Tennis EdgeBoard - 2026-08-11

Kalshi KXATPMATCH 4m · 2064rKalshi KXWTAMATCH 4m · 2096rKalshi KXFRENCHOPEN 4mKalshi KXFOPENMENSINGLE 4mKalshi KXATPGRANDSLAM 4m · 14rKalshi KXUSOPEN 4mKalshi KXATPSETWINNER 4m · 4718rKalshi KXATPTOTALSETS 4mKalshi KXATPSETSWEEP 4m · 2rKalshi KXATPGAMESPREAD 4mKalshi KXATPEXACTMATCH 4m · 4624rKalshi KXWTADOUBLES 4m · 350rKalshi KXATP1RANK 4m · 16relo last computed 50d · 20430rrankings last pulled 56d · 11348rrankings atp latest date 64drankings wta latest date 64dmirror atp schedule 3mh2h last computed 86dh2h n pairs missinglast player db run missingresults last_run missingpp_edges CSV 2mkalshi edges JSON 2mpaper trades PP 0mpaper trades Kalshi 0mdaily payload 0mPP movement 0mPP calibration 0m

Matches today

scheduled

ELITE edges

across Kalshi + PP

STRONG edges

tier 2

MED edges

tier 3

Paper locks

Kalshi + PP

Real Money YTD

-$10.00

paper-gate restored

Qualifying skipped

filtered out today

Last refresh

13:16

2026-08-11 UTC

🏆 Best Bet (main-draw)

No main-draw Kalshi pick survived qualifying filter today.

🎯 Safest (P ≥ 65%)

Coco Gauff

Coco Gauff vs Belinda Bencic · Quarterfinal hard · LOW

62%

Heavy main-draw favorite · SKIP

Edge +0.1pp
Ask 62¢

💎 Biggest Payout (ELITE)

No ELITE main-draw longshot today.

[ ]

No matches loaded.
Run python mirror_atp_schedule.py to refresh.

#	Match	Our pick	Our P	Mkt P	Ask	Edge	Tier	Decision	Vol 24h	Surface	Round	EV/$
1	Coleman Wong vs Seongchan Hong Qual	Seongchan Hong⏳ RTRN	47.3%	18.0%	18¢	+29.3pp	LOW	PAPER	12292	hard	Qualification Round 1	+0.293
2	Alina Korneeva vs Varvara Lepchenko Qual	Varvara Lepchenko	45.0%	16.0%	16¢	+29.0pp	LOW	PAPER	2904	hard	Qualification Round 1	+0.290
3	Michael Zheng vs Moez Echargui Qual	Moez Echargui🧊 COLD	41.4%	14.0%	14¢	+27.4pp	LOW	PAPER	2112	hard	Qualification Round 1	+0.274
4	Robin Montgomery vs Julia Grabher Qual	Julia Grabher	49.4%	24.0%	24¢	+25.4pp	LOW	PAPER	12773	hard	Qualification Round 1	+0.254
5	Hugo Dellien vs Sho Shimabukuro Qual	Hugo Dellien⏳ RTRN	45.0%	20.0%	20¢	+25.0pp	LOW	PAPER	13344	hard	Qualification Round 1	+0.250
6	Vignesh Gogineni vs Otto Virtanen Qual	Vignesh Gogineni	42.8%	20.0%	20¢	+22.8pp	LOW	PAPER	36494	hard	Qualification Round 1	+0.228
7	Solana Sierra vs Aoi Ito Qual	Aoi Ito	49.4%	27.0%	27¢	+22.4pp	LOW	PAPER	2269	hard	Qualification Round 1	+0.224
8	Martin Damm Jr vs Stefanos Sakellaridis Qual	Stefanos Sakellaridis🟨 WARM	49.4%	27.0%	27¢	+22.4pp	LOW	PAPER	1721	hard	Qualification Round 1	+0.224
9	Francesco Maestrelli vs Yunchaokete Bu Qual	Francesco Maestrelli	45.0%	24.0%	24¢	+21.0pp	LOW	PAPER	3151	hard	Qualification Round 1	+0.210
10	Nicolas Mejia vs Jacob Fearnley Qual	Nicolas Mejia	45.0%	25.0%	25¢	+20.0pp	LOW	PAPER	6917	hard	Qualification Round 1	+0.200
11	Luca Van Assche vs Gustavo Heide Qual	Gustavo Heide⏳ RTRN	45.0%	26.0%	26¢	+19.0pp	LOW	PAPER	3999	hard	Qualification Round 1	+0.190
12	Katarzyna Kawa vs Eva Lys Qual	Katarzyna Kawa🟨 WARM	49.4%	31.0%	31¢	+18.4pp	LOW	PAPER	483	hard	Qualification Round 1	+0.184
13	Lilli Tagger vs Lin Zhu Qual	Lin Zhu	45.0%	29.0%	29¢	+16.0pp	LOW	PAPER	10969	hard	Qualification Round 1	+0.160
14	Mary Stoiana vs Veronika Erjavec Qual	Veronika Erjavec🟨 WARM	47.4%	32.0%	32¢	+15.4pp	LOW	PAPER	4744	hard	Qualification Round 1	+0.154
15	Kyrian Jacquet vs Billy Harris Qual	Billy Harris	45.0%	30.0%	30¢	+15.0pp	LOW	PAPER	2239	hard	Qualification Round 1	+0.150
16	Hanne Vandewinkel vs Akasha Urhobo Qual	Akasha Urhobo🟨 WARM	42.8%	28.0%	28¢	+14.8pp	LOW	PAPER	2518	hard	Qualification Round 1	+0.148
17	Nadia Podoroska vs Ella Seidel Qual	Nadia Podoroska🔥 HOT	51.8%	37.0%	37¢	+14.8pp	LOW	PAPER	136	hard	Qualification Round 1	+0.148
18	Leolia Jeanjean vs Himeno Sakatsume Qual	Himeno Sakatsume	50.1%	38.0%	38¢	+12.1pp	LOW	PAPER	838	hard	Qualification Round 1	+0.121
19	Rebecca Sramkova vs Elsa Jacquemot Qual	Elsa Jacquemot🧊 COLD	45.1%	34.0%	34¢	+11.2pp	LOW	PAPER	1367	hard	Qualification Round 1	+0.111
20	Benjamin Bonzi vs Dusan Lajovic Qual	Dusan Lajovic	45.0%	34.0%	34¢	+11.0pp	LOW	PAPER	3908	hard	Qualification Round 1	+0.110
21	Marcos Giron vs Henrique Rocha Qual	Henrique Rocha🟨 WARM	45.0%	34.0%	34¢	+11.0pp	LOW	PAPER	2313	hard	Qualification Round 1	+0.110
22	Jaime Faria vs Nikoloz Basilashvili Qual	Nikoloz Basilashvili	45.0%	34.0%	34¢	+11.0pp	LOW	PAPER	2185	hard	Qualification Round 1	+0.110
23	Francisco Comesana vs Kei Nishikori Qual	Kei Nishikori🟨 WARM	58.6%	48.0%	48¢	+10.6pp	LOW	PAPER	4078	hard	Qualification Round 1	+0.106
24	Victoria Jimenez Kasintseva vs Mananchaya Sawangkaew Qual	Victoria Jimenez Kasintseva🟨 WARM	45.0%	35.0%	35¢	+10.0pp	LOW	PAPER	674	hard	Qualification Round 1	+0.100
25	Elena Rybakina vs Naomi Osaka	Elena Rybakina🟨 WARM	60.4%	51.0%	51¢	+9.4pp	LOW	PAPER	19247	hard	Quarterfinal	+0.094
26	Anastasia Zakharova vs Lucrezia Stefanini Qual	Lucrezia Stefanini🧊 COLD	41.4%	32.0%	32¢	+9.4pp	LOW	PAPER	982	hard	Qualification Round 1	+0.094
27	Mackenzie McDonald vs Yibing Wu Qual	Mackenzie McDonald	45.0%	36.0%	36¢	+9.0pp	LOW	PAPER	19811	hard	Qualification Round 1	+0.090
28	Lanlana Tararudee vs Emerson Jones Qual	Emerson Jones🟨 WARM	45.0%	36.0%	36¢	+9.0pp	LOW	PAPER	4732	hard	Qualification Round 1	+0.090
29	Claire Liu vs Polina Iatcenko Qual	Polina Iatcenko	45.0%	36.0%	36¢	+9.0pp	LOW	PAPER	421	hard	Qualification Round 1	+0.090
30	Alina Charaeva vs Rebecca Marino Qual	Rebecca Marino⏳ RTRN	42.8%	34.0%	34¢	+8.8pp	LOW	PAPER	344	hard	Qualification Round 1	+0.088
31	Brandon Nakashima vs Luciano Darderi	Luciano Darderi	40.8%	32.0%	32¢	+8.8pp	LOW	PAPER	355711	hard	Quarterfinal	+0.088
32	Ben Shelton vs Jakub Mensik	Jakub Mensik🟨 WARM	51.5%	43.0%	43¢	+8.5pp	LOW	PAPER	330033	hard	Quarterfinal	+0.085
33	Alexei Popyrin vs Titouan Droguet Qual	Titouan Droguet🟨 WARM	54.1%	46.0%	46¢	+8.1pp	LOW	PAPER	1795	hard	Qualification Round 1	+0.081
34	Carol Young Suh Lee vs Polina Kudermetova Qual	Polina Kudermetova🟨 WARM	53.7%	46.0%	46¢	+7.7pp	LOW	PAPER	673	hard	Qualification Round 1	+0.077
35	Kayla Day vs Taylah Preston Qual	Taylah Preston🟨 WARM	54.7%	47.0%	47¢	+7.7pp	LOW	PAPER	7150	hard	Qualification Round 1	+0.077
36	Rafael Jodar vs Arthur Fils	Arthur Fils🟨 WARM	51.4%	44.0%	44¢	+7.4pp	LOW	PAPER	1825753	hard	Quarterfinal	+0.074
37	Aleksandar Vukic vs Darwin Blanch Qual	Darwin Blanch	49.4%	42.0%	42¢	+7.4pp	LOW	PAPER	13710	hard	Qualification Round 1	+0.074
38	Quentin Halys vs Soonwoo Kwon Qual	Soonwoo Kwon🟨 WARM	50.2%	43.0%	43¢	+7.2pp	LOW	PAPER	5014	hard	Qualification Round 1	+0.072
39	Harriet Dart vs Moyuka Uchijima Qual	Harriet Dart🟨 WARM	48.1%	41.0%	41¢	+7.1pp	LOW	PAPER	2003	hard	Qualification Round 1	+0.071
40	Anna Blinkova vs Dominika Salkova Qual	Dominika Salkova🔥 HOT	53.2%	48.0%	48¢	+5.2pp	LOW	PAPER	13832	hard	Qualification Round 1	+0.052
41	Trevor Svajda vs Giovanni Mpetshi Perricard Qual	Trevor Svajda⏳ RTRN	45.0%	40.0%	40¢	+5.0pp	LOW	PAPER	6191	hard	Qualification Round 1	+0.050
42	Learner Tien vs Daniel Merida	Daniel Merida	39.9%	35.0%	35¢	+4.9pp	LOW	PAPER	26826	hard	Quarterfinal	+0.049
43	Bianca Andreescu vs Xiyu Wang Qual	Bianca Andreescu	48.0%	44.0%	44¢	+4.0pp	LOW	PAPER	1069	hard	Qualification Round 1	+0.040
44	Christopher O'Connell vs Dane Sweeny Qual	Dane Sweeny🧊 COLD	41.4%	38.0%	38¢	+3.4pp	LOW	PAPER	3109	hard	Qualification Round 1	+0.034
45	Aliaksandra Sasnovich vs Emiliana Arango Qual	Emiliana Arango🧊 COLD	41.4%	38.0%	38¢	+3.4pp	LOW	PAPER	486	hard	Qualification Round 1	+0.034
46	Pablo Llamas Ruiz vs Aleksandr Shevchenko Qual	Aleksandr Shevchenko	54.6%	52.0%	52¢	+2.6pp	LOW	PAPER	23101	hard	Qualification Round 1	+0.026
47	Jeffrey John Wolf vs Toby Samuel Qual	Toby Samuel🟨 WARM	58.6%	57.0%	57¢	+1.6pp	LOW	SKIP	6654	hard	Qualification Round 1	+0.016
48	Marco Trungelliti vs Sebastian Ofner Qual	Sebastian Ofner🔥 HOT	57.2%	58.0%	58¢	-0.8pp	LOW	SKIP	1941	hard	Qualification Round 1	-0.008
49	Dalibor Svrcina vs Mark Lajal Qual	Dalibor Svrcina	52.5%	53.0%	53¢	-0.5pp	LOW	SKIP	18690	hard	Qualification Round 1	-0.005
50	Nicolai Budkov Kjaer vs Hugo Gaston Qual	Hugo Gaston🟨 WARM	54.5%	55.0%	55¢	-0.5pp	LOW	SKIP	4151	hard	Qualification Round 1	-0.005
51	Coco Gauff vs Belinda Bencic	Coco Gauff🟨 WARM	62.1%	62.0%	62¢	+0.1pp	LOW	SKIP	53768	hard	Quarterfinal	+0.001
52	Renata Zarazua vs Yue Yuan Qual	Renata Zarazua🧊 COLD	55.0%	55.0%	55¢	+0.0pp	LOW	SKIP	10592	hard	Qualification Round 1	+0.000
53	Marina Bassols Ribera vs Sinja Kraus Qual	Marina Bassols Ribera🟨 WARM	45.0%	45.0%	45¢	+0.0pp	LOW	SKIP	1069	hard	Qualification Round 1	+0.000
54	Elizabeth Mandlik vs Oksana Selekhmeteva Qual	Elizabeth Mandlik	45.0%	45.0%	45¢	+0.0pp	LOW	SKIP	563	hard	Qualification Round 1	+0.000

