
Some sports rely on rankings, and others use them for conversation. College basketball, for instance, really doesn't need polls of any sort, but college football relies on them (at least, until the impending playoff goes into effect). For some sports, point totals are everything -- NASCAR and soccer, for instance. But in no sport are rankings more relevant than in tennis. Rankings often determine not only seeding, but qualification. One break here, one ratings boost there, and you can move from qualifying tournaments to the bigger draws.
It is a bit problematic, then, that the systems used by the ATP men's tour and the WTA women's tour are a bit arbitrary and, in some cases, in no way indicative of actual skill. The luck of your tournament draw, especially in larger tournaments, determines almost as much of your ranking as your ability does.
Now, generally speaking, the best players are going to rank the highest in a system based on points. You don't need advanced analytics, in other words, to determine that Novak Djokovic is the best, most consistent tennis player in the men's game. But away from the top tier, your ranking is determined as much by which tournaments you qualified for or entered, and how many easy first-round matches you perhaps drew or byes you received. In this way, tennis rankings can be incredibly unfair.
So we've created a better way. Over the last few months, I've been working with Colin Davy to create a measure we're calling Advanced Baseline. Think of it as a Ken Pomeroy rankings system for tennis, one that is at once both evaluative and predictive, one that rewards actual performance.
(To be clear, by the way: Colin did the work here. I just helped with quality control checks, outliers, and, now, promotion.)
Here's Colin on some of the nitty gritty details.
What makes this rankings system fundamentally different from the ATP/WTA formula is that they’re volume-independent: unlike ATP/WTA rankings, they’re not a simple tally of wins with pre-determined point values according to tournament and round progression.
The basic procedure for determining the base ranking for each player is as follows:
- For each match in the evaluation period, the model estimates the probability of the winner being a better player than the loser based on the score of the match (so a 6-2, 6-1 victory will count more in the winner’s favor than a 7-6, 3-6, 7-5 victory).
- The score-to-probability conversion is based on a best-fit curve that’s constructed outside of the rankings algorithm itself. From there, the head-to-head probabilities are collided against each other to reconcile the messy and often-times contradictory results from actual match play (i.e. how good is Sloane Stephens really, given that she beat Serena Williams at the Australian Open but lost to Ursula Radwanska 2 months later at Indian Wells?), with greater weight placed on more recent results. The output of this process is a steady-state rank order of players that ends up being powerfully predictive.
- The surface adjustments to each player’s base ranking are calculated using a completely separate module that takes the base rankings as its input. The base rankings are used to predict head-to-head win probabilities for each future matchup. Over time, the module compares how often each player is expected to win (from the predicted win probabilities) to how often they actually win for each surface. The difference between expected win rate and actual win rate is the feedback signal that drives the surface adjustments: when Rafael Nadal starts winning on clay courts more often than the model says he will (or when Andy Roddick loses more often than he should), their rankings will be adjusted accordingly for that surface.
So what’s the benefit of using something this complicated to rank players over the existing ATP/WTA system? For one, it does a much better job of rewarding players that beat top-tier competition: if you beat a top 25 player, you get the same amount of credit no matter what round of the tournament in which it happened.
Second, it does a good job of filtering out players that get an oversized boost to their rankings from simply playing a high volume of tournaments and/or players that win tournaments with weak field strengths (i.e. Juan Monaco winning Hamburg 2012 when most top-tier players were resting for the Olympics).
And third, taking scoring margin into account provides a lot more insight: not only does it help filter out “lucky” wins, but it also helps differentiate between the lower-level players who can’t get accepted into anything besides Futures/Challenger Tour tournaments.
Quite simply, Advanced Baseline ranks players by their performance in matches, not tournaments.
Below are the Advanced Baseline women's rankings for March 11.
Some notes:
- The rankings back up what our eyeballs are telling us. Serena Williams and Victoria Azarenka are a step ahead of everybody else, Maria Sharapova is comfortably No. 3, Aga Radwanska is a clear No. 4, and after that there's a giant mess. There's as much distance between Williams and Sharapova (0.207 base ranking points) as between No. 5 Na Li and No. 14 Nadia Petrova (0.205).
- When healthy, Svetlana Kuznetsova is still damn strong. (So is Venus Williams, of course.)
- Your Top 20 Americans:
1. Serena Williams (No. 1)
2. Venus Williams (No. 7)
3. Sloane Stephens (No. 28)
4. Jamie Hampton (No. 38)
5. Madison Keys (No. 39)
6. Varvara Lepchenko (No. 41)
7. Christina McHale (No. 46)
8. Bethanie Mattek-Sands (No. 56)
9. Lauren Davis (No. 60)
10. Vania King (No. 63)
11. Alexa Glatch (No. 88)
12. Coco Vandeweghe (No. 100)
13. Nicole Gibbs (No. 104)
14. Maria Sanchez (No. 108)
15. Melanie Oudin (No. 132)
16. Alison Riske (No. 142)
17. Grace Min (No. 144)
18. Madison Brengle (No. 168)
19. Jessica Pegula (No. 179)
20. Irina Falconi (No. 181) - With seven players in the Top 46, it probably goes without saying that the state of American women's tennis is stronger than that of the men, even with both Williams sisters over 30 years old.
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
1 | Serena Williams | USA | 1.993 | -0.017 | 0.102 | 0.062 | 1 | 0 |
2 | Victoria Azarenka | BLR | 1.931 | -0.004 | 0.138 | 0.009 | 2 | 0 |
3 | Maria Sharapova | RUS | 1.786 | 0.079 | 0.110 | 0.040 | 3 | 0 |
4 | Agnieszka Radwanska | POL | 1.567 | 0.009 | 0.077 | 0.001 | 4 | 0 |
5 | Na Li | CHN | 1.463 | 0.013 | 0.138 | -0.010 | 5 | 0 |
6 | Caroline Wozniacki | DEN | 1.431 | 0.001 | 0.052 | 0.007 | 10 | 4 |
7 | Venus Williams | USA | 1.425 | 0.009 | 0.044 | 0.027 | 20 | 13 |
8 | Petra Kvitova | CZE | 1.419 | 0.004 | 0.068 | 0.010 | 7 | -1 |
9 | Angelique Kerber | GER | 1.373 | -0.002 | 0.043 | 0.033 | 6 | -3 |
10 | Ana Ivanovic | SRB | 1.334 | 0.033 | 0.005 | -0.009 | 13 | 3 |
11 | Samantha Stosur | AUS | 1.332 | 0.074 | 0.050 | -0.023 | 9 | -2 |
12 | Svetlana Kuznetsova | RUS | 1.299 | 0.044 | 0.067 | -0.027 | 46 | 34 |
13 | Sara Errani | ITA | 1.291 | 0.137 | 0.068 | -0.025 | 8 | -5 |
14 | Nadia Petrova | RUS | 1.258 | 0.025 | 0.021 | 0.027 | 12 | -2 |
15 | Dominika Cibulkova | SVK | 1.230 | 0.078 | 0.026 | -0.024 | 14 | -1 |
16 | Maria Kirilenko | RUS | 1.226 | -0.011 | 0.096 | 0.013 | 15 | -1 |
17 | Kaia Kanepi | EST | 1.207 | 0.054 | -0.012 | -0.028 | 41 | 24 |
18 | Marion Bartoli | FRA | 1.204 | -0.075 | 0.058 | 0.017 | 11 | -7 |
19 | Roberta Vinci | ITA | 1.189 | 0.011 | 0.100 | 0.014 | 16 | -3 |
20 | Mona Barthel | GER | 1.168 | 0.022 | 0.023 | -0.018 | 28 | 8 |
21 | Ekaterina Makarova | RUS | 1.163 | 0.005 | 0.063 | 0.044 | 19 | -2 |
22 | Jelena Jankovic | SRB | 1.139 | 0.059 | 0.000 | -0.004 | 23 | 1 |
23 | Sabine Lisicki | GER | 1.129 | -0.001 | 0.034 | 0.030 | 36 | 13 |
24 | Lucie Safarova | CZE | 1.115 | 0.046 | 0.016 | -0.027 | 18 | -6 |
25 | Elena Vesnina | RUS | 1.115 | 0.023 | 0.047 | 0.027 | 30 | 5 |
26 | Julia Goerges | GER | 1.111 | 0.052 | 0.004 | 0.023 | 25 | -1 |
27 | Yaroslava Shvedova | KAZ | 1.111 | 0.046 | -0.040 | 0.004 | 34 | 7 |
28 | Sloane Stephens | USA | 1.090 | 0.041 | 0.041 | 0.013 | 17 | -11 |
29 | Monica Niculescu | ROU | 1.077 | -0.041 | 0.072 | -0.021 | 58 | 29 |
30 | Daniela Hantuchova | SVK | 1.069 | 0.008 | 0.024 | 0.020 | 73 | 43 |
31 | Andrea Petkovic | GER | 1.068 | 0.090 | 0.032 | -0.016 | 177 | 146 |
32 | Shuai Peng | CHN | 1.062 | 0.020 | 0.056 | -0.005 | 38 | 6 |
33 | Yanina Wickmayer | BEL | 1.049 | 0.021 | 0.053 | 0.007 | 32 | -1 |
34 | Klara Zakopalova | CZE | 1.049 | 0.077 | -0.002 | 0.015 | 22 | -12 |
35 | Aleksandra Wozniak | CAN | 1.047 | 0.028 | 0.067 | 0.007 | 45 | 10 |
36 | Anastasia Pavlyuchenkova | RUS | 1.042 | 0.013 | 0.068 | -0.012 | 24 | -12 |
37 | Flavia Pennetta | ITA | 1.035 | 0.029 | 0.030 | -0.007 | 92 | 55 |
38 | Jamie Hampton | USA | 1.034 | 0.001 | 0.111 | 0.009 | 64 | 26 |
39 | Madison Keys | USA | 1.032 | -0.017 | 0.065 | -0.001 | 77 | 38 |
40 | Ayumi Morita | JPN | 1.027 | 0.026 | 0.042 | 0.009 | 52 | 12 |
41 | Varvara Lepchenko | USA | 1.009 | 0.073 | 0.034 | -0.016 | 26 | -15 |
42 | Kirsten Flipkens | BEL | 0.998 | 0.014 | 0.015 | 0.067 | 31 | -11 |
43 | Magdalena Rybarikova | SVK | 0.993 | 0.023 | 0.036 | 0.012 | 55 | 12 |
44 | Urszula Radwanska | POL | 0.992 | -0.012 | 0.043 | 0.031 | 37 | -7 |
45 | Francesca Schiavone | ITA | 0.989 | 0.065 | -0.009 | -0.019 | 47 | 2 |
46 | Christina McHale | USA | 0.988 | 0.046 | 0.062 | -0.004 | 48 | 2 |
47 | Tsvetana Pironkova | BUL | 0.986 | -0.002 | -0.028 | 0.011 | 50 | 3 |
48 | Romina Oprandi | SUI | 0.986 | 0.056 | 0.020 | 0.020 | 59 | 11 |
49 | Laura Robson | GBR | 0.982 | -0.009 | 0.023 | 0.011 | 43 | -6 |
50 | Simona Halep | ROU | 0.982 | 0.049 | 0.043 | -0.018 | 56 | 6 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
