,R,M
-317,AUT,Lucas Miedler,21,153,24,1996,77,180,R,M
-318,USA,Marcos Giron,24,151,23,1993,77,180,R,M
-320,ITA,Federico Gaio,26,149,24,1992,84,180,R,M
-321,RUS,Ivan Gakhov,21,149,28,1996,83,193,L,M
-322,BEL,Joris De Loore,24,148,18,1993,86,191,R,M
-323,RUS,Konstantin Kravchuk,33,147,20,1985,80,191,R,M
-324,ITA,Luca Vanni,32,147,20,1985,94,198,R,M
-325,ESP,Inigo Cervantes,28,146,19,1989,78,183,R,M
-326,RUS,Evgeny Karlovskiy,23,146,20,1994,85,191,R,M
-327,ESP,Mario Vilella Martinez,22,145,27,1995,74,178,R,M
-328,CAN,Frank Dancevic,33,144,14,1984,79,185,R,M
-329,USA,Daniel Nguyen,27,144,16,1990,73,173,R,M
-330,CAN,Steven Diez,27,143,29,1991,76,178,R,M
-331,ITA,Andrea Pellegrino,21,142,22,1997,75,185,R,M
-332,EGY,Karim-Mohamed Maamoun,27,142,29,1991,73,175,R,M
-333,CHN,Zhe Li,31,141,26,1986,77,185,R,M
-334,USA,JC Aragone,22,140,18,1995,79,178,R,M
-335,ITA,Gianluigi Quinzi,22,140,13,1996,84,191,L,M
-336,BEL,Yannick Mertens,30,140,31,1987,72,188,R,M
-337,CHN,Yibing Wu,18,139,12,1999,73,183,R,M
-338,AUS,Marinko Matosevic,32,139,16,1985,86,193,R,M
-339,DOM,Roberto Cid Subervi,24,138,13,1993,82,193,R,M
-341,ARG,Juan Pablo Ficovich,21,137,26,1997,78,191,R,M
-342,CHN,Zhizhen Zhang,21,136,19,1996,87,193,R,M
-344,ARG,Juan Ignacio Galarza,24,135,22,1994,81,183,R,M
-347,ARG,Patricio Heras,29,134,13,1989,75,183,R,M
-348,FRA,Elliot Benchetrit,19,134,24,1998,80,193,R,M
-349,FRA,Albano Olivetti,26,134,26,1991,104,203,R,M
-350,ARG,Pedro Cachin,23,133,19,1995,77,185,R,M
-352,ITA,Alessandro Bega,27,130,26,1991,68,173,R,M
-353,ITA,Gian Marco Moroni,20,127,19,1998,85,185,R,M
-354,NZL,Rubin Statham,30,127,26,1987,80,180,R,M
-357,SWE,Christian Lindell,26,126,23,1991,87,193,R,M
-358,SWE,Mikael Ymer,19,125,17,1998,75,183,R,M
-359,JPN,Yosuke Watanuki,20,125,18,1998,63,180,R,M
-360,BLR,Dzmitry Zhyrmont,29,125,21,1989,85,188,R,M
-361,ARG,Federico Coria,26,125,26,1992,73,180,R,M
-362,BRA,Joao Pedro Sorgi,24,124,24,1993,82,188,R,M
-363,COL,Cristian Rodriguez,27,123,18,1990,76,180,R,M
-364,FRA,Alexandre Muller,21,123,22,1997,73,180,R,M
-365,MON,Lucas Catarina,21,122,29,1996,80,185,R,M
-366,JPN,Yoshihito Nishioka,22,121,11,1995,64,170,L,M
-367,CZE,Jan Satral,27,121,24,1990,82,188,R,M
-368,AUS,Andrew Harris,24,120,15,1994,82,183,R,M
-372,FRA,Paul-Henri Mathieu,36,115,10,1982,74,185,R,M
-373,GER,Jeremy Jahn,28,115,24,1990,73,178,R,M
-374,ARG,Facundo Mena,25,113,17,1992,85,183,R,M