#	Player	Stat	PP line	Our proj	Edge %	Side	Tier	Opp	Surface	Demon	Payout
1	Julia Grabher	Double Faults	5.5	0.00	+100.0%	LESS	LOW	Robin Montgomery	clay	—	1.0x
2	Robin Montgomery🧊 COLD	Double Faults	4.5	0.00	+100.0%	LESS	LOW	Julia Grabher	clay	—	1.0x
3	Taylah Preston🟨 WARM	Double Faults	4.5	0.00	+100.0%	LESS	LOW	Kayla Day	clay	—	1.0x
4	Kayla Day🟨 WARM	Double Faults	3.5	0.00	+100.0%	LESS	LOW	Taylah Preston	clay	—	1.0x
5	Claire Liu🟨 WARM	Double Faults	3.0	0.00	+100.0%	LESS	LOW	Polina Iatcenko	clay	—	1.0x
6	Hanne Vandewinkel🧊 COLD	Double Faults	4.5	0.00	+100.0%	LESS	LOW	Akasha Urhobo	clay	—	1.0x
7	Akasha Urhobo🟨 WARM	Double Faults	3.5	0.00	+100.0%	LESS	LOW	Hanne Vandewinkel	clay	—	1.0x
8	Katarzyna Kawa🔥 HOT	Double Faults	4.5	0.00	+100.0%	LESS	LOW	Eva Lys	clay	—	1.0x
9	Eva Lys🧊 COLD	Double Faults	3.5	0.00	+100.0%	LESS	LOW	Katarzyna Kawa	clay	—	1.0x
10	Ella Seidel🧊 COLD	Double Faults	4.5	0.00	+100.0%	LESS	LOW	Nadia Podoroska	clay	—	1.0x
11	Aliaksandra Sasnovich	Double Faults	3.5	0.00	+100.0%	LESS	LOW	Emiliana Arango	clay	—	1.0x
12	Bianca Andreescu	Double Faults	3.5	0.00	+100.0%	LESS	LOW	Xiyu Wang	clay	—	1.0x
13	Naomi Osaka🟨 WARM	Aces	7.5	2.90	+61.3%	LESS	LOW	Elena Rybakina	clay	—	0.5x
14	Elina Svitolina	Break Points Won	3.5	4.98	+42.2%	MORE	LOW	Iga Swiatek	clay	—	1.0x
15	Brandon Nakashima	Aces	10.0	6.11	+38.9%	LESS	LOW	Luciano Darderi	clay	—	0.5x
16	Coco Gauff🟨 WARM	Aces	4.5	2.81	+37.6%	LESS	LOW	Belinda Bencic	clay	—	0.5x
17	Varvara Lepchenko	Total Games Won	7.5	10.05	+34.0%	MORE	LOW	Alina Korneeva	clay	—	1.0x
18	Hugo Dellien⏳ RTRN	Total Games Won	8.5	10.95	+28.8%	MORE	LOW	Sho Shimabukuro	clay	—	1.0x
19	Michael Zheng⏳ RTRN	Total Games	20.0	25.42	+27.1%	MORE	LOW	Moez Echargui	clay	—	0.5x
20	Jakub Mensik🟨 WARM	Aces	8.5	6.43	+24.4%	LESS	LOW	Ben Shelton	clay	—	0.5x
21	Otto Virtanen🧊 COLD	Total Games	20.5	25.19	+22.9%	MORE	LOW	Vignesh Gogineni	clay	—	0.5x
22	Vignesh Gogineni	Total Games Won	8.5	10.39	+22.2%	MORE	LOW	Otto Virtanen	clay	—	1.0x
23	Naomi Osaka🟨 WARM	Total Games Won	12.5	9.75	+22.0%	LESS	LOW	Elena Rybakina	clay	—	0.5x
24	Alina Korneeva🧊 COLD	Total Games	19.5	23.77	+21.9%	MORE	LOW	Varvara Lepchenko	clay	—	0.5x
25	Brandon Nakashima	Break Points Won	2.5	3.03	+21.2%	MORE	LOW	Luciano Darderi	clay	—	1.0x
26	Belinda Bencic🟨 WARM	Break Points Won	3.5	4.22	+20.5%	MORE	LOW	Coco Gauff	clay	—	1.0x
27	Francisco Comesana🧊 COLD	Total Games Won	12.5	10.03	+19.8%	LESS	LOW	Kei Nishikori	clay	—	1.0x
28	Trevor Svajda⏳ RTRN	Total Games Won	12.5	10.05	+19.6%	LESS	LOW	Giovanni Mpetshi Perricard	clay	—	1.0x
29	Sho Shimabukuro	Total Games Won	12.5	10.05	+19.6%	LESS	LOW	Hugo Dellien	clay	—	1.0x
30	Darwin Blanch🟨 WARM	Total Games Won	12.5	10.05	+19.6%	LESS	LOW	Aleksandar Vukic	clay	—	1.0x
31	Otto Virtanen🧊 COLD	Total Games Won	12.5	10.08	+19.3%	LESS	LOW	Vignesh Gogineni	clay	—	1.0x
32	Coco Gauff🟨 WARM	Break Points Won	4.5	5.36	+19.1%	MORE	LOW	Belinda Bencic	clay	—	1.0x
33	Anastasia Zakharova🧊 COLD	Total Games	20.5	24.38	+18.9%	MORE	LOW	Lucrezia Stefanini	clay	—	0.5x
34	Mananchaya Sawangkaew🟨 WARM	Total Games	20.5	24.23	+18.2%	MORE	LOW	Victoria Jimenez Kasintseva	clay	—	0.5x
35	Hanne Vandewinkel🧊 COLD	Total Games Won	12.5	10.24	+18.1%	LESS	LOW	Akasha Urhobo	clay	—	1.0x
36	Eva Lys🧊 COLD	Total Games	20.0	23.54	+17.7%	MORE	LOW	Katarzyna Kawa	clay	—	0.5x
37	Marco Trungelliti	Total Games Won	12.5	10.32	+17.4%	LESS	LOW	Sebastian Ofner	clay	—	1.0x
38	Elina Svitolina	Aces	2.5	2.93	+17.1%	MORE	LOW	Iga Swiatek	clay	—	0.5x
39	Victoria Jimenez Kasintseva🧊 COLD	Total Games Won	11.5	9.55	+17.0%	LESS	LOW	Mananchaya Sawangkaew	clay	—	1.0x
40	Elsa Jacquemot🧊 COLD	Total Games Won	11.5	9.55	+17.0%	LESS	LOW	Rebecca Sramkova	clay	—	1.0x
41	Robin Montgomery🧊 COLD	Total Games Won	12.5	10.40	+16.8%	LESS	LOW	Julia Grabher	clay	—	1.0x
42	Kei Nishikori	Total Games Won	12.5	10.44	+16.5%	LESS	LOW	Francisco Comesana	clay	—	1.0x
43	Titouan Droguet🟨 WARM	Total Games Won	12.5	10.47	+16.3%	LESS	LOW	Alexei Popyrin	clay	—	1.0x
44	Mary Stoiana🟨 WARM	Total Games	20.5	23.83	+16.2%	MORE	LOW	Veronika Erjavec	clay	—	0.5x
45	Rafael Jodar🟨 WARM	Total Games Won	12.5	10.48	+16.1%	LESS	LOW	Arthur Fils	clay	—	0.5x
46	Emerson Jones🟨 WARM	Total Games Won	11.5	9.68	+15.8%	LESS	LOW	Lanlana Tararudee	clay	—	1.0x
47	Sho Shimabukuro	Total Games	20.5	23.70	+15.6%	MORE	LOW	Hugo Dellien	clay	—	0.5x
48	Jacob Fearnley⏳ RTRN	Total Games	21.5	24.79	+15.3%	MORE	LOW	Nicolas Mejia	clay	—	0.5x
49	Sebastian Ofner	Total Games Won	12.5	10.68	+14.6%	LESS	LOW	Marco Trungelliti	clay	—	1.0x
50	Rebecca Marino⏳ RTRN	Double Faults	4.5	3.85	+14.4%	LESS	LOW	Alina Charaeva	clay	—	1.0x
51	Marcos Giron	Total Games Won	12.5	10.74	+14.1%	LESS	LOW	Henrique Rocha	clay	—	1.0x
52	Hanne Vandewinkel🧊 COLD	Total Games	20.5	23.35	+13.9%	MORE	LOW	Akasha Urhobo	clay	—	0.5x
53	Robin Montgomery🧊 COLD	Total Games	20.5	23.32	+13.8%	MORE	LOW	Julia Grabher	clay	—	0.5x
54	Iga Swiatek	Total Games	21.5	24.44	+13.7%	MORE	LOW	Elina Svitolina	clay	—	0.5x
55	Ben Shelton🟨 WARM	Aces	7.5	6.48	+13.6%	LESS	LOW	Jakub Mensik	clay	—	0.5x
56	Katarzyna Kawa🔥 HOT	Total Games Won	9.5	10.79	+13.6%	MORE	LOW	Eva Lys	clay	—	1.0x
57	Renata Zarazua🟨 WARM	Total Games	21.5	24.38	+13.4%	MORE	LOW	Yue Yuan	clay	—	0.5x
58	Rebecca Sramkova	Total Games	21.5	24.37	+13.4%	MORE	LOW	Elsa Jacquemot	clay	—	0.5x
59	Lanlana Tararudee🟨 WARM	Total Games	21.5	24.33	+13.1%	MORE	LOW	Emerson Jones	clay	—	0.5x
