Rcode-GrandSlam2013.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hypothesis 1: The match statistics provided though mentions player names, do not give information on player seeds or \n",
    "other information to measure the form or player ranking. Hence it is insufficient to predict the game results using\n",
    "logistic regression model with more than 80 percent accuracy.\n",
    "\n",
    "The provided data set do not talk of player rankings, hence I choose to start with test data as Rounds from 4 to finals.\n",
    "Data has been imputed for the missing/wrongly marked fields in Round column.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: forecast\n",
      "Loading required package: zoo\n",
      "\n",
      "Attaching package: 'zoo'\n",
      "\n",
      "The following objects are masked from 'package:base':\n",
      "\n",
      "    as.Date, as.Date.numeric\n",
      "\n",
      "Loading required package: timeDate\n",
      "This is forecast 6.1 \n",
      "\n",
      "Loading required package: tree\n",
      "Warning message:\n",
      "In library(package, lib.loc = lib.loc, character.only = TRUE, logical.return = TRUE, : there is no package called 'tree'Loading required package: RCurl\n",
      "Loading required package: bitops\n"
     ]
    }
   ],
   "source": [
    "require(forecast)\n",
    "require(RCurl)\n",
    "require(rpart)\n",
    "dataurl<- \"Player1,Player2,Round,Result,FNL.1,FNL.2,FSP.1,FSW.1,SSP.1,SSW.1,ACE.1,DBF.1,WNR.1,UFE.1,BPC.1,BPW.1,NPA.1,NPW.1,TPW.1,ST1.1,ST2.1,ST3.1,ST4.1,ST5.1,FSP.2,FSW.2,SSP.2,SSW.2,ACE.2,DBF.2,WNR.2,UFE.2,BPC.2,BPW.2,NPA.2,NPW.2,TPW.2,ST1.2,ST2.2,ST3.2,ST4.2,ST5.2,Game,Gender
Pablo Carreno-Busta,Roger Federer,1,0,0,3,62,27,38,11,1,3,12,29,1,3,9,20,50,2,2,3,NA,NA,68,33,32,14,10,0,33,19,7,7,14,18,88,6,6,6,NA,NA,French,M
Somdev Devvarman,Daniel Munoz-De La Nava,1,1,3,0,62,54,38,22,7,3,26,20,5,8,12,21,120,6,6,7,NA,NA,52,35,48,24,0,2,40,47,1,16,22,25,106,3,3,5,NA,NA,French,M
Tobias Kamke,Paolo Lorenzi,1,1,3,2,62,53,38,15,4,6,42,55,10,22,14,32,140,6,6,3,0,6,46,42,54,31,6,8,39,54,10,18,19,27,139,3,3,6,6,3,French,M
Julien Benneteau,Ricardas Berankis,1,1,3,1,72,87,28,19,14,2,48,27,4,13,14,30,163,7,6,5,7,NA,53,58,47,38,13,10,72,56,4,13,33,43,149,6,3,7,6,NA,French,M
Lukas Lacko,Sam Querrey,1,0,0,3,52,31,48,22,4,4,21,24,1,1,3,5,72,3,4,4,NA,NA,58,39,42,19,10,1,42,37,4,7,12,13,93,6,6,6,NA,NA,French,M
Jan Hajek,Denis Kudla,1,1,3,1,70,58,30,18,4,4,35,36,6,12,8,10,130,6,5,6,6,NA,68,48,32,17,5,5,30,51,1,7,6,9,93,2,7,0,4,NA,French,M
Adrian Mannarino,Pablo Cuevas,1,0,2,3,63,71,37,38,5,5,45,80,5,12,28,41,160,3,6,3,7,5,59,67,41,27,5,6,54,57,6,20,14,22,175,6,2,6,5,7,French,M
Gilles Simon,Lleyton Hewitt,1,1,3,2,59,42,41,25,7,2,41,49,10,14,11,18,136,3,1,6,6,7,49,40,51,29,4,6,44,72,9,10,19,35,120,6,6,4,1,5,French,M
Philipp Petzschner,Marin Cilic,1,0,0,3,56,27,44,13,0,6,12,28,1,2,11,18,54,1,2,3,NA,NA,50,26,50,20,5,1,35,15,7,12,13,21,92,6,6,6,NA,NA,French,M
Radek Stepanek,Nick Kyrgios,1,0,0,3,63,62,37,29,5,4,41,44,1,6,19,27,132,6,6,6,NA,NA,56,64,44,35,10,7,46,38,1,3,9,20,130,7,7,7,NA,NA,French,M
Viktor Troicki,James Blake,1,1,3,0,48,29,52,20,12,4,33,12,7,11,14,21,91,6,6,6,NA,NA,47,22,53,15,3,2,23,31,2,2,9,22,59,4,2,2,NA,NA,French,M
Juan Monaco,Daniel Gimeno-Traver,1,0,2,3,78,85,22,22,2,1,24,30,5,17,12,18,174,6,6,6,4,4,52,67,48,47,12,5,72,64,5,10,11,18,177,4,4,7,6,6,French,M
Benjamin Becker,Jeremy Chardy,1,0,0,3,66,48,34,13,7,5,24,24,1,5,11,14,85,4,2,5,NA,NA,66,44,34,17,10,6,46,33,5,11,10,16,108,6,6,7,NA,NA,French,M
Roberto Bautista Agut,Gilles Muller,1,1,3,0,83,51,17,6,6,0,27,18,5,14,5,6,100,6,6,6,NA,NA,55,36,45,18,8,5,32,29,1,3,12,20,75,3,4,2,NA,NA,French,M
Jarkko Nieminen,Paul-Henri Mathieu,1,1,3,2,69,84,31,29,11,4,57,42,6,7,8,13,172,6,4,7,4,6,54,58,46,36,7,8,60,71,5,15,24,33,163,4,6,6,6,2,French,M
Jo-Wilfried Tsonga,Aljaz Bedene,1,1,3,0,50,32,50,23,5,0,29,33,6,10,13,17,93,6,6,6,NA,NA,62,26,38,12,4,4,15,35,1,4,9,13,63,2,2,3,NA,NA,French,M
Marinko Matosevic,David Ferrer,1,0,0,3,59,29,41,10,1,5,20,42,5,8,15,26,76,4,3,4,NA,NA,55,33,45,18,3,4,22,22,8,11,6,11,98,6,6,6,NA,NA,French,M
Steve Johnson,Albert Montanes,1,0,2,3,55,53,45,32,5,7,56,41,4,5,19,35,118,4,6,3,6,1,65,59,35,21,5,4,38,20,6,19,11,16,142,6,3,6,3,6,French,M
Joao Sousa,Go Soeda,1,1,3,0,70,40,30,14,7,2,29,21,7,10,5,7,87,6,6,6,NA,NA,58,24,42,10,3,4,19,41,1,4,6,11,57,1,3,2,NA,NA,French,M
Marcel Granollers,Feliciano Lopez,1,0,2,2,70,55,30,18,7,3,29,37,5,14,17,34,132,5,6,4,6,NA,58,52,42,33,12,3,52,66,4,5,26,38,122,7,2,6,4,NA,French,M
Illya Marchenko,Kevin Anderson,1,0,0,3,60,39,40,25,0,4,21,35,1,2,8,18,89,3,5,4,NA,NA,64,50,36,15,13,4,38,33,4,12,12,14,115,6,7,6,NA,NA,French,M
Jan-Lennard Struff,Evgeny Donskoy,1,0,1,3,48,47,52,32,9,5,53,51,6,11,12,20,132,6,6,6,2,NA,59,59,41,25,14,5,40,38,6,10,8,11,132,7,2,7,6,NA,French,M
Steve Darcis,Michael Llodra,1,0,1,3,71,49,29,23,3,1,35,18,4,6,21,42,112,4,6,1,4,NA,58,56,42,16,17,6,59,46,7,18,38,63,131,6,4,6,6,NA,French,M
Milos Raonic,Xavier Malisse,1,1,3,1,73,55,27,14,16,2,61,36,6,9,32,45,116,6,6,4,6,NA,64,42,36,18,8,1,26,18,2,5,9,13,87,2,1,6,4,NA,French,M
Andreas Haider-Maurer,Nicolas Almagro,1,0,1,3,65,50,35,20,8,3,28,32,1,4,7,10,99,6,4,3,3,NA,53,50,47,28,13,6,40,37,4,7,6,12,113,4,6,6,6,NA,French,M
Martin Alund,Edouard Roger-Vasselin,1,0,1,3,57,31,43,17,1,2,24,41,2,7,11,22,83,2,6,1,0,NA,63,45,37,22,6,1,33,34,8,19,16,21,111,6,4,6,6,NA,French,M
Blaz Kavcic,James Duckworth,1,1,3,0,63,33,37,17,1,0,25,8,7,12,11,20,89,6,6,6,NA,NA,46,19,54,11,3,4,13,27,1,5,7,22,50,2,2,2,NA,NA,French,M
Andreas Seppi,Leonardo Mayer,1,1,3,2,67,73,33,32,8,3,50,69,9,14,18,27,171,6,6,6,6,6,64,68,36,28,11,8,48,69,6,10,19,37,154,7,4,3,7,4,French,M
Jurgen Zopp,Tommy Robredo,1,0,0,3,68,35,32,9,3,0,24,27,0,0,14,27,58,3,2,1,NA,NA,65,37,35,12,6,3,32,7,6,15,8,10,95,6,6,6,NA,NA,French,M
Igor Sijsling,Jurgen Melzer,1,1,3,0,64,41,36,18,16,3,31,16,6,11,3,8,94,6,6,6,NA,NA,72,37,28,6,5,6,24,22,2,5,8,10,71,4,3,2,NA,NA,French,M
Ernests Gulbis,Rogerio Dutra Silva,1,1,3,0,53,36,47,23,7,2,40,26,6,9,16,24,97,6,7,6,NA,NA,65,31,35,13,1,2,17,32,3,6,15,23,74,1,6,3,NA,NA,French,M
Tomas Berdych,Gael Monfils,1,0,2,3,66,91,34,33,11,2,72,57,1,5,35,50,174,6,4,7,7,5,72,104,28,27,26,3,66,44,3,8,15,21,189,7,6,6,6,7,French,M
Sergiy Stakhovsky,Richard Gasquet,1,0,0,3,55,22,45,17,1,1,16,30,1,4,12,27,57,1,4,3,NA,NA,67,36,33,16,3,1,26,13,6,10,21,27,88,6,6,6,NA,NA,French,M
Michal Przysiezny,Rhyne Williams,1,1,3,1,67,75,33,27,13,4,57,31,4,12,29,41,151,6,6,7,7,NA,67,66,33,21,19,2,45,33,1,10,6,16,134,3,7,5,5,NA,French,M
Florent Serra,Nikolay Davydenko,1,0,0,3,64,35,36,13,1,1,17,25,2,3,2,3,75,3,4,5,NA,NA,67,50,33,16,3,3,28,27,5,7,5,5,96,6,6,7,NA,NA,French,M
Florian Mayer,Denis Istomin,1,0,1,2,59,40,41,15,6,3,22,24,4,7,10,14,87,6,3,5,NA,NA,69,44,31,13,7,3,53,31,5,11,17,26,101,4,6,7,NA,NA,French,M
Albert Ramos,Jerzy Janowicz,1,0,0,3,61,41,39,25,5,1,22,17,1,6,10,18,94,6,5,3,NA,NA,63,49,37,26,17,3,65,46,3,7,19,22,113,7,7,6,NA,NA,French,M
Kenny De Schepper,Robin Haase,1,0,1,3,64,61,36,21,7,11,56,60,3,6,31,49,125,4,6,6,3,NA,65,59,35,25,8,6,35,31,3,8,17,23,131,6,7,2,6,NA,French,M
Vasek Pospisil,Horacio Zeballos,1,0,2,2,56,67,44,34,21,7,58,53,1,4,21,30,141,6,4,7,4,NA,68,71,32,18,10,4,44,42,1,10,15,22,135,7,6,6,1,NA,French,M
Stanislas Wawrinka,Thiemo De Bakker,1,1,3,1,69,74,31,24,9,3,55,50,4,15,35,56,146,7,6,6,7,NA,69,70,31,25,7,2,38,30,1,4,20,33,135,5,3,7,5,NA,French,M
Jesse Levine,Kei Nishikori,1,0,0,3,52,16,48,9,1,5,9,33,1,3,4,8,49,3,2,0,NA,NA,51,27,49,19,2,4,26,25,8,11,7,7,86,6,6,6,NA,NA,French,M
Grega Zemlja,Santiago Giraldo,1,1,3,0,52,32,48,21,12,2,43,24,6,13,6,7,92,6,6,6,NA,NA,64,30,36,12,4,0,19,26,0,3,1,2,62,1,4,1,NA,NA,French,M
Lukasz Kubot,Maxime Teixeira,1,1,2,1,64,30,36,12,4,5,25,45,6,16,16,36,90,6,5,3,NA,NA,64,37,36,12,4,5,26,42,5,8,11,18,85,4,7,1,NA,NA,French,M
Benoit Paire,Marcos Baghdatis,1,1,2,1,46,40,54,29,6,2,39,46,2,3,21,28,101,3,7,4,NA,NA,53,34,47,25,2,7,17,24,2,14,13,25,104,6,6,3,NA,NA,French,M
Andreas Beck,Fabio Fognini,1,0,0,3,55,37,45,25,4,4,34,39,1,13,15,23,106,3,5,3,NA,NA,64,50,36,27,10,5,39,22,5,13,9,11,125,6,7,6,NA,NA,French,M
Pere Riba,Lukas Rosol,1,0,0,3,60,38,40,14,3,0,12,16,1,5,0,6,82,3,4,4,NA,NA,62,41,38,23,7,4,62,50,4,7,9,12,97,6,6,6,NA,NA,French,M
Martin Klizan,Michael Russell,1,1,2,1,49,29,51,22,7,4,32,37,6,11,13,19,92,3,6,6,NA,NA,69,35,31,9,3,4,22,32,3,12,10,19,81,6,3,1,NA,NA,French,M
Rafael Nadal,Daniel Brands,1,1,3,1,84,74,16,12,2,4,40,26,3,8,19,25,140,4,7,6,6,NA,74,66,26,22,10,1,51,53,1,4,25,40,115,6,6,4,3,NA,French,M
Fernando Verdasco,Marc Gicquel,1,1,3,0,64,37,36,11,4,5,25,22,7,13,7,12,89,6,6,6,NA,NA,53,23,47,13,1,3,11,25,1,3,5,8,58,2,3,1,NA,NA,French,M
Federico Delbonis,Julian Reister,1,1,3,1,55,52,45,27,8,8,53,41,7,10,13,23,122,6,6,6,6,NA,72,47,28,15,2,1,23,35,1,8,9,15,97,7,1,0,4,NA,French,M
Mikhail Youzhny,Pablo Andujar,1,1,3,1,65,70,35,20,11,5,71,52,6,20,26,37,153,4,6,6,6,NA,56,49,44,27,2,4,28,39,3,12,11,24,127,6,4,2,3,NA,French,M
Carlos Berlocq,John Isner,1,0,0,3,73,45,27,10,3,3,27,11,1,5,11,18,83,3,4,4,NA,NA,63,45,37,16,14,1,52,29,4,9,16,27,97,6,6,6,NA,NA,French,M
Andrey Kuznetsov,Ryan Harrison,1,0,0,3,71,48,29,11,4,4,35,31,2,10,17,25,94,3,4,6,NA,NA,56,46,44,26,6,2,29,20,4,8,12,18,111,6,6,7,NA,NA,French,M
Jack Sock,Guillermo Garcia-Lopez,1,1,3,0,56,32,44,23,4,2,26,26,7,13,6,9,97,6,6,7,NA,NA,63,30,37,11,0,10,13,38,2,7,9,14,66,2,2,5,NA,NA,French,M
Tommy Haas,Guillaume Rufin,1,1,3,0,65,48,35,13,6,4,27,41,5,9,12,15,101,7,6,6,NA,NA,61,32,39,21,2,2,16,33,1,4,14,23,78,6,1,3,NA,NA,French,M
Jiri Vesely,Philipp Kohlschreiber,1,0,1,3,61,59,39,25,8,6,35,44,3,5,21,35,120,6,6,5,2,NA,62,61,38,21,7,2,50,41,3,13,16,22,132,7,1,7,6,NA,French,M
Simone Bolelli,Yen-Hsun Lu,1,0,0,3,63,33,37,12,4,,18,27,1,1,5,8,57,4,4,1,NA,NA,77,32,23,9,4,,20,12,4,11,4,6,78,6,6,2,NA,NA,French,M
Bernard Tomic,Victor Hanescu,1,0,0,3,63,38,37,17,6,3,36,34,1,11,14,15,91,5,6,1,NA,NA,71,51,29,19,5,3,27,22,3,5,14,25,103,7,7,2,NA,NA,French,M
Alexandr Dolgopolov,Dmitry Tursunov,1,0,0,3,55,51,45,22,14,2,44,50,3,7,8,11,116,6,4,6,NA,NA,51,47,49,28,8,6,38,42,4,8,7,13,119,7,6,7,NA,NA,French,M
Alejandro Falla,Grigor Dimitrov,1,0,0,2,54,10,46,7,1,1,6,15,1,5,5,7,38,4,0,NA,NA,NA,59,20,41,10,2,1,14,16,2,2,6,7,48,6,1,NA,NA,NA,French,M
Alex Kuznetsov,Lucas Pouille,1,0,0,3,63,33,37,13,5,3,34,49,1,6,19,26,84,1,6,2,NA,NA,48,36,52,33,8,3,38,37,5,11,10,14,109,6,7,6,NA,NA,French,M
Ivan Dodig,Guido Pella,1,0,2,3,56,80,44,37,21,8,70,72,6,14,35,48,172,6,4,3,6,1,61,71,39,35,4,7,52,49,6,15,21,31,179,4,6,6,2,1,French,M
Novak Djokovic,David Goffin,1,1,3,0,69,53,31,20,5,0,26,31,3,11,13,21,114,7,6,7,NA,NA,61,46,39,25,7,2,32,38,1,2,15,26,99,6,4,5,NA,NA,French,M
Somdev Devvarman,Roger Federer,2,0,0,3,61,19,39,16,2,,12,14,0,3,3,14,52,2,1,1,NA,NA,62,30,38,18,3,,54,33,7,14,19,30,88,6,6,6,NA,NA,French,M
Julien Benneteau,Tobias Kamke,2,1,3,2,72,83,28,23,5,8,63,76,5,10,32,47,174,7,7,5,0,6,65,75,35,37,5,4,55,38,7,16,22,34,183,6,5,7,6,4,French,M
Jan Hajek,Sam Querrey,2,0,0,3,66,36,34,16,3,1,31,25,4,8,7,18,88,4,5,4,NA,NA,62,45,38,14,8,6,39,28,7,12,9,15,107,6,7,6,NA,NA,French,M
Gilles Simon,Pablo Cuevas,2,1,3,1,57,41,43,26,4,1,54,41,10,17,16,22,126,6,6,6,6,NA,56,37,44,19,2,4,23,39,2,5,8,14,89,7,1,1,1,NA,French,M
Nick Kyrgios,Marin Cilic,2,0,0,3,64,33,36,10,3,4,14,23,0,3,2,6,57,4,2,2,NA,NA,51,32,49,23,8,3,32,15,5,7,5,5,92,6,6,6,NA,NA,French,M
Daniel Gimeno-Traver,Viktor Troicki,2,0,2,3,78,84,22,15,1,3,49,60,7,10,14,23,162,6,6,0,7,4,56,61,44,35,14,2,57,56,10,23,20,37,180,4,7,6,6,6,French,M
Roberto Bautista Agut,Jeremy Chardy,2,0,0,3,79,42,21,8,1,0,17,11,0,0,14,20,80,1,5,4,NA,NA,64,50,36,17,11,4,59,41,4,8,21,28,101,6,7,6,NA,NA,French,M
Jo-Wilfried Tsonga,Jarkko Nieminen,2,1,3,0,65,44,35,19,8,1,35,36,4,7,18,22,106,7,6,6,NA,NA,61,41,39,25,1,2,24,35,1,1,21,29,83,6,4,3,NA,NA,French,M
Albert Montanes,David Ferrer,2,0,0,3,67,28,33,9,3,1,28,36,2,3,10,17,63,2,1,3,NA,NA,60,31,40,15,3,2,29,21,8,15,8,13,96,6,6,6,NA,NA,French,M
Feliciano Lopez,Joao Sousa,2,1,3,1,64,56,36,23,17,0,42,36,3,12,17,22,126,3,6,6,6,NA,66,58,34,24,10,3,31,41,1,3,11,18,112,6,3,4,4,NA,French,M
Evgeny Donskoy,Kevin Anderson,2,0,1,3,67,62,33,21,3,2,44,36,0,5,9,13,120,7,1,5,2,NA,68,69,32,26,14,3,58,37,5,11,14,19,148,6,6,7,6,NA,French,M
Milos Raonic,Michael Llodra,2,1,3,1,63,62,37,25,24,5,75,42,4,12,33,46,144,7,3,7,6,NA,61,59,39,32,14,4,44,26,2,7,28,56,127,5,6,6,2,NA,French,M
Edouard Roger-Vasselin,Nicolas Almagro,2,0,0,3,57,30,43,16,4,1,23,34,1,11,11,17,81,2,4,3,NA,NA,46,36,54,30,9,6,41,45,5,12,11,14,95,6,6,6,NA,NA,French,M
Andreas Seppi,Blaz Kavcic,2,1,3,2,57,67,43,41,14,2,63,40,6,18,24,39,176,6,7,6,4,6,63,64,37,37,7,5,46,40,3,9,19,32,157,0,6,7,6,3,French,M