51 | Carla Suarez Navarro | ESP | 0.973 | 0.112 | 0.028 | 0.002 | 21 | -30 |
52 | Sorana Cirstea | ROU | 0.971 | 0.085 | 0.086 | -0.001 | 29 | -23 |
53 | Vesna Dolonc | SRB | 0.968 | -0.032 | 0.046 | -0.001 | 100 | 47 |
54 | Galina Voskoboeva | KAZ | 0.963 | -0.022 | 0.031 | -0.028 | 105 | 51 |
55 | Petra Cetkovska | CZE | 0.963 | 0.094 | 0.068 | 0.017 | 76 | 21 |
56 | Bethanie Mattek-Sands | USA | 0.958 | 0.023 | -0.002 | -0.017 | 132 | 76 |
57 | Su-Wei Hsieh | TPE | 0.957 | -0.007 | 0.075 | 0.006 | 35 | -22 |
58 | Irina-Camelia Begu | ROU | 0.957 | 0.112 | 0.008 | -0.008 | 53 | -5 |
59 | Yung-Jan Chan | TPE | 0.952 | 0.030 | 0.038 | -0.031 | 90 | 31 |
60 | Lauren Davis | USA | 0.950 | 0.041 | -0.002 | 0.000 | 72 | 12 |
61 | Heather Watson | GBR | 0.949 | 0.022 | 0.040 | 0.030 | 39 | -22 |
62 | Anabel Medina Garrigues | ESP | 0.949 | 0.074 | -0.012 | -0.019 | 62 | 0 |
63 | Vania King | USA | 0.947 | -0.008 | 0.049 | -0.029 | 113 | 50 |
64 | Kiki Bertens | NED | 0.946 | 0.074 | 0.000 | 0.008 | 44 | -20 |
65 | Jie Zheng | CHN | 0.941 | -0.014 | 0.077 | 0.008 | 42 | -23 |
66 | Chanelle Scheepers | RSA | 0.940 | 0.022 | 0.065 | -0.015 | 60 | -6 |
67 | Kimiko Date-Krumm | JPN | 0.939 | -0.014 | 0.025 | -0.012 | 75 | 8 |
68 | Annika Beck | GER | 0.938 | 0.030 | -0.026 | -0.003 | 66 | -2 |
69 | Maria-Teresa Torro-Flor | ESP | 0.937 | 0.142 | -0.016 | 0.000 | 86 | 17 |
70 | Lourdes Dominguez Lino | ESP | 0.929 | 0.089 | 0.029 | -0.002 | 54 | -16 |
71 | Stefanie Voegele | SUI | 0.926 | 0.017 | 0.038 | -0.008 | 71 | 0 |
72 | Virginie Razzano | FRA | 0.925 | -0.040 | 0.020 | -0.008 | 197 | 125 |
73 | Sofia Arvidsson | SWE | 0.924 | 0.028 | -0.013 | -0.023 | 49 | -24 |
74 | Marina Erakovic | NZL | 0.923 | -0.003 | -0.017 | 0.033 | 63 | -11 |
75 | Ksenia Pervak | KAZ | 0.909 | 0.008 | 0.068 | -0.001 | 93 | 18 |
76 | Tamira Paszek | AUT | 0.908 | -0.011 | 0.022 | 0.039 | 27 | -49 |
77 | Alize Cornet | FRA | 0.902 | 0.100 | 0.026 | -0.017 | 33 | -44 |
78 | Ashleigh Barty | AUS | 0.898 | -0.004 | 0.015 | 0.022 | 193 | 115 |
79 | Lucie Hradecka | CZE | 0.896 | 0.048 | 0.001 | -0.014 | 57 | -22 |
80 | Maria Jose Martinez Sanchez | ESP | 0.895 | 0.092 | -0.033 | 0.012 | 147 | 67 |
81 | Olga Govortsova | BLR | 0.895 | 0.026 | 0.019 | 0.006 | 67 | -14 |
82 | Kateryna Bondarenko | UKR | 0.893 | -0.018 | -0.002 | 0.014 | 190 | 108 |
83 | Petra Martic | CRO | 0.891 | 0.001 | 0.012 | -0.008 | 91 | 8 |
84 | Andrea Hlavackova | CZE | 0.886 | -0.011 | -0.006 | 0.004 | 65 | -19 |
85 | Lesia Tsurenko | UKR | 0.886 | 0.039 | 0.062 | -0.012 | 74 | -11 |
86 | Bojana Jovanovski | SRB | 0.885 | -0.004 | 0.063 | 0.000 | 40 | -46 |
87 | Kristina Mladenovic | FRA | 0.883 | 0.027 | 0.003 | -0.007 | 51 | -36 |
88 | Alexa Glatch | USA | 0.882 | -0.028 | -0.024 | 0.022 | 121 | 33 |
89 | Eugenie Bouchard | CAN | 0.881 | 0.029 | -0.013 | 0.037 | 123 | 34 |
90 | Camila Giorgi | ITA | 0.880 | 0.040 | -0.015 | 0.018 | 80 | -10 |
91 | Vera Dushevina | RUS | 0.876 | -0.043 | 0.006 | -0.016 | 164 | 73 |
92 | Sesil Karatantcheva | KAZ | 0.876 | 0.000 | 0.034 | -0.004 | 120 | 28 |
93 | Monica Puig | PUR | 0.874 | 0.027 | 0.032 | -0.013 | 102 | 9 |
94 | Garbine Muguruza | ESP | 0.870 | 0.052 | 0.045 | -0.012 | 95 | 1 |
95 | Anastasia Rodionova | AUS | 0.869 | 0.015 | 0.057 | -0.001 | 108 | 13 |
96 | Elena Baltacha | GBR | 0.862 | -0.020 | 0.004 | 0.026 | 192 | 96 |
97 | Yulia Putintseva | KAZ | 0.862 | 0.008 | 0.006 | 0.008 | 94 | -3 |
98 | Johanna Larsson | SWE | 0.860 | 0.054 | 0.027 | -0.011 | 69 | -29 |
99 | Melinda Czink | HUN | 0.855 | 0.008 | 0.011 | 0.014 | 97 | -2 |
100 | Coco Vandeweghe | USA | 0.854 | -0.003 | 0.005 | 0.005 | 99 | -1 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
101 | Jarmila Gajdosova | AUS | 0.853 | 0.027 | -0.026 | 0.022 | 165 | 64 |
102 | Polona Hercog | SLO | 0.851 | 0.173 | -0.030 | -0.021 | 81 | -21 |
103 | Karolina Pliskova | CZE | 0.851 | 0.022 | 0.046 | -0.003 | 84 | -19 |
104 | Nicole Gibbs | USA | 0.848 | 0.006 | 0.014 | -0.012 | 194 | 90 |
105 | Anastasija Sevastova | LAT | 0.846 | 0.026 | 0.042 | -0.011 | 152 | 47 |
106 | Karin Knapp | ITA | 0.844 | 0.135 | -0.021 | -0.007 | 101 | -5 |
107 | Elina Svitolina | UKR | 0.843 | 0.043 | 0.063 | 0.001 | 88 | -19 |
108 | Maria Sanchez | USA | 0.843 | 0.049 | 0.039 | 0.000 | 112 | 4 |
109 | Misaki Doi | JPN | 0.836 | -0.010 | -0.016 | 0.007 | 83 | -26 |
110 | Silvia Soler-Espinosa | ESP | 0.836 | 0.113 | 0.033 | -0.008 | 68 | -42 |
111 | Pauline Parmentier | FRA | 0.835 | 0.046 | 0.004 | -0.017 | 78 | -33 |
112 | Timea Babos | HUN | 0.834 | 0.006 | 0.016 | 0.019 | 117 | 5 |
113 | Akgul Amanmuradova | UZB | 0.833 | -0.004 | 0.062 | -0.011 | 145 | 32 |
114 | Johanna Konta | GBR | 0.831 | -0.017 | 0.021 | -0.012 | 154 | 40 |
115 | Casey Dellacqua | AUS | 0.825 | -0.006 | 0.071 | 0.008 | 131 | 16 |
116 | Michelle Larcher De Brito | POR | 0.822 | -0.037 | 0.059 | -0.002 | 136 | 20 |
117 | Timea Bacsinszky | SUI | 0.821 | 0.031 | -0.007 | -0.014 | 186 | 69 |
118 | Greta Arn | HUN | 0.821 | 0.042 | 0.013 | -0.001 | 184 | 66 |
119 | Lara Arruabarrena-Vecino | ESP | 0.819 | 0.096 | 0.036 | 0.008 | 87 | -32 |
120 | Iveta Benesova | CZE | 0.818 | 0.028 | 0.042 | -0.026 | 241 | 121 |
121 | Donna Vekic | CRO | 0.817 | -0.008 | 0.046 | 0.019 | 98 | -23 |
122 | Eleni Daniilidou | GRE | 0.817 | -0.074 | 0.060 | 0.016 | 111 | -11 |
123 | Ajla Tomljanovic | CRO | 0.816 | 0.030 | 0.013 | 0.006 | 253 | 130 |
124 | Jana Cepelova | SVK | 0.816 | 0.014 | 0.020 | 0.040 | 89 | -35 |
125 | Anna Tatishvili | GEO | 0.814 | 0.065 | 0.032 | -0.003 | 61 | -64 |
126 | Barbora Zahlavova Strycova | CZE | 0.814 | -0.007 | -0.003 | 0.002 | 127 | 1 |
127 | Mathilde Johansson | FRA | 0.808 | 0.093 | -0.029 | 0.014 | 82 | -45 |
128 | Ana Savic | CRO | 0.806 | 0.015 | -0.009 | -0.017 | 222 | 94 |
129 | Sharon Fichman | CAN | 0.806 | 0.052 | -0.019 | -0.014 | 129 | 0 |
130 | Candela Estrella Cabeza | ESP | 0.805 | 0.071 | -0.005 | 0.004 | 115 | -15 |
131 | Kai-Chen Chang | TPE | 0.804 | -0.029 | 0.020 | -0.003 | 124 | -7 |
132 | Melanie Oudin | USA | 0.803 | 0.021 | -0.010 | 0.024 | 85 | -47 |
133 | Edina Gallovits-Hall | ROU | 0.803 | 0.069 | -0.006 | -0.023 | 150 | 17 |
134 | Luksika Kumkhum | THA | 0.800 | 0.000 | 0.104 | -0.010 | 130 | -4 |
135 | Paula Ormaechea | ARG | 0.800 | 0.114 | -0.004 | -0.027 | 135 | 0 |
136 | Arantxa Rus | NED | 0.798 | 0.045 | -0.021 | 0.019 | 70 | -66 |
137 | Mariana Duque-Marino | COL | 0.798 | 0.089 | -0.025 | -0.028 | 160 | 23 |
138 | Yi-Miao Zhou | CHN | 0.796 | -0.022 | 0.042 | -0.013 | 155 | 17 |
139 | Mirjana Lucic-Baroni | CRO | 0.795 | 0.026 | -0.007 | 0.064 | 109 | -30 |
140 | Tamarine Tanasugarn | THA | 0.792 | -0.043 | -0.038 | 0.044 | 171 | 31 |
141 | Laura Pous-Tio | ESP | 0.791 | 0.072 | -0.045 | -0.021 | 149 | 8 |
142 | Alison Riske | USA | 0.787 | -0.038 | -0.021 | 0.012 | 202 | 60 |
143 | Shahar Peer | ISR | 0.786 | 0.014 | 0.027 | -0.019 | 128 | -15 |
144 | Grace Min | USA | 0.786 | 0.041 | 0.058 | -0.009 | 187 | 43 |
145 | Kristina Barrois | GER | 0.784 | -0.015 | -0.028 | -0.016 | 271 | 126 |
146 | Alexandra Panova | RUS | 0.784 | 0.016 | 0.022 | -0.015 | 137 | -9 |
147 | Tatjana Malek | GER | 0.784 | 0.004 | -0.019 | 0.006 | 103 | -44 |
148 | Anne Keothavong | GBR | 0.783 | -0.049 | -0.022 | -0.002 | 188 | 40 |
149 | Stephanie Dubois | CAN | 0.783 | -0.056 | 0.035 | -0.004 | 151 | 2 |
150 | Alison Van Uytvanck | BEL | 0.777 | 0.014 | 0.006 | -0.012 | 195 | 45 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
151 | Anna Schmiedlova | SVK | 0.776 | 0.019 | 0.018 | 0.000 | 198 | 47 |
152 | Aravane Rezai | FRA | 0.775 | 0.115 | -0.009 | -0.015 | 179 | 27 |
153 | Shuai Zhang | CHN | 0.775 | 0.004 | 0.051 | -0.014 | 116 | -37 |
154 | Claire Feuerstein | FRA | 0.775 | -0.013 | -0.013 | 0.004 | 134 | -20 |
155 | Beatriz Garcia Vidagany | ESP | 0.772 | 0.048 | 0.037 | 0.006 | 239 | 84 |
156 | Yuliya Beygelzimer | UKR | 0.771 | 0.015 | -0.063 | -0.028 | 161 | 5 |
157 | Maryna Zanevska | UKR | 0.771 | 0.024 | -0.014 | 0.000 | 167 | 10 |
158 | Sacha Jones | AUS | 0.768 | 0.003 | 0.033 | -0.015 | 183 | 25 |
159 | Patricia Mayr-Achleitner | AUT | 0.766 | 0.082 | -0.011 | -0.014 | 162 | 3 |
160 | Bibiane Schoofs | NED | 0.766 | 0.033 | -0.026 | -0.003 | 236 | 76 |
161 | Caroline Garcia | FRA | 0.765 | 0.016 | 0.020 | -0.013 | 144 | -17 |
162 | Ekaterina Bychkova | RUS | 0.763 | -0.046 | -0.032 | 0.007 | 180 | 18 |
163 | Zarina Diyas | KAZ | 0.762 | -0.015 | 0.018 | -0.018 | 223 | 60 |
164 | Valeria Savinykh | RUS | 0.762 | 0.021 | 0.051 | 0.008 | 133 | -31 |
165 | Carina Witthoeft | GER | 0.759 | 0.026 | 0.038 | 0.000 | 227 | 62 |
166 | Mandy Minella | LUX | 0.758 | 0.067 | 0.016 | -0.021 | 96 | -70 |
167 | Yvonne Meusburger | AUT | 0.757 | 0.062 | -0.030 | -0.008 | 141 | -26 |
168 | Madison Brengle | USA | 0.756 | -0.056 | -0.002 | -0.012 | 205 | 37 |
169 | Alexandra Dulgheru | ROU | 0.756 | 0.100 | -0.033 | 0.007 | 491 | 322 |
170 | Teliana Pereira | BRA | 0.755 | 0.167 | -0.020 | -0.016 | 118 | -52 |
171 | Olga Puchkova | RUS | 0.754 | 0.008 | 0.093 | -0.015 | 79 | -92 |
172 | Kurumi Nara | JPN | 0.753 | -0.013 | 0.038 | -0.012 | 156 | -16 |
173 | Arantxa Parra Santonja | ESP | 0.750 | 0.039 | -0.041 | -0.001 | 225 | 52 |
174 | Nina Bratchikova | RUS | 0.750 | 0.001 | 0.053 | -0.012 | 110 | -64 |
175 | Catalina Castano | COL | 0.750 | 0.064 | -0.011 | -0.032 | 191 | 16 |
176 | Kristyna Pliskova | CZE | 0.750 | -0.020 | 0.023 | 0.052 | 106 | -70 |
177 | Maria Joao Koehler | POR | 0.750 | -0.011 | 0.047 | 0.005 | 104 | -73 |
178 | Anna-Lena Friedsam | GER | 0.747 | 0.054 | -0.003 | 0.000 | 189 | 11 |
179 | Jessica Pegula | USA | 0.746 | 0.061 | 0.002 | -0.014 | 142 | -37 |
180 | Dinah Pfizenmaier | GER | 0.740 | 0.075 | -0.018 | -0.002 | 143 | -37 |