60	Dalibor Svrcina🟨 WARM	Total Games Won	12.5	10.86	+13.1%	LESS	LOW	Mark Lajal	clay	—	1.0x
61	Luca Van Assche	Total Games Won	12.5	10.86	+13.1%	LESS	LOW	Gustavo Heide	clay	—	1.0x
62	Luca Van Assche	Total Games	21.5	24.31	+13.1%	MORE	LOW	Gustavo Heide	clay	—	0.5x
63	Ella Seidel🧊 COLD	Total Games	21.5	24.30	+13.0%	MORE	LOW	Nadia Podoroska	clay	—	0.5x
64	Dominika Salkova	Total Games	21.5	24.29	+13.0%	MORE	LOW	Anna Blinkova	clay	—	0.5x
65	Rafael Jodar🟨 WARM	Total Games	22.5	25.35	+12.7%	MORE	LOW	Arthur Fils	clay	—	0.5x
66	Sinja Kraus🟨 WARM	Total Games	21.5	24.22	+12.7%	MORE	LOW	Marina Bassols Ribera	clay	—	0.5x
67	Polina Iatcenko	Total Games Won	11.5	10.05	+12.6%	LESS	LOW	Claire Liu	clay	—	1.0x
68	Nikoloz Basilashvili	Total Games Won	11.5	10.05	+12.6%	LESS	LOW	Jaime Faria	clay	—	1.0x
69	Rebecca Marino⏳ RTRN	Total Games Won	11.5	10.05	+12.6%	LESS	LOW	Alina Charaeva	clay	—	1.0x
70	Jaime Faria🟨 WARM	Total Games	22.5	25.30	+12.4%	MORE	LOW	Nikoloz Basilashvili	clay	—	0.5x
71	Oksana Selekhmeteva🧊 COLD	Total Games	21.5	24.17	+12.4%	MORE	LOW	Elizabeth Mandlik	clay	—	0.5x
72	Claire Liu🟨 WARM	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Polina Iatcenko	clay	—	1.0x
73	Leolia Jeanjean	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Himeno Sakatsume	clay	—	1.0x
74	Michael Zheng⏳ RTRN	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Moez Echargui	clay	—	1.0x
75	Yibing Wu🟨 WARM	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Mackenzie McDonald	clay	—	1.0x
76	Alina Charaeva🟨 WARM	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Rebecca Marino	clay	—	1.0x
77	Rebecca Sramkova	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Elsa Jacquemot	clay	—	1.0x
78	Hugo Gaston	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Nicolai Budkov Kjaer	clay	—	1.0x
79	Jacob Fearnley⏳ RTRN	Total Games Won	12.5	10.95	+12.4%	LESS	LOW	Nicolas Mejia	clay	—	1.0x
80	Moez Echargui🧊 COLD	Total Games Won	8.5	9.55	+12.3%	MORE	LOW	Michael Zheng	clay	—	1.0x
81	Aliaksandra Sasnovich	Total Games	21.5	24.12	+12.2%	MORE	LOW	Emiliana Arango	clay	—	0.5x
82	Francisco Comesana🧊 COLD	Total Games	22.5	25.04	+11.3%	MORE	LOW	Kei Nishikori	clay	—	0.5x
83	Benjamin Bonzi	Total Games	22.5	25.04	+11.3%	MORE	LOW	Dusan Lajovic	clay	—	0.5x
84	Dalibor Svrcina🟨 WARM	Total Games	22.5	25.01	+11.2%	MORE	LOW	Mark Lajal	clay	—	0.5x
85	Xiyu Wang🟨 WARM	Total Games	21.5	23.88	+11.1%	MORE	LOW	Bianca Andreescu	clay	—	0.5x
86	Aleksandar Vukic🧊 COLD	Total Games	22.5	24.95	+10.9%	MORE	LOW	Darwin Blanch	clay	—	0.5x
87	Iga Swiatek	Total Games Won	12.5	11.18	+10.6%	LESS	LOW	Elina Svitolina	clay	—	0.5x
88	Lilli Tagger	Total Games	20.5	22.66	+10.6%	MORE	LOW	Lin Zhu	clay	—	0.5x
89	Nadia Podoroska🟨 WARM	Total Games Won	11.5	10.32	+10.3%	LESS	LOW	Ella Seidel	clay	—	1.0x
90	Kyrian Jacquet⏳ RTRN	Total Games	22.5	24.77	+10.1%	MORE	LOW	Billy Harris	clay	—	0.5x
91	Xiyu Wang🟨 WARM	Double Faults	3.5	3.85	+10.0%	MORE	LOW	Bianca Andreescu	clay	—	1.0x
92	Elena Rybakina🟨 WARM	Total Games Won	12.5	11.25	+10.0%	LESS	LOW	Naomi Osaka	clay	—	0.5x
93	Claire Liu🟨 WARM	Total Games	21.5	23.59	+9.7%	MORE	LOW	Polina Iatcenko	clay	—	0.5x
94	Lanlana Tararudee🟨 WARM	Total Games Won	12.5	11.32	+9.4%	LESS	LOW	Emerson Jones	clay	—	1.0x
95	Hugo Gaston	Total Games	22.5	24.58	+9.3%	MORE	LOW	Nicolai Budkov Kjaer	clay	—	0.5x
96	Lucrezia Stefanini🧊 COLD	Total Games Won	10.5	9.55	+9.1%	LESS	LOW	Anastasia Zakharova	clay	—	1.0x
97	Coco Gauff🟨 WARM	Total Games	21.5	23.34	+8.6%	MORE	LOW	Belinda Bencic	clay	—	0.5x
98	Naomi Osaka🟨 WARM	Total Games	22.5	24.22	+7.7%	MORE	LOW	Elena Rybakina	clay	—	0.5x
99	Akasha Urhobo🟨 WARM	Total Games Won	9.5	10.22	+7.6%	MORE	LOW	Hanne Vandewinkel	clay	—	1.0x
100	Yibing Wu🟨 WARM	Total Games	22.5	24.09	+7.1%	MORE	LOW	Mackenzie McDonald	clay	—	0.5x
101	Giovanni Mpetshi Perricard⏳ RTRN	Total Games	23.5	25.13	+6.9%	MORE	LOW	Trevor Svajda	clay	—	0.5x
102	Brandon Nakashima	Total Games	22.5	24.05	+6.9%	MORE	LOW	Luciano Darderi	clay	—	0.5x
103	Leolia Jeanjean	Total Games	21.5	22.96	+6.8%	MORE	LOW	Himeno Sakatsume	clay	—	0.5x
104	Sebastian Ofner	Total Games	23.5	25.04	+6.5%	MORE	LOW	Marco Trungelliti	clay	—	0.5x
105	Alexei Popyrin	Total Games	23.5	25.03	+6.5%	MORE	LOW	Titouan Droguet	clay	—	0.5x
106	Elina Svitolina	Total Games Won	10.5	9.82	+6.4%	LESS	LOW	Iga Swiatek	clay	—	0.5x
107	Julia Grabher	Total Games Won	9.5	10.05	+5.8%	MORE	LOW	Robin Montgomery	clay	—	1.0x
108	Aoi Ito	Total Games Won	9.5	10.05	+5.8%	MORE	LOW	Solana Sierra	clay	—	1.0x
109	Nicolas Mejia🟨 WARM	Total Games Won	9.5	10.05	+5.8%	MORE	LOW	Jacob Fearnley	clay	—	0.5x
110	Luciano Darderi🟨 WARM	Aces	6.5	6.14	+5.5%	LESS	LOW	Brandon Nakashima	clay	—	0.5x
111	Luciano Darderi🟨 WARM	Total Games Won	11.5	10.90	+5.2%	LESS	LOW	Brandon Nakashima	clay	—	0.5x
112	Lin Zhu	Total Games Won	10.5	10.05	+4.3%	LESS	LOW	Lilli Tagger	clay	—	1.0x
113	Taylah Preston🟨 WARM	Total Games	21.5	22.33	+3.9%	MORE	LOW	Kayla Day	clay	—	0.5x
114	Ben Shelton🟨 WARM	Total Games	24.5	25.41	+3.7%	MORE	LOW	Jakub Mensik	clay	—	0.5x
115	Gustavo Heide⏳ RTRN	Total Games Won	10.5	10.14	+3.5%	LESS	LOW	Luca Van Assche	clay	—	1.0x
116	Alina Charaeva🟨 WARM	Total Games	21.5	22.25	+3.5%	MORE	LOW	Rebecca Marino	clay	—	0.5x
117	Marcos Giron	Total Games	22.5	23.26	+3.4%	MORE	LOW	Henrique Rocha	clay	—	0.5x
118	Moyuka Uchijima🟨 WARM	Total Games	21.5	22.21	+3.3%	MORE	LOW	Harriet Dart	clay	—	0.5x
119	Solana Sierra🟨 WARM	Total Games	20.5	20.91	+2.0%	MORE	LOW	Aoi Ito	clay	—	0.5x