Igor Sijsling,Tommy Robredo,2,0,2,3,52,51,48,30,9,4,64,53,3,6,37,50,132,7,6,3,1,1,62,67,38,28,12,4,52,29,8,14,8,16,157,6,4,6,6,6,French,M
Gael Monfils,Ernests Gulbis,2,1,3,1,64,65,36,32,8,4,29,33,7,11,10,19,139,6,6,7,6,NA,60,55,40,22,3,6,52,69,4,12,26,38,132,7,4,6,2,NA,French,M
Michal Przysiezny,Richard Gasquet,2,0,0,3,64,27,36,8,3,0,14,34,2,3,6,13,53,3,3,0,NA,NA,59,32,41,14,9,3,39,15,8,13,6,9,92,6,6,6,NA,NA,French,M
Denis Istomin,Nikolay Davydenko,2,0,0,3,68,41,32,19,3,0,19,41,1,1,13,22,80,4,5,2,NA,NA,65,41,35,18,2,1,22,28,5,14,15,21,102,6,7,6,NA,NA,French,M
Robin Haase,Jerzy Janowicz,2,0,1,3,68,51,32,21,1,0,23,28,3,10,17,34,115,4,6,4,3,NA,60,48,40,28,5,7,59,47,6,14,25,44,124,6,4,6,6,NA,French,M
Stanislas Wawrinka,Horacio Zeballos,2,1,3,0,66,52,34,18,19,6,50,33,3,6,13,25,111,6,7,6,NA,NA,62,46,38,16,4,3,25,26,0,8,17,24,90,2,6,4,NA,NA,French,M
Grega Zemlja,Kei Nishikori,2,0,1,3,48,39,52,24,5,5,24,47,6,10,8,13,110,1,7,1,4,NA,63,45,37,19,4,5,43,56,11,23,16,19,135,6,5,6,6,NA,French,M
Benoit Paire,Lukasz Kubot,2,1,3,0,57,34,43,20,9,3,54,35,7,16,15,22,102,7,6,6,NA,NA,75,46,25,8,1,2,23,26,4,6,9,24,82,6,2,4,NA,NA,French,M
Lukas Rosol,Fabio Fognini,2,0,1,3,57,51,43,21,8,3,37,51,2,6,17,33,105,2,6,6,1,NA,74,60,26,17,7,4,34,36,4,11,5,11,131,6,7,2,6,NA,French,M
Rafael Nadal,Martin Klizan,2,1,3,1,74,55,26,10,5,2,27,29,7,10,14,20,113,4,6,6,6,NA,56,30,44,25,6,5,32,57,4,7,15,28,90,6,3,3,3,NA,French,M
Fernando Verdasco,Janko Tipsarevic,2,0,2,3,58,77,42,40,10,9,74,89,4,14,29,39,187,6,1,6,7,6,64,82,36,38,9,1,49,52,5,20,21,32,194,7,6,3,5,8,French,M
Mikhail Youzhny,Federico Delbonis,2,1,3,1,69,70,31,24,5,4,44,45,6,15,19,32,152,6,6,7,6,NA,57,55,43,30,2,5,48,48,3,11,17,32,136,3,7,5,4,NA,French,M
Ryan Harrison,John Isner,2,0,2,3,64,88,36,32,9,9,52,37,1,7,13,26,160,7,7,3,1,6,65,81,35,37,15,2,61,52,5,18,39,56,183,5,6,6,6,8,French,M
Tommy Haas,Jack Sock,2,1,3,0,74,62,26,15,11,3,34,30,4,16,10,15,116,7,6,7,NA,NA,54,39,46,22,4,6,25,34,1,7,18,26,96,6,2,5,NA,NA,French,M
Dmitry Tursunov,Victor Hanescu,2,0,0,2,59,31,41,9,6,4,25,15,2,2,6,9,62,4,6,NA,NA,NA,67,33,33,9,6,0,24,10,3,5,5,6,66,6,6,NA,NA,NA,French,M
Lucas Pouille,Grigor Dimitrov,2,0,0,3,60,31,40,14,1,3,15,39,1,6,13,23,71,1,6,1,NA,NA,49,37,51,29,5,3,37,33,5,10,17,19,103,6,7,6,NA,NA,French,M
Novak Djokovic,Guido Pella,2,1,3,0,72,38,28,10,1,2,29,26,7,16,17,23,93,6,6,6,NA,NA,57,26,43,12,1,4,10,34,0,1,3,7,58,2,0,2,NA,NA,French,M
Julien Benneteau,Roger Federer,3,0,0,3,82,41,18,8,2,1,15,31,1,3,9,15,64,3,4,5,NA,NA,65,42,35,22,7,0,38,21,4,4,8,11,98,6,6,7,NA,NA,French,M
Gilles Simon,Sam Querrey,3,1,3,2,60,52,40,32,3,2,36,29,6,10,11,22,133,2,6,2,7,6,58,60,42,21,9,7,61,50,7,14,21,33,134,6,3,6,6,2,French,M
Viktor Troicki,Marin Cilic,3,1,3,0,65,61,35,20,7,4,32,36,4,10,13,21,128,7,6,7,NA,NA,59,43,41,27,6,4,34,56,2,9,20,29,115,6,4,5,NA,NA,French,M
Jo-Wilfried Tsonga,Jeremy Chardy,3,1,3,0,67,40,33,17,6,0,25,24,5,10,13,15,86,6,6,7,NA,NA,65,35,35,10,3,3,17,34,0,2,15,21,60,1,2,5,NA,NA,French,M
Feliciano Lopez,David Ferrer,3,0,0,3,63,37,37,14,5,3,21,41,3,5,18,28,80,1,5,4,NA,NA,66,41,34,17,1,4,35,30,7,19,14,20,111,6,7,6,NA,NA,French,M
Milos Raonic,Kevin Anderson,3,0,0,3,57,49,43,29,16,1,50,38,1,4,13,27,102,5,6,3,NA,NA,69,54,31,19,8,2,31,15,3,12,10,12,126,7,7,6,NA,NA,French,M
Andreas Seppi,Nicolas Almagro,3,0,0,3,51,34,49,18,6,2,32,37,1,5,5,8,74,6,0,4,NA,NA,69,50,31,12,19,2,43,20,5,13,12,14,107,7,6,6,NA,NA,French,M
Gael Monfils,Tommy Robredo,3,0,2,3,68,73,32,27,2,1,61,68,4,12,28,36,154,6,7,2,6,2,70,74,30,30,4,2,50,52,6,17,28,40,170,2,6,6,7,6,French,M
Nikolay Davydenko,Richard Gasquet,3,0,0,3,76,46,24,9,3,0,36,38,2,3,11,18,83,4,4,3,NA,NA,68,40,32,19,5,3,27,18,5,10,17,31,101,6,6,6,NA,NA,French,M
Stanislas Wawrinka,Jerzy Janowicz,3,1,3,1,58,54,42,31,9,2,48,29,5,14,24,32,136,6,6,6,6,NA,61,58,39,23,6,10,37,46,1,5,19,31,116,3,7,3,3,NA,French,M
Benoit Paire,Kei Nishikori,3,0,1,3,43,40,57,36,6,9,36,64,4,9,10,20,119,3,7,4,1,NA,63,53,37,23,1,5,27,34,8,19,14,27,137,6,6,6,6,NA,French,M
Rafael Nadal,Fabio Fognini,3,1,3,0,78,52,22,14,5,1,24,40,5,18,15,20,122,7,6,6,NA,NA,67,47,33,26,3,2,47,59,3,11,17,31,111,6,4,4,NA,NA,French,M
Mikhail Youzhny,Janko Tipsarevic,3,1,3,0,64,40,36,21,3,3,42,29,4,8,16,24,96,6,6,6,NA,NA,49,28,51,25,5,5,22,22,0,3,10,20,77,4,4,3,NA,NA,French,M
Tommy Haas,John Isner,3,0,2,3,63,99,37,52,15,9,85,43,3,23,14,23,224,7,7,4,6,1,78,132,22,24,27,0,92,58,2,13,52,80,213,5,6,6,7,8,French,M
Victor Hanescu,Philipp Kohlschreiber,3,0,0,3,73,31,27,8,1,5,21,24,1,14,9,22,71,0,6,1,NA,NA,59,43,41,20,6,1,40,23,6,9,19,32,105,6,7,6,NA,NA,French,M
Novak Djokovic,Grigor Dimitrov,3,1,3,0,68,39,32,13,2,0,13,22,7,16,6,13,94,6,6,6,NA,NA,69,33,31,9,0,2,18,48,1,5,8,12,61,2,2,3,NA,NA,French,M
Gilles Simon,Roger Federer,4,0,2,3,61,65,39,28,5,3,32,47,3,6,15,28,131,1,6,6,2,3,64,56,36,23,9,2,60,56,6,14,25,35,147,6,4,2,6,6,French,M
Jo-Wilfried Tsonga,Viktor Troicki,4,1,3,0,77,45,23,15,1,2,33,24,4,12,18,25,98,6,6,6,NA,NA,62,34,38,15,5,1,20,27,0,3,19,28,70,3,3,3,NA,NA,French,M
Kevin Anderson,David Ferrer,4,0,0,3,71,34,29,7,5,2,25,41,0,2,6,12,60,3,1,1,NA,NA,52,28,48,24,1,3,28,11,6,17,9,12,97,6,6,6,NA,NA,French,M
Tommy Robredo,Nicolas Almagro,4,1,3,2,63,73,37,31,8,2,42,39,7,20,23,27,169,6,3,6,6,6,63,71,37,31,7,1,69,67,6,13,19,30,165,7,6,4,4,4,French,M
Stanislas Wawrinka,Richard Gasquet,4,1,3,2,63,81,37,41,13,6,92,55,4,20,31,45,191,6,4,6,7,8,60,87,40,38,10,2,57,46,2,11,37,53,178,7,6,4,5,6,French,M
Rafael Nadal,Kei Nishikori,4,1,3,0,69,39,31,16,1,0,20,25,5,8,6,8,91,6,6,6,NA,NA,65,27,35,15,0,1,14,39,0,4,8,16,65,4,1,3,NA,NA,French,M
Tommy Haas,Mikhail Youzhny,4,1,3,0,61,31,39,14,2,3,25,18,8,15,12,15,82,6,6,6,NA,NA,63,16,37,12,0,3,17,32,2,6,13,21,54,1,1,3,NA,NA,French,M
Novak Djokovic,Philipp Kohlschreiber,4,1,3,1,74,71,26,23,2,2,38,42,4,8,13,31,134,4,6,6,6,NA,55,48,45,28,4,3,48,48,2,13,17,24,123,6,3,4,4,NA,French,M
Jo-Wilfried Tsonga,Roger Federer,5,1,3,0,75,46,25,10,2,0,26,22,6,14,15,23,103,7,6,6,NA,NA,67,39,33,14,0,3,25,34,2,3,15,30,73,5,3,3,NA,NA,French,M
Tommy Robredo,David Ferrer,5,0,0,3,59,22,41,9,2,2,9,28,0,1,4,7,46,2,1,1,NA,NA,47,25,53,22,1,3,26,18,7,12,13,15,84,6,6,6,NA,NA,French,M
Rafael Nadal,Stanislas Wawrinka,5,1,3,0,75,40,25,11,5,0,31,17,7,12,13,16,96,6,6,6,NA,NA,60,30,40,12,3,4,23,40,1,5,16,30,64,2,3,1,NA,NA,French,M
Novak Djokovic,Tommy Haas,5,1,3,0,64,41,36,22,11,0,46,25,5,12,22,27,116,6,7,7,NA,NA,60,48,40,21,4,5,19,34,2,2,2,17,84,3,6,5,NA,NA,French,M
David Ferrer,Jo-Wilfried Tsonga,6,1,3,0,60,35,40,23,3,1,24,21,6,17,17,22,107,6,7,6,NA,NA,58,37,42,17,6,3,31,56,2,5,7,16,84,1,6,2,NA,NA,French,M
Novak Djokovic,Rafael Nadal,6,0,2,3,67,76,33,30,5,2,54,75,5,9,32,50,158,4,6,1,7,7,64,73,36,35,6,3,61,44,8,16,15,26,177,6,3,6,6,9,French,M
Rafael Nadal,David Ferrer,7,1,3,0,70,43,30,11,5,2,35,25,8,16,13,17,100,6,6,6,NA,NA,62,31,38,8,1,5,22,35,3,12,10,14,72,3,2,3,NA,NA,French,M
Lukas Lacko,Novak Djokovic,1,0,0,3,61,35,39,18,5,1,17,29,1,3,8,11,70,3,6,1,NA,NA,68,45,32,17,10,0,40,30,4,8,8,9,101,6,7,6,NA,NA,Aus,M
Leonardo Mayer,Albert Montanes,1,1,3,0,61,31,39,13,13,1,13,1,7,14,,,80,6,6,6,NA,NA,60,23,40,9,1,4,1,4,0,0,,,42,1,3,1,NA,NA,Aus,M
Marcos Baghdatis,Denis Istomin,1,0,0,3,52,53,48,20,8,4,37,50,1,9,16,23,106,4,5,4,NA,NA,77,57,23,15,9,1,41,41,4,13,12,16,126,6,7,6,NA,NA,Aus,M
Dmitry Tursunov,Michael Russell,1,1,3,0,53,39,47,24,8,6,8,6,6,9,,,104,6,6,6,NA,NA,50,24,50,19,1,8,1,8,1,7,,,79,2,2,3,NA,NA,Aus,M
Juan Monaco,Ernests Gulbis,1,0,1,3,76,63,24,12,0,4,16,35,3,12,9,13,128,6,4,6,2,NA,53,59,47,32,17,11,59,79,3,5,16,28,127,1,6,7,6,NA,Aus,M
Santiago Giraldo,Sam Querrey,1,0,1,3,65,51,35,22,9,3,35,41,2,7,6,12,108,3,2,6,6,NA,63,60,37,22,24,4,47,45,4,7,14,17,122,6,6,3,7,NA,Aus,M
Dudi Sela,Jarkko Nieminen,1,0,2,3,68,73,32,24,5,3,41,50,9,17,14,30,173,6,6,7,3,3,60,66,40,34,2,6,57,72,10,17,25,36,173,3,7,6,6,6,Aus,M
Fabio Fognini,Alex Bogomolov Jr.,1,1,2,0,47,18,53,15,3,4,21,31,6,20,6,9,78,6,6,NA,NA,NA,54,26,46,13,0,11,11,46,2,6,8,12,61,3,2,NA,NA,NA,Aus,M
David Guez,Richard Gasquet,1,0,0,3,64,26,36,12,3,,20,39,3,7,5,14,67,5,4,1,NA,NA,67,42,33,14,12,,32,20,7,10,8,11,94,7,6,6,NA,NA,Aus,M
Nikolay Davydenko,Lukasz Kubot,1,1,3,2,77,76,23,11,6,4,6,4,7,24,,,162,3,6,3,6,6,60,68,40,25,8,12,8,12,6,14,,,141,6,3,6,3,4,Aus,M
Pablo Carreno Busta,Julien Benneteau,1,0,2,3,53,46,47,35,7,7,47,58,4,5,19,33,126,3,6,6,1,2,66,62,34,24,16,4,49,46,7,19,30,43,152,6,3,4,6,6,Aus,M
Tommy Robredo,Lukas Rosol,1,1,3,2,57,62,43,43,13,0,50,38,6,18,15,19,177,6,6,3,7,8,51,72,49,41,11,12,82,96,3,7,28,44,152,1,7,6,6,6,Aus,M
Samuel Groth,Vasek Pospisil,1,0,0,3,65,40,35,17,16,4,35,25,0,2,20,43,74,4,3,4,NA,NA,67,45,33,13,6,4,31,17,4,10,6,10,94,6,6,6,NA,NA,Aus,M
Nicolas Mahut,Matthew Ebden,1,0,2,3,64,63,36,23,7,4,49,57,6,15,24,46,137,3,5,6,6,3,67,58,33,23,7,7,45,55,6,12,28,37,131,6,7,4,0,6,Aus,M
Alejandro Falla,Mikhail Kukushkin,1,1,3,1,60,50,40,23,4,2,4,2,10,28,,,151,6,6,6,6,NA,55,55,45,23,2,3,2,3,4,14,,,128,7,2,2,3,NA,Aus,M
Stanislas Wawrinka,Andrey Golubev,1,1,2,0,63,20,37,6,4,1,23,11,4,9,13,14,54,6,4,NA,NA,NA,64,18,36,10,0,0,8,15,1,2,6,12,37,4,1,NA,NA,NA,Aus,M
Alejandro Gonzalez,David Ferrer,1,0,0,3,68,34,32,7,2,4,22,41,5,7,11,21,75,3,4,4,NA,NA,53,28,47,21,2,6,33,30,8,12,18,22,96,6,6,6,NA,NA,Aus,M
Steve Johnson,Adrian Mannarino,1,0,2,3,53,50,47,28,21,12,21,12,4,6,,,129,6,3,0,7,4,58,52,42,37,3,3,3,3,7,11,,,142,3,6,6,5,6,Aus,M
Ricardas Berankis,Alexandr Dolgopolov,1,0,0,3,50,39,50,26,10,3,28,38,1,3,17,31,91,5,5,2,NA,NA,58,42,42,23,7,4,37,31,5,16,12,12,114,7,7,6,NA,NA,Aus,M
Jeremy Chardy,Jesse Huta Galung,1,1,3,0,66,46,34,16,9,2,31,27,4,9,12,13,94,6,6,6,NA,NA,57,41,43,13,9,7,30,33,0,5,14,17,80,2,4,4,NA,NA,Aus,M
Jordan Thompson,Jerzy Janowicz,1,0,2,3,60,58,40,21,13,8,40,36,3,10,18,28,140,6,6,4,2,1,64,74,36,27,18,11,62,64,5,9,31,46,153,1,4,6,6,6,Aus,M
Albert Ramos,Pablo Andujar,1,0,0,3,61,32,39,10,2,3,2,3,3,7,,,77,4,2,4,NA,NA,73,40,27,15,2,1,2,1,7,12,,,97,6,6,6,NA,NA,Aus,M
Florian Mayer,Denis Kudla,1,1,3,0,58,36,42,22,6,1,25,23,5,11,11,14,101,6,6,6,NA,NA,59,35,41,18,1,2,31,45,1,3,12,20,78,4,2,4,NA,NA,Aus,M
Mikhail Youzhny,Jan-Lennard Struff,1,1,3,0,69,39,31,17,5,2,11,30,7,9,5,8,95,6,6,6,NA,NA,49,24,51,12,2,8,20,61,2,5,15,22,66,1,4,2,NA,NA,Aus,M
Guillermo Garcia-Lopez,Tommy Haas,1,1,2,0,58,27,42,11,7,3,19,9,4,4,3,5,65,7,5,NA,NA,NA,52,22,48,11,4,7,18,35,1,2,10,10,55,5,2,NA,NA,NA,Aus,M
Carlos Berlocq,Edouard Roger-Vasselin,1,0,1,3,57,49,43,32,9,4,9,4,4,13,,,150,4,6,7,2,NA,65,67,35,32,6,6,6,6,7,16,,,163,6,7,6,6,NA,Aus,M
Dominic Thiem,Joao Sousa,1,1,3,1,55,60,45,31,20,3,20,3,5,12,,,148,5,6,6,7,NA,65,57,35,30,8,0,8,0,3,8,,,133,7,4,3,6,NA,Aus,M
Kevin Anderson,Jiri Vesely,1,1,3,2,63,76,37,28,21,9,21,9,3,14,,,154,2,6,6,6,6,57,69,43,43,16,10,16,10,2,6,,,154,6,7,4,4,4,Aus,M
Ivo Karlovic,Ivan Dodig,1,0,0,3,66,55,34,18,25,1,48,27,1,3,24,50,93,6,3,6,NA,NA,83,68,17,12,8,2,41,7,2,3,24,35,108,7,6,7,NA,NA,Aus,M
Jan Hajek,Damir Dzumhur,1,0,0,3,73,31,27,6,2,6,2,6,1,2,,,55,4,2,1,NA,NA,53,31,47,19,4,3,4,3,7,12,,,95,6,6,6,NA,NA,Aus,M
Di Wu,Kenny De Schepper,1,0,0,3,60,46,40,29,3,5,33,36,2,13,23,35,125,5,5,6,NA,NA,62,63,38,20,19,13,58,66,4,11,29,44,134,7,7,7,NA,NA,Aus,M
Tomas Berdych,Aleksandr Nedovyesov,1,1,3,0,66,39,34,19,9,0,35,17,4,14,13,23,97,6,6,6,NA,NA,61,37,39,17,8,2,22,37,0,2,11,16,67,3,4,3,NA,NA,Aus,M
James Duckworth,Roger Federer,1,0,0,3,52,36,48,19,13,3,34,38,0,1,19,34,74,4,4,2,NA,NA,58,40,42,19,11,5,30,17,4,17,18,22,96,6,6,6,NA,NA,Aus,M
Radek Stepanek,Blaz Kavcic,1,0,2,2,51,37,49,29,5,11,51,54,4,11,22,32,104,7,6,1,0,NA,63,43,37,22,10,6,41,27,6,14,6,15,121,6,4,6,2,NA,Aus,M
Teymuraz Gabashvili,Sergiy Stakhovsky,1,1,3,1,58,49,42,24,5,4,5,4,9,17,,,133,6,6,6,6,NA,55,50,45,21,14,8,14,8,3,6,,,112,7,4,2,0,NA,Aus,M
Fernando Verdasco,Ze Zhang,1,1,3,1,61,59,39,24,20,6,44,40,5,14,7,11,125,5,6,6,6,NA,58,44,42,25,7,6,20,48,1,5,10,17,101,7,3,2,3,NA,Aus,M
Daniel Brands,Gilles Simon,1,0,2,3,63,109,37,36,41,4,111,81,2,25,29,44,231,7,4,6,3,1,56,114,44,57,32,18,75,53,4,10,37,55,230,6,6,3,6,1,Aus,M
Marin Cilic,Marcel Granollers,1,1,3,2,58,57,42,30,22,4,63,53,5,8,21,31,145,4,4,6,6,6,61,64,39,27,13,4,41,34,2,3,20,29,124,6,6,3,3,2,Aus,M
Thomaz Bellucci,Julian Reister,1,1,2,1,53,39,47,24,8,6,33,37,4,7,18,22,98,4,6,7,NA,NA,60,41,40,16,4,9,21,36,4,8,8,19,93,6,3,6,NA,NA,Aus,M
Jo-Wilfried Tsonga,Filippo Volandri,1,1,3,0,62,37,38,23,15,1,36,25,5,13,12,15,104,7,6,6,NA,NA,57,35,43,20,2,6,28,39,1,2,20,31,77,5,3,3,NA,NA,Aus,M
Martin Klizan,John Isner,1,1,2,0,54,25,46,21,9,2,27,10,2,5,1,3,71,6,7,NA,NA,NA,78,36,22,6,10,0,23,23,0,3,5,10,52,2,6,NA,NA,NA,Aus,M
Blaz Rola,Federico Delbonis,1,1,3,0,68,57,32,13,6,8,6,8,4,9,,,108,6,6,7,NA,NA,63,38,37,16,4,1,4,1,0,8,,,86,4,2,5,NA,NA,Aus,M