181 | Irina Falconi | USA | 0.737 | -0.016 | 0.001 | 0.002 | 140 | -41 |
182 | Maria Elena Camerin | ITA | 0.735 | 0.038 | 0.013 | 0.005 | 168 | -14 |
183 | Shelby Rogers | USA | 0.735 | 0.006 | 0.017 | 0.000 | 219 | 36 |
184 | Olivia Rogowska | AUS | 0.732 | -0.014 | 0.035 | 0.009 | 159 | -25 |
185 | Alexandra Cadantu | ROU | 0.730 | 0.114 | -0.010 | -0.008 | 119 | -66 |
186 | Renata Voracova | CZE | 0.729 | -0.009 | -0.067 | -0.020 | 248 | 62 |
187 | Anett Kontaveit | EST | 0.726 | 0.035 | -0.006 | 0.001 | 362 | 175 |
188 | Sachia Vickery | USA | 0.726 | -0.024 | 0.002 | -0.005 | 314 | 126 |
189 | Irena Pavlovic | FRA | 0.726 | 0.009 | 0.005 | 0.009 | 178 | -11 |
190 | Marta Sirotkina | RUS | 0.725 | -0.020 | 0.029 | 0.017 | 122 | -68 |
191 | Daria Gavrilova | RUS | 0.724 | -0.001 | 0.022 | -0.009 | 146 | -45 |
192 | Julie Coin | FRA | 0.722 | -0.045 | 0.015 | -0.014 | 200 | 8 |
193 | Alla Kudryavtseva | RUS | 0.720 | -0.038 | 0.051 | -0.005 | 203 | 10 |
194 | Gabriela Paz | VEN | 0.719 | -0.010 | -0.011 | 0.000 | 315 | 121 |
195 | Aleksandra Krunic | SRB | 0.718 | 0.021 | 0.021 | -0.014 | 170 | -25 |
196 | Sandra Zahlavova | CZE | 0.716 | -0.027 | 0.023 | -0.012 | 232 | 36 |
197 | Tereza Smitkova | CZE | 0.715 | 0.002 | 0.035 | 0.000 | 284 | 87 |
198 | Eva Birnerova | CZE | 0.713 | 0.015 | -0.034 | -0.014 | 139 | -59 |
199 | Belinda Bencic | SUI | 0.711 | 0.022 | 0.027 | -0.012 | 499 | 300 |
200 | Kathrin Woerle | GER | 0.711 | 0.033 | 0.013 | 0.014 | 212 | 12 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
201 | Olga Savchuk | UKR | 0.710 | -0.007 | 0.017 | -0.003 | 208 | 7 |
202 | Heidi El Tabakh | CAN | 0.709 | 0.022 | 0.041 | -0.006 | 174 | -28 |
203 | Rebecca Marino | CAN | 0.709 | 0.030 | 0.028 | -0.002 | N/A | N/A |
204 | Alberta Brianti | ITA | 0.708 | 0.019 | 0.006 | -0.030 | 231 | 27 |
205 | Ana Vrljic | CRO | 0.704 | -0.060 | 0.004 | -0.018 | 230 | 25 |
206 | Andreea Mitu | ROU | 0.703 | 0.051 | 0.031 | 0.000 | 169 | -37 |
207 | Stephanie Foretz Gacon | FRA | 0.702 | 0.033 | 0.022 | 0.015 | 114 | -93 |
208 | Sandra Zaniewska | POL | 0.701 | 0.063 | -0.018 | 0.006 | 163 | -45 |
209 | Irina Khromacheva | RUS | 0.701 | 0.013 | -0.026 | -0.006 | 216 | 7 |
210 | Tereza Mrdeza | CRO | 0.698 | 0.116 | 0.030 | 0.000 | 157 | -53 |
211 | Angelique Van Der Meet | NED | 0.697 | 0.093 | -0.029 | 0.000 | 282 | 71 |
212 | Valeria Solovyeva | RUS | 0.697 | -0.022 | -0.003 | 0.000 | 176 | -36 |
213 | Severine Beltrame | FRA | 0.697 | 0.013 | 0.033 | 0.022 | 240 | 27 |
214 | Saisai Zheng | CHN | 0.697 | -0.014 | -0.011 | 0.013 | 138 | -76 |
215 | Amra Sadikovic | SUI | 0.695 | 0.012 | -0.017 | -0.008 | 244 | 29 |
216 | Ying-Ying Duan | CHN | 0.695 | 0.000 | 0.077 | -0.001 | 107 | -109 |
217 | Bianca Botto | PER | 0.695 | 0.079 | -0.035 | 0.000 | 375 | 158 |
218 | Nastassja Burnett | ITA | 0.693 | 0.061 | 0.014 | -0.018 | 153 | -65 |
219 | Laura Siegemund | GER | 0.691 | 0.091 | -0.037 | -0.008 | 363 | 144 |
220 | Sheng-Nan Sun | CHN | 0.690 | -0.024 | -0.011 | -0.002 | 264 | 44 |
221 | Tara Moore | GBR | 0.690 | 0.003 | 0.038 | 0.001 | 209 | -12 |
222 | Danka Kovinic | MNE | 0.688 | 0.013 | -0.009 | 0.000 | 252 | 30 |
223 | Kateryna Kozlova | UKR | 0.687 | 0.010 | 0.037 | -0.005 | 196 | -27 |
224 | Margarita Gasparyan | RUS | 0.682 | 0.022 | -0.011 | 0.000 | 221 | -3 |
225 | Taylor Townsend | USA | 0.682 | -0.009 | 0.030 | 0.001 | 471 | 246 |
226 | Mervana Jugic-Salkic | BIH | 0.681 | 0.060 | -0.008 | -0.001 | 199 | -27 |
227 | Victoria Duval | USA | 0.680 | 0.007 | 0.005 | 0.001 | 370 | 143 |
228 | Mayo Hibi | JPN | 0.676 | -0.017 | 0.011 | 0.000 | 367 | 139 |
229 | Stephanie Vogt | LIE | 0.674 | 0.005 | -0.001 | -0.008 | 215 | -14 |
230 | Jasmina Tinjic | BIH | 0.674 | -0.005 | 0.006 | -0.010 | 306 | 76 |
231 | Julia Glushko | ISR | 0.672 | 0.033 | 0.087 | -0.016 | 181 | -50 |
232 | Cagla Buyukakcay | TUR | 0.672 | 0.056 | 0.039 | -0.008 | 158 | -74 |
233 | Richel Hogenkamp | NED | 0.668 | 0.040 | -0.017 | -0.021 | 214 | -19 |
234 | Elena Bovina | RUS | 0.667 | -0.014 | 0.028 | 0.004 | 234 | 0 |
235 | Julia Cohen | USA | 0.666 | 0.028 | -0.024 | -0.019 | 126 | -109 |
236 | Florencia Molinero | ARG | 0.665 | 0.063 | -0.041 | -0.010 | 229 | -7 |
237 | Chanel Simmonds | RSA | 0.664 | 0.011 | 0.030 | -0.026 | 175 | -62 |
238 | Gabriela Dabrowski | CAN | 0.662 | 0.000 | 0.014 | -0.008 | 294 | 56 |
239 | Estelle Guisard | FRA | 0.661 | 0.012 | 0.030 | -0.006 | 319 | 80 |
240 | Qiang Wang | CHN | 0.660 | -0.004 | 0.086 | 0.014 | 172 | -68 |
241 | Magda Linette | POL | 0.655 | 0.007 | -0.019 | -0.009 | 283 | 42 |
242 | Jill Craybas | USA | 0.655 | -0.021 | -0.006 | -0.021 | 210 | -32 |
243 | Ons Jabeur | TUN | 0.654 | 0.040 | -0.020 | -0.005 | 263 | 20 |
244 | Sarah Gronert | GER | 0.651 | -0.003 | 0.042 | -0.015 | 301 | 57 |
245 | Julia Kimmelmann | GER | 0.649 | 0.006 | -0.020 | 0.000 | 355 | 110 |
246 | Masa Zec-Peskiric | SLO | 0.647 | 0.047 | -0.062 | -0.011 | 250 | 4 |
247 | Michaela Honcova | SVK | 0.647 | -0.021 | -0.020 | 0.000 | 266 | 19 |
248 | Anastasia Grymalska | ITA | 0.646 | 0.065 | -0.023 | -0.007 | 311 | 63 |
249 | Marta Domachowska | POL | 0.646 | -0.060 | -0.020 | -0.025 | 257 | 8 |
250 | Marie-Eve Pelletier | CAN | 0.645 | 0.000 | -0.051 | -0.011 | 226 | -24 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
251 | Samantha Crawford | USA | 0.644 | 0.004 | 0.027 | 0.000 | 254 | 3 |
252 | Raluca Olaru | ROU | 0.643 | 0.085 | -0.022 | -0.013 | 218 | -34 |
253 | Aliaksandra Sasnovich | BLR | 0.643 | 0.018 | 0.025 | -0.012 | 368 | 115 |
254 | Krista Hardebeck | USA | 0.642 | -0.016 | -0.023 | 0.006 | 350 | 96 |
255 | Noppawan Lertcheewakarn | THA | 0.641 | -0.017 | 0.009 | 0.003 | 246 | -9 |
256 | Nadiya Kichenok | UKR | 0.641 | 0.016 | 0.019 | 0.000 | 204 | -52 |
257 | Veronica Cepede Royg | PAR | 0.639 | 0.064 | -0.009 | -0.005 | 207 | -50 |
258 | Lauren Embree | USA | 0.639 | 0.016 | -0.018 | 0.000 | 601 | 343 |
259 | Madalina Gojnea | ROU | 0.639 | 0.000 | -0.025 | -0.020 | 275 | 16 |
260 | Tadeja Majeric | SLO | 0.638 | 0.107 | 0.041 | -0.004 | 166 | -94 |
261 | Anna Danilina | KAZ | 0.635 | 0.005 | 0.007 | -0.017 | 351 | 90 |
262 | Julia Boserup | USA | 0.633 | -0.013 | -0.002 | 0.000 | 483 | 221 |
263 | Monique Adamczak | AUS | 0.632 | -0.007 | -0.017 | 0.047 | 185 | -78 |
264 | Gail Brodsky | USA | 0.631 | 0.003 | 0.013 | -0.007 | 409 | 145 |
265 | Petra Rampre | SLO | 0.631 | -0.024 | -0.031 | 0.021 | 280 | 15 |
266 | Katarzyna Piter | POL | 0.631 | 0.000 | 0.002 | -0.011 | 359 | 93 |
267 | Victoria Kan | RUS | 0.630 | 0.044 | -0.007 | 0.000 | 396 | 129 |
268 | Anastasiya Yakimova | BLR | 0.630 | -0.013 | 0.019 | 0.010 | 259 | -9 |
269 | Junri Namigata | JPN | 0.628 | -0.021 | -0.011 | 0.013 | 220 | -49 |
270 | Valentyna Ivakhnenko | UKR | 0.628 | 0.034 | 0.008 | 0.000 | 228 | -42 |
271 | Ulrikke Eikeri | NOR | 0.627 | 0.024 | 0.040 | -0.008 | 290 | 19 |
272 | Ksenia Lykina | RUS | 0.626 | -0.019 | 0.012 | 0.044 | 243 | -29 |
273 | Reka-Luca Jani | HUN | 0.625 | 0.070 | -0.006 | -0.011 | 348 | 75 |
274 | Anna Remondina | ITA | 0.625 | 0.021 | -0.003 | 0.000 | 325 | 51 |
275 | Lyudmyla Kichenok | UKR | 0.622 | -0.028 | -0.019 | 0.000 | 206 | -69 |
276 | Mihaela Buzarnescu | ROU | 0.620 | -0.023 | -0.014 | 0.002 | 300 | 24 |
277 | Anne Schaefer | GER | 0.620 | 0.025 | -0.014 | -0.004 | 235 | -42 |
278 | Chiara Scholl | USA | 0.619 | 0.028 | 0.007 | 0.000 | 173 | -105 |
279 | Arina Rodionova | RUS | 0.618 | -0.002 | 0.020 | 0.027 | 233 | -46 |
280 | Alize Lim | FRA | 0.618 | 0.009 | 0.010 | 0.000 | 261 | -19 |
281 | Gioia Barbieri | ITA | 0.617 | 0.001 | -0.001 | 0.000 | 296 | 15 |
282 | Antonia Lottner | GER | 0.615 | -0.006 | -0.003 | 0.010 | 644 | 362 |
283 | Melanie Klaffner | AUT | 0.615 | -0.001 | 0.003 | 0.056 | 312 | 29 |
284 | Maria Irigoyen | ARG | 0.612 | 0.030 | 0.024 | -0.009 | 217 | -67 |
285 | Elitsa Kostova | BUL | 0.611 | -0.023 | -0.006 | -0.009 | 270 | -15 |
286 | Naomi Broady | GBR | 0.611 | -0.023 | -0.051 | -0.008 | 361 | 75 |
287 | Asia Muhammed | USA | 0.610 | -0.027 | -0.022 | 0.000 | 426 | 139 |
288 | Diana Marcinkevica | LAT | 0.609 | 0.051 | 0.004 | 0.000 | 238 | -50 |
289 | Kristina Kucova | SVK | 0.609 | 0.007 | 0.011 | -0.013 | 302 | 13 |
290 | Victoria Larriere | FRA | 0.608 | -0.014 | 0.067 | -0.005 | 245 | -45 |
291 | Constance Sibille | FRA | 0.608 | -0.017 | -0.009 | 0.000 | 322 | 31 |
292 | Pemra Ozgen | TUR | 0.608 | -0.034 | -0.008 | 0.001 | 289 | -3 |
293 | Jovana Jaksic | SRB | 0.607 | 0.061 | -0.026 | -0.012 | 341 | 48 |
294 | Erika Sema | JPN | 0.607 | -0.015 | 0.050 | 0.003 | 182 | -112 |
295 | Nigina Abduraimova | UZB | 0.607 | 0.000 | -0.006 | -0.003 | 303 | 8 |
296 | Ashley Weinhold | USA | 0.606 | -0.035 | -0.016 | 0.000 | 372 | 76 |
297 | Giulia Gatto-Monticone | ITA | 0.605 | 0.047 | -0.003 | 0.000 | 308 | 11 |
298 | Nudnida Luangnam | THA | 0.603 | -0.016 | 0.077 | -0.016 | 201 | -97 |
299 | Eva Fernandez-Brugues | ESP | 0.602 | 0.029 | -0.024 | 0.000 | 329 | 30 |
300 | Ilona Kremen | BLR | 0.601 | 0.029 | 0.043 | 0.000 | 247 | -53 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
301 | Bojana Bobusic | AUS | 0.599 | 0.010 | 0.019 | -0.006 | 287 | -14 |
302 | Justine Ozga | GER | 0.596 | -0.023 | 0.000 | 0.000 | 431 | 129 |
303 | Conny Perrin | SUI | 0.596 | 0.043 | -0.025 | 0.012 | 279 | -24 |
304 | Yuliya Kalabina | RUS | 0.594 | -0.002 | -0.011 | 0.000 | 316 | 12 |
305 | Katerina Vankova | CZE | 0.591 | 0.046 | -0.021 | -0.001 | 334 | 29 |
306 | Sachie Ishizu | JPN | 0.591 | -0.008 | 0.033 | -0.002 | 286 | -20 |
307 | Yurika Sema | JPN | 0.590 | 0.021 | 0.012 | 0.012 | 211 | -96 |
308 | Indy De Vroome | NED | 0.590 | 0.003 | -0.018 | 0.008 | 580 | 272 |
309 | Yasmin Schnack | USA | 0.589 | -0.008 | -0.009 | 0.000 | 769 | 460 |