Kalshi tennis — 0 picks · $0.00 staked

Day 1 - paper only, grade EOD before scaling · locked 2026-08-11T13:16:34.262493+00:00

#	Match	Pick	Our P	Ask	Edge	Tier	Surface	Stake	Status	P&L

PrizePicks tennis — 0 picks · $0.00 staked

Day 1 - paper only, grade EOD before scaling · locked 2026-08-11T13:16:34.194932+00:00

#	Player	Stat	Line	Our proj	Side	Edge	Tier	Surface	Stake	Status	P&L

Polymarket = retail/crypto sentiment. We can't bet there from CA, but the divergence vs Kalshi (sharp) reveals where the public is loading up. Generated 2026-08-11T06:16:46 · flagged threshold = ±3.0pp · 0 flagged futures / 0 flagged matches.

Grand-slam futures · ANY 2026 Slam (Kalshi KXATPGRANDSLAM vs Polymarket per-slam aggregate)

Polymarket "any-slam" probability computed naively as 1 - product(1 - p_slam). Positive divergence = public (Polymarket) more bullish than sharp (Kalshi). Sorted by |divergence|.

Player	Sharp (Kalshi)	Public (Poly)	Δ	Poly per-slam
Taylor Fritz · exact	5.0%	3.0%	-2.0pp · SHARP HIGHER	US 3%
Ben Shelton · exact	1.5%	2.6%	+1.1pp · PUBLIC HIGHER	US 3%
Jack Draper · exact	1.0%	0.3%	-0.7pp · SHARP HIGHER	US 0%
Daniil Medvedev · exact	2.5%	2.1%	-0.4pp · SHARP HIGHER	US 2%
Lorenzo Musetti · exact	0.5%	0.7%	+0.2pp · PUBLIC HIGHER	US 1%
Frances Tiafoe · exact	0.5%	0.3%	-0.2pp · SHARP HIGHER	US 0%
Novak Djokovic · exact	6.5%	6.3%	-0.2pp · SHARP HIGHER	US 6%
Alexander Bublik · exact	0.5%	0.5%	+0.0pp · PUBLIC HIGHER	US 1%
Karen Khachanov · no-match	0.5%	—	no Poly match	—
Felix Auger-Aliassime · no-match	1.5%	—	no Poly match	—
Casper Ruud · no-match	1.0%	—	no Poly match	—
Alex de Minaur · no-match	0.5%	—	no Poly match	—

Per-match overlaps

No active per-match overlaps right now (Polymarket tennis volume concentrates in Grand Slam futures).