Michal Przysiezny,Horacio Zeballos,1,1,3,0,69,48,31,17,15,0,15,0,5,8,,,104,6,7,7,NA,NA,60,43,40,18,11,4,11,4,2,4,,,85,3,6,5,NA,NA,Aus,M
Stephane Robert,Aljaz Bedene,1,1,3,0,46,25,54,21,4,2,22,22,9,17,11,12,104,7,6,6,NA,NA,54,40,46,9,16,11,28,52,4,5,6,10,74,6,3,0,NA,NA,Aus,M
Somdev Devvarman,Feliciano Lopez,1,0,0,3,52,34,48,28,6,1,6,1,2,7,,,89,4,4,6,NA,NA,65,50,35,18,12,2,12,2,4,7,,,110,6,6,7,NA,NA,Aus,M
Michael Berrer,Michael Llodra,1,1,3,0,63,39,37,19,9,6,9,6,5,12,,,95,6,7,6,NA,NA,72,47,28,12,10,5,10,5,0,2,,,74,4,5,1,NA,NA,Aus,M
Vincent Millot,Wayne Odesnik,1,1,3,2,57,63,43,34,18,9,54,68,11,26,8,11,173,7,4,6,6,6,67,67,33,22,11,2,39,73,7,20,10,17,158,5,6,7,1,3,Aus,M
Andy Murray,Go Soeda,1,1,3,0,69,33,31,11,12,2,32,13,7,13,4,5,84,6,6,6,NA,NA,61,28,39,6,6,3,23,33,0,0,11,16,49,1,1,3,NA,NA,Aus,M
Rhyne Williams,Juan Martin Del Potro,1,0,1,3,57,52,43,25,29,1,55,39,1,2,12,18,107,7,3,4,4,NA,64,62,36,23,16,3,46,29,4,8,21,28,122,6,6,6,6,NA,Aus,M
Roberto Bautista Agut,Tim Smyczek,1,1,3,0,82,37,18,7,1,1,1,1,8,18,,,95,6,6,6,NA,NA,61,28,39,10,8,5,8,5,1,2,,,55,2,1,1,NA,NA,Aus,M
Nick Kyrgios,Benjamin Becker,1,1,3,1,54,60,46,25,34,13,71,52,6,8,5,8,133,6,6,6,7,NA,53,45,47,31,12,5,38,36,3,7,6,6,114,3,7,2,6,NA,Aus,M
Benoit Paire,Frank Dancevic,1,1,3,0,57,54,43,22,24,6,58,25,3,12,22,35,117,7,6,6,NA,NA,59,47,41,20,12,3,36,14,1,4,15,32,97,6,3,4,NA,NA,Aus,M
Bradley Klahn,Grigor Dimitrov,1,0,1,3,58,54,42,28,10,9,10,9,0,0,,,105,7,4,4,3,NA,57,55,43,30,14,4,14,4,4,8,,,133,6,6,6,6,NA,Aus,M
Jimmy Wang,Yen-Hsun Lu,1,0,0,3,63,32,37,12,1,3,1,3,3,7,,,76,3,2,1,NA,NA,62,33,38,11,9,5,9,5,9,19,,,101,6,6,6,NA,NA,Aus,M
Peter Gojowczyk,Victor Hanescu,1,0,0,3,55,44,45,22,8,6,36,59,1,6,5,7,103,6,6,3,NA,NA,66,60,34,23,9,4,24,34,2,6,10,12,121,7,7,6,NA,NA,Aus,M
Milos Raonic,Daniel Gimeno-Traver,1,1,3,1,64,56,36,17,21,7,48,29,7,20,21,30,127,7,6,4,6,NA,56,43,44,25,5,5,22,33,3,6,8,12,96,6,1,6,2,NA,Aus,M
Marinko Matosevic,Kei Nishikori,1,0,2,3,61,69,39,29,14,9,46,63,3,9,16,30,147,3,7,2,6,2,66,68,34,25,6,6,44,50,7,15,11,16,167,6,5,6,4,6,Aus,M
Dusan Lajovic,Lucas Pouille,1,1,3,1,61,53,39,30,7,7,28,57,5,10,8,17,141,6,7,4,6,NA,61,55,39,22,2,10,41,88,4,8,23,39,126,4,6,6,3,NA,Aus,M
Robin Haase,Donald Young,1,0,1,3,67,56,33,18,11,6,38,56,1,4,13,15,106,7,6,2,0,NA,73,58,27,16,0,5,34,33,2,7,29,40,124,6,7,6,1,NA,Aus,M
Andreas Seppi,Lleyton Hewitt,1,1,3,2,59,72,41,40,17,5,67,59,7,18,8,11,175,7,6,5,5,7,51,76,49,38,23,5,54,61,7,13,23,40,178,6,3,7,7,5,Aus,M
Ryan Harrison,Gael Monfils,1,0,0,3,62,42,38,17,2,1,19,23,0,0,13,20,76,4,4,4,NA,NA,64,43,36,18,9,5,43,27,3,4,18,22,95,6,6,6,NA,NA,Aus,M
Tobias Kamke,Jack Sock,1,0,1,3,49,51,51,36,6,8,6,8,2,12,,,138,6,7,2,4,NA,50,54,50,43,16,12,16,12,4,10,,,146,7,5,6,6,NA,Aus,M
Thanasi Kokkinakis,Igor Sijsling,1,1,3,1,54,55,46,36,8,9,54,45,3,5,14,23,135,7,0,7,6,NA,59,56,41,23,20,5,53,47,4,9,23,36,135,6,6,6,2,NA,Aus,M
Rafael Nadal,Bernard Tomic,1,1,1,0,62,14,38,6,5,1,13,5,1,1,5,5,30,6,NA,NA,NA,NA,71,15,29,3,3,1,13,7,0,0,3,5,24,4,NA,NA,NA,NA,Aus,M
Leonardo Mayer,Novak Djokovic,2,0,0,3,52,28,48,17,3,7,14,39,0,0,7,11,59,0,4,4,NA,NA,66,36,34,17,12,2,30,11,5,6,5,9,93,6,6,6,NA,NA,Aus,M
Dmitry Tursunov,Denis Istomin,2,0,1,3,53,45,47,26,5,5,31,44,3,10,24,38,106,6,6,1,4,NA,54,47,46,36,14,1,46,34,5,8,14,18,127,7,4,6,6,NA,Aus,M
Sam Querrey,Ernests Gulbis,2,1,3,0,72,45,28,11,19,4,30,21,5,9,6,11,88,6,6,6,NA,NA,46,23,54,21,7,4,19,41,1,3,6,11,59,2,3,4,NA,NA,Aus,M
Fabio Fognini,Jarkko Nieminen,2,1,3,1,58,62,42,30,9,12,51,60,5,15,27,33,144,7,6,3,6,NA,65,57,35,23,3,5,24,37,2,16,15,24,134,5,4,6,2,NA,Aus,M
Nikolay Davydenko,Richard Gasquet,2,0,0,3,77,48,23,11,6,1,39,43,4,5,9,12,97,6,4,4,NA,NA,58,41,42,21,9,5,33,37,6,11,10,15,110,7,6,6,NA,NA,Aus,M
Tommy Robredo,Julien Benneteau,2,1,3,1,58,61,42,38,17,3,66,25,4,13,13,17,159,6,6,6,7,NA,62,68,38,27,14,6,64,65,1,11,42,65,138,3,7,1,6,NA,Aus,M
Matthew Ebden,Vasek Pospisil,2,0,1,3,68,64,32,19,8,3,30,43,3,11,26,35,121,6,6,6,1,NA,60,59,40,31,13,3,46,47,4,5,25,39,132,3,7,7,6,NA,Aus,M
Stanislas Wawrinka,Alejandro Falla,2,1,3,1,56,57,44,31,9,4,61,46,6,17,23,29,142,6,6,6,6,NA,60,56,40,25,1,3,26,37,2,7,24,39,117,3,3,7,4,NA,Aus,M
Adrian Mannarino,David Ferrer,2,0,1,3,55,44,45,25,5,1,32,73,5,10,18,31,113,6,7,0,3,NA,68,56,32,18,0,4,32,48,9,17,21,22,142,7,5,6,6,NA,Aus,M
Jeremy Chardy,Alexandr Dolgopolov,2,1,3,1,60,74,40,30,22,10,76,73,5,14,24,38,164,7,7,6,7,NA,71,81,29,22,15,2,43,36,4,12,19,24,160,5,6,7,6,NA,Aus,M
Pablo Andujar,Jerzy Janowicz,2,0,1,3,79,71,21,20,11,1,57,28,3,11,17,26,149,6,6,6,3,NA,67,76,33,25,15,5,63,47,3,11,11,18,151,4,7,7,6,NA,Aus,M
Mikhail Youzhny,Florian Mayer,2,0,2,3,55,55,45,36,14,5,48,46,3,7,14,21,126,4,6,3,6,3,60,59,40,33,19,3,48,41,4,11,29,42,136,6,3,6,3,6,Aus,M
Edouard Roger-Vasselin,Guillermo Garcia-Lopez,2,1,3,1,57,49,43,28,11,2,11,2,7,17,,,130,7,6,4,6,NA,51,46,49,26,9,10,9,10,4,13,,,117,6,4,6,1,NA,Aus,M
Kevin Anderson,Dominic Thiem,2,1,3,0,65,43,35,18,15,5,30,22,3,5,12,15,87,6,6,6,NA,NA,59,34,41,16,10,3,28,21,0,2,2,5,69,4,3,4,NA,NA,Aus,M
Damir Dzumhur,Ivan Dodig,2,0,2,2,51,36,49,26,7,6,33,27,3,5,12,18,95,4,4,6,4,NA,55,39,45,20,13,2,37,43,3,7,12,19,91,6,6,3,1,NA,Aus,M
Tomas Berdych,Kenny De Schepper,2,1,3,0,64,37,36,15,5,4,29,13,5,8,21,25,93,6,6,6,NA,NA,63,33,37,10,8,9,29,32,0,0,14,25,57,4,1,3,NA,NA,Aus,M
Blaz Kavcic,Roger Federer,2,0,0,3,62,32,38,18,6,3,14,21,1,2,4,13,72,2,1,6,NA,NA,76,45,24,9,11,0,52,35,6,11,23,29,103,6,6,7,NA,NA,Aus,M
Fernando Verdasco,Teymuraz Gabashvili,2,0,2,3,60,67,40,34,12,18,56,71,6,10,15,26,156,6,6,6,4,4,68,62,32,26,2,4,24,51,5,17,6,10,146,7,3,2,6,6,Aus,M
Marin Cilic,Gilles Simon,2,0,2,3,50,50,50,32,15,7,15,7,7,15,,,156,6,6,7,1,2,49,65,51,41,7,8,7,8,10,12,,,171,4,7,6,6,6,Aus,M
Jo-Wilfried Tsonga,Thomaz Bellucci,2,1,3,0,64,51,36,18,14,6,47,28,3,9,16,24,110,7,6,6,NA,NA,45,31,55,34,9,5,19,29,1,4,13,18,88,6,4,4,NA,NA,Aus,M
Blaz Rola,Martin Klizan,2,0,1,3,63,66,37,24,12,8,12,8,3,4,,,123,4,3,7,6,NA,58,49,42,34,16,5,16,5,5,14,,,139,6,6,5,7,NA,Aus,M
Stephane Robert,Michal Przysiezny,2,1,3,1,58,56,42,30,13,8,43,28,6,17,13,15,143,7,6,6,6,NA,58,50,42,24,12,6,46,63,2,7,22,36,112,6,1,7,1,NA,Aus,M
Michael Berrer,Feliciano Lopez,2,0,0,3,68,47,32,17,6,3,29,25,2,4,37,61,93,4,6,4,NA,NA,62,45,38,23,8,3,43,24,4,11,17,21,108,6,7,6,NA,NA,Aus,M
Andy Murray,Vincent Millot,2,1,3,0,59,35,41,17,5,5,25,31,8,17,7,7,106,6,6,7,NA,NA,55,25,45,20,2,7,22,55,3,4,12,20,68,2,2,5,NA,NA,Aus,M
Roberto Bautista Agut,Juan Martin Del Potro,2,1,3,2,69,88,31,23,12,6,72,59,5,8,20,28,162,4,6,5,6,7,72,76,28,21,28,2,53,41,4,17,13,25,152,6,3,7,4,5,Aus,M
Benoit Paire,Nick Kyrgios,2,1,3,2,50,68,50,47,32,5,78,45,7,24,28,32,188,6,6,6,6,6,66,86,34,27,24,11,59,74,2,10,21,35,159,7,7,4,2,2,Aus,M
Yen-Hsun Lu,Grigor Dimitrov,2,0,0,3,70,47,30,19,2,2,23,46,2,4,13,18,95,3,3,6,NA,NA,59,49,41,18,15,7,36,35,5,21,5,9,117,6,6,7,NA,NA,Aus,M
Milos Raonic,Victor Hanescu,2,1,3,0,64,57,36,23,27,2,63,36,2,6,17,25,116,7,6,6,NA,NA,67,55,33,22,6,1,23,23,0,5,7,10,101,6,4,4,NA,NA,Aus,M
Dusan Lajovic,Kei Nishikori,2,0,0,3,70,37,30,8,7,3,17,49,1,5,4,7,68,1,1,6,NA,NA,64,43,36,15,5,3,30,27,6,12,10,14,104,6,6,7,NA,NA,Aus,M
Andreas Seppi,Donald Young,2,0,2,3,57,57,43,33,12,10,47,65,6,18,9,15,165,4,6,3,6,5,61,71,39,29,6,15,47,78,6,15,31,48,158,6,2,6,4,7,Aus,M
Jack Sock,Gael Monfils,2,0,0,3,58,48,42,23,5,9,34,37,1,1,16,29,92,6,5,2,NA,NA,62,47,38,23,13,3,39,30,4,11,20,26,117,7,7,6,NA,NA,Aus,M
Rafael Nadal,Thanasi Kokkinakis,2,1,3,0,74,45,26,11,7,1,39,19,5,10,11,14,91,6,6,6,NA,NA,67,33,33,10,4,3,21,24,0,3,8,10,61,2,4,2,NA,NA,Aus,M
Denis Istomin,Novak Djokovic,3,0,0,3,65,41,35,10,5,1,14,26,1,1,3,9,71,3,3,5,NA,NA,63,38,37,20,6,1,31,23,5,8,16,21,93,6,6,7,NA,NA,Aus,M
Fabio Fognini,Sam Querrey,3,1,3,0,60,41,40,26,9,3,43,26,4,10,7,11,108,7,6,6,NA,NA,63,43,37,19,10,1,27,41,1,4,11,23,86,5,4,4,NA,NA,Aus,M
Tommy Robredo,Richard Gasquet,3,1,3,1,65,70,35,21,16,3,51,38,3,7,18,25,140,2,7,6,7,NA,62,61,38,28,4,5,62,34,3,9,44,57,137,6,5,4,6,NA,Aus,M
Jeremy Chardy,David Ferrer,3,0,0,3,58,44,42,17,8,8,30,51,1,3,17,27,87,2,6,2,NA,NA,72,44,28,17,2,1,22,24,5,11,10,12,111,6,7,6,NA,NA,Aus,M
Florian Mayer,Jerzy Janowicz,3,1,3,0,68,42,32,15,17,0,38,7,5,11,12,13,98,7,6,6,NA,NA,53,34,47,18,3,7,34,44,0,1,11,15,63,5,2,2,NA,NA,Aus,M
Kevin Anderson,Edouard Roger-Vasselin,3,1,3,2,67,77,33,26,27,6,82,69,3,12,22,30,164,3,4,6,7,7,74,94,26,20,8,4,43,34,3,7,17,29,162,6,6,3,6,5,Aus,M
Tomas Berdych,Damir Dzumhur,3,1,3,0,57,37,43,19,13,1,32,26,5,9,13,18,93,6,6,6,NA,NA,44,25,56,17,5,6,21,34,0,2,5,9,58,4,2,2,NA,NA,Aus,M
Teymuraz Gabashvili,Roger Federer,3,0,0,3,69,38,31,10,3,5,27,33,0,5,7,19,66,2,2,3,NA,NA,62,39,38,16,6,1,35,18,5,14,11,20,98,6,6,6,NA,NA,Aus,M
Jo-Wilfried Tsonga,Gilles Simon,3,1,3,0,66,49,34,20,17,0,40,29,3,6,20,27,94,7,6,6,NA,NA,53,34,47,22,7,3,21,25,0,3,23,28,79,6,4,2,NA,NA,Aus,M
Stephane Robert,Martin Klizan,3,1,3,0,72,54,28,11,7,5,35,23,4,10,14,17,105,6,7,6,NA,NA,53,32,47,21,6,4,36,38,0,3,18,29,75,0,6,4,NA,NA,Aus,M
Andy Murray,Feliciano Lopez,3,1,3,0,64,50,36,16,6,2,29,30,4,11,11,18,106,7,6,6,NA,NA,57,39,43,20,8,7,31,44,1,1,26,37,84,6,4,2,NA,NA,Aus,M
Benoit Paire,Roberto Bautista Agut,3,0,0,3,58,30,42,10,13,3,31,59,2,7,11,22,65,2,1,4,NA,NA,83,46,17,7,4,1,21,23,7,20,11,14,96,6,6,6,NA,NA,Aus,M
Milos Raonic,Grigor Dimitrov,3,0,1,3,59,55,41,30,21,5,50,39,1,3,22,53,107,3,6,4,6,NA,60,55,40,33,15,5,49,13,2,4,12,15,128,6,3,6,7,NA,Aus,M
Donald Young,Kei Nishikori,3,0,0,3,64,23,36,7,1,5,17,32,1,4,15,30,56,5,1,0,NA,NA,54,29,46,21,3,1,30,27,8,12,3,7,93,7,6,6,NA,NA,Aus,M
Rafael Nadal,Gael Monfils,3,1,3,0,67,38,33,20,2,0,21,18,6,12,9,13,107,6,6,6,NA,NA,69,39,31,10,10,5,33,57,0,6,4,9,70,1,2,3,NA,NA,Aus,M
Fabio Fognini,Novak Djokovic,4,0,0,3,59,32,41,13,3,7,20,44,0,0,11,16,55,3,0,2,NA,NA,72,38,28,12,7,2,33,21,6,22,12,16,96,6,6,6,NA,NA,Aus,M
Stanislas Wawrinka,Tommy Robredo,4,1,3,0,56,54,44,24,14,3,57,37,2,5,17,25,118,6,7,7,NA,NA,71,53,29,14,1,0,24,22,1,4,13,16,96,3,6,6,NA,NA,Aus,M
Florian Mayer,David Ferrer,4,0,1,3,61,52,39,27,4,3,33,49,3,11,29,56,118,7,5,2,1,NA,63,55,37,24,3,1,64,43,9,19,19,27,153,6,7,6,6,NA,Aus,M
Tomas Berdych,Kevin Anderson,4,1,3,0,52,33,48,21,4,3,38,17,5,17,15,18,92,6,6,6,NA,NA,72,40,28,9,16,1,31,30,0,0,6,19,66,2,2,3,NA,NA,Aus,M
Jo-Wilfried Tsonga,Roger Federer,4,0,0,3,52,32,48,23,8,1,29,28,0,1,11,25,72,3,5,4,NA,NA,57,42,43,25,7,1,43,21,3,7,34,41,100,6,7,6,NA,NA,Aus,M
Andy Murray,Stephane Robert,4,1,3,1,62,59,38,25,8,3,48,47,7,14,16,24,137,6,6,6,6,NA,51,39,49,22,3,8,33,56,1,6,20,31,103,1,2,7,2,NA,Aus,M
Grigor Dimitrov,Roberto Bautista Agut,4,1,3,1,60,57,40,21,11,3,38,34,4,5,23,35,114,6,3,6,6,NA,64,44,36,22,5,1,27,45,1,5,13,23,100,3,6,2,4,NA,Aus,M
Rafael Nadal,Kei Nishikori,4,1,3,0,71,67,29,14,12,1,36,28,5,8,10,19,129,7,7,7,NA,NA,66,51,34,16,2,1,36,51,4,10,20,25,110,6,5,6,NA,NA,Aus,M
Stanislas Wawrinka,Novak Djokovic,5,1,3,2,58,71,42,36,17,5,51,60,5,10,20,30,153,2,6,6,3,9,73,75,27,23,7,1,45,60,4,7,26,35,161,6,4,2,6,7,Aus,M
Tomas Berdych,David Ferrer,5,1,3,1,52,52,48,27,10,4,43,62,5,13,18,28,128,6,6,2,6,NA,61,46,39,23,2,1,30,46,3,12,12,13,119,1,4,6,4,NA,Aus,M
Andy Murray,Roger Federer,5,0,1,3,61,60,39,28,9,1,41,46,1,2,17,27,121,3,4,7,3,NA,64,61,36,28,10,0,54,42,4,17,49,66,147,6,6,6,6,NA,Aus,M
Rafael Nadal,Grigor Dimitrov,5,1,3,1,73,66,27,22,3,7,42,47,4,11,32,36,147,3,7,7,6,NA,58,64,42,32,16,5,54,61,3,6,28,41,132,6,6,6,2,NA,Aus,M
Tomas Berdych,Stanislas Wawrinka,6,0,1,3,62,71,38,30,21,7,60,49,0,1,23,31,142,3,7,6,6,NA,61,72,39,32,18,4,57,49,1,4,14,18,143,6,6,7,7,NA,Aus,M
Rafael Nadal,Roger Federer,6,1,3,0,65,41,35,22,3,1,28,25,4,14,3,10,105,7,6,6,NA,NA,66,45,34,18,8,1,34,50,1,2,23,42,86,6,3,3,NA,NA,Aus,M
Rafael Nadal,Stanislas Wawrinka,7,0,1,3,78,50,22,10,1,3,19,32,2,6,5,8,88,3,2,6,3,NA,55,46,45,22,19,2,53,49,5,15,11,12,116,6,6,3,6,NA,Aus,M
Richard Gasquet,Michael Russell,1,1,3,0,63,45,37,16,7,7,,,5,16,18,25,106,6,6,6,NA,NA,59,37,41,17,6,4,,,1,3,30,40,83,3,4,2,NA,NA,US,M
Stephane Robert,Albano Olivetti,1,1,3,0,61,44,39,19,3,2,,,4,13,,,99,6,6,6,NA,NA,56,37,44,15,18,8,,,0,1,,,71,3,3,4,NA,NA,US,M
Jan-Lennard Struff,Guillaume Rufin,1,0,2,3,55,61,45,32,11,13,,,5,13,,,149,6,3,6,6,1,55,66,45,27,10,9,,,5,15,,,149,7,6,2,2,6,US,M
Aljaz Bedene,Dmitry Tursunov,1,0,1,3,52,41,48,19,13,8,,,2,9,,,97,5,6,3,0,NA,55,52,45,27,16,3,,,6,9,,,121,7,4,6,6,NA,US,M
Feliciano Lopez,Florent Serra,1,1,3,1,58,54,42,30,21,3,,,5,16,,,148,6,6,6,6,NA,61,63,39,30,8,2,,,0,3,,,123,7,2,3,3,NA,US,M
Kenny De Schepper,Bradley Klahn,1,0,1,3,59,68,41,37,20,11,,,1,1,30,42,133,7,2,6,6,NA,71,72,29,26,6,1,,,3,11,30,48,151,6,6,7,7,NA,US,M
Andrey Kuznetsov,Dudi Sela,1,0,2,3,53,59,47,44,8,8,,,10,18,,,183,6,3,7,7,4,59,65,41,38,2,7,,,11,26,,,187,7,6,6,5,6,US,M