310 | Tamaryn Hendler | BEL | 0.589 | -0.013 | -0.004 | -0.003 | 323 | 13 |
311 | Federica Di Sarra | ITA | 0.589 | 0.017 | -0.013 | 0.000 | 411 | 100 |
312 | Anna Zaja | GER | 0.588 | 0.074 | -0.010 | 0.000 | 327 | 15 |
313 | Sara Sorribes Tormo | ESP | 0.587 | 0.036 | 0.000 | 0.000 | 450 | 137 |
314 | Laura Thorpe | FRA | 0.586 | 0.015 | -0.014 | -0.009 | 337 | 23 |
315 | Barbora Krejcikova | CZE | 0.586 | 0.027 | -0.005 | 0.003 | 651 | 336 |
316 | Corinna Dentoni | ITA | 0.585 | 0.036 | 0.005 | -0.010 | 213 | -103 |
317 | Varatchaya Wongteanchai | THA | 0.585 | 0.016 | 0.077 | -0.009 | 237 | -80 |
318 | Viktorija Rajicic | AUS | 0.584 | -0.032 | 0.034 | 0.019 | 436 | 118 |
319 | Mailen Auroux | ARG | 0.584 | -0.046 | -0.016 | 0.000 | 291 | -28 |
320 | Paula Kania | POL | 0.583 | 0.036 | 0.003 | 0.000 | 224 | -96 |
321 | Shuko Aoyama | JPN | 0.582 | -0.007 | 0.023 | 0.011 | 277 | -44 |
322 | Maria Abramovic | CRO | 0.582 | -0.006 | -0.008 | 0.004 | 419 | 97 |
323 | Andreja Klepac | SLO | 0.582 | 0.030 | -0.027 | -0.013 | 776 | 453 |
324 | Yuxuan Zhang | CHN | 0.582 | -0.017 | 0.016 | 0.053 | 344 | 20 |
325 | Alexandra Stevenson | USA | 0.581 | -0.008 | -0.042 | -0.012 | 508 | 183 |
326 | Myrtille Georges | FRA | 0.580 | 0.039 | 0.000 | 0.000 | 251 | -75 |
327 | Elena Bogdan | ROU | 0.580 | 0.019 | -0.008 | -0.007 | 260 | -67 |
328 | Paula Cristina Goncalves | BRA | 0.578 | 0.056 | -0.002 | 0.000 | 339 | 11 |
329 | Iryna Bremond | FRA | 0.577 | -0.011 | -0.032 | -0.020 | 379 | 50 |
330 | Chin-Wei Chan | TPE | 0.577 | -0.004 | 0.026 | -0.010 | 265 | -65 |
331 | Julia Mayr | ITA | 0.577 | -0.022 | 0.007 | 0.000 | 429 | 98 |
332 | Nastja Kolar | SLO | 0.576 | -0.010 | -0.015 | -0.001 | 550 | 218 |
333 | Samantha Murray | GBR | 0.576 | -0.009 | -0.011 | 0.003 | 262 | -71 |
334 | Allie Will | USA | 0.575 | -0.008 | 0.006 | 0.000 | 415 | 81 |
335 | Jennifer Elie | USA | 0.574 | -0.038 | 0.032 | -0.003 | 288 | -47 |
336 | Charlene Seateun | FRA | 0.574 | 0.036 | -0.018 | 0.000 | 401 | 65 |
337 | Zuzana Zalabska | CZE | 0.573 | -0.015 | 0.000 | 0.000 | 692 | 355 |
338 | Laura Ioana Andrei | ROU | 0.573 | 0.082 | 0.030 | 0.000 | 299 | -39 |
339 | Cristina Dinu | ROU | 0.572 | 0.020 | 0.007 | -0.007 | 249 | -90 |
340 | Rika Fujiwara | JPN | 0.572 | -0.012 | 0.000 | 0.000 | 324 | -16 |
341 | Natalia Ryzhonkova | RUS | 0.572 | 0.022 | -0.004 | 0.000 | 647 | 306 |
342 | Misa Eguchi | JPN | 0.571 | 0.012 | 0.013 | -0.018 | 310 | -32 |
343 | Roxane Vaisemberg | BRA | 0.570 | 0.015 | -0.012 | -0.011 | 464 | 121 |
344 | Risa Ozaki | JPN | 0.570 | 0.006 | 0.000 | -0.004 | 295 | -49 |
345 | Alexandra Mueller | USA | 0.570 | -0.042 | -0.018 | 0.000 | 453 | 108 |
346 | Irina Ramialison | FRA | 0.569 | 0.025 | -0.010 | 0.000 | 527 | 181 |
347 | Yuliana Lizarazo | COL | 0.567 | 0.017 | -0.021 | 0.000 | 484 | 137 |
348 | Anais Laurendon | FRA | 0.566 | -0.008 | -0.029 | 0.000 | 486 | 138 |
349 | Sofia Shapatava | GEO | 0.564 | 0.056 | 0.015 | 0.000 | 273 | -76 |
350 | Andrea Gamiz | VEN | 0.564 | 0.050 | 0.009 | -0.002 | 304 | -46 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
351 | Tetyana Arefyeva | UKR | 0.564 | 0.048 | 0.011 | -0.010 | 342 | -9 |
352 | Maia Beatriz Haddad | BRA | 0.564 | 0.014 | 0.012 | -0.008 | 477 | 125 |
353 | Alexandra Kiick | USA | 0.562 | 0.007 | -0.004 | -0.004 | N/A | N/A |
354 | Lesley Kerkhove | NED | 0.562 | -0.016 | 0.006 | -0.018 | 387 | 33 |
355 | Ekaterina Ivanova | RUS | 0.559 | 0.010 | -0.020 | -0.007 | 408 | 53 |
356 | Anastasia Pivovarova | RUS | 0.558 | 0.007 | -0.016 | -0.015 | 434 | 78 |
357 | Danielle Harmsen | NED | 0.558 | -0.029 | -0.022 | 0.000 | 546 | 189 |
358 | Adriana Perez | VEN | 0.558 | -0.021 | 0.071 | 0.000 | 258 | -100 |
359 | Catalina Pella | ARG | 0.557 | 0.065 | -0.005 | 0.000 | 352 | -7 |
360 | Yi-Jing Zhao | CHN | 0.557 | -0.018 | 0.011 | 0.000 | 507 | 147 |
361 | Chieh-Yu Hsu | USA | 0.557 | -0.024 | 0.025 | 0.000 | 278 | -83 |
362 | Yue-Yue Hu | CHN | 0.556 | -0.008 | 0.029 | -0.019 | 318 | -44 |
363 | Tetiana Luzhanska | USA | 0.556 | -0.009 | 0.018 | -0.026 | 452 | 89 |
364 | Jia-Jing Lu | CHN | 0.556 | -0.019 | 0.040 | 0.000 | 285 | -79 |
365 | Dia Evtimova | BUL | 0.554 | 0.042 | -0.002 | -0.005 | 255 | -110 |
366 | Ling Zhang | HKG | 0.554 | -0.019 | 0.043 | -0.013 | 242 | -124 |
367 | Teodora Mircic | SRB | 0.554 | -0.018 | -0.019 | 0.000 | 357 | -10 |
368 | Melanie South | GBR | 0.553 | -0.026 | -0.069 | 0.008 | 390 | 22 |
369 | Ellen Allgurin | SWE | 0.553 | -0.011 | 0.010 | -0.018 | 731 | 362 |
370 | Denisa Allertova | CZE | 0.552 | 0.051 | -0.014 | 0.000 | 556 | 186 |
371 | Chantal Skamlova | SVK | 0.552 | -0.021 | 0.009 | 0.000 | 463 | 92 |
372 | Lenka Jurikova | SVK | 0.551 | 0.038 | -0.003 | -0.011 | 532 | 160 |
373 | Chalena Scholl | USA | 0.551 | 0.006 | 0.014 | -0.022 | 765 | 392 |
374 | Oksana Kalashnikova | GEO | 0.550 | 0.028 | -0.012 | -0.002 | 389 | 15 |
375 | Xinyun Han | CHN | 0.550 | 0.008 | -0.027 | -0.019 | 332 | -43 |
376 | Xin Wen | CHN | 0.549 | 0.040 | 0.027 | 0.000 | 393 | 17 |
377 | Sanaz Marand | USA | 0.549 | 0.002 | 0.005 | 0.000 | 472 | 95 |
378 | Makoto Ninomiya | JPN | 0.548 | -0.002 | -0.015 | -0.017 | 384 | 6 |
379 | Basak Eraydin | TUR | 0.548 | -0.003 | 0.049 | -0.005 | 297 | -82 |
380 | Lara Michel | SUI | 0.547 | 0.018 | 0.041 | 0.000 | 520 | 140 |
381 | Quirine Lemoine | NED | 0.546 | -0.013 | -0.002 | 0.024 | 514 | 133 |
382 | Ines Ferrer Suarez | ESP | 0.546 | 0.052 | -0.018 | 0.010 | 269 | -113 |
383 | Yafan Wang | CHN | 0.545 | 0.013 | 0.070 | -0.003 | 377 | -6 |
384 | Romana Tedjakusuma | INA | 0.544 | -0.017 | 0.001 | 0.000 | 462 | 78 |
385 | Barbara Haas | AUT | 0.543 | 0.025 | -0.007 | -0.003 | 525 | 140 |
386 | Ysaline Bonaventure | BEL | 0.543 | 0.021 | 0.000 | 0.000 | 383 | -3 |
387 | Jan Abaza | USA | 0.543 | 0.008 | 0.023 | 0.000 | 468 | 81 |
388 | Diana Buzean | ROU | 0.542 | 0.033 | 0.000 | 0.000 | 474 | 86 |
389 | Jesika Maleckova | CZE | 0.542 | 0.004 | -0.010 | 0.000 | 641 | 252 |
390 | Irina Buryachok | UKR | 0.540 | 0.043 | -0.032 | -0.007 | 307 | -83 |
391 | Nikola Hofmanova | AUT | 0.540 | -0.019 | -0.006 | 0.012 | 466 | 75 |
392 | Aki Yamasoto | JPN | 0.539 | -0.013 | 0.012 | 0.014 | 346 | -46 |
393 | Alyona Sotnikova | UKR | 0.539 | 0.010 | -0.029 | 0.000 | 412 | 19 |
394 | Doroteja Eric | SRB | 0.538 | -0.025 | 0.006 | 0.015 | 637 | 243 |
395 | Veronika Kapshay | UKR | 0.537 | -0.023 | 0.004 | 0.038 | 276 | -119 |
396 | Iva Mekovec | CRO | 0.537 | 0.038 | -0.013 | -0.010 | 506 | 110 |
397 | Yvonne Neuwirth | AUT | 0.536 | 0.018 | -0.007 | 0.010 | 489 | 92 |
398 | Leticia Costas | ESP | 0.535 | 0.029 | 0.007 | 0.000 | 336 | -62 |
399 | Lenka Wienerova | SVK | 0.535 | 0.001 | -0.019 | -0.013 | 443 | 44 |
400 | Mi Yoo | KOR | 0.534 | -0.015 | -0.011 | 0.000 | 544 | 144 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
401 | Amanda Carreras | GBR | 0.534 | 0.013 | -0.031 | 0.000 | 321 | -80 |
402 | Marina Shamayko | RUS | 0.534 | 0.031 | 0.003 | 0.000 | 385 | -17 |
403 | Lina Stanciute | LTU | 0.533 | -0.011 | -0.020 | -0.015 | 440 | 37 |
404 | Anna Shkudun | UKR | 0.531 | 0.069 | -0.002 | -0.015 | 458 | 54 |
405 | Viktoriya Tomova | BUL | 0.530 | 0.043 | 0.016 | -0.004 | 480 | 75 |
406 | Indire Akiki | CRO | 0.529 | -0.017 | -0.006 | 0.000 | 563 | 157 |
407 | Yana Buchina | RUS | 0.529 | 0.009 | 0.009 | 0.011 | 516 | 109 |
408 | Anastasiya Vasylyeva | UKR | 0.528 | 0.013 | -0.049 | 0.000 | 309 | -99 |
409 | Polona Rebersak | SLO | 0.528 | -0.007 | 0.011 | 0.000 | 746 | 337 |
410 | Lisa Whybourn | GBR | 0.526 | -0.011 | -0.009 | 0.003 | 281 | -129 |
411 | Vanesa Furlanetto | ARG | 0.526 | 0.037 | -0.002 | 0.000 | 413 | 2 |
412 | Daria Salnikova | RUS | 0.525 | 0.036 | -0.003 | -0.015 | 640 | 228 |
413 | Agnese Zucchini | ITA | 0.524 | -0.013 | -0.030 | 0.000 | 421 | 8 |
414 | Storm Sanders | AUS | 0.524 | -0.008 | 0.134 | -0.002 | 410 | -4 |
415 | Margalita Chakhnashvili | GEO | 0.523 | 0.062 | -0.022 | -0.017 | 399 | -16 |
416 | Anastasia Frolova | RUS | 0.523 | -0.011 | 0.015 | 0.000 | 461 | 45 |
417 | Xenia Knoll | SUI | 0.523 | -0.005 | 0.021 | 0.000 | 623 | 206 |
418 | Oceane Dodin | FRA | 0.522 | 0.009 | 0.008 | 0.000 | 648 | 230 |
419 | Aleksandrina Naydenova | BUL | 0.521 | 0.046 | 0.021 | -0.013 | 268 | -151 |
420 | Ayu Fani Damayanti | INA | 0.520 | 0.021 | 0.037 | 0.000 | 479 | 59 |
421 | Alexandra Artamonova | RUS | 0.519 | -0.011 | 0.038 | 0.000 | 333 | -88 |
422 | Karolina Wlodarczak | AUS | 0.519 | -0.001 | -0.011 | 0.000 | 540 | 118 |
423 | Viktorija Golubic | SUI | 0.519 | -0.002 | -0.004 | 0.000 | 610 | 187 |
424 | Kumiko Iijima | JPN | 0.518 | -0.021 | -0.039 | -0.006 | 485 | 61 |
425 | Katarzyna Kawa | POL | 0.518 | -0.001 | -0.008 | 0.000 | 414 | -11 |
426 | Piia Suomalainen | FIN | 0.518 | -0.012 | -0.041 | 0.000 | 490 | 64 |
427 | Nicola Geuer | GER | 0.518 | 0.002 | -0.015 | -0.005 | 382 | -45 |
428 | Tatiana Kotelnikova | RUS | 0.517 | 0.005 | -0.023 | 0.000 | 592 | 164 |
429 | Bernarda Pera | USA | 0.516 | 0.009 | -0.018 | 0.000 | 646 | 217 |
430 | Ganna Poznikhirenko | UKR | 0.516 | 0.030 | -0.013 | 0.000 | 560 | 130 |
431 | Marina Melnikova | RUS | 0.515 | 0.018 | -0.018 | 0.000 | 392 | -39 |
432 | Zuzana Zlochova | SVK | 0.514 | 0.078 | -0.013 | 0.000 | 272 | -160 |
433 | Jessica Moore | AUS | 0.514 | -0.008 | -0.010 | -0.024 | 373 | -60 |
434 | Ana Bogdan | ROU | 0.514 | -0.012 | 0.036 | -0.005 | 481 | 47 |
435 | Natalija Kostic | SRB | 0.514 | 0.016 | -0.009 | 0.000 | 459 | 24 |
436 | Katerina Kramperova | CZE | 0.513 | 0.004 | -0.023 | -0.011 | 343 | -93 |
437 | Fangzhou Liu | CHN | 0.509 | -0.011 | 0.012 | 0.000 | 575 | 138 |
438 | Karla Popovic | CRO | 0.509 | -0.001 | 0.000 | 0.000 | 654 | 216 |