Per-stat-type MAE (n_graded=18)

Bar width = MAE (lower = better). "INSUFFICIENT" = need more graded picks.

Total Games

n=4

Ours

Us 6.45
PP 3.25
INSUFFICIENT_N

Total Games Won

n=13

Ours

Us 5.11
PP 4.96
NULL

Total Tie Breaks

n=1

Ours

Us 0.25
PP 0.50
INSUFFICIENT_N

Per-tier MAE

Bar width = MAE (lower = better). "INSUFFICIENT" = need more graded picks.

ELITE

n=16

Ours

Us 4.94
PP 3.75
NULL

MED

n=0

Ours

Us —
PP —
INSUFFICIENT_N

STRONG

n=2

Ours

Us 6.75
PP 9.00
INSUFFICIENT_N

[!]

No AAR available yet.
Expected: ~/.claude/projects/.../memory/aar_tennis_<date>.md

[MV]

No actionable PP line movement yet.
Expected: pp_line_movement_tennis_2026-08-11.csv. Needs at least 2 PP snapshots in pp_snapshots_tennis/.

ATP top 50

Rk	Player	Country	Pts	ELO overall	ELO clay	ELO grass	ELO hard
1	Jannik Sinner	ITA	13500	2167	1879	1695	2062
2	Carlos Alcaraz	ESP	9960	2070	1867	1717	1956
3	Alexander Zverev	GER	7305	1994	1865	1594	1863
4	Felix Auger Aliassime	CAN	4440	1854	1642	1517	1803
5	Ben Shelton	USA	3920	1816	1665	1561	1765
6	Alex De Minaur	AUS	3905	1851	1677	1590	1806
7	Novak Djokovic	SRB	3760	1929	1729	1636	1846
8	Daniil Medvedev	RUS	3760	1884	1659	1585	1845
9	Taylor Fritz	USA	3720	1793	1551	1722	1749
10	Flavio Cobolli	ITA	3540	1833	1754	1557	1655
11	Alexander Bublik	KAZ	2930	1785	1681	1569	1703
12	Jiri Lehecka	CZE	2575	1814	1632	1574	1754
13	Andrey Rublev	RUS	2460	1804	1705	1516	1683
14	Casper Ruud	NOR	2425	1866	1805	1502	1685
15	Karen Khachanov	RUS	2320	1723	1622	1567	1639
16	Lorenzo Musetti	ITA	2315	1832	1764	1607	1723
17	Jakub Mensik	CZE	2300	1825	1661	1497	1747
18	Luciano Darderi	ITA	2300	1772	1790	1466	1466
19	Learner Tien	USA	2270	1847	1622	1506	1789
20	Valentin Vacherot	MON	2145	1800	1695	1467	1738
21	Arthur Fils	FRA	1940	1892	1746	1546	1771
22	Alejandro Davidovich Fokina	ESP	1860	1749	1593	1545	1703
23	Rafael Jodar	ESP	1849	1893	1755	—	1765
24	Arthur Rinderknech	FRA	1776	1713	1576	1530	1631
25	Joao Fonseca	BRA	1735	1837	1673	1495	1795
26	Frances Tiafoe	USA	1705	1775	1640	1488	1719
27	Francisco Cerundolo	ARG	1660	1790	1700	1426	1698
28	Tommy Paul	USA	1645	1851	1758	1587	1743
29	Cameron Norrie	GBR	1595	1738	1631	1529	1682
30	Tomas Martin Etcheverry	ARG	1510	1751	1656	1456	1636
31	Alejandro Tabilo	CHI	1428	1798	1705	1575	1637
32	Brandon Nakashima	USA	1385	1713	1582	1590	1660
33	Ugo Humbert	FRA	1370	1715	1498	1517	1697
34	Matteo Arnaldi	ITA	1336	1719	1676	1455	1558
35	Ignacio Buse	PER	1316	1773	1732	1482	1562
36	Corentin Moutet	FRA	1283	1673	1567	1574	1640
37	Alexander Blockx	BEL	1280	1820	1688	1508	1713
38	Alex Michelsen	USA	1205	1727	1522	1538	1702
39	Mariano Navone	ARG	1165	1767	1722	1460	1507
40	Zizou Bergs	BEL	1150	1681	1547	1521	1631
41	Tallon Griekspoor	NED	1150	1680	1576	1564	1645
42	Denis Shapovalov	CAN	1130	1668	1483	1472	1698
43	Tomas Machac	CZE	1120	1745	1602	1500	1682
44	Jaume Munar	ESP	1105	1695	1589	1508	1635
45	Juan Manuel Cerundolo	ARG	1055	1756	1753	1469	1532
46	Adrian Mannarino	FRA	1031	1565	1369	1584	1569
47	Marin Cilic	CRO	994	1684	1513	1611	1635
48	Matteo Berrettini	ITA	985	1749	1689	1524	1694
49	Miomir Kecmanovic	SRB	980	1688	1584	1500	1595
50	Nuno Borges	POR	970	1656	1596	1493	1596

WTA top 50

Rk	Player	Country	Pts	ELO overall	ELO clay	ELO grass	ELO hard
1	Aryna Sabalenka	BLR	9090	2089	1801	1588	2045
2	Elena Rybakina	KAZ	8143	2040	1766	1580	1972
3	Iga Swiatek	POL	6733	1957	1809	1658	1852
4	Jessica Pegula	USA	6056	1979	1701	1583	1901
5	Amanda Anisimova	USA	5848	1906	1580	1638	1822
6	Mirra Andreeva	RUS	5751	1995	1867	1513	1797
7	Coco Gauff	USA	4879	1980	1824	1519	1871
8	Elina Svitolina	UKR	4315	1996	1824	1550	1824
9	Victoria Mboko	CAN	3670	1937	1726	1515	1891
10	Karolina Muchova	CZE	3438	1927	1602	1494	1869
11	Belinda Bencic	SUI	3385	1904	1636	1561	1831
12	Marta Kostyuk	UKR	3157	1959	1801	1449	1755
13	Linda Noskova	CZE	3054	1869	1599	1583	1763
14	Jasmine Paolini	ITA	2617	1809	1701	1585	1741
15	Naomi Osaka	JPN	2571	1855	1688	1514	1734
16	Diana Shnaider	RUS	2506	1841	1701	1565	1686
17	Ekaterina Alexandrova	RUS	2449	1711	1556	1584	1662
18	Sorana Cirstea	ROU	2415	1919	1714	1429	1797
19	Iva Jovic	USA	2366	1833	1667	1601	1759
20	Anna Kalinskaya	RUS	2212	1834	1631	1546	1721
21	Maja Chwalinska	POL	1996	1860	1795	1483	1693
22	Elise Mertens	BEL	1918	1811	1619	1581	1714
23	Leylah Fernandez	CAN	1844	1760	1569	1546	1679
24	Clara Tauson	DEN	1800	1719	1527	1520	1679
25	Emma Navarro	USA	1779	1759	1653	1590	1613
26	Madison Keys	USA	1772	1864	1732	1558	1766
27	Anastasia Potapova	RUS	1640	1855	1743	1484	1640
28	Marie Bouzkova	CZE	1631	1787	1702	1476	1648
29	Ann Li	USA	1601	1759	1646	1478	1647
30	Hailey Baptiste	USA	1513	1790	1667	1488	1667
31	Xin Yu Wang	CHN	1431	1719	1537	1591	1616
32	Katerina Siniakova	CZE	1422	1771	1559	1578	1693
33	Alexandra Eala	PHI	1416	1837	1495	1665	1748
34	Cristina Bucsa	ESP	1406	1705	1443	1514	1684
35	Liudmila Samsonova	RUS	1405	1680	1593	1619	1566
36	Jelena Ostapenko	LAT	1404	1762	1660	1534	1621
37	Maria Sakkari	GRE	1328	1729	1589	1486	1658
38	Jaqueline Cristian	ROU	1294	1767	1631	1432	1698
39	Mccartney Kessler	USA	1289	1751	1547	1583	1688
40	Janice Tjen	INA	1267	1780	1634	1503	1785
41	Elisabetta Cocciaretto	ITA	1260	1800	1586	1577	1689
42	Emma Raducanu	GBR	1241	1727	1548	1577	1658
43	Magdalena Frech	POL	1238	1655	1530	1434	1613
44	Laura Siegemund	GER	1230	1691	1553	1541	1592
45	Barbora Krejcikova	CZE	1211	1743	1550	1606	1647
46	Sara Bejlek	CZE	1205	1783	1736	1486	1653
47	Tereza Valentova	CZE	1165	1829	1727	1517	1788
48	Marketa Vondrousova	CZE	1133	1728	1606	1578	1609
49	Dayana Yastremska	UKR	1126	1743	1640	1575	1594
50	Petra Marcinko	CRO	1123	1771	1743	1467	1633

Top Kalshi edges

#1 Marco Cecchinato ELITE_LOW_N

Marco Cecchinato vs Marcelo Tomas Barrios Vera on hard — model 45% vs market 15% (+30.0pp). ELITE_LOW_N, ask 15¢.