-377,AUT,Michael Linzer,28,111,19,1989,77,180,R,M
-378,USA,Raymond Sarmiento,25,110,10,1992,68,178,R,M
-379,FRA,Johan Tatlot,22,109,16,1996,80,180,R,M
-381,RUS,Roman Safiullin,20,109,19,1997,75,185,R,M
-382,ITA,Filippo Baldi,22,109,23,1996,79,183,R,M
-383,ESP,Guillermo Olaso,30,108,14,1988,74,175,R,M
-384,FRA,Sadio Doumbia,27,107,22,1990,78,183,R,M
-385,NED,Boy Westerhof,32,106,20,1985,80,185,R,M
-386,FRA,Hugo Grenier,22,106,24,1996,85,196,R,M
-387,ESP,Eduard Esteve Lobato,23,106,25,1994,83,188,R,M
-389,BRA,Pedro Sakamoto,24,104,21,1993,78,180,R,M
-390,USA,Jared Hiltzik,23,104,23,1994,79,185,R,M
-391,NED,Igor Sijsling,30,103,21,1987,85,191,R,M
-392,ARG,Mariano Kestelboim,22,103,25,1996,79,188,R,M
-394,IND,Arjun Kadhe,24,102,21,1994,83,185,R,M
-395,JPN,Shintaro Imai,24,102,23,1993,74,178,R,M
-396,JPN,Renta Tokuda,20,101,16,1998,69,178,R,M
-397,BEL,Yannick Vandenbulcke,27,101,19,1990,85,193,R,M
-398,FRA,Tristan Lamasine,25,101,21,1993,69,183,R,M
-399,GBR,Brydan Klein,28,101,24,1989,83,188,R,M
-403,FRA,Fabien Reboul,22,99,20,1995,80,188,R,M
-404,GER,Daniel Masur,23,98,19,1994,79,183,R,M
-405,AUT,Lenny Hampel,21,98,27,1996,78,188,R,M
-406,ITA,Liam Caruana,20,97,17,1998,72,180,R,M
-407,CRO,Ivan Dodig,33,96,2,1985,83,183,R,M
-408,GER,Kevin Krawietz,26,96,15,1992,83,191,R,M
-409,CHI,Gonzalo Lama,24,96,17,1993,82,180,R,M
-411,CRO,Mate Delic,24,95,26,1993,86,196,R,M
-412,TPE,Ti Chen,34,94,28,1983,73,178,R,M
-413,SRB,Marko Tepavac,24,93,14,1994,90,193,R,M
-414,GER,Marc Sieber,30,92,19,1988,68,178,L,M
-415,JPN,Sora Fukuda,20,92,24,1997,72,183,L,M
-416,ESP,Marc Giner,26,92,25,1991,76,183,R,M
-418,AUT,Andreas Haider-Maurer,31,91,14,1987,89,191,R,M
-419,ROU,Dragos Dima,25,91,20,1992,70,180,R,M
-420,GER,Robin Kern,24,91,21,1993,87,188,R,M
-421,ITA,Riccardo Bonadio,24,91,26,1993,84,183,R,M
-422,USA,Evan Song,25,91,30,1992,75,178,L,M
-423,AUS,Alexei Popyrin,18,90,15,1999,78,196,R,M
-424,RUS,Pavel Kotov,19,90,17,1998,86,191,R,M
-425,GER,Tobias Simon,26,90,29,1991,96,198,R,M
-427,ARG,Juan Pablo Paz,23,89,26,1995,,170,R,M
-428,GER,Daniel Brands,30,88,11,1987,92,196,R,M
-430,ITA,Fabrizio Ornago,25,88,29,1992,83,191,R,M
-431,FRA,Maxime Hamou,22,87,18,1995,75,185,R,M
-434,AUS,Harry Bourchier,22,87,27,1996,76,185,R,M
-436,PER,Juan Pablo Varillas,22,87,30,1995,78,185,R,M
-437,POL,Pawel Cias,24,86,17,1994,70,178,R,M
-438,GER,Benjamin Hassan,23,86,18,1995,85,183,R,M
-439,AUT,Thomas Statzberger,25,86,29,1992,80,183,R,M