439 | Ksenia Palkina | KGZ | 0.508 | 0.001 | 0.000 | 0.005 | 365 | -74 |
440 | Isabella Shinikova | BUL | 0.507 | 0.028 | -0.006 | 0.000 | 338 | -102 |
441 | Anne Kremer | LUX | 0.507 | -0.066 | -0.029 | -0.007 | 738 | 297 |
442 | Lena Litvak | USA | 0.506 | -0.004 | -0.018 | 0.000 | 497 | 55 |
443 | Carol Zhao | CAN | 0.505 | -0.003 | -0.018 | -0.006 | 775 | 332 |
444 | Zuzana Luknarova | SVK | 0.505 | 0.041 | 0.022 | 0.000 | 380 | -64 |
445 | Jacqueline Cako | USA | 0.504 | -0.011 | 0.013 | 0.000 | 561 | 116 |
446 | Elizaveta Ianchuk | UKR | 0.504 | 0.012 | -0.019 | 0.000 | 519 | 73 |
447 | Tereza Martincova | CZE | 0.504 | -0.006 | -0.013 | 0.000 | 534 | 87 |
448 | Maria Fernanda Alvarez Teran | BOL | 0.503 | 0.020 | 0.033 | 0.000 | 292 | -156 |
449 | Lena-Marie Hofmann | GER | 0.503 | 0.058 | -0.026 | 0.000 | 582 | 133 |
450 | Celine Ghesquiere | FRA | 0.502 | -0.012 | 0.000 | 0.000 | 668 | 218 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
451 | Tammi Patterson | AUS | 0.502 | -0.014 | 0.034 | 0.006 | 354 | -97 |
452 | Annalisa Bona | ITA | 0.501 | 0.018 | -0.010 | 0.000 | 498 | 46 |
453 | Csilla Borsanyi | HUN | 0.501 | -0.022 | 0.000 | 0.000 | 802 | 349 |
454 | Ekaterina Alexandrova | RUS | 0.501 | 0.046 | 0.000 | 0.000 | 576 | 122 |
455 | Audrey Bergot | FRA | 0.501 | -0.048 | -0.029 | 0.000 | 600 | 145 |
456 | Aiko Nakamura | JPN | 0.501 | -0.031 | 0.000 | -0.015 | 406 | -50 |
457 | Yi-Fan Xu | CHN | 0.501 | -0.007 | 0.034 | -0.013 | 256 | -201 |
458 | Azra Hadzic | AUS | 0.500 | -0.015 | 0.039 | 0.062 | 331 | -127 |
459 | Fernanda Brito | CHI | 0.499 | 0.022 | 0.001 | 0.000 | 320 | -139 |
460 | Nina Zander | GER | 0.498 | -0.002 | -0.024 | 0.000 | 848 | 388 |
461 | Andrea Koch-Benvenuto | CHI | 0.498 | 0.011 | -0.027 | 0.000 | 305 | -156 |
462 | Sandra Roma | SWE | 0.497 | -0.012 | -0.017 | -0.013 | 475 | 13 |
463 | Polina Vinogradova | RUS | 0.497 | 0.006 | 0.053 | 0.000 | 515 | 52 |
464 | Sabina Sharipova | UZB | 0.497 | -0.023 | -0.025 | 0.011 | 326 | -138 |
465 | Ran Tian | CHN | 0.497 | 0.011 | 0.028 | -0.007 | 454 | -11 |
466 | Jade Windley | GBR | 0.497 | -0.007 | -0.003 | 0.014 | 442 | -24 |
467 | Polina Pekhova | BLR | 0.496 | -0.013 | 0.017 | -0.014 | 328 | -139 |
468 | Mari Tanaka | JPN | 0.496 | -0.003 | 0.030 | 0.010 | 353 | -115 |
469 | Ksenia Kirillova | RUS | 0.495 | -0.010 | -0.023 | 0.004 | 366 | -103 |
470 | Su Jeong Jang | KOR | 0.494 | 0.000 | -0.014 | 0.000 | 627 | 157 |
471 | Celine Cattaneo | FRA | 0.494 | -0.034 | 0.012 | -0.023 | 585 | 114 |
472 | Agnes Bukta | HUN | 0.493 | 0.015 | 0.000 | 0.000 | 590 | 118 |
473 | Katharina Lehnert | PHI | 0.493 | 0.007 | -0.012 | -0.009 | 422 | -51 |
474 | Karen Barbat | DEN | 0.493 | -0.003 | -0.008 | 0.000 | 551 | 77 |
475 | Alexis King | USA | 0.492 | -0.027 | -0.009 | -0.005 | 609 | 134 |
476 | Patricia Maria Tig | ROU | 0.492 | 0.017 | -0.008 | 0.000 | 402 | -74 |
477 | Maria Fernanda Alves | BRA | 0.491 | 0.007 | -0.027 | -0.010 | 381 | -96 |
478 | So-Jung Kim | KOR | 0.491 | -0.011 | -0.015 | -0.012 | 578 | 100 |
479 | Virginie Ayassamy | FRA | 0.491 | -0.020 | 0.002 | 0.000 | 653 | 174 |
480 | Tina Schiechtl | AUT | 0.490 | -0.011 | -0.024 | 0.000 | 417 | -63 |
481 | Nungnadda Wannasuk | THA | 0.490 | -0.032 | 0.025 | -0.019 | 369 | -112 |
482 | Shiho Akita | JPN | 0.490 | -0.007 | -0.007 | 0.000 | 501 | 19 |
483 | Hilda Melander | SWE | 0.490 | 0.022 | -0.008 | 0.000 | 428 | -55 |
484 | Caitlin Whoriskey | USA | 0.490 | -0.017 | -0.010 | 0.000 | 555 | 71 |
485 | Tamara Curovic | SRB | 0.489 | -0.022 | -0.019 | -0.003 | 432 | -53 |
486 | Chen Tang Hao | CHN | 0.489 | 0.007 | 0.010 | 0.001 | 394 | -92 |
487 | Natalie Pluskota | USA | 0.489 | 0.026 | 0.002 | 0.000 | 579 | 92 |
488 | Barbara Sobaszkiewicz | POL | 0.488 | 0.019 | -0.021 | 0.000 | 528 | 40 |
489 | Sofiya Kovalets | UKR | 0.488 | 0.011 | 0.001 | -0.021 | 748 | 259 |
490 | Emily Webley-Smith | GBR | 0.488 | 0.010 | 0.026 | -0.018 | 435 | -55 |
491 | Jelena Simic | BIH | 0.487 | 0.040 | -0.002 | 0.000 | 558 | 67 |
492 | Jade Suvrijn | FRA | 0.486 | 0.004 | -0.018 | 0.000 | 620 | 128 |
493 | Ani Amiraghyan | ARM | 0.485 | 0.004 | -0.011 | 0.000 | 494 | 1 |
494 | Ivonne Cavalle-Reimers | ESP | 0.485 | 0.017 | -0.028 | 0.000 | 547 | 53 |
495 | Ekaterine Gorgodze | GEO | 0.484 | 0.002 | -0.031 | 0.000 | 526 | 31 |
496 | Olga Ianchuk | UKR | 0.484 | 0.039 | 0.007 | 0.000 | 447 | -49 |
497 | Alice Moroni | ITA | 0.483 | -0.016 | 0.014 | 0.000 | 848 | 351 |
498 | Hyun Hui Hong | KOR | 0.483 | 0.023 | -0.005 | -0.012 | 666 | 168 |
499 | Claudia Giovine | ITA | 0.481 | -0.030 | 0.004 | 0.000 | 570 | 71 |
500 | Natela Dzalamidze | RUS | 0.481 | -0.021 | 0.059 | 0.000 | 809 | 309 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
501 | Anna Floris | ITA | 0.480 | -0.019 | -0.017 | -0.002 | 267 | -234 |
502 | Sally Peers | AUS | 0.480 | -0.007 | 0.003 | -0.006 | 360 | -142 |
503 | Amandine Hesse | FRA | 0.479 | -0.031 | 0.011 | 0.000 | 449 | -54 |
504 | Elyne Boeykens | BEL | 0.478 | 0.029 | 0.013 | 0.000 | 531 | 27 |
505 | Sofia Kvatsabaia | GEO | 0.477 | 0.086 | -0.004 | 0.000 | 482 | -23 |
506 | Natalia Orlova | RUS | 0.477 | 0.034 | 0.032 | 0.000 | 511 | 5 |
507 | Kai-Lin Zhang | CHN | 0.477 | -0.014 | 0.009 | 0.000 | 425 | -82 |
508 | Nicole Rottmann | AUT | 0.477 | 0.012 | -0.008 | -0.013 | 356 | -152 |
509 | Martina Di Giuseppe | ITA | 0.475 | 0.003 | -0.016 | 0.000 | 732 | 223 |
510 | Ksenia Milevskaya | BLR | 0.474 | 0.031 | 0.012 | -0.013 | 424 | -86 |
511 | Akiko Omae | JPN | 0.472 | 0.000 | -0.021 | -0.019 | 293 | -218 |
512 | Eri Hozumi | JPN | 0.472 | 0.010 | -0.016 | -0.006 | 407 | -105 |
513 | Sarah-Rebecca Sekulic | GER | 0.472 | -0.009 | 0.029 | -0.011 | 667 | 154 |
514 | Deniz Khazaniuk | ISR | 0.471 | 0.009 | 0.011 | 0.000 | 577 | 63 |
515 | Marianna Zakarlyuk | UKR | 0.471 | 0.024 | -0.001 | 0.000 | 559 | 44 |
516 | Martina Caregaro | ITA | 0.471 | -0.015 | -0.010 | 0.000 | 927 | 411 |
517 | Erika Takao | JPN | 0.470 | 0.009 | -0.035 | -0.001 | 420 | -97 |
518 | Ipek Soylu | TUR | 0.470 | 0.006 | 0.006 | 0.026 | 690 | 172 |
519 | Riko Sawayanagi | JPN | 0.469 | 0.000 | 0.001 | 0.006 | 650 | 131 |
520 | Angelica Moratelli | ITA | 0.467 | 0.007 | 0.000 | 0.000 | 398 | -122 |
521 | Petra Krejsova | CZE | 0.466 | -0.004 | -0.007 | 0.000 | 719 | 198 |
522 | Justyna Jegiolka | POL | 0.466 | -0.011 | 0.014 | -0.009 | 404 | -118 |
523 | Carolina Pillot | ITA | 0.465 | 0.000 | -0.018 | 0.000 | 446 | -77 |
524 | Gaia Sanesi | ITA | 0.465 | 0.010 | 0.007 | 0.000 | 660 | 136 |
525 | Lin Zhu | CHN | 0.465 | 0.000 | 0.021 | 0.006 | 503 | -22 |
526 | Tatiana Bua | ARG | 0.465 | 0.011 | 0.017 | 0.007 | 430 | -96 |
527 | Hua-Chen Lee | TPE | 0.464 | -0.012 | 0.002 | 0.000 | 478 | -49 |
528 | Zi Yang | CHN | 0.464 | -0.007 | 0.016 | 0.000 | 400 | -128 |
529 | So-Ra Lee | KOR | 0.464 | 0.000 | -0.002 | 0.010 | 371 | -158 |
530 | Peangtarn Plipuech | THA | 0.463 | -0.001 | 0.001 | 0.011 | 388 | -142 |
531 | Wen-Hsin Hsu | TPE | 0.462 | -0.013 | -0.017 | 0.001 | 395 | -136 |
532 | Martina Kubicikova | CZE | 0.462 | 0.027 | -0.012 | 0.000 | 504 | -28 |
533 | Sung-Hee Han | KOR | 0.462 | -0.008 | 0.015 | -0.014 | 298 | -235 |
534 | Varvara Flink | RUS | 0.462 | -0.005 | -0.019 | 0.000 | 726 | 192 |
535 | Nicha Lertpitaksinchai | THA | 0.462 | -0.010 | 0.011 | 0.008 | 340 | -195 |
536 | Zhaoxuan Yang | CHN | 0.461 | -0.021 | 0.000 | -0.011 | 589 | 53 |
537 | Natalie Piquion | FRA | 0.460 | 0.015 | -0.015 | 0.012 | 883 | 346 |
538 | Akiko Yonemura | JPN | 0.460 | -0.012 | -0.032 | -0.012 | 545 | 7 |
539 | Daria Mironova | RUS | 0.459 | 0.023 | -0.003 | 0.000 | 438 | -101 |
540 | Eugeniya Pashkova | RUS | 0.459 | -0.033 | 0.031 | 0.000 | 469 | -71 |
541 | Miki Miyamura | JPN | 0.459 | 0.001 | 0.001 | -0.009 | 502 | -39 |
542 | Miyabi Inoue | JPN | 0.457 | 0.050 | -0.006 | -0.012 | 349 | -193 |
543 | Cindy Burger | NED | 0.457 | 0.009 | -0.011 | 0.000 | 642 | 99 |
544 | Michaela Pochabova | SVK | 0.456 | -0.009 | -0.017 | 0.000 | 810 | 266 |
545 | Carolin Daniels | GER | 0.456 | 0.012 | -0.015 | 0.000 | 524 | -21 |
546 | Chang Liu | CHN | 0.455 | 0.013 | 0.019 | 0.000 | 345 | -201 |
547 | Lucia Cervera-Vazquez | ESP | 0.454 | -0.020 | 0.011 | 0.000 | 683 | 136 |
548 | Olga Doroshina | RUS | 0.453 | -0.012 | -0.016 | -0.007 | 1096 | 548 |
549 | Fatma Al Nabhani | OMA | 0.453 | -0.007 | -0.029 | 0.000 | 427 | -122 |
550 | Nicole Melichar | USA | 0.452 | -0.027 | 0.027 | 0.000 | 455 | -95 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
551 | Elizabeth Lumpkin | USA | 0.452 | -0.017 | 0.005 | 0.000 | 500 | -51 |
552 | Federica Grazioso | ITA | 0.452 | 0.003 | 0.001 | 0.000 | 619 | 67 |
553 | Despina Papamichail | GRE | 0.451 | -0.014 | 0.075 | 0.000 | 701 | 148 |
554 | Anna Klasen | GER | 0.450 | 0.008 | 0.000 | 0.000 | 678 | 124 |
555 | Milana Spremo | SRB | 0.450 | 0.010 | 0.000 | 0.000 | 630 | 75 |
556 | Martina Borecka | CZE | 0.449 | -0.011 | -0.015 | 0.000 | 596 | 40 |
557 | Syna Kayser | GER | 0.449 | -0.030 | -0.029 | -0.017 | 971 | 414 |
558 | Miharu Imanishi | JPN | 0.448 | -0.007 | 0.017 | 0.004 | 437 | -121 |
559 | Elena-Teodora Cadar | ROU | 0.446 | -0.002 | 0.017 | 0.000 | 682 | 123 |
560 | Venise Chan | HKG | 0.446 | -0.006 | 0.017 | -0.009 | 386 | -174 |
561 | Di Zhao | CHN | 0.446 | -0.005 | 0.008 | 0.000 | 935 | 374 |
562 | Nicolette Van Uitert | NED | 0.445 | -0.004 | -0.013 | 0.000 | 723 | 161 |
563 | Kazusa Ito | JPN | 0.444 | -0.013 | -0.037 | 0.020 | 456 | -107 |
564 | Christina Shakovets | GER | 0.443 | -0.015 | -0.011 | 0.000 | 587 | 23 |
565 | Dalila Jakupovic | SLO | 0.443 | 0.022 | 0.037 | -0.010 | 313 | -252 |
566 | Amy Bowtell | IRL | 0.443 | -0.026 | -0.025 | 0.000 | 562 | -4 |