#2 Andres Andrade ELITE_LOW_N

Andres Andrade vs Colton Smith on hard — model 49% vs market 20% (+29.4pp). ELITE_LOW_N, ask 20¢. Form: Andres Andra=COLD | Colton Smith=WARM.

#3 Gonzalo Bueno STRONG_LOW_N

Gonzalo Bueno vs Jerome Kym on hard — model 45% vs market 16% (+29.0pp). STRONG_LOW_N, ask 16¢.

#4 Adam Walton ELITE_LOW_N

Adam Walton vs Nick Kyrgios on hard — model 64% vs market 93% (+-28.5pp). ELITE_LOW_N, ask 93¢.

#5 Florent Bax ELITE_LOW_N

Florent Bax vs Chris Rodesch on hard — model 45% vs market 17% (+28.0pp). ELITE_LOW_N, ask 17¢.

Top PrizePicks edges

#1 Martin Landaluce ELITE_LOW_N

Martin Landaluce LESS 0.5 Total Tie Breaks vs Jan-Lennard Struff — proj 0.2 (+50.0% edge). Surface: clay.

#2 Rei Sakamoto ELITE_LOW_N

Rei Sakamoto LESS 0.5 Total Tie Breaks vs Anton Matusevich — proj 0.2 (+49.9% edge). Surface: clay.

#3 Jack Draper STRONG_LOW_N

Jack Draper LESS 0.5 Total Tie Breaks vs Brandon Nakashima — proj 0.2 (+49.9% edge). Surface: clay.

Fade signals

Clara Tauson (RETURNING): RETURNING form tag — fade or fade-against.
Gabriel Diallo (COLD): COLD form tag — fade or fade-against.
Raphael Collignon (RETURNING): RETURNING form tag — fade or fade-against.
Maya Joint (RETURNING): RETURNING form tag — fade or fade-against.
Antonia Ruzic (COLD): COLD form tag — fade or fade-against.
Francisco Comesana (COLD): COLD form tag — fade or fade-against.
Jan Lennard Struff (COLD): COLD form tag — fade or fade-against.
Alexei Popyrin (COLD): COLD form tag — fade or fade-against.

Surface leans

Surface	Matches	% strong fav	Lean
hard	5	0.0%	pick'em slate
grass	154	3.9%	pick'em slate

ATP (current surface: grass, top 50 by composite)

Rk	Player	Country	Composite	ELO overall	ELO grass	Form	Off. rank
1	Jannik Sinner	ITA	2051.6	2167	1695	WARM	1
2	Carlos Alcaraz	ESP	1923.6	2070	1717	RETURNING	2
3	Rafael Jodar	ESP	1913.0	1893	1893	WARM	23
4	Alexander Zverev	GER	1898.3	1994	1594	WARM	3
5	Daniil Medvedev	RUS	1808.0	1884	1585	WARM	8
6	Arthur Fils	FRA	1791.0	1892	1546	WARM	21
7	Novak Djokovic	SRB	1788.6	1929	1636	RETURNING	7
8	Tommy Paul	USA	1778.5	1851	1587	WARM	28
9	Felix Auger Aliassime	CAN	1777.3	1854	1517	WARM	4
10	Adolfo Daniel Vallejo	PAR	1775.3	1755	1755	WARM	72
11	Alex De Minaur	AUS	1775.0	1851	1590	NEUTRAL	6
12	Daniel Merida Aguilar	ESP	1767.7	1748	1748	WARM	82
13	Yibing Wu	CHN	1766.8	1747	1747	WARM	101
14	Ben Shelton	USA	1764.8	1816	1561	WARM	5
15	Flavio Cobolli	ITA	1759.5	1833	1557	WARM	10
16	Casper Ruud	NOR	1758.5	1866	1502	WARM	14
17	Lorenzo Musetti	ITA	1753.5	1832	1607	NEUTRAL	16
18	Dino Prizmic	CRO	1753.2	1813	1499	HOT	70
19	Jiri Lehecka	CZE	1750.1	1814	1574	WARM	12
20	Alejandro Tabilo	CHI	1739.8	1798	1575	WARM	31
21	Joao Fonseca	BRA	1737.3	1837	1495	WARM	25
22	Alexander Blockx	BEL	1730.5	1820	1508	WARM	37
23	Jakub Mensik	CZE	1730.1	1825	1497	WARM	17
24	Toby Samuel	GBR	1728.8	1709	1709	WARM	150
25	Learner Tien	USA	1727.2	1847	1506	NEUTRAL	19
26	Taylor Fritz	USA	1724.0	1793	1722	RETURNING	9
27	Stefanos Sakellaridis	GRE	1711.7	1692	1692	WARM	155
28	Alexander Bublik	KAZ	1709.5	1785	1569	NEUTRAL	11
29	Rei Sakamoto	JPN	1706.3	1686	1686	WARM	149
30	Valentin Vacherot	MON	1703.4	1800	1467	WARM	20
31	Andrey Rublev	RUS	1703.1	1804	1516	NEUTRAL	13
32	Zachary Svajda	USA	1696.9	1722	1650	NEUTRAL	62
33	Michael Mmoh	USA	1695.3	1675	1675	WARM	195
34	Alex Molcan	SVK	1694.0	1744	1744	RETURNING	102
35	Nikolas Sanchez Izquierdo	ESP	1691.4	1641	1641	HOT	226
36	Kilian Feldbausch	SUI	1688.9	1669	1669	WARM	287
37	Pablo Carreno Busta	ESP	1684.3	1761	1484	WARM	71
38	Buvaysar Gadamauri	BEL	1684.1	1664	1664	WARM	261
39	Francisco Cerundolo	ARG	1682.9	1790	1426	WARM	27
40	Jack Draper	GBR	1682.2	1806	1594	RETURNING	112
41	Mariano Navone	ARG	1679.8	1767	1460	WARM	39
42	Franco Roncadelli	URU	1679.0	1659	1659	WARM	227
43	Alejandro Davidovich Fokina	ESP	1677.3	1749	1545	NEUTRAL	22
44	Roman Andres Burruchaga	ARG	1676.8	1733	1514	WARM	63
45	Juan Manuel Cerundolo	ARG	1675.7	1756	1469	WARM	45
46	Hubert Hurkacz	POL	1675.6	1714	1547	WARM	96
47	Ignacio Buse	PER	1671.0	1773	1482	NEUTRAL	35
48	Matteo Berrettini	ITA	1670.6	1749	1524	NEUTRAL	48
49	Brandon Nakashima	USA	1670.4	1713	1590	NEUTRAL	32
50	Bu Yunchaokete	CHN	1668.7	1709	1536	WARM	131

WTA (current surface: grass, top 50 by composite)