-440,POR,Fred Gil,33,86,33,1985,75,173,R,M
-441,AUS,Aleksandar Vukic,22,85,11,1996,84,188,R,M
-442,FRA,Baptiste Crepatte,23,84,21,1994,73,185,R,M
-443,CAN,Samuel Monette,24,83,17,1994,84,180,L,M
-444,BLR,Yaraslav Shyla,25,83,18,1993,85,193,R,M
-445,ESP,Pol Toledo Bague,23,83,23,1994,71,178,R,M
-446,FRA,Corentin Denolly,20,83,23,1997,77,185,L,M
-447,SVK,Lukas Klein,20,83,24,1998,85,193,R,M
-451,BEL,Niels Desein,30,81,17,1987,85,191,R,M
-452,AUS,Luke Saville,24,81,20,1994,83,188,R,M
-453,BRA,Bruno Santanna,24,81,30,1993,80,175,R,M
-454,FIN,Harri Heliovaara,28,80,9,1989,82,188,R,M
-456,FRA,Maxime Chazal,24,80,26,1993,71,175,R,M
-458,VIE,Nam Hoang Ly,21,79,20,1997,69,175,R,M
-459,ITA,Roberto Marcora,28,79,22,1989,88,193,R,M
-460,TUN,Moez Echargui,25,79,27,1993,75,180,R,M
-461,ESP,Pablo Vivero Gonzalez,22,78,27,1995,80,193,R,M
-462,FRA,Leny Mitjana,23,78,28,1994,75,183,R,M
-464,SUI,Marco Chiudinelli,36,77,15,1981,85,185,R,M
-465,IND,N Vijay Sundar Prashanth,31,77,16,1986,75,178,R,M
-466,SRB,Nikola Cacic,27,77,19,1990,75,185,R,M
-467,BUL,Alexandar Lazov,27,77,19,1990,69,183,L,M
-468,FRA,Thomas Brechemier,21,77,22,1996,72,178,R,M
-469,TPE,Tung-Lin Wu,19,77,22,1998,75,188,R,M
-470,TUR,Altug Celikbilek,21,77,24,1996,72,185,R,M
-471,HUN,Zsombor Piros,18,76,17,1999,65,178,R,M
-472,AUT,David Pichler,22,76,25,1996,70,178,R,M
-473,ITA,Pietro Rondoni,24,76,26,1993,78,185,R,M
-474,IRL,James McGee,30,75,8,1987,80,183,R,M
-477,USA,Ryan Shane,24,74,16,1994,89,193,R,M
-478,GBR,Lloyd Glasspool,24,74,17,1993,85,191,R,M
-479,ISR,Igor Smilansky,23,74,23,1995,85,188,R,M
-480,ZIM,Benjamin Lock,25,74,31,1993,86,201,R,M
-481,FRA,Gianni Mina,26,73,18,1992,85,188,R,M
-482,BEL,Clement Geens,22,73,23,1996,68,180,R,M
-483,AUT,Pascal Brunner,28,72,18,1989,75,180,R,M
-484,GER,Julian Lenz,25,71,17,1993,82,188,R,M
-485,NED,Botic Van de Zandschulp,22,71,17,1995,83,188,R,M
-486,GER,Peter Torebko,30,70,20,1988,84,185,R,M
-487,IRL,Sam Barry,26,70,20,1992,83,191,R,M
-488,USA,Ulises Blanch,20,70,22,1998,78,191,R,M
-490,USA,Ronnie Schneider,23,70,25,1994,70,175,R,M
-491,FRA,Jonathan Kanar,23,70,29,1994,72,180,L,M
-492,ITA,Edoardo Eremin,24,69,13,1993,95,185,R,M
-493,AUS,Blake Ellis,19,69,16,1999,75,191,R,M
-494,JPN,Shuichi Sekiguchi,26,69,19,1991,66,168,R,M
-495,ESP,Andres Artunedo Martinavarro,24,69,20,1993,75,183,R,M
-496,NED,Jelle Sels,22,69,23,1995,83,188,R,M
-497,USA,Sekou Bangoura,26,69,25,1991,77,183,R,M