567 | Janina Toljan | AUT | 0.442 | 0.007 | 0.011 | 0.000 | 530 | -37 |
568 | Vivian Heisen | GER | 0.442 | 0.014 | 0.012 | 0.000 | 811 | 243 |
569 | Anna Tyulpa | RUS | 0.442 | 0.000 | -0.002 | 0.000 | 760 | 191 |
570 | Manon Arcangioli | FRA | 0.440 | 0.012 | -0.016 | 0.000 | 476 | -94 |
571 | Karin Morgosova | SVK | 0.440 | 0.051 | -0.002 | 0.000 | 552 | -19 |
572 | Silvia Garcia Jimenez | ESP | 0.440 | -0.013 | -0.018 | 0.000 | 875 | 303 |
573 | Rocio De La Torre-Sanchez | ESP | 0.439 | 0.031 | 0.014 | 0.000 | 364 | -209 |
574 | Tori Kinard | USA | 0.439 | 0.019 | -0.016 | -0.014 | 624 | 50 |
575 | Alexandra Damaschin | ROU | 0.439 | -0.007 | 0.022 | 0.000 | 604 | 29 |
576 | Patricia Iveth Ku Flores | PER | 0.439 | 0.029 | 0.001 | -0.014 | 335 | -241 |
577 | Andreea Vaideanu | ROU | 0.439 | -0.011 | 0.006 | 0.000 | 656 | 79 |
578 | Alice Balducci | ITA | 0.436 | 0.033 | -0.016 | -0.004 | 573 | -5 |
579 | Ting-Fei Juan | TPE | 0.436 | -0.007 | 0.006 | -0.020 | 569 | -10 |
580 | Ximena Hermoso | MEX | 0.436 | 0.024 | -0.003 | 0.000 | 441 | -139 |
581 | Tjasa Srimpf | SLO | 0.435 | -0.017 | -0.014 | 0.000 | 717 | 136 |
582 | Elena Platon Raluca | ROU | 0.435 | -0.020 | 0.000 | 0.000 | 537 | -45 |
583 | Clothilde De Bernardi | FRA | 0.435 | 0.041 | 0.001 | 0.000 | 605 | 22 |
584 | Yuuki Tanaka | JPN | 0.433 | 0.014 | 0.041 | 0.000 | 495 | -89 |
585 | Elizabeth Ferris | USA | 0.433 | -0.013 | -0.023 | 0.000 | 445 | -140 |
586 | Marina Kachar | SRB | 0.432 | 0.001 | -0.010 | 0.000 | 733 | 147 |
587 | Tena Lukas | CRO | 0.431 | 0.074 | 0.000 | 0.000 | 855 | 268 |
588 | Lucy Brown | GBR | 0.431 | 0.016 | -0.018 | -0.005 | 684 | 96 |
589 | Dejana Raickovic | GER | 0.431 | -0.005 | -0.005 | 0.000 | 823 | 234 |
590 | Julia Samuseva | RUS | 0.430 | 0.016 | -0.010 | 0.000 | 611 | 21 |
591 | Aminat Kushkhova | RUS | 0.430 | 0.021 | -0.010 | 0.000 | 631 | 40 |
592 | Natalia Kolat | POL | 0.429 | -0.016 | -0.016 | 0.000 | 853 | 261 |
593 | Mana Ayukawa | JPN | 0.429 | 0.007 | 0.009 | -0.015 | 663 | 70 |
594 | Polina Leykina | RUS | 0.429 | 0.061 | 0.062 | 0.000 | 548 | -46 |
595 | Karina Isayan | RUS | 0.429 | -0.012 | 0.004 | 0.000 | 613 | 18 |
596 | Erika Zanchetta | ITA | 0.428 | -0.031 | -0.015 | 0.000 | 879 | 283 |
597 | Bianca Hincu | ROU | 0.428 | -0.002 | 0.000 | 0.000 | 741 | 144 |
598 | Anna Fitzpatrick | GBR | 0.428 | -0.020 | -0.033 | 0.026 | 788 | 190 |
599 | Vlada Ekshibarova | UZB | 0.428 | 0.002 | 0.050 | 0.000 | 505 | -94 |
600 | Lisa Sabino | SUI | 0.427 | 0.009 | -0.037 | 0.000 | 571 | -29 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
601 | Claudine Schaul | LUX | 0.427 | -0.058 | 0.017 | 0.016 | 752 | 151 |
602 | Chen Liang | CHN | 0.426 | -0.018 | 0.004 | 0.000 | 418 | -184 |
603 | Marine Partaud | FRA | 0.426 | -0.004 | 0.000 | 0.000 | 808 | 205 |
604 | Cristina Ene | ROU | 0.425 | 0.020 | 0.000 | 0.000 | 835 | 231 |
605 | Garcia Andrea Lazaro | ESP | 0.425 | 0.006 | -0.012 | 0.000 | 689 | 84 |
606 | Diana Ospina | USA | 0.425 | -0.010 | -0.042 | 0.000 | 697 | 91 |
607 | Melis Sezer | TUR | 0.423 | -0.001 | 0.027 | -0.007 | 376 | -231 |
608 | Ana Clara Duarte | BRA | 0.423 | 0.016 | -0.001 | 0.000 | 433 | -175 |
609 | Sina Haas | GER | 0.423 | 0.005 | -0.029 | -0.020 | 1165 | 556 |
610 | Giulia Sussarello | ITA | 0.422 | -0.001 | 0.000 | 0.000 | 565 | -45 |
611 | Miyu Kato | JPN | 0.421 | 0.018 | -0.016 | 0.020 | 703 | 92 |
612 | Mai Minokoshi | JPN | 0.421 | -0.005 | 0.024 | 0.009 | 330 | -282 |
613 | Federica Quercia | ITA | 0.420 | -0.013 | -0.007 | 0.000 | 797 | 184 |
614 | Lidziya Marozava | BLR | 0.420 | -0.014 | -0.010 | 0.000 | 639 | 25 |
615 | Borislava Botusharova | BUL | 0.419 | 0.010 | 0.006 | 0.000 | 659 | 44 |
616 | Sherazad Benamar | FRA | 0.419 | 0.010 | 0.018 | 0.000 | 448 | -168 |
617 | Ana Sofia Sanchez | MEX | 0.418 | 0.012 | 0.011 | 0.000 | 465 | -152 |
618 | Sylwia Zagorska | POL | 0.418 | -0.004 | -0.021 | 0.000 | 518 | -100 |
619 | Carolina Zeballos | ARG | 0.417 | -0.001 | -0.005 | 0.000 | 374 | -245 |
620 | Alice Savoretti | ITA | 0.417 | 0.021 | 0.000 | 0.000 | 614 | -6 |
621 | Demi Schuurs | NED | 0.417 | -0.013 | 0.000 | -0.003 | N/A | N/A |
622 | Kanae Hisami | JPN | 0.417 | 0.010 | -0.028 | -0.012 | 566 | -56 |
623 | Vivian Segnini | BRA | 0.416 | 0.022 | 0.010 | -0.003 | 542 | -81 |
624 | Nikola Vajdova | SVK | 0.416 | 0.004 | 0.033 | 0.000 | 711 | 87 |
625 | Cecilia Costa Melgar | CHI | 0.416 | 0.013 | -0.009 | -0.002 | 405 | -220 |
626 | Aranza Salut | ARG | 0.416 | -0.061 | -0.006 | 0.000 | 517 | -109 |
627 | Vivien Juhaszova | SVK | 0.415 | 0.021 | 0.000 | 0.000 | 681 | 54 |
628 | Patrycja Sanduska | POL | 0.414 | -0.047 | 0.002 | -0.012 | 538 | -90 |
629 | Daniela Seguel | CHI | 0.414 | 0.053 | -0.002 | 0.000 | 403 | -226 |
630 | Andrea Benitez | ARG | 0.414 | -0.003 | -0.012 | 0.000 | 716 | 86 |
631 | Kaori Onishi | JPN | 0.414 | -0.020 | -0.009 | 0.017 | 612 | -19 |
632 | Polina Monova | RUS | 0.413 | 0.013 | -0.016 | 0.000 | 658 | 26 |
633 | Maria Mokh | RUS | 0.413 | 0.015 | -0.010 | 0.000 | 722 | 89 |
634 | Elixane Lechemia | FRA | 0.410 | 0.007 | -0.024 | 0.000 | 662 | 28 |
635 | Eva Wacanno | NED | 0.410 | -0.011 | 0.000 | 0.000 | 1037 | 402 |
636 | Nika Kukharchuk | RUS | 0.409 | 0.041 | 0.005 | 0.000 | 467 | -169 |
637 | Kanami Tsuji | JPN | 0.408 | -0.013 | 0.006 | 0.000 | 935 | 298 |
638 | Montserrat Gonzalez | PAR | 0.408 | -0.009 | -0.011 | 0.026 | 759 | 121 |
639 | Ema Mikulcic | CRO | 0.408 | 0.019 | 0.000 | 0.000 | 707 | 68 |
640 | Isabel Rapisarda-Calvo | ESP | 0.408 | -0.040 | -0.012 | 0.000 | 734 | 94 |
641 | Lucia Butkovska | SVK | 0.407 | -0.015 | -0.026 | 0.000 | 871 | 230 |
642 | Larra Olga Saez | ESP | 0.406 | 0.037 | -0.005 | 0.000 | 583 | -59 |
643 | Sandra Honigova | CZE | 0.406 | 0.002 | 0.000 | 0.000 | 956 | 313 |
644 | Francesca Fusinato | ITA | 0.405 | 0.035 | 0.000 | 0.000 | 1037 | 393 |
645 | Viktoria Malova | SVK | 0.405 | -0.031 | 0.000 | -0.015 | 717 | 72 |
646 | Sylvia Krywacz | USA | 0.405 | -0.001 | 0.001 | 0.000 | 799 | 153 |
647 | Rishika Sunkara | IND | 0.404 | -0.005 | -0.006 | -0.001 | 512 | -135 |
648 | Camelia Hristea | ROU | 0.403 | -0.025 | 0.011 | 0.000 | 672 | 24 |
649 | Na-Lae Han | KOR | 0.403 | 0.018 | -0.030 | 0.000 | 714 | 65 |
650 | Tess Sugnaux | SUI | 0.403 | 0.021 | 0.000 | 0.000 | 835 | 185 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
651 | Macall Harkins | USA | 0.402 | -0.003 | -0.022 | 0.000 | 791 | 140 |
652 | Diana Sumova | CZE | 0.402 | -0.009 | 0.000 | 0.000 | 1104 | 452 |
653 | Ekaterina Yashina | RUS | 0.402 | -0.021 | 0.019 | 0.000 | 509 | -144 |
654 | Lou Brouleau | FRA | 0.402 | -0.001 | -0.004 | 0.000 | 725 | 71 |
655 | Keren Shlomo | ISR | 0.401 | -0.016 | -0.007 | -0.002 | 439 | -216 |
656 | Isabella Holland | AUS | 0.401 | -0.021 | 0.012 | -0.004 | 766 | 110 |
657 | Pei-Chi Lee | TPE | 0.401 | 0.047 | 0.020 | 0.000 | 626 | -31 |
658 | Anja Prislan | SLO | 0.401 | 0.002 | 0.001 | -0.011 | 523 | -135 |
659 | Olga Brozda | POL | 0.401 | -0.030 | 0.007 | 0.000 | 671 | 12 |
660 | Sviatlana Pirazhenka | BLR | 0.401 | -0.024 | 0.007 | 0.000 | 695 | 35 |
661 | Nikola Frankova | CZE | 0.401 | -0.041 | -0.054 | 0.005 | 1027 | 366 |
662 | Julia Wachaczyk | GER | 0.400 | -0.031 | 0.025 | 0.000 | 943 | 281 |
663 | Anne-Liz Jeukeng | USA | 0.399 | -0.006 | -0.018 | 0.000 | 740 | 77 |
664 | Michaela Boev | BEL | 0.399 | 0.012 | 0.018 | 0.000 | 986 | 322 |
665 | Jessica Ginier | FRA | 0.399 | -0.018 | -0.005 | 0.000 | 930 | 265 |
666 | Yumi Miyazaki | JPN | 0.399 | 0.004 | 0.026 | 0.019 | 594 | -72 |
667 | Jasmin Steinherr | GER | 0.398 | -0.001 | 0.012 | 0.000 | 635 | -32 |
668 | Natia Gegia | GEO | 0.398 | 0.020 | 0.010 | 0.000 | 708 | 40 |
669 | Chiaki Okadaue | JPN | 0.397 | 0.003 | 0.045 | -0.009 | 416 | -253 |
670 | Anastasia Kharchenko | UKR | 0.397 | -0.005 | -0.022 | 0.000 | 473 | -197 |
671 | Camila Silva | CHI | 0.397 | -0.011 | 0.018 | 0.000 | 522 | -149 |
672 | Lavinia Tananta | INA | 0.397 | 0.008 | -0.023 | -0.006 | 673 | 1 |
673 | Simona Ionescu | ROU | 0.396 | 0.023 | -0.021 | 0.000 | 807 | 134 |
674 | Alison Bai | AUS | 0.395 | -0.014 | 0.034 | 0.014 | 632 | -42 |
675 | Jasmina Kajtazovic | BIH | 0.395 | -0.030 | -0.001 | 0.000 | 1068 | 393 |
676 | Fiona Gervais | FRA | 0.394 | -0.019 | -0.019 | 0.000 | 1000 | 324 |
677 | Tereza Malikova | CZE | 0.394 | -0.048 | -0.005 | 0.000 | 664 | -13 |
678 | Laetitia Sarrazin | FRA | 0.394 | -0.004 | -0.018 | 0.000 | 535 | -143 |
679 | Yurina Koshino | JPN | 0.393 | 0.015 | 0.017 | -0.004 | 588 | -91 |
680 | Valeriya Strakhova | UKR | 0.393 | 0.034 | -0.008 | 0.000 | 894 | 214 |
681 | Prerna Bhambri | IND | 0.393 | -0.003 | 0.026 | 0.025 | 543 | -138 |
682 | Yuka Higuchi | JPN | 0.393 | -0.005 | 0.029 | -0.009 | 487 | -195 |
683 | Natalia Siedliska | POL | 0.392 | 0.015 | -0.005 | 0.000 | 855 | 172 |
684 | Laura Pigossi | BRA | 0.391 | -0.010 | 0.038 | -0.001 | 574 | -110 |
685 | Maria Sakkari | GRE | 0.391 | -0.016 | 0.023 | 0.000 | 625 | -60 |
686 | Akari Inoue | JPN | 0.390 | 0.000 | -0.011 | 0.009 | 643 | -43 |
687 | Laura Schaeder | GER | 0.390 | -0.015 | -0.017 | 0.000 | 593 | -94 |
688 | Silvia Njiric | CRO | 0.390 | -0.063 | -0.033 | -0.005 | 572 | -116 |
689 | Nadiya Kolb | UKR | 0.389 | 0.002 | -0.023 | 0.000 | 708 | 19 |
690 | Pilar Dominguez-Lopez | ESP | 0.388 | 0.004 | -0.026 | 0.000 | 950 | 260 |
691 | Monique Zuur | NED | 0.388 | -0.017 | 0.000 | 0.000 | 986 | 295 |
692 | Estelle Cascino | FRA | 0.387 | -0.015 | 0.016 | 0.000 | 652 | -40 |
693 | Lea Tholey | FRA | 0.387 | -0.006 | 0.044 | 0.000 | 584 | -109 |
694 | Valeria Podda | NED | 0.387 | 0.001 | 0.020 | 0.000 | 923 | 229 |
695 | Dunja Sunkic | SRB | 0.387 | -0.022 | 0.000 | 0.000 | 997 | 302 |