Pablo Cuevas,Janko Tipsarevic,1,0,1,2,51,39,49,24,17,6,,,0,1,5,10,82,3,7,3,NA,NA,55,42,45,28,12,2,,,2,9,10,10,104,6,6,6,NA,NA,US,M
Ernests Gulbis,Andreas Haider-Maurer,1,0,2,3,58,68,42,31,15,8,,,5,22,,,159,6,3,6,6,4,49,58,51,43,10,12,,,4,14,,,160,3,6,1,7,6,US,M
Mikhail Kukushkin,Andrej Martin,1,1,3,0,51,35,49,27,4,5,,,9,11,,,117,6,7,7,NA,NA,49,35,51,20,4,3,,,7,12,,,103,4,6,5,NA,NA,US,M
Roberto Bautista Agut,Thomaz Bellucci,1,1,3,0,75,44,25,12,1,1,,,6,10,,,87,6,6,6,NA,NA,57,28,43,10,7,2,,,1,4,,,65,3,2,2,NA,NA,US,M
Nick Kyrgios,David Ferrer,1,0,0,3,69,44,31,9,8,3,,,1,3,13,19,75,5,3,2,NA,NA,55,40,45,21,11,2,,,5,11,6,6,103,7,6,6,NA,NA,US,M
Tommy Robredo,Marinko Matosevic,1,1,3,1,54,49,46,30,9,3,,,9,16,9,14,138,6,6,6,6,NA,59,44,41,27,7,3,,,3,9,34,53,119,3,7,3,2,NA,US,M
Robin Haase,Frank Dancevic,1,0,1,3,58,65,42,34,19,4,,,3,15,,,149,6,6,5,6,NA,64,68,36,34,14,3,,,3,4,,,154,7,3,7,7,NA,US,M
Albert Ramos,Bernard Tomic,1,0,2,3,55,76,45,42,9,9,,,4,15,26,38,165,3,6,6,6,3,68,71,32,28,9,2,,,5,17,28,41,173,6,3,4,7,6,US,M
Daniel Evans,Kei Nishikori,1,1,3,0,48,35,52,25,8,4,,,6,9,16,24,102,6,6,6,NA,NA,54,30,46,15,3,8,,,2,9,10,18,80,4,4,2,NA,NA,US,M
Fernando Verdasco,Ivan Dodig,1,0,2,3,59,58,41,23,5,14,,,6,17,15,22,144,3,5,6,6,3,57,60,43,34,10,5,,,6,9,22,41,145,6,7,1,4,6,US,M
Rhyne Williams,Nikolay Davydenko,1,0,2,3,55,56,45,26,11,9,,,6,12,,,132,3,6,6,5,0,57,57,43,28,7,6,,,8,14,,,146,6,4,1,7,6,US,M
Ryan Harrison,Rafael Nadal,1,0,0,3,62,41,38,10,11,2,,,0,2,12,21,69,4,2,2,NA,NA,72,42,28,11,3,5,,,5,7,25,31,94,6,6,6,NA,NA,US,M
Novak Djokovic,Ricardas Berankis,1,1,3,0,68,36,32,14,10,1,,,7,14,15,23,91,6,6,6,NA,NA,53,18,47,9,3,4,,,1,8,7,15,50,1,2,2,NA,NA,US,M
Benjamin Becker,Lukas Rosol,1,1,3,1,52,38,48,27,8,5,,,8,17,,,125,6,3,6,6,NA,47,44,53,27,18,14,,,5,12,,,111,3,6,3,4,NA,US,M
Lukasz Kubot,Jarkko Nieminen,1,0,0,3,38,28,62,27,5,14,,,4,8,,,86,5,5,2,NA,NA,59,38,41,19,6,3,,,7,11,,,111,7,7,6,NA,NA,US,M
Joao Sousa,Grigor Dimitrov,1,1,3,2,58,61,42,27,5,2,,,8,11,,,145,3,6,6,5,6,58,53,42,27,13,7,,,6,14,,,134,6,3,4,7,2,US,M
Tommy Haas,Paul-Henri Mathieu,1,1,3,0,59,38,41,15,14,5,,,6,8,5,5,89,6,6,6,NA,NA,56,29,44,16,7,8,,,1,3,8,20,63,4,4,1,NA,NA,US,M
Yen-Hsun Lu,Daniel Gimeno-Traver,1,1,3,0,67,49,33,19,4,4,,,3,9,,,116,6,7,6,NA,NA,56,45,44,22,14,4,,,1,2,,,90,4,6,3,NA,NA,US,M
Donald Young,Martin Klizan,1,1,3,0,74,39,26,10,3,7,,,8,13,9,15,86,6,6,6,NA,NA,47,10,53,10,4,5,,,0,9,8,20,45,1,0,1,NA,NA,US,M
Florian Mayer,Juan Monaco,1,1,3,0,65,34,35,15,5,1,,,5,8,,,77,6,6,3,NA,NA,63,20,37,11,1,5,,,0,3,,,51,4,2,0,NA,NA,US,M
Tobias Kamke,Steve Johnson,1,1,3,1,53,55,47,39,10,7,,,4,15,14,24,157,6,6,7,6,NA,48,56,52,40,12,10,,,1,5,24,40,137,7,4,6,2,NA,US,M
Denis Istomin,Nicolas Almagro,1,1,3,1,64,50,36,23,13,2,,,7,11,,,112,6,6,4,6,NA,64,36,36,14,7,5,,,3,9,,,84,3,1,6,3,NA,US,M
Julien Benneteau,Michal Przysiezny,1,1,3,1,61,49,39,25,7,6,,,6,11,,,125,6,5,6,6,NA,58,52,42,27,14,2,,,4,6,,,110,4,7,4,4,NA,US,M
Sergiy Stakhovsky,Jeremy Chardy,1,0,2,3,53,62,47,33,7,9,,,3,14,,,156,4,6,2,6,4,56,64,44,40,8,7,,,6,11,,,170,6,4,6,4,6,US,M
Jiri Vesely,Denis Kudla,1,0,1,3,55,50,45,30,10,8,,,2,5,,,112,2,2,7,5,NA,63,56,37,27,7,5,,,7,17,,,140,6,6,6,7,NA,US,M
Paolo Lorenzi,Tomas Berdych,1,0,0,3,48,27,52,11,2,6,,,2,4,9,20,62,1,4,1,NA,NA,56,34,44,12,10,3,,,8,15,21,28,93,6,6,6,NA,NA,US,M
Pablo Andujar,Thiemo de Bakker,1,1,3,0,60,44,40,19,5,3,,,5,9,,,105,6,6,6,NA,NA,52,33,48,19,9,4,,,2,7,,,82,4,4,4,NA,NA,US,M
Thomas Fabbiano,Milos Raonic,1,0,0,3,66,46,34,17,0,7,,,1,5,13,15,87,3,6,3,NA,NA,63,51,37,19,28,4,,,3,12,12,20,116,6,7,6,NA,NA,US,M
Jerzy Janowicz,Maximo Gonzalez,1,0,0,3,58,40,42,17,3,11,,,2,10,16,25,92,4,4,2,NA,NA,65,45,35,13,9,4,,,6,16,12,20,111,6,6,6,NA,NA,US,M
Jack Sock,Philipp Petzschner,1,1,2,1,51,36,49,29,6,8,,,3,8,13,23,100,7,3,5,NA,NA,46,29,54,27,10,5,,,3,8,13,21,91,6,6,2,NA,NA,US,M
Roger Federer,Grega Zemlja,1,1,3,0,60,41,40,21,12,2,,,5,11,20,21,103,6,6,7,NA,NA,49,29,51,18,9,9,,,1,3,5,13,65,3,2,5,NA,NA,US,M
Santiago Giraldo,Carlos Berlocq,1,0,2,3,58,63,42,30,9,6,,,6,9,18,29,146,3,6,7,4,2,64,61,36,30,5,7,,,9,22,18,28,163,6,3,6,6,6,US,M
Horacio Zeballos,Adrian Mannarino,1,0,1,3,52,44,48,29,8,7,,,1,6,,,109,6,4,2,1,NA,57,47,43,30,11,7,,,6,13,,,135,4,6,6,6,NA,US,M
Guido Pella,Sam Querrey,1,0,1,3,56,54,44,31,6,9,,,1,7,19,28,117,6,6,1,2,NA,58,60,42,26,24,4,,,4,18,16,24,145,7,4,6,6,NA,US,M
John Isner,Filippo Volandri,1,1,3,0,73,42,27,11,16,3,,,6,7,12,17,87,6,6,6,NA,NA,56,18,44,10,1,5,,,0,2,5,10,45,0,2,3,NA,NA,US,M
Adrian Ungur,Gael Monfils,1,0,0,3,56,18,44,8,1,7,,,1,1,6,14,38,1,2,0,NA,NA,84,33,16,4,5,1,,,9,13,8,12,81,6,6,6,NA,NA,US,M
Albert Montanes,Edouard Roger-Vasselin,1,0,0,3,51,29,49,20,4,8,,,0,0,,,57,3,2,4,NA,NA,64,38,36,18,10,1,,,4,11,,,93,6,6,6,NA,NA,US,M
Collin Altamirano,Philipp Kohlschreiber,1,0,0,3,58,27,42,8,3,3,,,0,0,4,4,50,1,3,1,NA,NA,58,31,42,16,10,4,,,7,12,16,17,86,6,6,6,NA,NA,US,M
Rogerio Dutra Silva,Vasek Pospisil,1,1,3,2,58,64,42,39,3,3,,,6,16,,,178,4,3,7,6,7,48,66,52,46,21,15,,,7,18,,,176,6,6,6,2,6,US,M
Benoit Paire,Alex Bogomolov Jr.,1,0,2,3,51,72,49,40,29,11,,,6,23,36,49,191,5,6,4,7,6,64,82,36,33,2,6,,,5,12,21,42,181,7,2,6,5,7,US,M
Tim Smyczek,James Duckworth,1,1,3,1,66,47,34,21,4,2,,,7,17,24,36,134,3,6,6,6,NA,55,47,45,26,8,5,,,3,7,22,39,114,6,2,4,1,NA,US,M
Jurgen Zopp,Marcel Granollers,1,0,2,3,51,46,49,27,5,9,,,6,10,,,116,1,6,6,3,4,52,43,48,27,13,9,,,8,16,,,132,6,3,1,6,6,US,M
Rajeev Ram,Fabio Fognini,1,1,3,0,73,40,27,10,8,1,,,7,16,20,27,90,6,6,6,NA,NA,54,21,46,13,3,7,,,1,3,8,15,55,1,2,2,NA,NA,US,M
David Goffin,Alexandr Dolgopolov,1,0,0,3,67,44,33,14,7,8,,,2,8,,,93,2,4,4,NA,NA,45,34,55,27,6,4,,,6,21,,,115,6,6,6,NA,NA,US,M
Nicolas Mahut,Mikhail Youzhny,1,0,0,3,63,50,37,22,6,5,,,1,3,,,94,4,4,6,NA,NA,64,50,36,20,8,3,,,3,11,,,115,6,6,7,NA,NA,US,M
Jurgen Melzer,Evgeny Donskoy,1,0,0,3,65,39,35,17,4,2,,,3,10,,,96,5,3,6,NA,NA,57,48,43,27,5,1,,,4,10,,,116,7,6,7,NA,NA,US,M
Igor Sijsling,Peter Gojowczyk,1,0,1,3,55,49,45,24,13,3,,,4,9,,,107,6,6,4,1,NA,51,40,49,29,8,6,,,6,11,,,124,7,2,6,6,NA,US,M
Lleyton Hewitt,Brian Baker,1,1,3,1,46,38,54,29,8,7,,,10,19,14,27,129,6,4,6,6,NA,49,32,51,28,14,10,,,7,12,12,25,110,3,6,3,4,NA,US,M
Guillermo Garcia-Lopez,Juan Martin Del Potro,1,0,1,3,48,57,52,45,13,3,,,1,4,22,32,133,3,7,4,6,NA,62,62,38,31,13,4,,,4,13,26,29,163,6,6,6,7,NA,US,M
Andy Murray,Michael Llodra,1,1,3,0,67,36,33,15,3,0,,,6,8,19,26,91,6,6,6,NA,NA,63,31,37,12,2,6,,,1,2,33,60,61,2,4,3,NA,NA,US,M
Victor Hanescu,Leonardo Mayer,1,0,1,3,67,72,33,29,5,1,,,3,13,,,156,6,4,6,6,NA,57,60,43,37,8,8,,,3,14,,,157,7,6,3,7,NA,US,M
Andreas Seppi,Xavier Malisse,1,1,3,1,59,62,41,24,12,4,,,5,10,,,138,6,3,7,7,NA,46,41,54,36,14,5,,,4,9,,,124,3,6,5,5,NA,US,M
Lukas Lacko,Somdev Devvarman,1,0,2,3,50,48,50,29,11,6,,,5,12,10,16,133,6,1,2,6,4,56,60,44,31,5,3,,,8,12,27,29,151,4,6,6,4,6,US,M
Stanislas Wawrinka,Radek Stepanek,1,1,3,0,51,32,49,27,7,2,,,6,13,11,18,103,7,6,6,NA,NA,66,37,34,16,1,3,,,3,7,37,64,88,6,3,2,NA,NA,US,M
James Blake,Ivo Karlovic,1,0,2,3,64,82,36,36,9,6,,,4,11,35,46,170,7,6,4,6,6,63,90,37,29,38,8,,,3,11,48,81,167,6,3,6,7,7,US,M
Marcos Baghdatis,Go Soeda,1,1,3,0,60,34,40,20,16,3,,,5,10,5,8,89,6,6,6,NA,NA,54,30,46,15,0,5,,,0,1,10,15,63,4,3,1,NA,NA,US,M
Daniel Brands,Kevin Anderson,1,0,1,3,59,58,41,20,10,6,,,1,6,16,27,113,5,6,2,3,NA,53,50,47,35,20,6,,,4,15,21,27,126,7,4,6,6,NA,US,M
Richard Gasquet,Stephane Robert,1,1,3,0,58,50,42,22,8,6,,,6,12,14,23,112,6,7,7,NA,NA,53,35,47,19,8,5,,,3,10,20,29,97,3,5,5,NA,NA,US,M
Guillaume Rufin,Dmitry Tursunov,1,0,0,2,43,14,57,12,4,1,,,1,8,,,48,6,1,NA,NA,NA,58,24,42,13,3,3,,,1,2,,,51,7,1,NA,NA,NA,US,M
Feliciano Lopez,Bradley Klahn,1,1,3,1,52,59,48,38,23,10,,,4,9,19,29,141,6,7,4,7,NA,71,69,29,18,17,3,,,3,9,24,39,140,4,6,6,5,NA,US,M
Pablo Andujar,Milos Raonic,1,0,0,3,64,32,36,17,2,5,,,1,7,10,19,79,1,2,4,NA,NA,63,44,37,12,9,2,,,6,18,33,56,102,6,6,6,NA,NA,US,M
Maximo Gonzalez,Jack Sock,1,0,1,3,68,51,32,17,3,4,,,4,10,14,25,104,6,6,5,2,NA,62,54,38,25,7,9,,,4,7,22,28,116,7,1,7,6,NA,US,M
Dudi Sela,Janko Tipsarevic,1,0,0,3,62,30,38,10,1,7,,,2,13,,,74,4,4,1,NA,NA,44,32,56,31,3,3,,,7,11,,,102,6,6,6,NA,NA,US,M
Andreas Haider-Maurer,Mikhail Kukushkin,1,0,0,3,60,45,40,17,7,5,,,0,5,,,91,4,4,5,NA,NA,57,42,43,29,7,0,,,3,3,,,105,6,6,7,NA,NA,US,M
Roberto Bautista Agut,David Ferrer,1,0,1,3,62,42,38,20,2,5,,,3,8,21,24,104,3,7,1,2,NA,59,48,41,29,10,3,,,8,16,19,29,135,6,6,6,6,NA,US,M
Roger Federer,Carlos Berlocq,1,1,3,0,52,27,48,22,6,2,,,7,13,28,40,94,6,6,6,NA,NA,84,36,16,2,1,2,,,1,3,7,17,58,3,2,1,NA,NA,US,M
Adrian Mannarino,Sam Querrey,1,1,3,1,55,68,45,41,13,3,,,2,6,28,45,157,7,7,6,6,NA,58,77,42,34,25,7,,,1,8,15,24,150,6,6,7,4,NA,US,M
Tommy Robredo,Frank Dancevic,1,1,3,0,64,39,36,12,9,3,,,7,11,9,15,92,6,6,6,NA,NA,65,34,35,10,4,3,,,2,10,23,43,65,4,4,1,NA,NA,US,M
Bernard Tomic,Daniel Evans,1,0,1,3,62,47,38,23,8,2,,,6,11,18,25,117,6,3,6,3,NA,56,43,44,27,9,7,,,6,15,32,40,125,1,6,7,6,NA,US,M
John Isner,Gael Monfils,1,1,3,1,70,71,30,21,23,2,,,3,9,37,63,130,7,6,4,7,NA,83,74,17,11,7,3,,,1,7,9,16,120,5,2,6,6,NA,US,M
Edouard Roger-Vasselin,Philipp Kohlschreiber,1,0,1,3,61,48,39,25,3,3,,,3,3,25,41,102,3,2,7,2,NA,58,44,42,26,13,2,,,7,23,14,20,130,6,6,5,6,NA,US,M
Ivan Dodig,Nikolay Davydenko,1,1,3,0,66,45,34,14,16,0,,,5,10,,,93,6,6,6,NA,NA,51,25,49,18,2,4,,,1,6,,,67,1,4,4,NA,NA,US,M
Rogerio Dutra Silva,Rafael Nadal,1,0,0,3,58,21,42,12,2,5,,,0,1,4,12,46,2,1,0,NA,NA,69,30,31,11,3,0,,,8,14,9,10,84,6,6,6,NA,NA,US,M
Novak Djokovic,Benjamin Becker,1,1,3,0,74,48,26,11,13,2,,,5,14,15,22,102,7,6,6,NA,NA,59,33,41,19,6,4,,,1,1,6,10,73,6,2,2,NA,NA,US,M
Jarkko Nieminen,Joao Sousa,1,0,2,3,64,65,36,25,9,9,,,5,12,,,138,6,3,6,3,4,63,66,37,23,6,3,,,4,11,,,145,1,6,3,6,6,US,M
Alex Bogomolov Jr.,Tim Smyczek,1,0,2,3,69,87,31,30,8,9,,,6,14,24,33,173,6,6,6,4,4,63,73,37,26,21,3,,,5,16,28,44,169,3,7,2,6,6,US,M
Marcel Granollers,Rajeev Ram,1,1,3,2,62,63,38,28,14,4,,,6,11,25,42,145,3,4,6,6,7,66,66,34,22,11,2,,,4,10,45,79,127,6,6,2,3,5,US,M
Tommy Haas,Yen-Hsun Lu,1,1,3,0,60,51,40,20,15,9,,,6,10,15,20,118,6,6,7,NA,NA,68,44,32,13,4,5,,,4,13,11,23,101,3,4,6,NA,NA,US,M
Alexandr Dolgopolov,Mikhail Youzhny,1,0,0,3,53,35,47,19,10,4,,,2,9,,,84,5,1,3,NA,NA,52,33,48,23,8,3,,,7,19,,,104,7,6,6,NA,NA,US,M
Evgeny Donskoy,Peter Gojowczyk,1,1,3,2,55,63,45,34,9,2,,,5,17,,,155,6,6,3,4,6,55,67,45,30,15,8,,,4,10,,,151,3,4,6,6,3,US,M
Lleyton Hewitt,Juan Martin Del Potro,1,1,3,2,50,56,50,38,10,7,,,8,18,32,50,160,6,5,3,7,6,57,57,43,39,11,8,,,6,11,21,36,151,4,7,6,6,1,US,M
Andy Murray,Leonardo Mayer,1,1,3,1,57,41,43,35,5,3,,,5,9,17,26,117,7,6,3,6,NA,63,40,37,16,6,5,,,1,9,29,50,87,5,1,6,1,NA,US,M
Donald Young,Florian Mayer,1,0,0,3,62,42,38,20,5,8,,,3,13,31,54,109,5,3,4,NA,NA,57,48,43,21,10,6,,,7,21,18,26,126,7,6,6,NA,NA,US,M
Andreas Seppi,Somdev Devvarman,1,1,3,0,52,48,48,27,5,7,,,7,13,23,33,123,7,6,7,NA,NA,56,41,44,24,7,4,,,5,18,13,22,114,6,4,5,NA,NA,US,M
Tobias Kamke,Denis Istomin,1,0,0,3,46,19,54,23,3,5,,,2,2,,,62,4,2,2,NA,NA,46,24,54,21,6,3,,,7,13,,,82,6,6,6,NA,NA,US,M
Stanislas Wawrinka,Ivo Karlovic,1,1,3,0,60,51,40,25,9,5,,,3,7,25,36,111,7,7,6,NA,NA,63,52,37,21,12,6,,,1,2,37,59,98,5,6,4,NA,NA,US,M
Marcos Baghdatis,Kevin Anderson,1,1,3,0,43,24,57,24,10,6,,,6,12,6,8,82,6,6,6,NA,NA,64,27,36,11,7,4,,,0,0,4,14,53,2,2,2,NA,NA,US,M
Julien Benneteau,Jeremy Chardy,1,1,3,0,58,39,42,18,9,2,,,7,12,14,21,98,6,6,6,NA,NA,57,29,43,13,11,9,,,3,9,12,22,76,4,3,4,NA,NA,US,M
Denis Kudla,Tomas Berdych,1,0,0,3,60,49,40,26,1,6,,,4,14,12,15,114,6,6,3,NA,NA,57,49,43,28,11,3,,,5,15,12,24,141,7,7,6,NA,NA,US,M
Richard Gasquet,Dmitry Tursunov,1,1,3,1,64,42,36,21,14,4,,,4,11,14,25,112,6,2,6,4,NA,53,46,47,24,25,4,,,3,7,12,21,99,3,6,4,2,NA,US,M
Feliciano Lopez,Milos Raonic,1,0,1,3,59,56,41,29,7,8,,,0,4,17,27,113,7,4,3,4,NA,67,66,33,19,28,6,,,4,8,23,38,134,6,6,6,6,NA,US,M
Jack Sock,Janko Tipsarevic,1,0,1,3,46,35,54,27,19,8,,,2,6,12,17,90,6,6,1,2,NA,56,46,44,33,18,2,,,4,8,14,19,116,3,7,6,6,NA,US,M
Mikhail Kukushkin,David Ferrer,1,0,1,3,51,50,49,27,4,3,,,6,8,15,27,112,4,3,6,4,NA,60,47,40,20,7,2,,,8,26,15,19,136,6,6,4,6,NA,US,M
Roger Federer,Adrian Mannarino,1,1,3,0,57,36,43,15,8,4,,,6,14,19,24,90,6,6,6,NA,NA,65,27,35,9,1,0,,,0,1,9,18,54,3,0,2,NA,NA,US,M
Tommy Robredo,Daniel Evans,1,1,3,1,60,58,40,25,11,5,,,7,14,22,37,150,7,6,4,7,NA,62,65,38,23,8,8,,,4,11,41,66,130,6,1,6,5,NA,US,M
John Isner,Philipp Kohlschreiber,1,0,1,3,74,72,26,14,26,5,,,2,7,18,31,123,4,6,5,6,NA,73,73,27,20,6,1,,,3,4,15,18,123,6,3,7,7,NA,US,M
Ivan Dodig,Rafael Nadal,1,0,0,3,52,28,48,18,6,1,,,0,2,13,27,63,4,3,3,NA,NA,65,41,35,20,3,2,,,4,7,14,17,90,6,6,6,NA,NA,US,M
Novak Djokovic,Joao Sousa,1,1,3,0,68,30,32,12,3,2,,,8,13,22,30,94,6,6,6,NA,NA,59,30,41,10,2,3,,,1,2,10,21,54,0,2,2,NA,NA,US,M