-498,GER,Elmar Ejupovic,25,69,28,1993,90,193,R,M
-499,NED,Gijs Brouwer,22,68,21,1996,72,191,L,M
-500,BRA,Joao Menezes,21,68,22,1996,80,185,R,M
-1,ROU,Simona Halep,26,8140,18,1991,,168,R,F
-2,DEN,Caroline Wozniacki,27,6790,21,1990,,177,R,F
-3,ESP,Garbiñe Muguruza,24,6065,23,1993,,182,R,F
-4,UKR,Elina Svitolina,23,5630,18,1994,,174,R,F
-5,LAT,Jelena Ostapenko,20,5307,21,1997,,177,R,F
-6,CZE,Karolina Pliskova,26,4730,20,1992,,186,R,F
-7,FRA,Caroline Garcia,24,4615,23,1993,,177,R,F
-8,USA,Venus Williams,37,4276,14,1980,,185,R,F
-9,USA,Sloane Stephens,25,3938,13,1993,,170,R,F
-10,CZE,Petra Kvitova,28,3271,19,1990,,182,L,F
-11,GER,Julia Goerges,29,2980,24,1988,,180,R,F
-12,GER,Angelique Kerber,30,2971,20,1988,,173,L,F
-13,USA,Madison Keys,23,2722,17,1995,,178,R,F
-14,RUS,Daria Kasatkina,20,2570,22,1997,,170,R,F
-15,LAT,Anastasija Sevastova,28,2545,24,1990,,169,R,F
-16,USA,Coco Vandeweghe,26,2488,17,1991,,185,R,F
-17,BEL,Elise Mertens,22,2420,25,1995,,179,R,F
-18,SVK,Magdalena Rybarikova,29,2350,23,1988,,180,R,F
-19,AUS,Ashleigh Barty,21,2318,18,1996,,166,R,F
-20,FRA,Kristina Mladenovic,24,2280,29,1993,,184,R,F
-21,NED,Kiki Bertens,26,2135,26,1991,,182,R,F
-22,JPN,Naomi Osaka,20,2105,24,1997,,180,R,F
-23,GBR,Johanna Konta,26,1995,22,1991,,180,R,F
-24,AUS,Daria Gavrilova,24,1925,23,1994,,166,R,F
-25,ESP,Carla Suárez Navarro,29,1910,24,1988,,162,R,F
-26,CZE,Barbora Strycova,32,1765,24,1986,,164,R,F
-27,RUS,Anastasia Pavlyuchenkova,26,1700,24,1991,,177,R,F
-28,RUS,Svetlana Kuznetsova,32,1613,15,1985,,174,R,F
-29,POL,Agnieszka Radwanska,29,1525,20,1989,,173,R,F
-30,CHN,Shuai Zhang,29,1500,29,1989,,177,R,F
-31,EST,Anett Kontaveit,22,1475,23,1995,,174,R,F
-32,RUS,Ekaterina Makarova,29,1380,21,1988,,180,L,F
-33,SVK,Dominika Cibulkova,28,1380,21,1989,,161,R,F
-34,ROU,Sorana Cirstea,28,1355,24,1990,,176,R,F
-35,FRA,Alizé Cornet,28,1355,28,1990,,173,R,F
-36,CHN,Shuai Peng,32,1320,23,1986,,177,R,F
-37,CRO,Petra Martic,27,1291,14,1991,,181,R,F
-38,ROU,Irina-Camelia Begu,27,1270,27,1990,,181,R,F
-39,HUN,Timea Babos,24,1270,27,1993,,179,R,F
-40,ROU,Mihaela Buzarnescu,29,1263,31,1988,,175,L,F
-41,UKR,Lesia Tsurenko,28,1260,27,1989,,174,R,F
-42,RUS,Maria Sharapova,30,1257,13,1987,,188,R,F
-43,RUS,Elena Vesnina,31,1175,24,1986,,176,R,F
-44,USA,Catherine Bellis,19,1175,20,1999,,168,R,F
-45,USA,Danielle Collins,24,1137,28,1993,,178,R,F
-46,SUI,Timea Bacsinszky,28,1132,12,1989,,170,R,F