696 | Arabela Fernandez Rabener | ESP | 0.386 | -0.013 | -0.011 | 0.000 | 986 | 290 |
697 | Julia Valetova | RUS | 0.385 | 0.021 | 0.040 | 0.000 | 673 | -24 |
698 | Dalia Zafirova | BUL | 0.385 | 0.018 | -0.011 | 0.000 | 706 | 8 |
699 | Anamika Bhargava | USA | 0.384 | 0.006 | -0.009 | 0.000 | 820 | 121 |
700 | Margarita Lazareva | RUS | 0.383 | 0.059 | 0.005 | 0.000 | 347 | -353 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
701 | Vanda Lukacs | HUN | 0.383 | -0.014 | -0.014 | 0.000 | 488 | -213 |
702 | Ai Wen Zhu | CHN | 0.382 | -0.005 | -0.022 | 0.000 | 783 | 81 |
703 | Lina Gjorcheska | MKD | 0.382 | 0.013 | 0.000 | 0.000 | 669 | -34 |
704 | Sara Sussarello | ITA | 0.382 | -0.012 | -0.014 | 0.000 | 1000 | 296 |
705 | Nan-Nan Zhang | CHN | 0.382 | -0.009 | -0.007 | 0.000 | 944 | 239 |
706 | Josepha Adam | FRA | 0.381 | -0.026 | 0.022 | 0.000 | 879 | 173 |
707 | Jelena Durisic | SLO | 0.381 | 0.000 | -0.004 | 0.000 | 1066 | 359 |
708 | Vladyslava Zanosiyenko | UKR | 0.381 | 0.033 | -0.010 | 0.000 | 848 | 140 |
709 | Anastasia Vdovenco | MDA | 0.379 | 0.003 | -0.013 | 0.000 | 772 | 63 |
710 | Lisanne Van Riet | NED | 0.379 | 0.001 | 0.008 | 0.000 | 621 | -89 |
711 | Gabriela Talaba | ROU | 0.379 | 0.009 | -0.020 | 0.000 | 854 | 143 |
712 | Anna Smolina | RUS | 0.379 | 0.014 | -0.008 | 0.000 | 1025 | 313 |
713 | Francesca Stephenson | GBR | 0.378 | -0.027 | -0.014 | -0.018 | 830 | 117 |
714 | Angelina Gabueva | RUS | 0.378 | -0.027 | 0.000 | 0.000 | 457 | -257 |
715 | Chinami Ogi | JPN | 0.378 | -0.004 | 0.002 | 0.002 | 553 | -162 |
716 | Kana Daniel | JPN | 0.377 | 0.024 | 0.007 | 0.000 | 821 | 105 |
717 | Chloe Paquet | FRA | 0.376 | 0.004 | 0.010 | 0.000 | 679 | -38 |
718 | Veronika Zavodska | CZE | 0.376 | -0.019 | 0.000 | 0.000 | 1165 | 447 |
719 | Guadalupe Moreno | ARG | 0.376 | -0.017 | 0.008 | 0.000 | 633 | -86 |
720 | Makiho Kozawa | JPN | 0.374 | -0.012 | -0.024 | -0.024 | 745 | 25 |
721 | Alix Collombon | FRA | 0.374 | -0.023 | -0.004 | 0.000 | 787 | 66 |
722 | Ekaterina Tour | ISR | 0.374 | -0.006 | 0.010 | 0.000 | 871 | 149 |
723 | Nicola Slater | GBR | 0.373 | -0.011 | -0.012 | 0.003 | 770 | 47 |
724 | Victoria Bosio | ARG | 0.373 | 0.032 | 0.000 | -0.003 | 510 | -214 |
725 | Yana Sizikova | RUS | 0.373 | 0.013 | 0.021 | 0.000 | 521 | -204 |
726 | Yuka Mori | JPN | 0.372 | -0.009 | 0.024 | -0.017 | 811 | 85 |
727 | Bermet Duvanaeva | KGZ | 0.372 | -0.002 | 0.006 | 0.000 | 617 | -110 |
728 | Alexandra Romanova | RUS | 0.372 | 0.029 | 0.020 | 0.000 | 397 | -331 |
729 | Anastasia Rudakova | RUS | 0.371 | 0.028 | 0.006 | 0.000 | 859 | 130 |
730 | Ju-Eun Kim | KOR | 0.371 | 0.000 | 0.041 | 0.000 | 699 | -31 |
731 | Nuria Parrizas Diaz | ESP | 0.369 | -0.026 | 0.033 | 0.000 | 564 | -167 |
732 | Chihiro Nunome | JPN | 0.368 | -0.009 | 0.009 | 0.015 | 749 | 17 |
733 | Anita Husaric | BIH | 0.368 | -0.018 | 0.026 | 0.000 | 1027 | 294 |
734 | Neda Koprcina | CRO | 0.368 | 0.004 | -0.007 | 0.000 | 835 | 101 |
735 | Chiara Mendo | ITA | 0.365 | 0.013 | 0.019 | 0.000 | 800 | 65 |
736 | Jade Schoelink | NED | 0.365 | 0.018 | 0.000 | 0.000 | 956 | 220 |
737 | Bernice Van De Velde | NED | 0.365 | -0.051 | 0.011 | 0.000 | 792 | 55 |
738 | Stephanie Bengson | AUS | 0.364 | -0.001 | 0.005 | 0.008 | 657 | -81 |
739 | Corina Jaeger | SUI | 0.364 | 0.002 | -0.005 | 0.000 | 785 | 46 |
740 | Steffi Distelmans | BEL | 0.364 | 0.035 | -0.023 | 0.000 | 933 | 193 |
741 | Remi Tezuka | JPN | 0.362 | -0.011 | -0.007 | -0.001 | 1037 | 296 |
742 | Carlotta Orlando | ITA | 0.361 | -0.032 | 0.000 | 0.000 | 1121 | 379 |
743 | Nadezda Gorbachkova | RUS | 0.361 | -0.029 | -0.003 | 0.000 | 761 | 18 |
744 | Ji-Hee Choi | KOR | 0.360 | 0.000 | 0.005 | 0.000 | 843 | 99 |
745 | Zsofia Miko | HUN | 0.360 | -0.011 | -0.024 | 0.000 | N/A | N/A |
746 | Nathalia Rossi | BRA | 0.359 | -0.049 | -0.007 | 0.000 | 496 | -250 |
747 | Julia Stamatova | BUL | 0.359 | -0.022 | 0.000 | 0.000 | 665 | -82 |
748 | Gracia Radovanovic | FRA | 0.359 | -0.007 | -0.018 | 0.000 | 897 | 149 |
749 | Chihiro Takayama | JPN | 0.359 | 0.004 | -0.016 | -0.036 | 886 | 137 |
750 | Natasha Fourouclas | RSA | 0.359 | -0.005 | -0.008 | 0.000 | 831 | 81 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
751 | Carolina Costamagna | ARG | 0.359 | 0.006 | 0.000 | 0.000 | 708 | -43 |
752 | Jia Xiang Lu | CHN | 0.358 | -0.014 | -0.004 | 0.000 | 688 | -64 |
753 | Emi Mutaguchi | JPN | 0.357 | -0.018 | 0.002 | -0.006 | 917 | 164 |
754 | Kim Grajdek | GER | 0.355 | -0.018 | -0.015 | 0.000 | 541 | -213 |
755 | Ofri Lankri | ISR | 0.354 | 0.002 | 0.014 | 0.000 | 794 | 39 |
756 | Jeannine Prentner | AUT | 0.354 | -0.013 | 0.001 | 0.000 | 720 | -36 |
757 | Hulya Esen | TUR | 0.353 | 0.000 | 0.008 | 0.000 | 615 | -142 |
758 | Madeline Bosnjak | GER | 0.353 | -0.013 | -0.005 | 0.000 | N/A | N/A |
759 | Gaelle Rey | SUI | 0.352 | -0.009 | -0.018 | 0.000 | 1000 | 241 |
760 | Gabriela Ce | BRA | 0.351 | 0.048 | 0.019 | 0.000 | 444 | -316 |
761 | Elisabeth Fournier | CAN | 0.351 | -0.012 | 0.005 | 0.000 | 622 | -139 |
762 | Jainy Scheepens | NED | 0.351 | 0.031 | -0.004 | 0.000 | 1104 | 342 |
763 | Martina Spigarelli | ITA | 0.349 | 0.015 | -0.010 | 0.000 | 868 | 105 |
764 | Rio Kitagawa | JPN | 0.347 | 0.013 | -0.010 | 0.000 | 1165 | 401 |
765 | Francesca Palmigiano | ITA | 0.346 | -0.017 | 0.005 | 0.000 | 804 | 39 |
766 | Katie Ruckert | USA | 0.345 | -0.018 | -0.038 | 0.000 | 855 | 89 |
767 | Amandine Cazeaux | FRA | 0.344 | -0.020 | -0.010 | 0.000 | 764 | -3 |
768 | Paulina Milosavljevic | SWE | 0.343 | -0.014 | 0.025 | 0.000 | 1104 | 336 |
769 | Francesca Rescaldani | ARG | 0.343 | -0.001 | 0.000 | 0.000 | 655 | -114 |
770 | Pia Konig | AUT | 0.341 | -0.012 | 0.008 | -0.016 | 844 | 74 |
771 | Carla Forte | BRA | 0.341 | -0.010 | 0.006 | 0.000 | 492 | -279 |
772 | Barbara Luz | POR | 0.341 | 0.028 | 0.001 | 0.000 | 861 | 89 |
773 | Valeria Prosperi | ITA | 0.341 | -0.013 | 0.000 | 0.000 | 1165 | 392 |
774 | Min Liu | CHN | 0.341 | 0.000 | -0.022 | 0.000 | 1037 | 263 |
775 | Diana Marcu | ROU | 0.340 | -0.022 | -0.021 | 0.000 | 1000 | 225 |
776 | Carmen Lopez-Rueda | ESP | 0.340 | 0.022 | 0.000 | 0.000 | 771 | -5 |
777 | Sultan Gonen | TUR | 0.340 | 0.000 | 0.005 | 0.000 | 772 | -5 |
778 | Carolina Prats-Millan | ESP | 0.338 | -0.002 | 0.002 | 0.000 | 774 | -4 |
779 | Alona Fomina | UKR | 0.337 | -0.003 | -0.001 | 0.000 | 1037 | 258 |
780 | Maya Gaverova | RUS | 0.337 | -0.027 | -0.014 | 0.001 | 917 | 137 |
781 | Misa Kinoshita | JPN | 0.337 | -0.005 | -0.011 | 0.018 | 1104 | 323 |
782 | Victoire Mfoumouangana | FRA | 0.337 | -0.016 | -0.020 | 0.000 | N/A | N/A |
783 | Despoina Vogasari | GRE | 0.336 | -0.008 | 0.013 | 0.000 | 661 | -122 |
784 | Kyra Shroff | IND | 0.335 | 0.010 | 0.027 | -0.008 | 470 | -314 |
785 | Seda Arantekin | TUR | 0.335 | 0.017 | -0.012 | 0.000 | 815 | 30 |
786 | Emma Flood | NOR | 0.335 | -0.013 | -0.009 | 0.000 | 1121 | 335 |
787 | Taisiya Zakarlyuk | UKR | 0.335 | -0.014 | 0.010 | 0.000 | 824 | 37 |
788 | Barbara Bonic | SRB | 0.335 | 0.005 | 0.008 | 0.000 | 797 | 9 |
789 | Ankita Raina | IND | 0.334 | -0.011 | 0.017 | -0.009 | 557 | -232 |
790 | Varunya Wongteanchai | THA | 0.334 | 0.001 | 0.043 | 0.011 | 762 | -28 |
791 | Katarina Adamovic | SRB | 0.334 | -0.005 | -0.010 | 0.014 | 1104 | 313 |
792 | Nives Baric | AUS | 0.333 | -0.002 | -0.003 | -0.021 | 721 | -71 |
793 | Daiana Negreanu | ROU | 0.332 | 0.005 | -0.002 | 0.000 | 536 | -257 |
794 | Nadia Abdala | MEX | 0.332 | -0.005 | -0.024 | 0.000 | 680 | -114 |
795 | Luciana Sarmenti | ARG | 0.331 | -0.026 | 0.001 | 0.000 | 675 | -120 |
796 | Katharina Negrin | AUT | 0.331 | -0.037 | -0.019 | 0.000 | N/A | N/A |
797 | Verena Schmid | GER | 0.331 | 0.016 | -0.012 | 0.000 | 796 | -1 |
798 | Karolina Nowak | GER | 0.331 | 0.029 | 0.022 | -0.006 | 554 | -244 |
799 | Sofia Luini | ARG | 0.331 | -0.042 | 0.000 | 0.000 | 591 | -208 |
800 | Nathaly Kurata | BRA | 0.330 | -0.001 | 0.001 | 0.000 | 586 | -214 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
801 | Nicole Clerico | ITA | 0.330 | -0.048 | -0.032 | -0.010 | 696 | -105 |
802 | Eduarda Piai | BRA | 0.329 | 0.044 | -0.018 | 0.000 | 513 | -289 |
803 | Sandra Martinovic | BIH | 0.329 | -0.019 | -0.016 | -0.007 | 1165 | 362 |
804 | Csilla Argyelan | HUN | 0.328 | -0.030 | -0.002 | 0.000 | 956 | 152 |
805 | Abbie Myers | AUS | 0.328 | -0.002 | 0.007 | -0.012 | 736 | -69 |
806 | Beatrice Cedermark | SWE | 0.328 | 0.009 | -0.017 | 0.000 | 645 | -161 |
807 | Cristina Adamescu | ROU | 0.327 | 0.030 | 0.000 | 0.000 | 825 | 18 |
808 | Valeria Osadchenko | SWE | 0.326 | 0.002 | -0.008 | 0.000 | 1068 | 260 |
809 | Anastasia Mukhametova | RUS | 0.325 | -0.016 | -0.027 | 0.000 | 1062 | 253 |
810 | Lisa-Maria Moser | AUT | 0.325 | -0.009 | -0.022 | 0.000 | 1096 | 286 |
811 | Stefania Rubini | N/A | 0.325 | -0.004 | -0.008 | 0.000 | N/A | N/A |
812 | Napatsakorn Sankaew | THA | 0.325 | 0.000 | 0.029 | 0.010 | 956 | 144 |
813 | Agata Baranska | POL | 0.324 | 0.017 | -0.025 | 0.000 | 928 | 115 |
814 | Ionela-Andreea Iova | ROU | 0.324 | 0.008 | -0.018 | 0.000 | 1052 | 238 |
815 | Samira Giger | SUI | 0.324 | -0.024 | -0.009 | 0.000 | 825 | 10 |
816 | Morgane Pons | FRA | 0.324 | -0.057 | -0.016 | -0.006 | 1121 | 305 |
817 | Sherry Li | USA | 0.322 | 0.013 | -0.022 | 0.000 | 986 | 169 |
818 | Ai Koga | JPN | 0.320 | 0.000 | -0.010 | 0.004 | 923 | 105 |
819 | Shu-Ying Hsieh | TPE | 0.320 | 0.000 | 0.000 | -0.020 | 1153 | 334 |
820 | Ashley Keir | AUS | 0.319 | 0.001 | 0.014 | -0.003 | 905 | 85 |
821 | Matilda Hamlin | SWE | 0.317 | 0.004 | -0.003 | 0.000 | 700 | -121 |
822 | Karis Ryan | AUS | 0.316 | 0.020 | -0.005 | 0.000 | 915 | 93 |
823 | Miyu Kato | JPN | 0.315 | -0.021 | -0.030 | -0.005 | 703 | -120 |
824 | Phuong Dai Trang Huynh | VIE | 0.315 | 0.023 | -0.018 | 0.000 | 1052 | 228 |