Tim Smyczek,Marcel Granollers,1,0,2,3,61,63,39,26,10,3,,,7,16,39,55,146,4,6,6,3,5,59,66,41,28,10,3,,,6,12,25,43,147,6,4,0,6,7,US,M
Tommy Haas,Mikhail Youzhny,1,0,1,3,50,37,50,22,5,1,,,4,9,25,41,95,3,2,6,3,NA,57,43,43,21,9,6,,,7,12,12,21,109,6,6,2,6,NA,US,M
Evgeny Donskoy,Lleyton Hewitt,1,0,1,3,58,55,42,17,13,2,,,1,7,6,14,111,3,6,6,1,NA,52,49,48,37,11,2,,,4,7,24,31,128,6,7,3,6,NA,US,M
Andy Murray,Florian Mayer,1,1,3,0,51,37,49,25,7,2,,,4,10,8,12,99,7,6,6,NA,NA,62,40,38,15,0,2,,,0,2,21,39,74,6,2,2,NA,NA,US,M
Andreas Seppi,Denis Istomin,1,0,2,3,61,55,39,23,10,5,,,5,19,14,24,134,3,4,6,6,1,65,65,35,23,24,6,,,6,8,17,27,138,6,6,2,3,6,US,M
Stanislas Wawrinka,Marcos Baghdatis,1,1,3,1,52,55,48,37,11,5,,,5,15,25,30,151,6,6,6,7,NA,47,50,53,43,16,8,,,2,9,25,37,132,3,2,7,6,NA,US,M
Julien Benneteau,Tomas Berdych,1,0,0,3,52,25,48,12,5,6,,,0,3,13,20,63,0,3,2,NA,NA,58,39,42,14,11,1,,,6,14,13,17,93,6,6,6,NA,NA,US,M
Richard Gasquet,Milos Raonic,1,1,3,2,59,81,41,45,6,9,,,5,21,31,44,195,6,7,2,7,7,56,83,44,46,39,11,,,6,22,47,69,207,7,6,6,6,5,US,M
Janko Tipsarevic,David Ferrer,1,0,1,3,59,68,41,34,8,5,,,5,14,29,48,153,6,6,5,6,NA,65,68,35,23,13,4,,,5,16,33,42,164,7,3,7,7,NA,US,M
Roger Federer,Tommy Robredo,1,0,0,3,60,38,40,16,5,0,,,2,16,32,52,101,6,3,4,NA,NA,70,61,30,17,6,4,,,4,7,11,17,110,7,6,6,NA,NA,US,M
Philipp Kohlschreiber,Rafael Nadal,1,0,1,3,63,58,37,26,12,1,,,0,1,22,34,112,7,4,3,1,NA,66,54,34,26,3,0,,,5,21,23,31,136,6,6,6,6,NA,US,M
Mikhail Youzhny,Lleyton Hewitt,1,1,3,2,59,55,41,29,9,6,,,10,14,26,37,145,6,3,6,6,7,52,48,48,37,8,9,,,8,12,39,67,146,3,6,7,4,5,US,M
Andy Murray,Denis Istomin,1,1,3,1,63,58,37,23,5,5,,,6,15,32,38,129,6,6,6,6,NA,69,55,31,20,4,2,,,2,4,19,37,114,7,1,4,4,NA,US,M
Stanislas Wawrinka,Tomas Berdych,1,1,3,1,58,55,42,27,14,6,,,6,11,11,15,127,3,6,7,6,NA,58,51,42,19,3,3,,,3,6,29,42,110,6,1,6,2,NA,US,M
Richard Gasquet,David Ferrer,5,1,3,2,59,57,41,31,6,3,,,6,14,30,45,142,6,6,4,2,6,63,53,37,29,5,3,,,4,15,38,53,137,3,1,6,6,3,US,M
Tommy Robredo,Rafael Nadal,5,0,0,3,52,20,48,9,3,4,,,0,0,7,15,43,0,2,2,NA,NA,61,31,39,14,2,0,,,7,10,15,16,82,6,6,6,NA,NA,US,M
Novak Djokovic,Mikhail Youzhny,5,1,3,1,68,49,32,19,5,1,,,7,12,27,39,115,6,6,3,6,NA,56,29,44,23,2,4,,,2,10,10,21,87,3,2,6,0,NA,US,M
Andy Murray,Stanislas Wawrinka,5,0,0,3,63,37,37,22,5,4,,,0,0,10,22,78,4,3,2,NA,NA,55,37,45,20,4,4,,,4,11,31,42,107,6,6,6,NA,NA,US,M
Novak Djokovic,Stanislas Wawrinka,6,1,3,2,67,64,33,25,9,6,,,4,19,29,40,165,2,7,3,6,6,50,68,50,48,8,7,,,5,9,26,41,165,6,6,6,3,4,US,M
Richard Gasquet,Rafael Nadal,6,0,0,3,64,41,36,15,6,4,,,1,6,24,35,84,4,6,2,NA,NA,71,51,29,16,3,1,,,4,4,22,28,102,6,7,6,NA,NA,US,M
Novak Djokovic,Rafael Nadal,7,0,1,3,68,40,32,16,6,2,,,3,11,22,36,102,2,6,4,1,NA,64,51,36,24,1,1,,,7,12,17,23,121,6,3,6,6,NA,US,M
B.Becker,A.Murray,1,0,0,3,59,29,41,14,5,1,26,18,5,1,28,19,,4,3,2,NA,NA,57,39,43,20,11,2,38,16,10,5,23,17,,6,6,6,NA,NA,Wim,M
J.Ward,Y-H.Lu,1,0,1,3,62,77,38,35,18,4,60,28,13,1,27,19,,7,4,6,6,NA,67,85,33,31,12,3,57,32,15,2,46,39,,6,6,7,7,NA,Wim,M
N.Mahut,J.Hajek,1,1,3,0,72,44,28,10,17,3,41,18,8,5,26,17,,6,6,6,NA,NA,70,34,30,14,4,0,24,13,1,0,19,12,,2,4,3,NA,NA,Wim,M
T.Robredo,A.Bogomolov Jr.,1,1,3,0,77,40,23,12,6,0,25,11,14,5,14,11,,6,6,6,NA,NA,79,35,21,8,1,4,16,27,0,0,22,13,,2,2,4,NA,NA,Wim,M
R.Haase,M.Youzhny,1,0,0,3,68,61,32,15,7,2,32,29,2,0,29,20,,4,5,5,NA,NA,67,53,33,17,9,3,40,26,21,3,44,30,,6,7,7,NA,NA,Wim,M
M.Gicquel,V.Pospisil,1,0,0,3,59,41,41,27,7,6,22,28,6,1,11,6,,3,2,6,NA,NA,70,56,30,11,25,3,53,30,12,4,33,26,,6,6,7,NA,NA,Wim,M
A.Kuznetsov,A.Montanes,1,1,3,1,63,56,37,21,21,3,56,32,16,4,21,15,,6,6,3,6,NA,73,59,27,14,7,8,33,28,9,2,11,10,,3,4,6,3,NA,Wim,M
J.Tipsarevic,V.Troicki,1,0,0,3,61,47,39,21,3,1,28,16,4,0,33,24,,3,4,6,NA,NA,71,55,29,16,15,2,40,26,10,2,38,27,,6,6,7,NA,NA,Wim,M
M.Baghdatis,M.Cilic,1,0,0,3,61,31,39,16,4,5,20,18,1,1,14,9,,3,4,4,NA,NA,70,45,30,16,16,2,41,19,6,4,11,8,,6,6,6,NA,NA,Wim,M
K.De Schepper,P.Lorenzi,1,1,3,0,67,56,33,21,22,6,61,29,8,3,47,35,,7,6,6,NA,NA,54,40,46,22,4,2,22,15,6,0,23,15,,6,4,2,NA,NA,Wim,M
L.Lacko,R.Ram,1,0,1,3,64,66,36,18,13,2,55,40,3,1,22,15,,5,4,7,2,NA,67,64,33,23,16,0,52,21,16,5,50,32,,7,6,6,6,NA,Wim,M
J.Monaco,B.Knittel,1,1,3,0,78,46,22,9,6,2,19,20,14,6,9,7,,6,6,6,NA,NA,58,33,42,17,4,12,17,44,1,1,21,14,,4,2,3,NA,NA,Wim,M
T.Kamke,J.Benneteau,1,0,1,3,69,60,31,14,3,2,33,33,7,2,34,25,,4,7,4,2,NA,63,65,37,26,12,6,60,27,12,6,61,44,,6,6,6,6,NA,Wim,M
F.Verdasco,X.Malisse,1,1,3,1,63,58,37,21,20,7,64,29,11,6,25,18,,6,6,6,6,NA,63,48,37,24,7,1,23,34,2,1,27,14,,7,1,4,3,NA,Wim,M
E.Roger-Vasselin,E.Gulbis,1,0,0,3,66,48,34,21,5,5,42,30,11,2,49,29,,6,4,5,NA,NA,65,59,35,20,20,6,55,36,8,4,26,17,,7,6,7,NA,NA,Wim,M
J-W.Tsonga,D.Goffin,1,1,3,0,68,54,32,15,18,2,47,13,6,3,48,32,,7,6,6,NA,NA,71,46,29,19,2,3,40,10,1,0,36,26,,6,4,3,NA,NA,Wim,M
V.Hanescu,R.Federer,1,0,0,3,85,26,15,3,3,1,14,13,0,0,22,8,,3,2,0,NA,NA,70,35,30,14,7,0,32,6,8,6,25,21,,6,6,6,NA,NA,Wim,M
R.Dutra Silva,S.Stakhovsky,1,0,0,3,54,27,46,17,1,3,17,22,2,0,21,11,,4,0,4,NA,NA,62,38,38,20,7,2,29,15,8,5,41,29,,6,6,6,NA,NA,Wim,M
J.Reister,L.Rosol,1,1,3,2,68,102,32,27,22,10,55,44,19,4,34,22,,6,4,7,6,6,59,81,41,39,20,13,95,74,17,3,59,42,,3,6,6,7,4,Wim,M
F.Fognini,J.Melzer,1,0,1,3,66,52,34,21,3,2,49,33,12,4,37,24,,7,5,3,2,NA,69,62,31,22,8,3,45,29,15,8,82,50,,6,7,6,6,NA,Wim,M
K.Edmund,J.Janowicz,1,0,0,3,71,39,29,10,4,3,17,12,4,0,11,9,,2,2,4,NA,NA,68,40,32,17,11,4,39,17,21,5,17,11,,6,6,6,NA,NA,Wim,M
R.Stepanek,M.Reid,1,1,3,0,66,37,34,17,8,1,35,19,12,5,43,33,,6,6,6,NA,NA,60,34,40,12,12,7,29,30,2,0,21,10,,2,2,4,NA,NA,Wim,M
M.Matosevic,G.Rufin,1,0,1,3,53,43,47,22,6,3,29,36,12,4,31,17,,1,6,4,3,NA,47,42,53,26,6,9,29,47,14,8,34,20,,6,4,6,6,NA,Wim,M
N.Almagro,J.Zopp,1,1,3,0,55,43,45,29,11,4,36,14,10,2,21,18,,6,7,7,NA,NA,52,51,48,27,11,11,34,36,0,0,26,14,,4,6,5,NA,NA,Wim,M
L.Hewitt,S.Wawrinka,1,1,3,0,57,37,43,26,5,1,32,11,15,6,31,20,,6,7,6,NA,NA,60,41,40,20,12,2,44,37,10,2,21,13,,4,5,3,NA,NA,Wim,M
D.Brown,G.Garcia-Lopez,1,1,3,0,75,47,25,12,9,2,46,21,7,4,41,29,,6,6,6,NA,NA,67,32,33,10,4,4,23,13,3,0,13,9,,3,3,3,NA,NA,Wim,M
P.Andujar,A.Mannarino,1,0,0,3,60,32,40,12,1,3,15,20,0,0,15,11,,1,2,3,NA,NA,63,31,37,17,6,0,34,14,13,6,31,23,,6,6,6,NA,NA,Wim,M
J.Isner,E.Donskoy,1,1,3,0,75,55,25,19,22,1,40,20,4,2,24,16,,6,7,7,NA,NA,65,47,35,15,4,4,27,20,0,0,18,13,,1,6,6,NA,NA,Wim,M
A.Ungur,B.Paire,1,0,1,3,59,43,41,25,2,5,26,21,2,2,25,14,,4,6,3,1,NA,63,51,37,18,26,3,64,21,13,6,33,21,,6,4,6,6,NA,Wim,M
S.Robert,A.Falla,1,1,3,0,68,50,32,13,5,4,37,30,15,7,24,18,,6,7,7,NA,NA,57,41,43,22,1,6,28,42,9,5,30,16,,3,6,5,NA,NA,Wim,M
L.Kubot,I.Andreev,1,1,3,0,60,34,40,16,11,6,43,18,11,7,37,28,,6,7,6,NA,NA,69,28,31,9,5,2,20,21,3,2,9,4,,1,5,2,NA,NA,Wim,M
R.Nadal,S.Darcis,1,0,0,3,67,52,33,21,6,3,32,24,7,2,36,28,,6,6,4,NA,NA,60,53,40,28,13,2,53,24,11,3,46,32,,7,7,6,NA,NA,Wim,M
A.Ramos,J.Del Potro,1,0,0,3,58,30,42,8,7,4,29,23,6,1,16,9,,2,5,1,NA,NA,73,45,27,12,10,1,34,10,8,6,11,9,,6,7,6,NA,NA,Wim,M
G.Pella,J.Levine,1,0,2,3,65,58,35,26,15,3,50,33,19,4,30,22,,4,2,6,6,3,63,63,37,29,18,10,61,53,8,5,46,34,,6,6,4,3,4,Wim,M
G.Zemlja,M.Russell,1,1,3,1,68,67,32,20,18,5,68,33,10,6,44,31,,6,6,6,6,NA,66,60,34,17,10,5,38,36,11,2,30,20,,7,4,4,1,NA,Wim,M
G.Dimitrov,S.Bolelli,1,1,3,0,73,43,27,10,15,2,26,9,11,5,16,12,,6,6,6,NA,NA,59,34,41,13,4,2,20,28,0,0,12,5,,1,4,3,NA,NA,Wim,M
D.Istomin,A.Seppi,1,0,2,3,62,78,38,32,17,2,60,40,7,3,23,14,,6,6,7,6,3,61,84,39,36,13,5,47,49,5,2,26,17,,7,7,5,3,6,Wim,M
M.Llodra,J.Nieminen,1,1,3,0,62,43,38,21,17,4,43,15,6,3,47,32,,7,6,6,NA,NA,65,44,35,18,3,3,24,14,1,1,15,9,,6,4,3,NA,NA,Wim,M
L.Mayer,A.Bedene,1,1,3,0,63,47,37,20,13,4,41,33,7,4,24,16,,6,6,6,NA,NA,60,34,40,16,7,3,19,30,6,0,10,5,,2,3,4,NA,NA,Wim,M
K.Nishikori,M.Ebden,1,1,3,0,67,37,33,19,1,2,32,14,11,6,26,17,,6,6,6,NA,NA,61,39,39,12,8,6,20,25,2,1,23,15,,2,4,3,NA,NA,Wim,M
I.Dodig,P.Kohlschreiber,1,1,3,2,65,84,35,25,20,8,69,30,12,2,54,36,,4,6,7,6,2,57,75,43,37,14,3,60,34,6,1,39,23,,6,7,6,3,1,Wim,M
J.Duckworth,D.Kudla,1,0,2,3,58,63,42,20,19,5,53,44,17,4,47,32,,4,2,6,6,1,61,63,39,35,5,3,44,31,15,7,47,31,,6,6,3,4,6,Wim,M
A.Kuznetsov,I.Sijsling,1,0,0,3,61,39,39,11,8,1,39,18,6,0,17,12,,3,4,4,NA,NA,60,49,40,21,12,9,39,17,4,3,26,16,,6,6,6,NA,NA,Wim,M
M.Raonic,C.Berlocq,1,1,3,0,71,45,29,13,19,5,54,18,12,4,27,17,,6,6,6,NA,NA,64,42,36,18,4,2,23,13,1,0,25,16,,4,3,3,NA,NA,Wim,M
G.Elias,A.Dolgopolov,1,0,0,3,43,22,57,26,0,6,14,20,2,1,22,12,,1,6,2,NA,NA,64,38,36,19,7,0,38,17,10,5,42,27,,6,7,6,NA,NA,Wim,M
H.Zeballos,S.Giraldo,1,0,2,3,61,66,39,37,17,6,66,55,9,2,46,28,,6,6,7,1,3,73,76,27,30,13,0,47,39,9,5,27,15,,3,7,6,6,6,Wim,M
R.Bautista Agut,T.Gabashvili,1,1,3,0,75,63,25,16,6,1,31,25,10,4,20,15,,6,6,7,NA,NA,58,40,42,21,5,5,38,52,8,2,26,16,,3,4,6,NA,NA,Wim,M
D.Ferrer,M.Alund,1,1,3,1,68,57,32,15,7,6,31,22,12,6,30,26,,6,4,7,6,NA,74,53,26,13,8,2,28,23,3,2,23,14,,1,6,5,2,NA,Wim,M
M.Klizan,T.Berdych,1,0,0,3,64,38,36,18,5,6,28,24,3,0,24,11,,3,4,4,NA,NA,62,47,38,17,6,1,31,14,9,3,26,20,,6,6,6,NA,NA,Wim,M
D.Brands,D.Gimeno-Traver,1,1,3,2,65,90,35,38,19,3,59,41,8,3,46,30,,7,6,6,6,6,69,93,31,27,20,3,64,37,4,0,18,10,,6,7,7,1,4,Wim,M
P.Petzschner,M.Przysiezny,1,0,0,3,65,31,35,11,3,0,19,26,4,1,26,14,,3,6,0,NA,NA,56,41,44,21,4,2,29,20,8,5,27,22,,6,7,6,NA,NA,Wim,M
K.Anderson,O.Rochus,1,1,3,0,72,39,28,14,28,2,68,19,10,5,16,9,,6,6,6,NA,NA,62,30,38,17,0,0,17,14,0,0,4,1,,4,2,1,NA,NA,Wim,M
B.Tomic,S.Querrey,1,1,3,2,78,86,22,20,11,2,45,30,8,2,21,10,,7,7,3,2,6,64,81,36,28,36,5,79,43,13,4,42,29,,6,6,6,6,3,Wim,M
J.Blake,T.De Bakker,1,1,3,0,52,30,48,20,7,1,31,7,17,6,31,22,,6,6,6,NA,NA,64,30,36,14,7,3,23,17,1,0,23,10,,1,3,2,NA,NA,Wim,M
A.Haider-Maurer,G.Soeda,1,0,0,3,56,43,44,18,8,6,35,29,2,2,26,16,,6,5,1,NA,NA,55,39,45,25,9,2,31,14,9,5,21,14,,7,7,6,NA,NA,Wim,M
R.Gasquet,M.Granollers,1,1,3,1,65,65,35,22,8,1,60,28,16,5,46,31,,6,6,7,6,NA,72,73,28,15,11,3,48,29,5,2,75,50,,7,4,5,4,NA,Wim,M
D.Tursunov,T.Haas,1,0,0,3,56,37,44,24,5,4,29,13,4,0,22,14,,3,5,5,NA,NA,64,56,36,18,17,3,45,13,6,3,19,14,,6,7,7,NA,NA,Wim,M
W.Odesnik,Y-T.Wang,1,0,2,3,70,73,30,28,6,2,52,60,12,8,35,21,,6,6,2,6,5,69,69,31,22,9,2,50,59,25,9,52,35,,7,4,6,3,7,Wim,M
R.Berankis,P-H.Mathieu,1,0,1,3,52,73,48,36,19,10,67,38,8,1,35,23,,6,5,7,4,NA,61,73,39,30,26,4,68,25,10,3,35,29,,7,7,6,6,NA,Wim,M
G.Simon,F.Lopez,1,0,0,3,60,49,40,27,5,6,40,26,0,0,56,36,,2,4,6,NA,NA,71,55,29,17,21,2,42,12,10,3,44,31,,6,6,7,NA,NA,Wim,M
R.Harrison,J.Chardy,1,0,1,3,65,70,35,30,18,2,43,17,3,1,49,26,,6,6,5,2,NA,66,66,34,22,10,6,60,30,17,3,63,43,,7,4,7,6,NA,Wim,M
B.Kavcic,J.Struff,1,0,0,3,58,40,42,12,7,1,16,19,9,0,5,3,,4,1,3,NA,NA,59,38,41,22,20,3,53,25,14,5,17,11,,6,6,6,NA,NA,Wim,M
B.Reynolds,S.Johnson,1,1,3,2,62,68,38,38,22,1,52,32,16,3,45,26,,1,7,6,6,6,55,76,45,39,25,8,76,55,11,2,36,26,,6,6,3,7,4,Wim,M
N.Djokovic,F.Mayer,1,1,3,0,63,41,37,26,5,,40,20,11,3,26,20,,6,7,6,NA,NA,60,46,40,20,3,,25,12,3,0,29,19,,3,5,4,NA,NA,Wim,M
Y-H.Lu,A.Murray,2,0,0,3,66,49,34,13,1,5,29,27,3,0,39,25,,3,3,5,NA,NA,63,44,37,20,11,1,41,14,15,4,23,19,,6,6,7,NA,NA,Wim,M
T.Robredo,N.Mahut,2,1,3,0,63,52,37,28,9,3,38,9,5,2,15,10,,7,6,7,NA,NA,65,48,35,18,17,3,39,19,2,0,54,31,,6,1,6,NA,NA,Wim,M
V.Pospisil,M.Youzhny,2,0,2,3,63,83,37,25,26,2,66,27,7,2,61,39,,2,7,6,6,4,64,76,36,39,8,2,53,20,7,4,46,32,,6,6,7,3,6,Wim,M
V.Troicki,A.Kuznetsov,2,1,3,0,63,43,37,16,15,4,30,17,12,4,22,16,,6,6,6,NA,NA,65,34,35,15,3,3,26,22,1,1,21,13,,4,3,4,NA,NA,Wim,M
J.Monaco,R.Ram,2,1,3,1,68,54,32,24,7,0,53,10,14,5,19,15,,5,6,6,6,NA,77,68,23,11,10,3,35,21,3,1,70,33,,7,2,4,2,NA,Wim,M
F.Verdasco,J.Benneteau,2,1,3,0,55,48,45,27,15,4,53,16,9,2,25,15,,7,7,6,NA,NA,62,55,38,24,7,3,25,16,2,1,39,25,,6,6,4,NA,NA,Wim,M
J-W.Tsonga,E.Gulbis,2,0,1,2,68,40,32,13,9,5,19,14,10,2,38,22,,6,3,3,NA,NA,61,40,39,17,12,8,45,24,8,3,25,16,,3,6,6,NA,NA,Wim,M
S.Stakhovsky,R.Federer,2,1,3,1,66,83,34,36,17,2,72,17,7,2,96,61,,6,7,7,7,NA,72,91,28,24,16,1,57,13,8,1,54,35,,7,6,5,6,NA,Wim,M
J.Melzer,J.Reister,2,1,3,1,64,60,36,33,12,1,56,28,12,2,71,49,,3,7,7,6,NA,70,68,30,27,10,5,42,21,9,1,39,23,,6,6,6,2,NA,Wim,M
N.Almagro,G.Rufin,2,1,3,1,69,71,31,20,21,4,55,17,10,5,29,24,,7,6,6,6,NA,63,63,37,18,17,6,48,30,3,2,51,33,,5,7,3,4,NA,Wim,M
D.Brown,L.Hewitt,2,1,3,1,64,71,36,25,21,5,74,22,6,5,87,48,,6,6,6,6,NA,55,52,45,29,12,4,42,13,10,1,34,15,,4,4,7,2,NA,Wim,M
S.Robert,B.Paire,2,0,0,3,61,42,39,23,4,4,29,27,4,0,30,20,,4,5,4,NA,NA,57,49,43,23,12,2,39,27,6,3,41,26,,6,7,6,NA,NA,Wim,M
J.Levine,J.Del Potro,2,0,0,3,61,41,39,16,13,7,38,29,3,1,41,26,,2,6,3,NA,NA,69,46,31,16,13,0,37,13,11,4,10,6,,6,7,6,NA,NA,Wim,M
G.Dimitrov,G.Zemlja,2,0,2,3,68,92,32,33,21,5,56,31,17,2,40,31,,6,6,6,4,8,56,79,44,47,18,5,51,32,6,1,38,27,,3,7,3,6,9,Wim,M
K.Nishikori,L.Mayer,2,1,3,0,67,51,33,19,2,5,29,20,12,5,15,9,,7,6,6,NA,NA,65,44,35,15,5,5,27,28,5,2,32,19,,6,4,2,NA,NA,Wim,M