-47,BLR,Aryna Sabalenka,19,1128,23,1998,,182,R,F
-48,KAZ,Zarina Diyas,24,1123,24,1993,,172,R,F
-49,GRE,Maria Sakkari,22,1117,25,1995,,172,R,F
-50,BEL,Alison Van Uytvanck,24,1116,22,1994,,173,R,F
-51,CZE,Lucie Safarova,31,1088,18,1987,,177,L,F
-52,CZE,Katerina Siniakova,21,1075,25,1996,,174,R,F
-53,SRB,Aleksandra Krunic,25,1075,22,1993,,163,R,F
-54,CRO,Donna Vekic,21,1060,25,1996,,179,R,F
-55,CHN,Qiang Wang,26,1055,21,1992,,172,R,F
-56,BLR,Aliaksandra Sasnovich,24,1018,22,1994,,174,R,F
-57,GER,Carina Witthoeft,23,993,24,1995,,176,R,F
-58,AUS,Samantha Stosur,34,992,22,1984,,175,R,F
-59,ITA,Camila Giorgi,26,986,19,1991,,168,R,F
-60,TPE,Su-Wei Hsieh,32,975,29,1986,,169,R,F
-61,GER,Tatjana Maria,30,960,34,1987,,172,R,F
-62,EST,Kaia Kanepi,32,957,12,1985,,181,R,F
-63,BRA,Beatriz Haddad Maia,21,948,22,1996,,185,L,F
-64,ROU,Monica Niculescu,30,926,23,1987,,168,R,F
-65,GER,Mona Barthel,27,904,25,1990,,185,R,F
-66,ROU,Ana Bogdan,25,902,24,1992,,172,R,F
-67,PUR,Monica Puig,24,895,21,1993,,170,R,F
-68,UKR,Kateryna Kozlova,24,894,24,1994,,175,R,F
-69,POL,Magda Linette,26,865,27,1992,,171,R,F
-70,BEL,Kirsten Flipkens,32,846,23,1986,,165,R,F
-71,SUI,Belinda Bencic,21,844,11,1997,,175,R,F
-72,CZE,Kristyna Pliskova,26,825,26,1992,,184,L,F
-73,CZE,Marketa Vondrousova,18,822,17,1999,,172,L,F
-74,USA,Varvara Lepchenko,31,815,25,1986,,180,L,F
-75,SLO,Polona Hercog,27,789,23,1991,,185,R,F
-76,USA,Sachia Vickery,22,784,29,1995,,163,R,F
-77,GBR,Heather Watson,25,782,25,1992,,170,R,F
-78,UKR,Kateryna Bondarenko,31,775,24,1986,,175,R,F
-79,ESP,Lara Arruabarrena,26,772,26,1992,,166,R,F
-80,USA,Madison Brengle,28,767,26,1990,,168,R,F
-81,SWE,Johanna Larsson,29,765,26,1988,,174,R,F
-82,RUS,Natalia Vikhlyantseva,21,764,27,1997,,185,R,F
-83,KAZ,Yulia Putintseva,23,760,26,1995,,163,R,F
-84,SVK,Anna Karolina Schmiedlova,23,748,27,1994,,176,R,F
-85,USA,Jennifer Brady,23,746,24,1995,,178,R,F
-86,PAR,Veronica Cepede Royg,26,738,21,1992,,163,R,F
-87,USA,Sofia Kenin,19,733,28,1998,,170,R,F
-88,USA,Christina Mchale,25,730,31,1992,,170,R,F
-89,CRO,Ana Konjuh,20,718,17,1997,,174,R,F
-90,THA,Luksika Kumkhum,24,718,18,1993,,167,R,F
-91,ITA,Sara Errani,30,715,21,1987,,164,R,F
-93,USA,Alison Riske,27,710,27,1990,,175,R,F
-94,AUS,Ajla Tomljanovic,24,700,25,1993,,180,R,F
-95,BLR,Victoria Azarenka,28,695,5,1989,,183,R,F
-96,SUI,Stefanie Voegele,28,658,19,1990,,170,R,F
-97,GER,Laura Siegemund,30,656,12,1988,,168,R,F