Rk	Player	Country	Composite	ELO overall	ELO grass	Form	Off. rank
1	Aryna Sabalenka	BLR	1963.9	2089	1588	WARM	1
2	Elena Rybakina	KAZ	1925.9	2040	1580	WARM	2
3	Alexandra Shubladze	RUS	1898.6	1879	1879	WARM	184
4	Jeline Vandromme	BEL	1883.0	1863	1863	WARM	176
5	Jessica Pegula	USA	1881.7	1979	1583	WARM	4
6	Iga Swiatek	POL	1876.4	1957	1658	NEUTRAL	3
7	Elina Svitolina	UKR	1869.3	1996	1550	WARM	8
8	Lisa Pigato	ITA	1866.5	1846	1846	WARM	132
9	Mirra Andreeva	RUS	1861.0	1995	1513	WARM	6
10	Coco Gauff	USA	1850.8	1980	1519	WARM	7
11	Akasha Urhobo	USA	1843.4	1823	1823	WARM	180
12	Tyra Caterina Grant	USA	1840.5	1820	1820	WARM	157
13	Dayeon Back	KOR	1825.7	1806	1806	WARM	279
14	Kaitlin Quevedo	USA	1824.7	1825	1825	NEUTRAL	107
15	Victoria Mboko	CAN	1815.1	1937	1515	WARM	9
16	Laura Samson	CZE	1810.3	1810	1810	NEUTRAL	137
17	Alice Tubello	FRA	1810.1	1790	1790	WARM	222
18	Belinda Bencic	SUI	1804.3	1904	1561	WARM	11
19	Carol Young Suh Lee	POC	1801.3	1781	1781	WARM	192
20	Jennifer Ruggeri	ITA	1801.1	1781	1781	WARM	213
21	Marta Kostyuk	UKR	1800.2	1959	1449	WARM	12
22	Anastasia Zolotareva	RUS	1798.0	1778	1778	WARM	233
23	Kristina Liutova	RUS	1796.5	1777	1777	WARM	229
24	Luisina Giovannini	ARG	1793.4	1843	1843	RETURNING	173
25	Angela Fita Boluda	ESP	1793.2	1773	1773	WARM	195
26	Eva Guerrero Alvarez	ESP	1791.5	1772	1772	WARM	274
27	Linda Noskova	CZE	1788.9	1869	1583	WARM	13
28	Hayu Kinoshita	JPN	1787.3	1767	1767	WARM	217
29	Martyna Kubka	POL	1784.6	1765	1765	WARM	243
30	Darya Astakhova	RUS	1782.7	1763	1763	WARM	236
31	Amanda Anisimova	USA	1780.3	1906	1638	RETURNING	5
32	Samira De Stefano	ITA	1779.4	1759	1759	WARM	263
33	Alexandra Eala	PHI	1776.5	1837	1665	NEUTRAL	33
34	Caijsa Wilda Hennemann	SWE	1773.6	1774	1774	NEUTRAL	276
35	Lilli Tagger	AUT	1770.9	1771	1771	NEUTRAL	86
36	Claire Liu	USA	1770.0	1750	1750	WARM	148
37	Sorana Cirstea	ROU	1767.4	1919	1429	WARM	18
38	Lanlana Tararudee	THA	1766.5	1860	1536	WARM	94
39	Daria Snigur	UKR	1765.8	1863	1528	WARM	84
40	Veronika Podrez	UKR	1764.2	1814	1814	RETURNING	145
41	Lucie Havlickova	CZE	1758.1	1738	1738	WARM	212
42	Sohyun Park	KOR	1756.7	1737	1737	WARM	270
43	Julie Struplova	CZE	1755.7	1786	1786	COLD	272
44	Tatiana Prozorova	RUS	1755.6	1806	1806	RETURNING	172
45	Elizara Yaneva	BUL	1752.5	1752	1752	NEUTRAL	225
46	Iva Jovic	USA	1751.9	1833	1601	NEUTRAL	19
47	Oleksandra Oliynykova	CRO	1748.0	1859	1485	WARM	51
48	Hanyu Guo	CHN	1747.7	1728	1728	WARM	156
49	Anhelina Kalinina	UKR	1746.9	1842	1513	WARM	69
50	Rebeka Masarova	ESP	1746.2	1813	1623	NEUTRAL	140

ATP on CLAY (top 15 by surface tilt)

Player	Δ ELO	ELO clay	ELO overall	Form	Off. rank
Zdenek Kolar	+27.9	1617	1589	NEUTRAL	162
Gustavo Heide	+25.1	1725	1700	RETURNING	182
Jan Choinski	+19.6	1688	1668	COLD	105
Juan Carlos Prado Angelo	+19.3	1648	1628	RETURNING	161
Gonzalo Bueno	+17.6	1637	1619	RETURNING	180
Luciano Darderi	+17.2	1790	1772	WARM	18
Valentin Royer	+16.5	1654	1638	WARM	74
Alex Barrena	+13.9	1571	1557	NEUTRAL	197
Jesper De Jong	+12.7	1672	1659	NEUTRAL	83
Hugo Dellien	+11.2	1688	1677	RETURNING	165
Timofey Skatov	+11.0	1631	1620	NEUTRAL	175
Tomas Barrios Vera	+9.1	1686	1677	COLD	138
Lukas Neumayer	+8.9	1693	1684	WARM	168
Marco Trungelliti	+8.6	1684	1675	NEUTRAL	80
Facundo Diaz Acosta	+4.7	1703	1698	RETURNING	128

WTA on CLAY (top 15 by surface tilt)

Player	Δ ELO	ELO clay	ELO overall	Form	Off. rank
Katarzyna Kawa	+26.3	1730	1704	HOT	143
Despina Papamichail	+7.5	1686	1679	NEUTRAL	168
Teodora Kostovic	+4.7	1735	1730	NEUTRAL	182
Anna Bondar	+4.5	1779	1775	WARM	75
Simona Waltert	-2.9	1764	1767	WARM	90
Carole Monnet	-3.1	1662	1665	NEUTRAL	191
Julia Grabher	-4.8	1715	1720	NEUTRAL	116
Andrea Lazaro Garcia	-7.6	1791	1799	WARM	153
Luisina Giovannini	-10.7	1833	1843	RETURNING	173
Veronika Erjavec	-12.4	1739	1752	WARM	89
Darja Semenistaja	-13.5	1778	1792	WARM	102
Mayar Sherif	-13.8	1707	1720	RETURNING	118
Whitney Osuigwe	-13.8	1668	1682	WARM	183
Nuria Brancaccio	-14.1	1658	1672	COLD	177
Tamara Zidansek	-15.2	1761	1777	RETURNING	134

ATP on GRASS (top 15 by surface tilt)

Player	Δ ELO	ELO grass	ELO overall	Form	Off. rank
Shintaro Mochizuki	+54.6	1565	1511	RETURNING	129
Nicolas Jarry	+29.4	1564	1535	RETURNING	189
Billy Harris	+25.6	1541	1515	COLD	144
Adrian Mannarino	+19.4	1584	1565	COLD	46
Roberto Bautista Agut	-25.0	1551	1576	COLD	116
Aleksandar Vukic	-31.8	1537	1569	COLD	100
Otto Virtanen	-49.0	1631	1680	NEUTRAL	158
Tristan Schoolkate	-50.4	1550	1600	WARM	123
Alex Bolt	-56.1	1592	1648	WARM	157
August Holmgren	-56.7	1548	1605	WARM	148
Gabriel Diallo	-63.2	1576	1639	COLD	54
Marcos Giron	-71.3	1570	1641	WARM	88
Zachary Svajda	-72.3	1650	1722	NEUTRAL	62
Marin Cilic	-73.2	1611	1684	NEUTRAL	47
Ugo Blanchet	-74.7	1459	1534	COLD	173

WTA on GRASS (top 15 by surface tilt)

Player	Δ ELO	ELO grass	ELO overall	Form	Off. rank
Tatjana Maria	-18.0	1598	1616	NEUTRAL	52
Beatriz Haddad Maia	-64.5	1514	1578	COLD	108
Viktoriya Tomova	-107.0	1500	1607	NEUTRAL	167
Ajla Tomljanovic	-111.2	1536	1647	NEUTRAL	109
Xin Yu Wang	-127.1	1591	1719	NEUTRAL	31
Kamilla Rakhimova	-128.2	1576	1705	NEUTRAL	78
Linda Fruhvirtova	-133.9	1543	1677	NEUTRAL	164
Suzan Lamens	-135.0	1489	1624	COLD	125
Lulu Sun	-136.6	1519	1655	NEUTRAL	110
Victoria Jimenez Kasintseva	-136.9	1499	1636	NEUTRAL	124
Rebecca Sramkova	-137.3	1509	1646	NEUTRAL	120
Dalma Galfi	-138.3	1576	1714	NEUTRAL	117
Ashlyn Krueger	-149.2	1563	1712	NEUTRAL	113
Elena Gabriela Ruse	-159.4	1570	1730	NEUTRAL	88
Bianca Andreescu	-161.6	1539	1700	NEUTRAL	158

ATP on HARD (top 15 by surface tilt)

Player	Δ ELO	ELO hard	ELO overall	Form	Off. rank
Hugo Gaston	+45.5	1666	1620	WARM	119
Luca Van Assche	+35.7	1704	1668	WARM	98
Toby Samuel	+29.5	1738	1709	WARM	150
Gauthier Onclin	+6.0	1613	1607	HOT	186
Clement Chidekh	+5.5	1629	1624	NEUTRAL	200
Rinky Hijikata	+3.2	1683	1680	WARM	106
Alexis Galarneau	+2.9	1613	1610	WARM	187
Coleman Wong	-1.9	1641	1643	WARM	108
Benjamin Bonzi	-3.0	1678	1680	WARM	99
Michael Mmoh	-10.9	1664	1675	WARM	195
Borna Gojo	-11.2	1698	1709	WARM	178
Ethan Quinn	-13.2	1683	1696	WARM	67
Marcos Giron	-13.6	1628	1641	WARM	88
Sho Shimabukuro	-14.6	1643	1657	NEUTRAL	104
Terence Atmane	-14.7	1627	1641	NEUTRAL	53