D.Kudla,I.Dodig,2,0,0,3,57,39,43,24,3,5,26,22,7,2,40,26,,1,6,5,NA,NA,61,55,39,22,24,4,48,20,13,5,28,20,,6,7,7,NA,NA,Wim,M
M.Raonic,I.Sijsling,2,0,0,3,68,57,32,17,22,4,48,24,4,0,22,14,,5,4,6,NA,NA,67,52,33,23,17,2,40,7,5,2,24,20,,7,6,7,NA,NA,Wim,M
D.Brands,T.Berdych,2,0,0,3,75,53,25,11,19,1,33,10,1,1,20,13,,6,4,2,NA,NA,58,40,42,26,15,1,55,10,11,4,29,20,,7,6,6,NA,NA,Wim,M
K.Anderson,M.Przysiezny,2,1,3,0,69,49,31,18,15,2,33,10,6,3,27,18,,6,7,6,NA,NA,60,42,40,21,6,4,28,20,1,1,22,16,,4,6,4,NA,NA,Wim,M
J.Blake,B.Tomic,2,0,0,3,59,37,41,16,11,4,38,21,5,2,24,18,,3,4,5,NA,NA,72,54,28,13,4,0,33,12,8,5,19,15,,6,6,7,NA,NA,Wim,M
R.Gasquet,G.Soeda,2,1,3,1,57,47,43,23,11,5,54,21,18,9,28,22,,6,6,6,6,NA,56,45,44,20,2,3,34,31,6,4,44,29,,0,3,7,3,NA,Wim,M
J.Struff,J.Chardy,2,1,2,1,55,36,45,17,7,3,20,15,2,1,10,6,,2,7,2,NA,NA,59,28,41,16,9,3,30,7,7,2,16,9,,6,5,1,NA,NA,Wim,M
N.Djokovic,B.Reynolds,2,1,3,0,59,39,41,22,12,0,41,12,18,4,20,14,,7,6,6,NA,NA,68,53,32,15,8,5,25,19,0,0,21,15,,6,3,1,NA,NA,Wim,M
T.Robredo,A.Murray,3,0,0,3,67,47,33,12,6,1,34,25,3,1,29,21,,2,4,5,NA,NA,65,44,35,16,9,0,40,14,7,5,28,20,,6,6,7,NA,NA,Wim,M
J.Melzer,S.Stakhovsky,3,1,3,1,67,51,33,19,9,0,47,16,7,6,39,25,,6,2,7,6,NA,62,45,38,21,14,6,44,20,9,3,65,38,,2,6,5,3,NA,Wim,M
N.Almagro,J.Janowicz,3,0,0,3,72,58,28,8,18,3,32,18,1,1,19,9,,6,3,4,NA,NA,69,52,31,16,30,3,59,15,5,3,15,14,,7,6,6,NA,NA,Wim,M
A.Mannarino,D.Brown,3,1,3,0,65,44,35,20,16,2,40,10,12,4,28,14,,6,6,7,NA,NA,58,42,42,16,11,3,34,20,5,0,61,29,,4,2,5,NA,NA,Wim,M
G.Zemlja,J.Del Potro,3,0,0,3,67,53,33,11,14,5,44,27,0,0,21,13,,5,6,0,NA,NA,61,47,39,20,10,4,29,12,9,4,13,7,,7,7,6,NA,NA,Wim,M
K.Nishikori,A.Seppi,3,0,2,3,69,63,31,23,3,6,44,45,11,3,30,23,,6,2,7,1,4,60,65,40,34,9,1,44,28,12,6,32,26,,3,6,6,6,6,Wim,M
I.Sijsling,I.Dodig,3,0,0,3,62,12,38,4,3,0,8,10,0,0,14,4,,0,1,0,NA,NA,47,12,53,17,5,1,21,6,9,6,6,5,,6,6,1,NA,NA,Wim,M
D.Ferrer,A.Dolgopolov,3,1,3,2,70,76,30,22,6,8,34,39,24,7,50,34,,6,7,2,6,6,59,76,41,33,15,2,56,34,9,5,53,35,,7,6,6,1,2,Wim,M
K.Anderson,T.Berdych,3,0,1,3,60,53,40,25,19,3,45,12,14,3,29,16,,6,3,4,5,NA,53,54,47,27,11,5,50,19,18,5,34,24,,3,6,6,7,NA,Wim,M
R.Gasquet,B.Tomic,3,0,1,3,69,83,31,27,15,3,73,25,8,1,64,51,,6,7,5,6,NA,81,101,19,15,19,1,60,23,7,1,34,25,,7,5,7,7,NA,Wim,M
F.Lopez,T.Haas,3,0,1,3,54,48,46,30,14,3,42,25,10,2,38,24,,6,2,5,4,NA,76,63,24,18,18,2,43,22,10,5,38,24,,4,6,7,6,NA,Wim,M
N.Djokovic,J.Chardy,3,1,3,0,74,40,26,12,8,1,38,3,16,5,21,18,,6,6,6,NA,NA,66,32,34,15,6,4,18,14,0,0,23,12,,3,2,2,NA,NA,Wim,M
M.Youzhny,A.Murray,4,0,0,3,61,36,39,16,1,1,33,20,5,2,55,39,,4,6,1,NA,NA,63,55,37,16,15,4,45,16,10,5,42,31,,6,7,6,NA,NA,Wim,M
F.Verdasco,K.De Schepper,4,1,3,0,64,42,36,18,9,4,42,13,14,4,21,13,,6,6,6,NA,NA,67,43,33,15,9,3,26,12,2,1,51,31,,4,4,4,NA,NA,Wim,M
J.Janowicz,J.Melzer,4,1,3,2,57,68,43,36,16,8,54,26,9,3,42,28,,3,7,6,4,6,71,76,29,28,11,3,57,19,12,3,50,32,,6,6,4,6,4,Wim,M
L.Kubot,A.Mannarino,4,1,3,2,67,72,33,25,26,7,62,34,16,3,87,56,,4,6,3,6,6,59,69,41,35,13,3,51,24,5,2,39,24,,6,3,6,3,4,Wim,M
A.Seppi,J.Del Potro,4,0,0,3,59,47,41,18,5,4,36,20,2,0,27,21,,4,6,3,NA,NA,72,55,28,18,9,1,36,15,11,2,28,15,,6,7,6,NA,NA,Wim,M
D.Ferrer,I.Dodig,4,1,3,1,66,62,34,29,7,3,53,25,15,5,46,31,,6,7,6,6,NA,66,64,34,25,14,3,47,32,6,0,54,30,,7,6,1,1,NA,Wim,M
B.Tomic,T.Berdych,4,0,1,3,71,82,29,22,19,2,43,31,7,1,24,12,,6,7,4,4,NA,58,68,42,30,24,5,68,42,15,3,48,30,,7,6,6,6,NA,Wim,M
N.Djokovic,T.Haas,4,1,3,0,65,44,35,17,13,3,40,16,13,6,22,15,,6,6,7,NA,NA,73,43,27,14,4,2,25,26,7,2,35,16,,1,4,6,NA,NA,Wim,M
F.Verdasco,A.Murray,5,0,2,3,59,63,41,29,11,9,45,45,7,3,45,26,,6,6,1,4,5,69,72,31,23,14,3,36,27,11,5,31,22,,4,3,6,6,7,Wim,M
L.Kubot,J.Janowicz,5,0,0,3,57,44,43,20,9,3,32,11,6,0,54,30,,5,4,4,NA,NA,68,63,32,12,30,9,58,14,10,3,16,12,,7,6,6,NA,NA,Wim,M
D.Ferrer,J.Del Potro,5,0,0,3,68,45,32,17,8,2,41,22,2,0,31,25,,2,4,6,NA,NA,72,55,28,11,12,0,42,11,8,3,21,17,,6,6,7,NA,NA,Wim,M
N.Djokovic,T.Berdych,5,1,3,0,61,42,39,21,16,1,36,13,10,4,17,11,,7,6,6,NA,NA,53,33,47,27,6,4,31,25,2,2,31,21,,6,4,3,NA,NA,Wim,M
J.Janowicz,A.Murray,6,0,1,3,55,54,45,27,9,11,43,43,7,1,51,32,,7,4,4,3,NA,70,60,30,24,20,1,49,15,13,5,36,22,,6,6,6,6,NA,Wim,M
N.Djokovic,J.Del Potro,6,1,3,2,69,102,31,21,22,2,80,48,15,3,56,42,,7,4,7,6,6,60,82,40,42,4,4,48,37,7,2,37,25,,5,6,6,7,3,Wim,M
N.Djokovic,A.Murray,7,0,0,3,65,40,35,15,4,4,31,40,13,4,52,30,,4,5,4,NA,NA,64,48,36,16,9,2,36,21,17,7,37,26,,6,7,6,NA,NA,Wim,M
Serena Williams,Ashleigh Barty,1,1,2,0,59,20,41,8,6,2,31,17,5,10,10,11,58,6,6,NA,NA,NA,51,14,49,11,1,4,5,18,0,0,2,4,31,2,1,NA,NA,NA,Aus,F
Vesna Dolonc,Lara Arruabarrena,1,1,2,1,65,33,35,10,7,4,7,4,5,10,,,78,2,6,6,NA,NA,62,33,38,10,0,3,0,3,4,7,,,74,6,2,4,NA,NA,Aus,F
Pauline Parmentier,Karolina Pliskova,1,0,0,2,63,16,37,4,3,6,3,6,0,2,,,37,0,1,NA,NA,NA,60,26,40,7,5,0,5,0,5,14,,,64,6,6,NA,NA,NA,Aus,F
Heather Watson,Daniela Hantuchova,1,0,1,2,61,41,39,19,8,3,27,45,4,7,10,13,88,5,6,3,NA,NA,68,43,32,10,6,2,37,44,5,13,5,8,102,7,3,6,NA,NA,Aus,F
Samantha Stosur,Klara Zakopalova,1,1,2,0,65,28,35,11,6,1,19,18,7,10,7,10,74,6,6,NA,NA,NA,50,18,50,7,1,5,27,27,4,14,10,15,60,3,4,NA,NA,NA,Aus,F
Tsvetana Pironkova,Silvia Soler-Espinosa,1,1,2,0,62,28,38,12,5,0,30,21,3,5,4,7,68,6,6,NA,NA,NA,50,18,50,14,3,2,11,23,0,3,6,6,44,3,2,NA,NA,NA,Aus,F
Annika Beck,Petra Martic,1,1,2,0,67,18,33,8,0,0,8,10,6,11,3,3,52,6,6,NA,NA,NA,50,8,50,4,2,6,7,34,0,2,3,7,25,0,0,NA,NA,NA,Aus,F
Kiki Bertens,Ana Ivanovic,1,0,0,2,61,15,39,11,2,4,23,35,6,11,10,16,61,4,4,NA,NA,NA,60,24,40,9,3,4,14,22,8,9,4,6,73,6,6,NA,NA,NA,Aus,F
Roberta Vinci,Jie Zheng,1,0,0,2,66,23,34,7,3,3,20,28,3,10,7,12,56,4,3,NA,NA,NA,68,26,32,10,0,2,26,25,5,7,1,2,67,6,6,NA,NA,NA,Aus,F
Patricia Mayr-Achleitner,Madison Keys,1,0,1,2,71,48,29,14,0,1,0,1,5,12,,,113,2,7,7,NA,NA,52,45,48,30,11,4,11,4,8,10,,,135,6,6,9,NA,NA,Aus,F
Casey Dellacqua,Vera Zvonareva,1,1,2,0,66,22,34,13,0,0,10,19,4,10,1,2,67,6,6,NA,NA,NA,65,22,35,9,2,4,14,43,0,1,5,8,40,2,2,NA,NA,NA,Aus,F
Laura Robson,Kirsten Flipkens,1,0,0,2,57,14,43,5,2,5,12,32,0,0,6,10,27,3,0,NA,NA,NA,57,18,43,11,7,2,14,4,5,6,2,4,54,6,6,NA,NA,NA,Aus,F
Eugenie Bouchard,Hao Chen Tang,1,1,2,0,64,30,36,16,1,4,1,4,5,11,,,82,7,6,NA,NA,NA,57,21,43,12,1,6,1,6,2,7,,,64,5,1,NA,NA,NA,Aus,F
Alison Van Uytvanck,Virginie Razzano,1,0,0,2,54,32,46,15,5,4,22,40,2,7,4,6,78,6,6,NA,NA,NA,58,39,42,18,7,9,21,41,2,3,8,11,82,7,7,NA,NA,NA,Aus,F
Sachia Vickery,Lauren Davis,1,0,0,2,51,14,49,12,,3,8,36,3,5,5,11,47,3,3,NA,NA,NA,61,23,39,7,,0,15,23,6,7,7,12,63,6,6,NA,NA,NA,Aus,F
Julia Goerges,Sara Errani,1,1,2,0,50,20,50,15,4,2,39,36,5,9,7,10,65,6,6,NA,NA,NA,77,21,23,5,1,0,6,11,2,5,4,4,49,3,2,NA,NA,NA,Aus,F
Na Li,Ana Konjuh,1,1,2,0,76,24,24,7,3,0,20,18,5,12,13,19,61,6,6,NA,NA,NA,50,13,50,9,0,5,7,25,0,1,3,6,36,2,0,NA,NA,NA,Aus,F
Belinda Bencic,Kimiko Date-Krumm,1,1,2,1,53,25,47,15,5,5,27,44,10,20,7,14,94,6,4,6,NA,NA,71,31,29,10,1,4,29,47,8,13,9,17,87,4,6,3,NA,NA,Aus,F
Donna Vekic,Lucie Hradecka,1,0,0,2,47,17,53,9,1,2,1,2,0,5,,,37,3,1,NA,NA,NA,54,23,46,12,9,4,9,4,4,7,,,58,6,6,NA,NA,NA,Aus,F
Julia Glushko,Lucie Safarova,1,0,1,2,61,35,39,20,6,3,6,3,2,7,,,82,5,6,1,NA,NA,59,37,41,21,3,4,3,4,4,8,,,92,7,3,6,NA,NA,Aus,F
Ekaterina Makarova,Venus Williams,1,1,2,1,63,43,37,17,1,4,21,26,5,12,6,10,97,2,6,6,NA,NA,55,36,45,18,5,8,50,56,5,14,20,24,103,6,4,4,NA,NA,Aus,F
Anabel Medina Garrigues,Irina Falconi,1,0,0,2,86,18,14,3,0,1,0,1,2,4,,,41,3,1,NA,NA,NA,53,18,47,13,3,3,3,3,6,7,,,60,6,6,NA,NA,NA,Aus,F
Shahar Peer,Monica Niculescu,1,0,0,2,80,21,20,2,2,1,23,38,3,7,9,23,49,4,1,NA,NA,NA,82,26,18,3,1,0,10,13,7,10,10,14,61,6,6,NA,NA,NA,Aus,F
Mirjana Lucic-Baroni,Sabine Lisicki,1,0,0,2,43,17,57,8,2,10,11,26,0,7,0,3,51,2,1,NA,NA,NA,52,32,48,15,7,6,28,24,4,8,10,14,75,6,6,NA,NA,NA,Aus,F
Angelique Kerber,Jarmila Gajdosova,1,1,2,1,65,36,35,13,6,5,30,17,4,7,9,12,81,6,0,6,NA,NA,53,29,47,12,2,6,41,31,4,11,22,33,80,3,6,2,NA,NA,Aus,F
Caroline Garcia,Alla Kudryavtseva,1,0,0,2,58,22,42,15,3,7,3,7,4,6,,,77,2,6,NA,NA,NA,58,37,42,14,3,4,3,4,6,10,,,93,6,7,NA,NA,NA,Aus,F
Dinah Pfizenmaier,Yanina Wickmayer,1,0,0,2,48,24,52,23,3,12,3,12,2,15,,,87,6,3,NA,NA,NA,58,38,42,15,6,8,6,8,4,7,,,95,7,6,NA,NA,NA,Aus,F
Alison Riske,Elena Vesnina,1,1,2,0,64,24,36,8,4,3,15,16,4,8,5,5,57,6,6,NA,NA,NA,62,17,38,10,2,4,9,31,0,0,1,1,34,2,2,NA,NA,NA,Aus,F
Flavia Pennetta,Alexandra Cadantu,1,1,2,0,40,16,60,14,2,3,28,21,6,17,9,11,66,6,6,NA,NA,NA,58,14,42,9,1,8,13,36,1,3,5,8,41,0,2,NA,NA,NA,Aus,F
Monica Puig,Anna Tatishvili,1,1,2,0,61,30,39,13,8,5,25,27,4,5,6,6,68,6,6,NA,NA,NA,68,20,32,5,0,4,10,23,1,8,6,7,48,2,4,NA,NA,NA,Aus,F
Shuai Zhang,Mona Barthel,1,0,0,2,75,31,25,8,2,1,17,21,2,6,8,10,68,6,3,NA,NA,NA,69,41,31,10,2,3,33,30,3,6,8,9,77,7,6,NA,NA,NA,Aus,F
Luksika Kumkhum,Petra Kvitova,1,1,2,1,48,26,52,20,4,6,28,27,5,16,7,8,92,6,1,6,NA,NA,60,36,40,15,3,8,32,40,4,12,12,16,80,2,6,4,NA,NA,Aus,F
Jelena Jankovic,Misaki Doi,1,1,2,0,60,23,40,11,6,6,20,19,5,8,2,4,59,6,6,NA,NA,NA,52,12,48,5,1,3,10,26,1,8,0,2,36,1,2,NA,NA,NA,Aus,F
Nadiya Kichenok,Ayumi Morita,1,0,0,2,63,27,37,11,4,7,24,43,2,8,11,14,68,2,6,NA,NA,NA,62,30,38,16,6,2,20,24,4,5,1,3,75,6,7,NA,NA,NA,Aus,F
Kurumi Nara,Shuai Peng,1,1,2,1,74,39,26,10,1,6,23,37,8,16,2,4,103,7,4,6,NA,NA,63,40,37,16,3,5,36,54,6,10,4,6,96,5,6,3,NA,NA,Aus,F
Andrea Petkovic,Magdalena Rybarikova,1,0,0,2,68,23,32,6,1,4,15,31,1,3,7,11,48,2,3,NA,NA,NA,67,27,33,8,4,1,18,16,5,8,9,16,66,6,6,NA,NA,NA,Aus,F
Sorana Cirstea,Marina Erakovic,1,0,0,2,57,25,43,13,5,1,20,32,3,14,6,7,78,4,6,NA,NA,NA,59,35,41,17,6,5,28,45,4,6,5,8,83,6,7,NA,NA,NA,Aus,F
Zarina Diyas,Katerina Siniakova,1,1,2,0,74,33,26,6,1,4,1,4,5,6,,,72,6,6,NA,NA,NA,57,22,43,10,2,3,2,3,2,6,,,58,2,4,NA,NA,NA,Aus,F
Lesia Tsurenko,Varvara Lepchenko,1,0,1,2,63,35,37,20,1,3,9,34,3,9,0,1,92,6,3,4,NA,NA,64,42,36,15,3,5,32,52,3,9,11,13,93,2,6,6,NA,NA,Aus,F
Katarzyna Piter,Simona Halep,1,0,0,2,77,12,23,1,1,3,5,25,0,2,5,8,24,0,1,NA,NA,NA,61,21,39,9,3,2,13,14,5,9,1,2,52,6,6,NA,NA,NA,Aus,F
Carla Suarez Navarro,Vania King,1,1,2,0,79,31,21,4,0,1,17,19,4,5,6,9,61,6,6,NA,NA,NA,69,20,31,5,1,2,12,28,1,2,5,14,42,3,2,NA,NA,NA,Aus,F
Galina Voskoboeva,Irina-Camelia Begu,1,1,2,1,64,41,36,18,3,3,3,3,6,11,,,109,7,4,7,NA,NA,62,44,38,15,2,7,2,7,5,9,,,94,5,6,5,NA,NA,Aus,F
Kristina Mladenovic,Stefanie Voegele,1,0,0,2,48,29,52,19,3,8,23,41,1,1,14,22,61,5,5,NA,NA,NA,66,32,34,13,7,1,19,20,3,12,5,7,76,7,7,NA,NA,NA,Aus,F
Francesca Schiavone,Dominika Cibulkova,1,0,0,2,60,21,40,11,5,2,14,27,1,6,5,11,57,3,4,NA,NA,NA,61,33,39,14,0,6,21,30,3,7,6,7,72,6,6,NA,NA,NA,Aus,F
Alize Cornet,Polona Hercog,1,0,,,75,3,25,1,1,,2,0,,,1,1,5,,,,,,0,0,100,1,0,,1,1,,,0,0,1,,,,,,Aus,F
Camila Giorgi,Storm Sanders,1,1,2,1,51,38,49,23,5,13,27,47,4,12,3,7,97,4,6,6,NA,NA,63,35,37,12,2,3,13,34,2,7,4,4,81,6,1,4,NA,NA,Aus,F
Paula Ormaechea,Karin Knapp,1,0,0,2,57,26,43,7,2,7,2,7,2,3,,,56,4,2,NA,NA,NA,61,26,39,8,4,3,4,3,5,10,,,69,6,6,NA,NA,NA,Aus,F
Bethanie Mattek-Sands,Maria Sharapova,1,0,0,2,57,27,43,10,4,8,18,30,2,6,7,9,65,3,4,NA,NA,NA,53,31,47,13,5,9,29,28,4,8,3,7,77,6,6,NA,NA,NA,Aus,F
Agnieszka Radwanska,Yulia Putintseva,1,1,2,1,59,36,41,15,9,1,38,31,7,11,22,35,96,6,5,6,NA,NA,52,29,48,16,0,6,27,33,3,8,11,17,76,0,7,2,NA,NA,Aus,F
Olga Govortsova,Ying-Ying Duan,1,1,2,0,68,35,32,8,10,4,10,4,4,12,,,78,6,7,NA,NA,NA,60,24,40,16,1,1,1,1,1,5,,,62,0,6,NA,NA,NA,Aus,F
Carina Witthoeft,Mandy Minella,1,0,0,2,62,16,38,10,1,4,1,4,2,6,,,47,1,4,NA,NA,NA,56,17,44,16,0,2,0,2,5,8,,,62,6,6,NA,NA,NA,Aus,F
Teliana Pereira,Anastasia Pavlyuchenkova,1,0,0,2,68,43,32,14,3,7,3,7,2,4,,,84,6,4,NA,NA,NA,62,32,38,15,3,5,3,5,3,12,,,93,7,6,NA,NA,NA,Aus,F
Kaia Kanepi,Garbine Muguruza,1,0,1,2,64,27,36,12,6,3,22,39,3,9,3,4,69,2,6,2,NA,NA,51,28,49,20,5,4,26,31,5,12,1,3,85,6,2,6,NA,NA,Aus,F
Timea Babos,Anna Schmiedlova,1,0,1,2,60,46,40,17,8,11,8,11,5,24,,,120,6,4,5,NA,NA,66,54,34,23,5,5,5,5,6,14,,,126,4,6,7,NA,NA,Aus,F
Christina McHale,Yung-Jan Chan,1,1,2,0,71,31,29,11,4,3,4,3,5,9,,,77,7,6,NA,NA,NA,68,28,32,10,0,6,0,6,3,3,,,66,5,4,NA,NA,NA,Aus,F
Lourdes Dominguez Lino,Caroline Wozniacki,1,0,0,2,58,10,42,8,,2,9,30,1,2,5,7,31,0,2,NA,NA,NA,61,17,39,11,,2,15,16,6,12,11,18,58,6,6,NA,NA,NA,Aus,F
Sloane Stephens,Yaroslava Shvedova,1,1,2,0,75,31,25,7,1,1,22,27,6,12,1,3,82,7,6,NA,NA,NA,58,22,42,10,3,13,14,43,4,6,3,6,61,6,3,NA,NA,NA,Aus,F
Tadeja Majeric,Ajla Tomljanovic,1,0,1,2,72,54,28,10,4,7,4,7,3,6,,,99,6,6,4,NA,NA,49,36,51,25,5,6,5,6,3,6,,,97,3,7,6,NA,NA,Aus,F
Olivia Rogowska,Mariana Duque-Marino,1,1,2,0,63,25,37,10,2,6,21,31,6,13,4,5,66,6,6,NA,NA,NA,67,18,33,5,4,4,10,32,3,8,2,6,47,3,3,NA,NA,NA,Aus,F
Elina Svitolina,Svetlana Kuznetsova,1,1,2,0,61,26,39,8,5,5,27,21,5,12,12,18,65,6,6,NA,NA,NA,48,20,52,11,1,4,17,24,2,4,4,5,53,3,3,NA,NA,NA,Aus,F