-98,CHN,Yafan Wang,23,651,20,1994,,170,R,F
-100,JPN,Kurumi Nara,26,647,32,1991,,155,R,F
-101,CZE,Denisa Allertova,25,642,18,1993,,180,R,F
-102,FRA,Oceane Dodin,21,642,22,1996,,183,R,F
-103,GER,Andrea Petkovic,30,638,25,1987,,180,R,F
-104,CHN,Yingying Duan,28,638,25,1989,,186,R,F
-105,USA,Shelby Rogers,25,619,16,1992,,175,R,F
-106,SVK,Viktoria Kuzmova,19,619,28,1998,,180,R,F
-107,BEL,Yanina Wickmayer,28,616,24,1989,,182,R,F
-108,USA,Taylor Townsend,21,605,24,1996,,170,L,F
-109,CRO,Jana Fett,21,603,29,1996,,168,R,F
-110,NED,Richel Hogenkamp,25,596,29,1992,,168,R,F
-111,BLR,Vera Lapko,19,592,25,1998,,184,R,F
-112,SWE,Rebecca Peterson,22,585,22,1995,,173,R,F
-113,RUS,Anna Blinkova,19,583,27,1998,,179,R,F
-115,SUI,Viktorija Golubic,25,575,24,1992,,169,R,F
-116,SVK,Jana Cepelova,24,566,32,1993,,168,R,F
-117,CAN,Eugenie Bouchard,24,565,19,1994,,178,R,F
-118,RUS,Evgeniya Rodina,29,560,34,1989,,170,R,F
-119,USA,Nicole Gibbs,25,559,25,1993,,168,R,F
-120,USA,Caroline Dolehide,19,550,24,1998,,178,R,F
-121,MNE,Danka Kovinic,23,550,31,1994,,169,R,F
-122,FRA,Pauline Parmentier,32,544,29,1986,,175,R,F
-123,NED,Arantxa Rus,27,542,27,1990,,180,L,F
-124,JPN,Nao Hibino,23,529,31,1994,,163,R,F
-125,COL,Mariana Duque-Mariño,28,522,24,1989,,169,R,F
-126,USA,Lauren Davis,24,511,23,1993,,157,R,F
-127,CAN,Francoise Abanda,21,506,19,1997,,178,R,F
-129,CHN,Lin Zhu,24,502,22,1994,,173,R,F
-131,AUS,Arina Rodionova,28,490,31,1989,,168,R,F
-132,ESP,Sara Sorribes Tormo,21,485,26,1996,,176,R,F
-134,GBR,Naomi Broady,28,474,29,1990,,189,R,F
-137,JPN,Miyu Kato,23,448,26,1994,,156,R,F
-139,CHN,Saisai Zheng,24,433,13,1994,,170,R,F
-141,CZE,Barbora Krejcikova,22,414,20,1995,,178,R,F
-142,GER,Tamara Korpatsch,22,414,27,1995,,170,R,F
-144,RUS,Vera Zvonareva,33,412,16,1984,,172,R,F
-146,ESP,Georgina Garcia Perez,25,405,21,1992,,187,R,F
-147,RUS,Anna Kalinskaya,19,404,25,1998,,175,R,F
-148,TUN,Ons Jabeur,23,398,23,1994,,167,R,F
-149,SUI,Patty Schnyder,39,398,23,1978,,168,L,F
-152,AUS,Olivia Rogowska,26,393,23,1991,,175,R,F
-153,CRO,Mirjana Lucic-Baroni,36,390,16,1982,,181,R,F
-154,BEL,Maryna Zanevska,24,390,25,1993,,175,R,F
-155,GER,Antonia Lottner,21,388,22,1996,,185,R,F
-157,ITA,Francesca Schiavone,37,381,15,1980,,166,R,F
-158,CZE,Tereza Martincova,23,375,29,1994,,179,R,F
-160,GER,Sabine Lisicki,28,372,11,1989,,178,R,F
-162,TUR,Cagla Buyukakcay,28,369,27,1989,,172,R,F