825 | Rosalia Alda | USA | 0.315 | -0.016 | -0.011 | 0.000 | 1015 | 190 |
826 | Sofia Blanco | ARG | 0.313 | 0.002 | 0.000 | 0.000 | 1000 | 174 |
827 | Julia Moriarty | AUS | 0.313 | -0.012 | -0.006 | -0.009 | 750 | -77 |
828 | Margarida Moura | POR | 0.312 | 0.013 | 0.008 | 0.000 | 971 | 143 |
829 | Yumi Nakano | JPN | 0.312 | -0.008 | -0.020 | 0.009 | 879 | 50 |
830 | Gabriela Porubin | N/A | 0.310 | 0.030 | 0.000 | 0.000 | N/A | N/A |
831 | Eveliina Virtanen | SWE | 0.310 | -0.016 | -0.003 | 0.000 | 1153 | 322 |
832 | Josephine Boualem | ESP | 0.310 | 0.013 | 0.010 | 0.000 | 875 | 43 |
833 | Giulia Bruzzone | ITA | 0.309 | 0.016 | -0.025 | -0.002 | 1104 | 271 |
834 | Kamila Kerimbayeva | KAZ | 0.309 | 0.011 | -0.008 | 0.000 | 705 | -129 |
835 | Ekaterina Pushkareva | RUS | 0.309 | -0.002 | 0.002 | 0.000 | 735 | -100 |
836 | Catherine Chantraine | BEL | 0.308 | -0.015 | -0.027 | 0.000 | 786 | -50 |
837 | India Maggen | N/A | 0.308 | 0.003 | 0.000 | 0.000 | N/A | N/A |
838 | Vaszilisza Bulgakova | HUN | 0.307 | -0.031 | -0.025 | 0.000 | 1153 | 315 |
839 | Tyra Calderwood | AUS | 0.307 | 0.023 | -0.016 | -0.010 | 803 | -36 |
840 | Boyan Wang | CHN | 0.306 | 0.000 | -0.008 | -0.004 | 1027 | 187 |
841 | Louise Brunskog | SWE | 0.305 | -0.001 | 0.012 | 0.000 | 1062 | 221 |
842 | Paula Mocete-Talamantes | ESP | 0.302 | -0.022 | -0.024 | 0.000 | 997 | 155 |
843 | Elena Bertoia | N/A | 0.301 | -0.017 | 0.006 | 0.000 | N/A | N/A |
844 | Lorenza Stefanelli | N/A | 0.300 | -0.035 | -0.013 | 0.000 | N/A | N/A |
845 | Tereza Hejlova | N/A | 0.298 | -0.008 | 0.000 | 0.000 | N/A | N/A |
846 | Elizabeta Bauer | SRB | 0.298 | -0.011 | 0.000 | 0.000 | 1165 | 319 |
847 | Louise Boinay | N/A | 0.298 | -0.013 | -0.014 | 0.000 | N/A | N/A |
848 | Alina Wessel | GER | 0.297 | -0.013 | -0.006 | 0.000 | 793 | -55 |
849 | Alexandra Nancarrow | AUS | 0.296 | 0.005 | 0.005 | 0.000 | 890 | 41 |
850 | Sabrina Baumgarten | N/A | 0.296 | -0.006 | -0.013 | 0.000 | N/A | N/A |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
851 | Amanda Rodgers | USA | 0.294 | -0.009 | 0.013 | 0.000 | 1068 | 217 |
852 | Diana Stomlega | ROU | 0.294 | -0.037 | 0.022 | 0.000 | 917 | 65 |
853 | Stephanie Scimone | ITA | 0.294 | -0.015 | -0.016 | 0.014 | 741 | -112 |
854 | Hae-Sung Kim | KOR | 0.293 | 0.023 | 0.016 | -0.019 | 947 | 93 |
855 | Zalina Khairudinova | KAZ | 0.293 | -0.014 | -0.006 | 0.000 | 691 | -164 |
856 | Elena Cerezo Codina | ESP | 0.291 | 0.014 | 0.043 | 0.000 | 1009 | 153 |
857 | Agni Stefanou | GRE | 0.290 | 0.001 | -0.009 | 0.000 | 923 | 66 |
858 | Ghislaine Van Baal | N/A | 0.290 | -0.003 | -0.022 | 0.000 | N/A | N/A |
859 | Stefanie Stemmer | GER | 0.290 | 0.004 | -0.012 | 0.000 | 1121 | 262 |
860 | Darya Shulzhanok | BLR | 0.290 | 0.011 | 0.007 | 0.000 | 1068 | 208 |
861 | Jessica Lawrence | USA | 0.289 | -0.004 | 0.020 | 0.000 | 768 | -93 |
862 | Yukako Noi | N/A | 0.288 | -0.007 | 0.002 | -0.003 | N/A | N/A |
863 | Malou Ejdesgaard | N/A | 0.288 | -0.020 | -0.027 | 0.003 | N/A | N/A |
864 | Oceane Adam | FRA | 0.287 | -0.030 | 0.015 | 0.000 | 910 | 46 |
865 | Jaimy-Gayle Van De Wal | N/A | 0.287 | -0.006 | -0.013 | 0.000 | N/A | N/A |
866 | Aleksandra Trifunovic | SWE | 0.286 | 0.024 | 0.018 | 0.000 | 986 | 120 |
867 | Dunja Stamenkovic | N/A | 0.285 | -0.030 | 0.000 | 0.000 | N/A | N/A |
868 | Hirono Watanabe | JPN | 0.284 | -0.017 | -0.003 | -0.008 | 1121 | 253 |
869 | Daria Afanasyeva | RUS | 0.283 | -0.012 | 0.000 | 0.000 | 1121 | 252 |
870 | Kelly Versteeg | N/A | 0.283 | -0.002 | 0.000 | 0.000 | N/A | N/A |
871 | Anaeve Pain | FRA | 0.283 | -0.004 | -0.020 | 0.000 | 1165 | 294 |
872 | Nicole Robinson | USA | 0.282 | 0.020 | 0.012 | 0.000 | 840 | -32 |
873 | Isabella Robbiani | PAR | 0.282 | -0.028 | 0.028 | 0.000 | 595 | -278 |
874 | Agustina Serio | ARG | 0.282 | -0.018 | 0.000 | 0.000 | 1027 | 153 |
875 | Sabrina Bamburac | GBR | 0.282 | 0.008 | 0.006 | -0.001 | 829 | -46 |
876 | Katherine Miranda Chang | PER | 0.281 | -0.018 | 0.000 | 0.000 | 986 | 110 |
877 | Radina Dimitrova | BUL | 0.280 | 0.027 | -0.007 | 0.000 | 899 | 22 |
878 | Danijela Tomic | SRB | 0.280 | 0.004 | -0.010 | 0.000 | 1009 | 131 |
879 | Ella Leivo | FIN | 0.276 | -0.008 | -0.003 | 0.000 | 1121 | 242 |
880 | Martina Caciotti | ITA | 0.276 | -0.005 | -0.020 | -0.003 | 967 | 87 |
881 | Carolina Betancourt | MEX | 0.275 | -0.003 | 0.031 | -0.005 | 1015 | 134 |
882 | Johanna Hyoty | FIN | 0.273 | -0.009 | 0.018 | 0.000 | 892 | 10 |
883 | Ashley Murdock | USA | 0.270 | -0.013 | 0.003 | 0.000 | 1015 | 132 |
884 | Gabriela Coglitore | VEN | 0.269 | -0.008 | -0.008 | 0.000 | 814 | -70 |
885 | Michaela Frlicka | GER | 0.268 | -0.021 | -0.001 | 0.000 | 781 | -104 |
886 | Linda Mair | ITA | 0.267 | -0.009 | -0.010 | 0.000 | 712 | -174 |
887 | Giulia Gasparri | N/A | 0.266 | -0.035 | -0.007 | 0.004 | N/A | N/A |
888 | Busra Kayrun | TUR | 0.265 | -0.006 | -0.014 | 0.000 | 1096 | 208 |
889 | Giulia Pasini | N/A | 0.265 | -0.005 | -0.013 | 0.000 | N/A | N/A |
890 | Tatiana Carpio | N/A | 0.261 | -0.014 | 0.000 | 0.000 | N/A | N/A |
891 | Costanza Mecchi | ITA | 0.259 | -0.016 | -0.003 | 0.000 | 1165 | 274 |
892 | Nikola Horakova | CZE | 0.259 | 0.001 | 0.015 | 0.000 | 1165 | 273 |
893 | Tea Faber | CRO | 0.259 | -0.012 | 0.012 | 0.000 | 1052 | 159 |
894 | Alexandra Grinchishina | KAZ | 0.258 | 0.016 | -0.001 | 0.000 | 1015 | 121 |
895 | Khristina Kazimova | N/A | 0.257 | -0.017 | -0.003 | -0.003 | N/A | N/A |
896 | Nidhi Chilumula | IND | 0.257 | -0.004 | 0.024 | 0.021 | 677 | -219 |
897 | Yoshimi Kawasaki | JPN | 0.257 | 0.001 | -0.007 | -0.010 | 1153 | 256 |
898 | Diana Isaeva | RUS | 0.255 | -0.016 | 0.007 | 0.000 | 903 | 5 |
899 | Guadalupe Perez Rojas | ARG | 0.254 | -0.006 | 0.000 | 0.000 | 915 | 16 |
900 | Aida Martinez Sanjuan | ESP | 0.252 | -0.012 | -0.009 | 0.000 | 1165 | 265 |
Surface Factors | ||||||||
Rank | Player | Nation | Base Rank | Clay | Hard | Grass | WTA Rank | Diff |
901 | Laura Deigman | GBR | 0.252 | -0.009 | -0.005 | -0.003 | 1015 | 114 |
902 | Sandra Gonzalez-Salas | N/A | 0.252 | -0.003 | -0.011 | 0.000 | N/A | N/A |
903 | Stefania Fadabini | N/A | 0.252 | -0.036 | 0.024 | 0.000 | N/A | N/A |
904 | Evgeniya Svintsova | RUS | 0.251 | -0.017 | 0.007 | 0.000 | 879 | -25 |
905 | Jil Nora Engelmann | N/A | 0.251 | -0.012 | 0.009 | 0.000 | N/A | N/A |
906 | Olga Parres Azcoitia | ESP | 0.250 | -0.007 | -0.003 | 0.000 | 1000 | 94 |
907 | Elena Burrone | N/A | 0.250 | 0.003 | 0.000 | 0.000 | N/A | N/A |
908 | Varvara Kuznetsova | RUS | 0.250 | -0.009 | -0.010 | 0.000 | 1052 | 144 |
909 | Ainhoa Atucha Gomez | ESP | 0.249 | -0.011 | -0.007 | 0.000 | 1052 | 143 |
910 | Alessia Camplone | N/A | 0.248 | -0.002 | -0.008 | 0.000 | N/A | N/A |
911 | Yasmine Guimaraes | BRA | 0.246 | -0.004 | -0.005 | 0.000 | 739 | -172 |
912 | Martina Pradova | CZE | 0.246 | -0.017 | 0.000 | 0.000 | 1121 | 209 |
913 | Milena Zubkov | TUR | 0.246 | -0.010 | -0.008 | 0.000 | 1096 | 183 |
914 | Dagmara Baskova | N/A | 0.245 | 0.010 | 0.000 | 0.000 | N/A | N/A |
915 | Noelia Zeballos | BOL | 0.245 | 0.014 | 0.001 | 0.000 | 1121 | 206 |
916 | Yelena Nemchen | KAZ | 0.245 | 0.002 | 0.011 | 0.000 | 966 | 50 |
917 | Flavia Guimaraes Bueno | BRA | 0.243 | 0.005 | 0.001 | 0.000 | 763 | -154 |
918 | Lutfiye Esen | N/A | 0.242 | 0.007 | -0.009 | 0.000 | N/A | N/A |
919 | Liz Tatiane Koehler Bogarin | BRA | 0.240 | -0.007 | 0.004 | 0.000 | 917 | -2 |
920 | Stefana Andrei | N/A | 0.239 | -0.011 | 0.013 | 0.000 | N/A | N/A |
921 | Andjela Novcic | SRB | 0.239 | -0.014 | -0.020 | 0.000 | 1068 | 147 |
922 | Beatriz Maria Martins Cecato | N/A | 0.237 | -0.012 | -0.026 | 0.000 | N/A | N/A |
923 | Julie Tringa | FRA | 0.235 | -0.004 | -0.004 | 0.000 | 1121 | 198 |
924 | Maria-Jesus Ibanez-Galindo | N/A | 0.234 | -0.011 | -0.007 | 0.000 | N/A | N/A |
925 | Melina Ferrero | ARG | 0.233 | -0.014 | 0.013 | 0.000 | 1121 | 196 |
926 | Simone Kalhorn | USA | 0.233 | -0.006 | -0.001 | 0.000 | 1024 | 98 |
927 | Oleksandra Piskun | N/A | 0.233 | -0.016 | -0.002 | 0.000 | N/A | N/A |
928 | Beatriz Morales Hernandez | N/A | 0.230 | -0.001 | -0.015 | 0.000 | N/A | N/A |
929 | Karina Venditti | BRA | 0.227 | -0.036 | -0.001 | 0.000 | 855 | -74 |
930 | Jazmin Britos | PAR | 0.225 | 0.007 | 0.000 | 0.000 | 1000 | 70 |
931 | Raquel Piltcher | BRA | 0.224 | 0.021 | -0.005 | 0.000 | 1015 | 84 |
932 | Veronica Saucedo | N/A | 0.222 | -0.017 | 0.004 | 0.000 | N/A | N/A |
933 | Ingrid Vargas Calvo | N/A | 0.221 | -0.010 | -0.003 | 0.000 | N/A | N/A |
934 | Barbara Montiel | ARG | 0.221 | 0.001 | 0.000 | 0.000 | 1009 | 75 |
935 | Kerstin Peckl | N/A | 0.221 | 0.028 | -0.008 | 0.000 | N/A | N/A |
936 | Alina Mikheeva | RUS | 0.213 | -0.018 | -0.006 | 0.000 | 956 | 20 |
937 | Dariya Berezhnaya | KAZ | 0.208 | 0.005 | -0.014 | 0.000 | 1121 | 184 |
938 | Ani Vangelova | BUL | 0.207 | 0.001 | -0.005 | 0.000 | 1104 | 166 |
939 | Jasmin Ladurner | N/A | 0.205 | -0.007 | -0.021 | 0.000 | N/A | N/A |
940 | Ekaterina Tsiklauri | N/A | 0.203 | 0.001 | 0.002 | 0.000 | N/A | N/A |
941 | Stamatia Fafaliou | GRE | 0.201 | 0.000 | -0.003 | 0.000 | 897 | -44 |
942 | Anette Munozova | SWE | 0.199 | 0.016 | -0.001 | 0.000 | 1121 | 179 |
943 | Mary-Ann Balint | N/A | 0.198 | 0.038 | -0.021 | -0.001 | N/A | N/A |
944 | Flavia Dechandt Araujo | BRA | 0.197 | 0.017 | -0.002 | 0.000 | 1068 | 124 |
945 | Anna Velica | N/A | 0.195 | -0.004 | -0.013 | 0.000 | N/A | N/A |
946 | Marcela Bueno | N/A | 0.192 | -0.023 | -0.004 | 0.000 | N/A | N/A |
947 | Paula Feitosa | BRA | 0.190 | 0.000 | -0.018 | 0.000 | 902 | -45 |
948 | Ivette Lopez | N/A | 0.174 | -0.015 | -0.002 | 0.000 | N/A | N/A |
949 | Aselya Arginbayeva | N/A | 0.170 | -0.017 | -0.007 | 0.000 | N/A | N/A |