Bojana Jovanovski,Jana Cepelova,1,1,2,1,76,43,24,11,0,1,0,1,9,13,,,100,6,6,6,NA,NA,69,28,31,7,2,5,2,5,5,12,,,81,7,1,3,NA,NA,Aus,F
Chanelle Scheepers,Yvonne Meusburger,1,0,0,2,53,27,47,12,2,13,2,13,4,7,,,71,6,4,NA,NA,NA,68,32,32,12,1,5,1,5,5,11,,,80,7,6,NA,NA,NA,Aus,F
Su-Wei Hsieh,Barbora Zahlavova Strycova,1,0,1,2,58,33,42,15,1,5,14,39,1,4,11,16,75,1,6,1,NA,NA,68,39,32,13,5,2,31,36,5,17,22,28,95,6,4,6,NA,NA,Aus,F
Johanna Larsson,Victoria Azarenka,1,0,0,2,72,24,28,5,2,5,13,29,3,10,4,5,59,6,2,NA,NA,NA,75,41,25,4,0,7,27,32,5,5,15,17,80,7,6,NA,NA,NA,Aus,F
Serena Williams,Vesna Dolonc,2,1,2,0,66,28,34,8,10,2,24,19,4,7,3,4,61,6,6,NA,NA,NA,54,17,46,6,2,8,9,20,0,1,3,3,37,1,2,NA,NA,NA,Aus,F
Karolina Pliskova,Daniela Hantuchova,2,0,1,2,55,50,45,28,11,6,57,60,3,14,15,17,123,3,6,1,NA,NA,59,53,41,28,9,8,43,35,4,9,10,14,129,6,3,1,NA,NA,Aus,F
Samantha Stosur,Tsvetana Pironkova,2,1,2,0,59,20,41,10,4,3,23,15,5,13,13,17,58,6,6,NA,NA,NA,57,15,43,4,1,2,5,19,0,1,5,6,30,2,0,NA,NA,NA,Aus,F
Annika Beck,Ana Ivanovic,2,0,0,2,75,13,25,3,0,3,10,29,2,3,5,8,35,1,2,NA,NA,NA,54,16,46,13,2,2,16,17,6,7,0,1,57,6,6,NA,NA,NA,Aus,F
Jie Zheng,Madison Keys,2,1,2,1,76,40,24,14,0,4,19,48,7,10,10,15,102,7,1,7,NA,NA,63,39,37,18,3,1,30,43,8,16,6,11,109,6,6,5,NA,NA,Aus,F
Casey Dellacqua,Kirsten Flipkens,2,1,2,0,73,22,27,6,1,0,15,15,6,19,7,10,61,6,6,NA,NA,NA,48,15,52,10,0,7,17,29,1,1,10,13,38,3,0,NA,NA,NA,Aus,F
Eugenie Bouchard,Virginie Razzano,2,1,2,0,50,26,50,17,4,2,25,25,5,10,3,7,84,6,7,NA,NA,NA,75,32,25,6,2,1,27,42,3,9,13,17,71,2,6,NA,NA,NA,Aus,F
Lauren Davis,Julia Goerges,2,1,2,1,69,51,31,15,0,6,14,20,3,7,5,7,94,7,2,6,NA,NA,71,45,29,11,6,1,42,47,3,13,12,15,98,5,6,4,NA,NA,Aus,F
Na Li,Belinda Bencic,2,1,2,0,60,27,40,12,4,2,30,31,5,7,2,5,67,6,7,NA,NA,NA,54,21,46,8,2,5,12,19,2,2,3,4,53,0,6,NA,NA,NA,Aus,F
Lucie Hradecka,Lucie Safarova,2,0,1,2,44,33,56,26,9,9,9,9,0,6,,,90,7,3,0,NA,NA,62,47,38,20,6,7,6,7,4,13,,,113,6,6,6,NA,NA,Aus,F
Ekaterina Makarova,Irina Falconi,2,1,2,0,56,26,44,14,4,6,18,28,5,13,9,14,74,6,7,NA,NA,NA,74,22,26,10,0,2,18,40,2,4,3,7,55,2,5,NA,NA,NA,Aus,F
Monica Niculescu,Sabine Lisicki,2,1,2,1,66,35,34,9,0,6,8,18,7,14,12,16,87,2,6,6,NA,NA,53,23,47,14,10,6,43,56,5,6,19,34,76,6,2,2,NA,NA,Aus,F
Angelique Kerber,Alla Kudryavtseva,2,1,2,0,59,24,41,11,3,1,22,10,4,13,3,4,65,6,6,NA,NA,NA,63,25,37,8,4,2,23,24,1,2,11,17,47,4,2,NA,NA,NA,Aus,F
Yanina Wickmayer,Alison Riske,2,0,0,2,63,13,37,6,3,3,14,30,0,2,3,7,36,1,1,NA,NA,NA,78,27,22,6,4,2,15,8,5,10,2,3,60,6,6,NA,NA,NA,Aus,F
Flavia Pennetta,Monica Puig,2,1,2,0,45,22,55,18,9,0,21,14,2,6,4,4,67,6,6,NA,NA,NA,45,21,55,16,5,6,19,38,0,0,11,16,50,3,4,NA,NA,NA,Aus,F
Mona Barthel,Luksika Kumkhum,2,1,2,1,63,44,37,18,3,6,25,33,4,5,11,20,92,4,6,6,NA,NA,58,38,42,13,4,8,37,39,3,7,7,8,94,6,3,4,NA,NA,Aus,F
Jelena Jankovic,Ayumi Morita,2,1,2,0,59,19,41,7,9,4,25,14,6,6,0,1,53,6,6,NA,NA,NA,57,8,43,5,1,3,7,18,1,1,1,2,26,2,0,NA,NA,NA,Aus,F
Kurumi Nara,Magdalena Rybarikova,2,1,2,0,66,26,34,15,0,2,8,26,4,4,5,10,59,6,6,NA,NA,NA,52,16,48,8,4,1,13,38,2,5,7,11,51,4,3,NA,NA,NA,Aus,F
Marina Erakovic,Zarina Diyas,2,0,0,2,50,15,50,8,2,5,15,27,1,10,3,4,46,4,0,NA,NA,NA,70,27,30,10,1,1,27,15,5,5,2,2,66,6,6,NA,NA,NA,Aus,F
Varvara Lepchenko,Simona Halep,2,0,1,2,63,34,37,10,1,4,23,47,2,2,9,10,66,6,0,1,NA,NA,58,29,42,16,0,3,10,19,6,15,1,2,90,4,6,6,NA,NA,Aus,F
Carla Suarez Navarro,Galina Voskoboeva,2,1,2,1,73,57,27,17,0,5,19,30,6,10,14,19,126,7,3,8,NA,NA,55,40,45,23,3,13,50,67,7,17,25,39,121,6,6,6,NA,NA,Aus,F
Stefanie Voegele,Dominika Cibulkova,2,0,0,2,42,11,58,1,3,1,12,22,1,5,2,3,30,0,1,NA,NA,NA,68,21,32,8,0,2,17,13,6,9,4,5,55,6,6,NA,NA,NA,Aus,F
Alize Cornet,Camila Giorgi,2,1,2,1,59,39,41,17,1,9,5,29,6,13,2,6,103,6,4,6,NA,NA,56,31,44,20,0,12,28,73,5,12,19,33,92,3,6,4,NA,NA,Aus,F
Karin Knapp,Maria Sharapova,2,1,2,1,53,40,47,23,3,9,20,55,6,9,6,7,112,3,6,8,NA,NA,60,44,40,23,2,12,34,67,7,20,6,6,124,6,4,1,NA,NA,Aus,F
Agnieszka Radwanska,Olga Govortsova,2,1,2,0,66,28,34,8,1,1,18,13,5,8,11,14,63,6,7,NA,NA,NA,70,20,30,6,0,1,18,26,1,2,13,18,43,0,5,NA,NA,NA,Aus,F
Mandy Minella,Anastasia Pavlyuchenkova,2,0,0,2,55,21,45,11,2,3,2,3,0,0,,,42,2,2,NA,NA,NA,67,24,33,8,5,1,5,1,4,9,,,65,6,6,NA,NA,NA,Aus,F
Garbine Muguruza,Anna Schmiedlova,2,1,2,0,56,23,44,11,6,6,24,33,6,8,4,9,66,6,6,NA,NA,NA,59,15,41,7,1,5,6,20,3,7,0,2,45,3,3,NA,NA,NA,Aus,F
Christina McHale,Caroline Wozniacki,2,0,1,2,53,22,47,12,3,3,17,37,3,6,2,2,61,0,6,2,NA,NA,74,30,26,8,2,3,15,29,5,12,11,15,70,6,1,6,NA,NA,Aus,F
Sloane Stephens,Ajla Tomljanovic,2,1,2,1,71,39,29,14,3,3,25,36,5,10,10,13,92,3,6,7,NA,NA,54,35,46,22,3,6,25,44,3,6,8,16,87,6,2,5,NA,NA,Aus,F
Olivia Rogowska,Elina Svitolina,2,0,0,2,61,26,39,14,5,2,22,36,3,5,8,10,65,4,5,NA,NA,NA,53,26,47,15,7,3,19,24,5,8,8,11,76,6,7,NA,NA,NA,Aus,F
Bojana Jovanovski,Yvonne Meusburger,2,0,1,2,69,30,31,14,,1,32,50,6,9,7,9,85,6,3,2,NA,NA,67,38,33,5,,5,18,34,8,15,9,12,92,3,6,6,NA,NA,Aus,F
Barbora Zahlavova Strycova,Victoria Azarenka,2,0,0,2,55,13,45,9,1,2,17,30,2,8,17,27,50,1,4,NA,NA,NA,85,34,15,6,0,1,15,18,5,11,10,19,65,6,6,NA,NA,NA,Aus,F
Serena Williams,Daniela Hantuchova,3,1,2,0,48,20,52,15,10,2,25,21,4,7,4,12,60,6,6,NA,NA,NA,54,15,46,12,2,2,10,19,1,6,1,3,48,3,3,NA,NA,NA,Aus,F
Samantha Stosur,Ana Ivanovic,3,0,1,2,68,42,32,22,3,2,21,30,1,4,11,16,93,7,4,2,NA,NA,58,47,42,23,6,3,46,40,4,9,16,23,107,6,6,6,NA,NA,Aus,F
Jie Zheng,Casey Dellacqua,3,0,0,2,64,18,36,11,0,5,15,28,2,3,2,4,45,2,4,NA,NA,NA,58,20,42,14,1,3,14,16,5,10,3,4,64,6,6,NA,NA,NA,Aus,F
Eugenie Bouchard,Lauren Davis,3,1,2,0,61,23,39,10,4,2,18,23,5,8,3,5,67,6,6,NA,NA,NA,77,24,23,3,0,1,7,31,1,3,3,4,43,2,2,NA,NA,NA,Aus,F
Na Li,Lucie Safarova,3,1,2,1,60,43,40,18,5,6,17,50,4,10,8,9,99,1,7,6,NA,NA,59,33,41,17,2,7,21,43,6,16,5,6,99,6,6,3,NA,NA,Aus,F
Ekaterina Makarova,Monica Niculescu,3,1,2,0,56,17,44,13,2,1,17,35,6,9,9,10,65,6,6,NA,NA,NA,70,23,30,8,1,3,9,34,4,4,4,11,56,4,4,NA,NA,NA,Aus,F
Angelique Kerber,Alison Riske,3,1,2,0,63,21,37,6,4,4,21,16,7,13,6,9,64,6,6,NA,NA,NA,62,16,38,8,0,6,18,29,4,5,8,23,48,3,4,NA,NA,NA,Aus,F
Flavia Pennetta,Mona Barthel,3,1,2,0,44,17,56,15,3,4,14,10,6,15,3,5,70,6,7,NA,NA,NA,60,22,40,13,4,6,22,45,2,4,6,10,55,1,5,NA,NA,NA,Aus,F
Jelena Jankovic,Kurumi Nara,3,1,2,0,62,23,38,13,1,3,12,33,7,9,5,10,72,6,7,NA,NA,NA,86,25,14,5,0,2,19,43,5,7,13,18,63,4,5,NA,NA,NA,Aus,F
Zarina Diyas,Simona Halep,3,0,0,2,61,16,39,7,0,3,9,32,2,4,7,9,42,1,4,NA,NA,NA,52,18,48,13,1,3,18,20,6,6,3,6,62,6,6,NA,NA,NA,Aus,F
Carla Suarez Navarro,Dominika Cibulkova,3,0,0,2,65,12,35,4,0,0,2,23,0,1,0,3,26,1,0,NA,NA,NA,69,21,31,8,1,1,20,20,5,9,7,9,56,6,6,NA,NA,NA,Aus,F
Alize Cornet,Maria Sharapova,3,0,0,2,65,24,35,9,,5,11,23,4,6,7,12,60,1,6,NA,NA,NA,50,23,50,16,,8,35,35,6,14,12,13,81,6,7,NA,NA,NA,Aus,F
Agnieszka Radwanska,Anastasia Pavlyuchenkova,3,1,2,1,65,36,35,16,5,2,25,19,6,9,13,20,96,5,6,6,NA,NA,59,29,41,17,0,7,39,49,3,5,12,21,78,7,2,2,NA,NA,Aus,F
Garbine Muguruza,Caroline Wozniacki,3,1,2,1,64,37,36,16,5,7,33,56,7,10,12,17,96,4,7,6,NA,NA,67,39,33,12,2,6,17,37,5,16,9,13,93,6,5,3,NA,NA,Aus,F
Sloane Stephens,Elina Svitolina,3,1,2,0,69,31,31,10,1,0,24,32,4,9,10,13,68,7,6,NA,NA,NA,57,23,43,15,0,4,12,27,2,3,9,17,61,5,4,NA,NA,NA,Aus,F
Yvonne Meusburger,Victoria Azarenka,3,0,0,2,70,8,30,4,,5,5,18,1,2,3,3,25,1,0,NA,NA,NA,74,20,26,5,,2,20,13,7,14,14,17,56,6,6,NA,NA,NA,Aus,F
Serena Williams,Ana Ivanovic,4,0,1,2,66,43,34,13,13,4,22,31,2,3,10,15,79,6,3,3,NA,NA,53,31,47,21,1,2,33,27,4,14,10,13,91,4,6,6,NA,NA,Aus,F
Casey Dellacqua,Eugenie Bouchard,4,0,1,2,61,33,39,14,0,3,11,47,1,2,5,9,68,7,2,0,NA,NA,65,37,35,16,6,1,29,28,6,11,10,12,94,6,6,6,NA,NA,Aus,F
Na Li,Ekaterina Makarova,4,1,2,0,80,26,20,4,1,1,18,14,5,7,8,14,55,6,6,NA,NA,NA,64,14,36,3,0,1,4,11,0,4,3,4,31,2,0,NA,NA,NA,Aus,F
Angelique Kerber,Flavia Pennetta,4,0,1,2,64,35,36,10,1,4,25,35,5,6,5,13,77,1,6,5,NA,NA,60,33,40,12,8,2,43,37,8,18,17,27,98,6,4,7,NA,NA,Aus,F
Jelena Jankovic,Simona Halep,4,0,1,2,67,32,33,11,2,2,23,43,4,8,20,30,69,4,6,0,NA,NA,64,26,36,14,0,4,22,28,6,13,4,4,81,6,2,6,NA,NA,Aus,F
Dominika Cibulkova,Maria Sharapova,4,1,2,1,69,27,31,13,1,5,16,28,7,14,2,2,87,3,6,6,NA,NA,66,31,34,12,3,8,27,45,5,10,8,10,77,6,4,1,NA,NA,Aus,F
Agnieszka Radwanska,Garbine Muguruza,4,1,2,0,73,34,27,11,2,1,9,15,4,9,4,7,76,6,6,NA,NA,NA,56,18,44,10,3,3,23,44,0,6,6,14,49,1,3,NA,NA,NA,Aus,F
Sloane Stephens,Victoria Azarenka,4,0,0,2,72,24,28,9,0,0,20,32,0,2,6,8,55,3,2,NA,NA,NA,69,32,31,10,3,7,20,20,3,14,13,17,74,6,6,NA,NA,NA,Aus,F
Ana Ivanovic,Eugenie Bouchard,5,0,1,2,56,34,44,23,1,4,34,35,5,12,12,18,104,7,5,2,NA,NA,58,42,42,20,2,6,47,37,7,13,19,24,113,5,7,6,NA,NA,Aus,F
Na Li,Flavia Pennetta,5,1,2,0,64,23,36,10,1,1,23,17,5,8,7,10,62,6,6,NA,NA,NA,39,12,61,13,3,5,14,27,1,4,2,2,37,2,2,NA,NA,NA,Aus,F
Simona Halep,Dominika Cibulkova,5,0,0,2,67,13,33,6,2,1,9,25,1,3,1,4,32,3,0,NA,NA,NA,77,25,23,5,0,3,17,16,5,9,3,4,54,6,6,NA,NA,NA,Aus,F
Agnieszka Radwanska,Victoria Azarenka,5,1,2,1,59,33,41,16,1,1,23,15,6,16,19,24,94,6,5,6,NA,NA,60,26,40,19,0,5,33,47,2,5,20,34,74,1,7,0,NA,NA,Aus,F
Eugenie Bouchard,Na Li,6,0,0,2,45,13,55,5,2,2,10,14,3,7,4,5,49,2,4,NA,NA,NA,61,27,39,11,4,5,35,23,6,10,11,14,71,6,6,NA,NA,NA,Aus,F
Dominika Cibulkova,Agnieszka Radwanska,6,1,2,0,64,22,36,10,0,2,21,20,6,9,12,14,63,6,6,NA,NA,NA,68,17,32,2,2,2,12,24,1,9,4,9,40,1,2,NA,NA,NA,Aus,F
Na Li,Dominika Cibulkova,7,1,2,0,60,21,40,15,2,3,34,30,5,10,8,13,75,7,6,NA,NA,NA,67,29,33,5,0,7,11,28,2,3,3,4,58,6,0,NA,NA,NA,Aus,F
Su-Wei Hsieh,Maria Sharapova,1,0,0,2,62,18,38,5,0,3,8,8,0,0,1,3,31,2,1,NA,NA,NA,68,25,32,8,4,0,25,19,4,6,3,5,57,6,6,NA,NA,NA,French,F
Eugenie Bouchard,Tsvetana Pironkova,1,1,2,0,57,23,43,17,3,1,37,21,4,10,16,20,71,6,7,NA,NA,NA,66,28,34,6,1,2,13,21,1,3,4,8,48,1,6,NA,NA,NA,French,F
Jie Zheng,Vesna Dolonc,1,1,2,0,76,30,24,5,1,0,25,13,4,12,4,5,70,6,6,NA,NA,NA,76,35,24,6,0,3,20,25,0,4,14,20,56,4,1,NA,NA,NA,French,F
Tamira Paszek,Melanie Oudin,1,0,0,2,59,16,41,8,2,6,21,38,6,15,2,4,66,4,3,NA,NA,NA,63,27,37,9,0,3,24,29,8,13,5,8,78,6,6,NA,NA,NA,French,F
Karin Knapp,Sloane Stephens,1,0,0,2,57,18,43,13,,3,15,27,2,2,3,5,50,2,5,NA,NA,NA,65,22,35,10,,2,9,16,5,7,1,4,61,6,7,NA,NA,NA,French,F
Vania King,Alexandra Cadantu,1,1,2,0,74,27,26,11,,0,38,15,6,9,14,21,83,7,6,NA,NA,NA,72,28,28,9,,5,21,17,3,8,5,9,64,6,1,NA,NA,NA,French,F
Marina Erakovic,Elena Baltacha,1,1,2,0,66,23,34,8,6,2,29,10,5,6,5,9,56,6,6,NA,NA,NA,69,11,31,6,1,1,7,13,1,5,2,6,30,3,0,NA,NA,NA,French,F
Dominika Cibulkova,Lesia Tsurenko,1,1,2,0,60,24,40,11,1,2,14,20,6,10,4,6,67,6,6,NA,NA,NA,55,12,45,7,1,3,16,35,3,7,0,2,46,1,4,NA,NA,NA,French,F
Kimiko Date-Krumm,Samantha Stosur,1,0,0,2,79,15,21,3,0,1,8,20,0,1,4,7,33,0,2,NA,NA,NA,59,19,41,12,1,0,21,18,5,8,7,10,60,6,6,NA,NA,NA,French,F
Kristina Mladenovic,Lauren Davis,1,1,2,0,58,27,42,13,3,1,31,21,6,15,14,17,77,6,7,NA,NA,NA,72,22,28,5,0,0,18,16,2,9,4,7,49,0,5,NA,NA,NA,French,F
Karolina Pliskova,Garbine Muguruza,1,0,1,2,60,41,40,20,9,4,27,22,2,4,5,7,88,6,5,3,NA,NA,69,49,31,13,7,7,46,25,3,7,11,17,99,4,7,6,NA,NA,French,F
Jelena Jankovic,Daniela Hantuchova,1,1,2,0,78,40,22,7,4,1,27,21,3,11,10,15,90,6,7,NA,NA,NA,68,38,32,17,1,2,26,32,2,6,14,23,80,4,6,NA,NA,NA,French,F
Jamie Hampton,Lucie Safarova,1,1,2,1,60,50,40,24,7,5,38,50,6,11,5,14,125,7,3,9,NA,NA,67,53,33,19,4,1,35,43,6,16,11,17,130,6,6,7,NA,NA,French,F
Anna Karolina Schmiedlova,Yanina Wickmayer,1,1,2,1,62,40,38,16,6,4,17,42,4,12,3,4,102,7,2,6,NA,NA,59,39,41,22,1,8,34,66,4,10,9,12,102,6,6,2,NA,NA,French,F
Shuai Peng,Camila Giorgi,1,1,2,0,54,28,46,14,2,3,13,15,4,8,5,5,68,6,6,NA,NA,NA,53,24,47,8,1,11,23,30,1,4,3,8,57,4,2,NA,NA,NA,French,F
Petra Kvitova,Aravane Rezai,1,1,2,1,69,35,31,13,5,6,29,32,9,16,4,11,94,6,4,6,NA,NA,56,27,44,12,1,7,33,32,6,13,11,15,87,3,6,2,NA,NA,French,F
Elena Vesnina,Victoria Azarenka,1,0,0,2,74,21,26,6,2,1,20,16,1,5,9,11,47,1,4,NA,NA,NA,70,31,30,6,4,1,21,13,4,8,8,10,63,6,6,NA,NA,NA,French,F
Sandra Zahlavova,Annika Beck,1,0,0,2,69,18,31,7,2,1,13,24,0,3,5,11,40,2,1,NA,NA,NA,83,28,17,5,1,1,19,13,5,11,5,7,62,6,6,NA,NA,NA,French,F
Irina-Camelia Begu,Silvia Soler-Espinosa,1,0,0,2,74,26,26,6,,3,19,28,1,3,6,9,53,3,2,NA,NA,NA,56,23,44,15,,2,17,15,4,11,4,6,71,6,6,NA,NA,NA,French,F
Alize Cornet,Maria Joao Koehler,1,1,2,0,70,28,30,11,,3,16,19,6,9,7,9,72,7,6,NA,NA,NA,60,19,40,8,,9,20,45,3,8,4,8,58,5,2,NA,NA,NA,French,F
Flavia Pennetta,Kirsten Flipkens,1,0,1,2,41,21,59,17,1,7,20,26,4,12,14,28,81,6,4,0,NA,NA,45,31,55,23,5,9,34,28,6,8,21,28,92,2,6,6,NA,NA,French,F
Melinda Czink,Francesca Schiavone,1,0,0,2,57,23,43,12,1,4,18,26,2,6,11,19,51,0,6,NA,NA,NA,57,26,43,14,4,5,29,20,5,10,5,8,79,6,7,NA,NA,NA,French,F
Kristyna Pliskova,Mariana Duque-Marino,1,0,0,2,60,18,40,9,0,3,6,27,0,4,3,11,38,2,0,NA,NA,NA,65,23,35,9,3,1,27,16,5,12,12,14,65,6,6,NA,NA,NA,French,F