-163,USA,Jamie Loeb,23,368,26,1995,,168,R,F
-164,BUL,Viktoriya Tomova,23,367,27,1995,,170,R,F
-165,JPN,Misaki Doi,26,365,23,1991,,159,L,F
-166,USA,Irina Falconi,27,362,17,1990,,163,R,F
-167,CZE,Marie Bouzkova,19,361,26,1998,,180,R,F
-168,ITA,Roberta Vinci,35,359,18,1983,,163,R,F
-170,ROU,Alexandra Cadantu,27,359,25,1990,,170,R,F
-173,CHN,Xinyun Han,27,352,28,1990,,172,L,F
-174,RUS,Vitalia Diatchenko,27,352,18,1990,,180,R,F
-179,ROU,Alexandra Dulgheru,28,331,22,1989,,172,R,F
-180,JPN,Eri Hozumi,24,329,31,1994,,168,R,F
-183,USA,Kayla Day,18,322,24,1999,,173,L,F
-185,SUI,Conny Perrin,27,310,29,1990,,174,R,F
-189,AUT,Barbara Haas,22,293,23,1996,,165,R,F
-191,FRA,Myrtille Georges,27,292,25,1990,,174,R,F
-200,AUT,Julia Grabher,21,275,27,1996,,170,R,F
-201,USA,Bethanie Mattek-Sands,33,273,7,1985,,168,R,F
-204,FRA,Amandine Hesse,25,267,22,1993,,164,R,F
-209,ESP,Paula Badosa Gibert,20,262,23,1997,,180,R,F
-210,NED,Lesley Kerkhove,26,260,26,1991,,172,R,F
-211,BUL,Tsvetana Pironkova,30,259,7,1987,,180,R,F
-213,RUS,Irina Khromacheva,22,259,25,1995,,170,L,F
-217,TUR,Ipek Soylu,21,252,24,1996,,174,R,F
-219,USA,Grace Min,23,251,21,1994,,163,R,F
-221,GBR,Laura Robson,24,249,25,1994,,180,L,F
-222,ESP,Sílvia Soler-Espinosa,30,246,27,1987,,169,R,F
-223,CRO,Tereza Mrdeza,27,244,31,1990,,173,R,F
-226,TUR,Ayla Aksu,21,243,24,1996,,170,R,F
-227,USA,Victoria Duval,22,242,19,1995,,178,R,F
-230,CZE,Tereza Smitkova,23,241,25,1994,,176,R,F
-231,SVK,Chantal Skamlova,24,241,25,1993,,169,R,F
-236,BUL,Sesil Karatantcheva,28,235,21,1989,,171,R,F
-242,RUS,Elizaveta Kulichkova,22,229,12,1996,,1795,R,F
-244,RUS,Anastasia Potapova,17,221,15,2001,,175,R,F
-245,USA,Louisa Chirico,21,221,22,1996,,175,R,F
-246,ESP,María-Teresa Torró-Flor,25,221,24,1992,,178,R,F
-247,JPN,Mayo Hibi,22,220,24,1996,,165,R,F
-250,USA,Julia Boserup,26,215,23,1991,,181,R,F
-252,AUS,Ellen Perez,22,212,19,1995,,169,L,F
-255,USA,Asia Muhammad,27,208,24,1991,,178,R,F
-257,NZL,Marina Erakovic,30,206,14,1988,,174,R,F
-258,CZE,Lucie Hradecka,32,205,11,1985,,177,R,F
-264,FRA,Fiona Ferro,21,201,21,1997,,170,R,F
-265,USA,Maria Sanchez,28,201,23,1989,,178,R,F
-267,JPN,Risa Ozaki,24,197,35,1994,,163,R,F
-269,HUN,Dalma Galfi,19,196,23,1998,,178,R,F
-270,AUS,Jaimee Fourlis,18,195,15,1999,,168,R,F
-271,GER,Anna Zaja,26,194,23,1991,,183,R,F
-274,RUS,Valeria Savinykh,27,187,27,1991,,167,R,F
-276,FRA,Alizé Lim,27,184,24,1990,,173,R,F
-280,SVK,Kristina Kucova,27,182,16,1990,,163,R,F