WTA on HARD (top 15 by surface tilt)

Player	Δ ELO	ELO hard	ELO overall	Form	Off. rank
Talia Gibson	+53.5	1832	1779	HOT	63
Hanne Vandewinkel	+51.2	1848	1796	HOT	97
Xiaodi You	+1.4	1730	1729	WARM	170
Kimberly Birrell	-6.3	1751	1757	WARM	74
Victoria Jimenez Kasintseva	-6.9	1629	1636	WARM	124
Ye Xin Ma	-9.4	1684	1693	WARM	189
Sofia Costoulas	-11.2	1729	1740	WARM	150
Taylah Preston	-15.5	1796	1811	WARM	126
Polina Iatcenko	-17.5	1721	1738	NEUTRAL	163
Himeno Sakatsume	-18.4	1742	1761	NEUTRAL	127
Vendula Valdmannova	-18.6	1785	1804	WARM	199
Priscilla Hon	-19.1	1646	1665	NEUTRAL	146
Harriet Dart	-23.5	1740	1763	WARM	160
Francisca Jorge	-27.2	1699	1727	RETURNING	196
Hanyu Guo	-27.7	1700	1728	WARM	156

WTA on INDOOR (top 15 by surface tilt)

Player	Δ ELO	ELO indoor	ELO overall	Form	Off. rank
Linda Klimovicova	-124.1	1616	1740	NEUTRAL	165
Kimberly Birrell	-177.1	1580	1757	NEUTRAL	74
Ye Xin Ma	-177.9	1515	1693	WARM	189
Carole Monnet	-194.2	1471	1665	NEUTRAL	191
Elvina Kalieva	-209.7	1521	1731	WARM	135
Himeno Sakatsume	-218.0	1543	1761	NEUTRAL	127
Emerson Jones	-222.0	1584	1806	WARM	133
Dalma Galfi	-228.3	1486	1714	NEUTRAL	117
Marina Bassols Ribera	-229.2	1503	1732	WARM	144
Tamara Korpatsch	-240.1	1534	1774	WARM	79
Mona Barthel	-254.2	1500	1754	WARM	193
Polina Iatcenko	-254.5	1484	1738	NEUTRAL	163
Sofia Costoulas	-256.1	1484	1740	WARM	150
Vendula Valdmannova	-269.7	1534	1804	WARM	199
Daria Snigur	-273.9	1589	1863	WARM	84

⚠ Caveat: Model CLV anti-correlated with skill (Phase A finding); treat parlays as paper.

Kalshi cross-match (independent fav parlays)

No combos surfaced.

Kalshi same-match (correlated)

No combos surfaced.

PrizePicks slips

Label	Variance	Legs	Joint P	Payout	EV/$
2-pick MED-variance	MED	Rafael Jodar LESS 12.5 Total Games Won, Iga Swiatek MORE 20.5 Total Games	0.337	5.00x	0.685
2-pick HIGH-variance	HIGH	Jakub Mensik LESS 8.5 Aces, Ekaterina Alexandrova LESS 3.5 Aces	0.385	10.00x	2.853
3-pick MED-variance	MED	Rafael Jodar LESS 12.5 Total Games Won, Iga Swiatek MORE 20.5 Total Games, Ekaterina Alexandrova LESS 10.5 Total Games Won	0.193	10.00x	0.930
3-pick HIGH-variance	HIGH	Jakub Mensik LESS 8.5 Aces, Ekaterina Alexandrova LESS 3.5 Aces, Elina Svitolina LESS 3.5 Aces	0.238	25.00x	4.946
4-pick MED-variance	MED	Rafael Jodar LESS 12.5 Total Games Won, Iga Swiatek MORE 20.5 Total Games, Ekaterina Alexandrova LESS 10.5 Total Games Won, Rafael Jodar MORE 22.5 Total Games	0.109	18.00x	0.957
4-pick HIGH-variance	HIGH	Jakub Mensik LESS 8.5 Aces, Ekaterina Alexandrova LESS 3.5 Aces, Elina Svitolina LESS 3.5 Aces, Brandon Nakashima MORE 2.5 Break Points Won	0.144	50.00x	6.207

⚠ Inverted CLV signal: win rate at POSITIVE CLV (0.429) < win rate at NEGATIVE CLV (0.6562). When we beat the close, we LOSE; when we lose the close, we WIN. Model is anti-correlated with skill. Real money gated.

CLV vs Pinnacle close (overall)

n picks total	1802
matched Pinnacle	370 (20.5%)
mean CLV (pp)	16.16
median CLV (pp)	15.824
win rate at +CLV	0.429
win rate at -CLV	0.6562

CLV by market price bucket (FLB signal)

Bucket	n	Mean CLV (pp)
<10%	30	32.535
10-30%	146	21.473
30-50%	129	11.786
50-70%	49	6.21
70-90%	8	3.478
>90%	8	1.915

Calibration buckets

n_total	1321
ECE (pp)	4.355
Brier Score	0.2417
Log Loss	0.6762

Predicted vs actual (10pp buckets)

Bucket	n	Predicted	Actual	Gap (pp)
0.2-0.30	20	0.2832	0.35	+6.68
0.3-0.40	154	0.3585	0.2792	-7.93
0.4-0.50	521	0.4513	0.4319	-1.95
0.5-0.60	487	0.5448	0.4949	-4.99
0.6-0.70	124	0.6405	0.5806	-5.98
0.7-0.80	14	0.7179	0.8571	+13.93
0.8-0.90	1	0.8232	1.0	+17.68

Source	DB / file	Last pulled	Age	Rows	Status
Kalshi KXATPMATCH	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	2064	fresh
Kalshi KXWTAMATCH	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	2096	fresh
Kalshi KXFRENCHOPEN	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	0	fresh
Kalshi KXFOPENMENSINGLE	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	0	fresh
Kalshi KXATPGRANDSLAM	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	14	fresh
Kalshi KXUSOPEN	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	0	fresh
Kalshi KXATPSETWINNER	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	4718	fresh
Kalshi KXATPTOTALSETS	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	0	fresh
Kalshi KXATPSETSWEEP	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	2	fresh
Kalshi KXATPGAMESPREAD	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	0	fresh
Kalshi KXATPEXACTMATCH	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	4624	fresh
Kalshi KXWTADOUBLES	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	350	fresh
Kalshi KXATP1RANK	tennis_kalshi.sqlite	2026-08-11T13:12:03.232676+00:00	4m	16	fresh
elo last computed	tennis.sqlite	2026-06-21T17:36:52+00:00	1219.67h	20430	stale
rankings last pulled	tennis.sqlite	2026-06-15T17:40:18+00:00	1363.61h	11348	stale
rankings atp latest date	tennis.sqlite	2026-06-08	1549.28h	—	stale
rankings wta latest date	tennis.sqlite	2026-06-08	1549.28h	—	stale
mirror atp schedule	tennis.sqlite	2026-08-11T13:14:07.147981+00:00	3m	0	fresh
h2h last computed	tennis.sqlite	2026-05-17T10:11:57.514615+00:00	2067.08h	—	stale
h2h n pairs	tennis.sqlite	190184	missing	—	missing
last player db run	tennis.sqlite	1786454066	missing	—	missing
results last_run	tennis_results.sqlite	[2026-08-11T13:14:07.997734+00:00] 2026-08-11T13:14:07.560532+00:00; dates=['20260810']; rows=0; resolved=0	missing	—	missing
pp_edges CSV	pp_edges_tennis_2026-08-11.csv	2026-08-11T13:14:40.272688+00:00	2m	—	fresh
kalshi edges JSON	tennis_kalshi_edges_2026-08-11.json	2026-08-11T13:14:34.786618+00:00	2m	—	fresh
paper trades PP	paper_trades_pp_tennis_2026-08-11.json	2026-08-11T13:16:34.805643+00:00	0m	—	fresh
paper trades Kalshi	paper_trades_kalshi_tennis_2026-08-11.json	2026-08-11T13:16:35.294467+00:00	0m	—	fresh
daily payload	daily_tennis_2026-08-11.json	2026-08-11T13:16:37.479351+00:00	0m	—	fresh
PP movement	pp_line_movement_tennis_2026-08-11.csv	2026-08-11T13:16:36.920840+00:00	0m	—	fresh
PP calibration	pp_calibration_tennis.json	2026-08-11T13:16:36.848945+00:00	0m	—	fresh