-282,SRB,Jovana Jaksic,24,181,24,1993,,180,R,F
-286,SRB,Ivana Jorovic,20,172,20,1997,,174,R,F
-291,HUN,Greta Arn,39,163,10,1979,,180,R,F
-292,TPE,Kai-Chen Chang,27,162,21,1991,,167,R,F
-299,LUX,Mandy Minella,32,153,13,1985,,180,R,F
-300,ISR,Julia Glushko,28,153,24,1990,,171,R,F
-302,FRA,Tessah Andrianjafitrimo,19,152,22,1998,,169,R,F
-306,RUS,Marina Melnikova,29,148,18,1989,,173,R,F
-310,RUS,Ksenia Lykina,27,146,20,1990,,165,R,F
-313,UZB,Nigina Abduraimova,23,143,13,1994,,182,R,F
-314,SRB,Nina Stojanovic,21,143,20,1996,,176,R,F
-320,CHN,Yuxuan Zhang,23,138,16,1994,,179,R,F
-323,SUI,Amra Sadikovic,28,137,23,1989,,186,R,F
-325,SRB,Jelena Jankovic,33,134,10,1985,,177,R,F
-326,CAN,Aleksandra Wozniak,30,134,16,1987,,175,R,F
-332,AUS,Kimberly Birrell,19,128,25,1998,,170,R,F
-334,PAR,Montserrat Gonzalez,23,127,23,1994,,170,R,F
-338,RUS,Alla Kudryavtseva,30,125,20,1987,,178,R,F
-339,FRA,Manon Arcangioli,23,125,31,1994,,162,R,F
-344,USA,Allie Kiick,22,122,18,1995,,170,R,F
-348,AUS,Tammi Patterson,28,120,18,1990,,167,R,F
-350,ESP,Estrella Cabeza Candela,31,119,14,1987,,173,R,F
-353,RUS,Alisa Kleybanova,28,118,8,1989,,181,R,F
-358,SVK,Rebecca Sramkova,21,114,9,1996,,179,R,F
-359,RUS,Alexandra Panova,29,114,12,1989,,179,R,F
-367,SVK,Tereza Mihalikova,19,112,27,1998,,179,R,F
-368,KAZ,Yaroslava Shvedova,30,111,7,1987,,180,R,F
-369,ITA,Gaia Sanesi,26,111,22,1992,,170,L,F
-370,GER,Anna-Lena Friedsam,24,110,8,1994,,174,R,F
-371,HUN,Panna Udvardy,19,110,25,1998,,170,R,F
-374,TUR,Pemra Ozgen,31,107,23,1986,,170,R,F
-379,POL,Katarzyna Piter,27,104,25,1991,,173,R,F
-382,USA,Jessica Pegula,24,102,14,1994,,170,R,F
-399,SWE,Cornelia Lister,23,96,18,1994,,183,R,F
-403,ARG,Nadia Podoroska,21,94,11,1997,,170,R,F
-404,UZB,Akgul Amanmuradova,33,94,17,1984,,190,R,F
-408,JPN,Misa Eguchi,25,92,19,1992,,173,R,F
-416,BEL,An-Sophie Mestach,24,88,19,1994,,170,R,F
-421,GBR,Samantha Murray,30,86,17,1987,,178,R,F
-423,POR,Michelle Larcher De Brito,25,85,12,1993,,165,R,F
-430,ESP,Rebeka Masarova,18,82,13,1999,,186,R,F
-437,GER,Annika Beck,24,79,11,1994,,170,R,F
-449,USA,Serena Williams,36,75,9,1981,,175,R,F
-465,GBR,Tara Moore,25,71,26,1992,,163,R,F
-469,JPN,Rika Fujiwara,36,71,14,1981,,155,R,F
-477,RUS,Elena Bovina,35,69,8,1983,,189,R,F
-491,CZE,Andrea Sestini Hlavackova,31,66,2,1986,,174,R,F
-497,GBR,Eden Silva,22,65,19,1996,,175,R,F
-498,AUS,Jessica Moore,27,65,13,1990,,167,R,F