Marion Bartoli,Olga Govortsova,1,1,2,1,62,54,38,25,4,12,40,45,7,14,12,19,129,7,4,7,NA,NA,62,42,38,16,1,9,57,42,7,16,9,13,131,6,6,5,NA,NA,French,F
Nina Bratchikova,Maria Kirilenko,1,0,0,2,69,15,31,4,0,1,6,24,0,2,5,8,33,0,1,NA,NA,NA,51,19,49,12,2,4,24,14,5,11,3,5,60,6,6,NA,NA,NA,French,F
Ashleigh Barty,Lucie Hradecka,1,1,2,1,53,32,47,23,4,2,26,29,7,18,11,11,103,7,2,6,NA,NA,57,31,43,18,5,7,38,45,6,10,11,21,97,5,6,1,NA,NA,French,F
Stefanie Voegele,Heather Watson,1,1,2,1,64,41,36,16,4,4,21,24,3,14,9,12,96,6,2,6,NA,NA,67,44,33,17,4,2,38,24,3,8,9,18,91,4,6,4,NA,NA,French,F
Klara Zakopalova,Kaia Kanepi,1,0,0,2,58,22,42,11,1,2,13,46,3,7,3,8,59,6,2,NA,NA,NA,70,32,30,8,2,3,17,33,5,6,0,2,80,7,6,NA,NA,NA,French,F
Coco Vandeweghe,Yaroslava Shvedova,1,0,1,2,53,24,47,12,4,6,16,37,3,7,7,14,61,0,6,2,NA,NA,64,30,36,14,0,5,23,22,7,12,10,11,84,6,3,6,NA,NA,French,F
Tatjana Maria,Paula Ormaechea,1,0,1,2,60,30,40,18,5,2,17,32,2,3,12,19,73,3,6,0,NA,NA,49,25,51,21,3,4,35,30,6,15,13,19,89,6,4,6,NA,NA,French,F
Bethanie Mattek-Sands,Lourdes Dominguez Lino,1,1,2,0,54,24,46,14,0,2,32,25,5,14,17,24,71,6,6,NA,NA,NA,47,12,53,14,1,2,8,14,2,6,4,11,51,4,1,NA,NA,NA,French,F
Na Li,A. Medina Garrigues,1,1,2,0,71,31,29,7,,3,26,37,6,10,13,16,69,6,6,NA,NA,NA,57,18,43,7,,0,12,21,4,12,1,1,57,3,4,NA,NA,NA,French,F
Arantxa Rus,Sara Errani,1,0,0,2,52,11,48,2,,7,7,26,2,3,3,6,26,1,2,NA,NA,NA,85,18,15,3,,0,14,15,7,9,3,7,52,6,6,NA,NA,NA,French,F
Ayumi Morita,Yulia Putintseva,1,0,0,2,65,17,35,9,0,1,16,31,1,6,4,8,45,2,3,NA,NA,NA,58,22,42,16,3,2,16,13,4,7,0,1,61,6,6,NA,NA,NA,French,F
Maria-Teresa Torro-Flor,Julia Glushko,1,1,2,0,77,32,23,7,0,0,24,17,6,9,3,3,72,6,7,NA,NA,NA,78,22,22,5,2,1,15,23,3,3,3,9,50,2,5,NA,NA,NA,French,F
Sabine Lisicki,Sofia Arvidsson,1,1,2,0,52,27,48,15,4,3,37,30,3,6,13,19,73,6,6,NA,NA,NA,70,29,30,10,1,0,7,14,1,6,4,4,60,3,4,NA,NA,NA,French,F
Simona Halep,Carla Suarez Navarro,1,0,1,2,74,34,26,9,1,5,25,26,4,10,4,6,79,6,2,2,NA,NA,63,31,37,17,0,2,41,22,7,13,19,20,92,3,6,6,NA,NA,French,F
Irena Pavlovic,Shelby Rogers,1,0,0,2,59,24,41,11,4,3,13,26,0,0,1,2,47,3,4,NA,NA,NA,58,26,42,15,5,1,21,18,2,6,9,10,60,6,6,NA,NA,NA,French,F
Madison Keys,Misaki Doi,1,1,2,0,66,29,34,8,5,1,25,19,4,5,6,8,59,6,6,NA,NA,NA,62,16,38,9,0,2,10,11,1,4,7,12,46,3,2,NA,NA,NA,French,F
Nadia Petrova,Monica Puig,1,0,1,2,58,37,42,16,12,3,29,50,5,8,5,9,99,6,5,4,NA,NA,52,40,48,21,4,6,21,36,6,9,3,5,103,3,7,6,NA,NA,French,F
Petra Martic,Ana Ivanovic,1,0,1,2,62,30,38,17,1,6,23,39,2,9,24,27,81,1,6,3,NA,NA,54,37,46,24,3,3,27,36,4,10,6,14,100,6,3,6,NA,NA,French,F
Chanelle Scheepers,Mathilde Johansson,1,0,0,2,54,16,46,13,,5,9,23,3,5,1,4,56,5,1,NA,NA,NA,68,29,32,9,,7,26,36,6,15,6,9,72,7,6,NA,NA,NA,French,F
Virginie Razzano,Claire Feuerstein,1,1,2,0,75,46,25,9,3,4,16,18,3,9,7,12,89,7,6,NA,NA,NA,55,29,45,19,1,2,29,37,2,9,5,10,84,6,4,NA,NA,NA,French,F
Julia Goerges,Zuzana Kucova,1,0,0,2,54,22,46,14,10,4,39,56,2,9,6,15,73,6,0,NA,NA,NA,76,41,24,13,0,2,13,18,5,9,5,6,90,7,6,NA,NA,NA,French,F
Urszula Radwanska,Venus Williams,1,1,2,1,68,48,32,16,,4,28,40,11,17,13,23,131,7,6,6,NA,NA,65,38,35,13,,6,58,66,10,15,30,47,121,6,7,4,NA,NA,French,F
Dinah Pfizenmaier,Mandy Minella,1,1,2,0,67,28,33,5,2,4,30,30,7,13,3,3,69,7,6,NA,NA,NA,57,17,43,8,1,5,7,24,3,6,1,5,47,5,1,NA,NA,NA,French,F
Mallory Burdette,Donna Vekic,1,1,2,0,68,27,32,11,1,1,27,17,5,7,7,10,62,6,6,NA,NA,NA,63,21,37,7,1,3,12,13,3,7,2,4,56,3,4,NA,NA,NA,French,F
Agnieszka Radwanska,Shahar Peer,1,1,2,0,67,17,33,9,1,0,13,8,6,14,9,11,58,6,6,NA,NA,NA,56,15,44,7,1,4,17,24,1,2,2,10,32,1,1,NA,NA,NA,French,F
Mona Barthel,Angelique Kerber,1,0,0,2,57,30,43,16,1,0,37,35,1,4,13,20,77,6,2,NA,NA,NA,54,31,46,20,2,1,19,14,3,12,5,7,81,7,6,NA,NA,NA,French,F
Jana Cepelova,Christina McHale,1,1,2,1,78,52,22,9,0,3,25,32,4,12,5,6,104,7,2,6,NA,NA,70,52,30,10,2,3,31,39,5,9,7,13,106,6,6,4,NA,NA,French,F
Romina Oprandi,Elina Svitolina,1,0,1,2,67,35,33,7,2,3,26,32,5,11,8,17,81,3,6,1,NA,NA,61,30,39,19,2,2,40,24,8,16,16,28,99,6,4,6,NA,NA,French,F
Varvara Lepchenko,Mirjana Lucic-Baroni,1,1,2,0,65,23,35,8,5,3,12,15,6,10,4,4,63,6,6,NA,NA,NA,56,15,44,8,3,2,12,44,1,6,0,0,38,1,2,NA,NA,NA,French,F
Svetlana Kuznetsova,Ekaterina Makarova,1,1,2,0,54,15,46,15,3,2,31,18,6,10,5,11,73,6,6,NA,NA,NA,70,25,30,11,1,1,20,20,3,6,6,11,56,4,2,NA,NA,NA,French,F
Pauline Parmentier,Magdalena Rybarikova,1,0,0,2,54,12,46,6,0,6,5,22,1,1,3,8,30,0,1,NA,NA,NA,73,19,27,6,2,0,14,13,6,12,8,9,59,6,6,NA,NA,NA,French,F
Barbora Zahlavova Strycova,Bojana Jovanovski,1,0,0,2,71,23,29,6,3,2,13,16,0,0,3,7,39,3,2,NA,NA,NA,80,31,20,5,1,0,28,20,3,7,7,7,59,6,6,NA,NA,NA,French,F
Caroline Wozniacki,Laura Robson,1,1,2,0,76,27,24,8,3,1,11,10,5,7,1,1,66,6,6,NA,NA,NA,56,18,44,5,4,6,25,39,2,5,1,6,43,3,2,NA,NA,NA,French,F
Stephanie Foretz Gacon,Roberta Vinci,1,0,0,2,66,16,34,5,5,2,20,29,0,0,7,21,32,3,0,NA,NA,NA,60,20,40,12,0,2,10,10,4,5,6,6,58,6,6,NA,NA,NA,French,F
Galina Voskoboeva,Grace Min,1,1,2,1,55,30,45,18,3,3,38,30,8,14,16,26,97,4,6,7,NA,NA,69,34,31,17,1,1,31,19,7,10,10,15,92,6,4,5,NA,NA,French,F
Petra Cetkovska,Olga Puchkova,1,1,2,0,69,25,31,8,,4,17,17,6,7,4,5,61,6,6,NA,NA,NA,62,11,38,3,,4,4,25,1,7,0,0,32,0,2,NA,NA,NA,French,F
Anastasia Pavlyuchenkova,Andrea Hlavackova,1,1,2,1,54,31,46,22,3,4,36,45,7,16,13,21,108,4,7,6,NA,NA,72,46,28,11,2,5,32,38,7,12,9,14,104,6,6,4,NA,NA,French,F
Kiki Bertens,Sorana Cirstea,1,0,1,2,63,42,37,12,3,10,31,54,5,10,9,19,96,7,5,2,NA,NA,65,40,35,21,3,3,22,37,7,13,12,19,108,5,7,6,NA,NA,French,F
Monica Niculescu,Johanna Larsson,1,0,0,2,82,15,18,4,,1,18,21,2,2,5,8,39,2,3,NA,NA,NA,64,22,36,8,,1,25,11,6,6,12,14,61,6,6,NA,NA,NA,French,F
Yuliya Beygelzimer,Caroline Garcia,1,0,0,2,59,24,41,13,0,1,17,22,0,1,10,12,50,3,4,NA,NA,NA,60,29,40,13,4,2,19,21,2,4,3,6,64,6,6,NA,NA,NA,French,F
Serena Williams,Anna Tatishvili,1,1,2,0,73,21,27,7,8,1,27,14,5,11,1,1,56,6,6,NA,NA,NA,58,11,42,6,0,3,4,22,0,0,0,0,22,0,1,NA,NA,NA,French,F
Eugenie Bouchard,Maria Sharapova,2,0,0,2,57,17,43,10,0,2,8,18,1,4,1,1,43,2,2,NA,NA,NA,52,19,48,11,1,4,23,23,4,6,8,9,56,6,4,NA,NA,NA,French,F
Melanie Oudin,Jie Zheng,2,0,0,2,65,12,35,7,1,2,18,31,3,8,7,9,46,3,1,NA,NA,NA,73,26,27,7,0,0,20,14,7,9,3,5,65,6,6,NA,NA,NA,French,F
Vania King,Sloane Stephens,2,0,0,2,82,17,18,6,0,,7,11,1,3,5,10,36,1,3,NA,NA,NA,75,26,25,5,1,,29,17,5,8,7,11,57,6,6,NA,NA,NA,French,F
Dominika Cibulkova,Marina Erakovic,2,0,1,2,56,31,44,16,2,3,17,31,5,8,8,11,88,2,6,4,NA,NA,48,25,52,21,2,5,38,38,6,11,6,11,90,6,2,6,NA,NA,French,F
Kristina Mladenovic,Samantha Stosur,2,0,0,2,55,27,45,16,6,4,25,22,0,1,7,15,64,4,3,NA,NA,NA,75,40,25,6,0,4,26,22,2,10,14,17,74,6,6,NA,NA,NA,French,F
Jelena Jankovic,Garbine Muguruza,2,1,2,0,60,16,40,11,3,1,10,12,6,12,2,6,58,6,6,NA,NA,NA,54,13,46,8,0,7,12,29,1,2,9,15,34,3,0,NA,NA,NA,French,F
Anna Karolina Schmiedlova,Jamie Hampton,2,0,0,2,70,28,30,7,0,2,10,14,2,2,5,7,52,5,2,NA,NA,NA,57,22,43,15,1,1,30,25,5,13,10,13,69,7,6,NA,NA,NA,French,F
Petra Kvitova,Shuai Peng,2,1,2,0,53,20,47,13,4,4,30,26,6,11,9,11,66,6,6,NA,NA,NA,73,22,27,5,0,3,9,18,3,5,4,4,49,4,3,NA,NA,NA,French,F
Annika Beck,Victoria Azarenka,2,0,0,2,66,22,34,7,1,3,16,23,3,9,2,3,54,4,3,NA,NA,NA,63,24,37,7,1,6,26,26,6,11,14,18,67,6,6,NA,NA,NA,French,F
Alize Cornet,Silvia Soler-Espinosa,2,1,2,0,74,24,26,10,2,1,22,18,5,10,9,11,62,6,6,NA,NA,NA,53,13,47,10,0,2,10,30,1,7,7,10,42,1,3,NA,NA,NA,French,F
Francesca Schiavone,Kirsten Flipkens,2,1,2,1,62,34,38,20,1,7,39,39,9,18,28,47,110,6,4,6,NA,NA,53,33,47,13,1,5,33,40,6,17,27,41,98,1,6,3,NA,NA,French,F
Marion Bartoli,Mariana Duque-Marino,2,1,2,0,62,34,38,14,0,5,15,24,5,11,16,28,89,7,7,NA,NA,NA,57,32,43,14,2,5,42,44,4,14,13,25,82,6,5,NA,NA,NA,French,F
Ashleigh Barty,Maria Kirilenko,2,0,0,1,61,6,39,4,0,,9,5,1,1,2,2,16,3,NA,NA,NA,NA,75,9,25,1,1,,7,4,1,1,5,6,18,3,NA,NA,NA,NA,French,F
Kaia Kanepi,Stefanie Voegele,2,1,1,0,71,20,29,5,4,2,16,15,1,3,0,4,41,6,NA,NA,NA,NA,58,13,42,9,0,1,15,9,1,6,4,6,39,5,NA,NA,NA,NA,French,F
Paula Ormaechea,Yaroslava Shvedova,2,1,2,0,64,27,36,14,1,3,17,26,6,9,3,8,81,6,7,NA,NA,NA,74,26,26,7,0,3,18,38,5,8,9,11,72,4,6,NA,NA,NA,French,F
Na Li,Bethanie Mattek-Sands,2,0,1,2,63,34,37,17,3,5,20,34,5,9,2,9,88,7,3,2,NA,NA,54,35,46,18,3,3,32,37,7,14,5,5,97,5,6,6,NA,NA,French,F
Yulia Putintseva,Sara Errani,2,0,0,2,64,11,36,5,,2,14,26,1,5,4,11,31,1,1,NA,NA,NA,87,28,13,3,,0,22,7,6,10,9,11,59,6,6,NA,NA,NA,French,F
Sabine Lisicki,Maria-Teresa Torro-Flor,2,1,2,0,68,26,32,8,2,3,32,33,6,12,8,11,62,6,6,NA,NA,NA,74,17,26,5,0,1,6,17,2,8,1,4,45,4,0,NA,NA,NA,French,F
Shelby Rogers,Carla Suarez Navarro,2,0,1,2,67,38,33,14,2,1,37,38,5,10,11,14,91,6,4,4,NA,NA,63,41,37,14,1,2,32,31,5,8,10,14,98,3,6,6,NA,NA,French,F
Monica Puig,Madison Keys,2,1,2,0,52,26,48,21,1,2,15,21,3,7,1,3,79,6,7,NA,NA,NA,61,31,39,11,4,4,17,38,2,6,1,3,68,4,6,NA,NA,NA,French,F
Mathilde Johansson,Ana Ivanovic,2,0,0,2,73,17,27,4,,3,11,18,1,1,1,3,33,2,2,NA,NA,NA,55,20,45,10,,1,18,10,5,8,2,2,58,6,6,NA,NA,NA,French,F
Zuzana Kucova,Virginie Razzano,2,0,1,2,72,36,28,10,1,5,22,42,3,10,5,8,87,6,2,0,NA,NA,72,42,28,14,0,3,35,41,7,17,15,19,105,4,6,6,NA,NA,French,F
Dinah Pfizenmaier,Urszula Radwanska,2,1,2,0,60,24,40,15,1,1,33,32,5,12,16,24,70,6,6,NA,NA,NA,67,20,33,9,0,1,6,15,2,10,5,6,55,3,3,NA,NA,NA,French,F
Agnieszka Radwanska,Mallory Burdette,2,1,2,0,65,23,35,11,2,1,14,5,5,8,5,7,61,6,6,NA,NA,NA,73,17,27,5,1,0,23,28,2,5,9,19,40,3,2,NA,NA,NA,French,F
Jana Cepelova,Angelique Kerber,2,0,0,2,70,12,30,3,1,2,13,28,2,8,4,7,38,2,2,NA,NA,NA,62,24,38,11,1,1,13,18,6,7,5,5,63,6,6,NA,NA,NA,French,F
Varvara Lepchenko,Elina Svitolina,2,1,2,0,61,23,39,12,1,5,32,31,5,11,13,16,71,7,6,NA,NA,NA,65,22,35,10,0,2,11,23,3,3,2,5,56,6,1,NA,NA,NA,French,F
Magdalena Rybarikova,Svetlana Kuznetsova,2,0,1,2,66,32,34,11,4,3,22,32,3,6,8,17,72,6,2,2,NA,NA,79,36,21,7,1,1,30,30,5,8,9,13,79,1,6,6,NA,NA,French,F
Caroline Wozniacki,Bojana Jovanovski,2,0,0,2,70,29,30,10,1,3,13,18,2,3,5,7,62,6,3,NA,NA,NA,68,34,32,8,3,1,33,32,3,7,2,5,72,7,6,NA,NA,NA,French,F
Galina Voskoboeva,Roberta Vinci,2,0,1,2,60,36,40,11,4,4,40,37,2,3,20,35,76,4,6,2,NA,NA,56,35,44,18,1,1,19,15,4,5,20,26,86,6,4,6,NA,NA,French,F
Anastasia Pavlyuchenkova,Petra Cetkovska,2,0,1,2,50,33,50,22,5,5,37,40,6,10,11,20,97,5,6,4,NA,NA,54,29,46,20,5,2,29,19,6,14,9,15,96,7,2,6,NA,NA,French,F
Johanna Larsson,Sorana Cirstea,2,0,0,2,63,12,37,9,1,2,7,19,1,8,3,3,45,1,4,NA,NA,NA,54,27,46,14,1,1,20,22,4,5,3,5,60,6,6,NA,NA,NA,French,F
Serena Williams,Caroline Garcia,2,1,2,0,69,23,31,9,6,1,27,9,4,10,3,5,60,6,6,NA,NA,NA,53,16,47,9,2,3,14,14,0,0,3,5,32,1,2,NA,NA,NA,French,F
Jie Zheng,Maria Sharapova,3,0,0,2,81,23,19,3,0,1,8,24,4,11,4,4,58,1,5,NA,NA,NA,57,22,43,13,3,8,25,34,8,8,4,7,76,6,7,NA,NA,NA,French,F
Marina Erakovic,Sloane Stephens,3,0,1,2,64,37,36,15,4,6,31,44,3,9,11,14,93,4,7,3,NA,NA,78,58,22,11,2,2,30,33,5,6,9,12,102,6,6,6,NA,NA,French,F
Jelena Jankovic,Samantha Stosur,3,1,2,1,73,39,27,13,4,5,16,24,5,12,12,20,90,3,6,6,NA,NA,70,35,30,16,2,2,28,39,4,7,20,25,87,6,3,4,NA,NA,French,F
Petra Kvitova,Jamie Hampton,3,0,0,2,63,24,37,10,2,3,21,33,3,4,10,17,57,1,6,NA,NA,NA,51,24,49,12,4,5,13,18,5,11,3,5,73,6,7,NA,NA,NA,French,F
Alize Cornet,Victoria Azarenka,3,0,1,2,65,28,35,10,3,3,28,32,6,16,7,10,84,6,3,1,NA,NA,69,40,31,11,0,10,41,31,9,20,23,32,99,4,6,6,NA,NA,French,F
Marion Bartoli,Francesca Schiavone,3,0,0,2,62,14,38,8,1,5,9,19,1,3,5,15,41,2,1,NA,NA,NA,53,17,47,15,0,3,32,14,5,9,7,10,63,6,6,NA,NA,NA,French,F
Stefanie Voegele,Maria Kirilenko,3,0,0,2,52,30,48,19,0,2,25,38,3,7,18,25,79,6,5,NA,NA,NA,57,27,43,20,2,1,30,28,4,9,17,22,91,7,7,NA,NA,NA,French,F
Bethanie Mattek-Sands,Paula Ormaechea,3,1,2,1,71,34,29,12,2,2,38,21,6,9,13,19,88,4,6,6,NA,NA,55,32,45,8,3,8,18,28,3,4,0,3,63,6,1,3,NA,NA,French,F
Sabine Lisicki,Sara Errani,3,0,0,2,46,15,54,7,1,3,25,34,1,7,8,15,42,0,4,NA,NA,NA,89,34,11,2,1,0,14,7,5,7,5,8,64,6,6,NA,NA,NA,French,F
Monica Puig,Carla Suarez Navarro,3,0,0,2,59,24,41,12,1,2,21,31,3,5,7,12,68,4,5,NA,NA,NA,72,39,28,8,3,1,21,29,5,10,7,9,82,6,7,NA,NA,NA,French,F
Virginie Razzano,Ana Ivanovic,3,0,0,2,70,18,30,7,1,1,11,20,1,4,13,17,48,3,2,NA,NA,NA,73,32,27,8,5,3,23,21,4,10,2,3,68,6,6,NA,NA,NA,French,F
Agnieszka Radwanska,Dinah Pfizenmaier,3,1,2,0,61,26,39,16,1,0,10,17,3,6,9,16,69,6,6,NA,NA,NA,62,24,38,12,1,2,24,48,1,3,14,18,56,3,4,NA,NA,NA,French,F
Varvara Lepchenko,Angelique Kerber,3,0,1,2,81,54,19,6,1,4,46,45,3,8,14,20,101,4,7,4,NA,NA,65,47,35,19,2,3,24,24,5,10,3,4,110,6,6,6,NA,NA,French,F
Bojana Jovanovski,Svetlana Kuznetsova,3,0,0,2,69,31,31,10,1,5,21,21,3,3,4,5,64,4,6,NA,NA,NA,67,29,33,11,7,5,24,24,4,7,8,10,77,6,7,NA,NA,NA,French,F
Petra Cetkovska,Roberta Vinci,3,0,1,2,63,26,37,11,1,5,29,37,4,13,9,22,80,1,6,2,NA,NA,62,32,38,18,4,2,34,25,6,12,8,16,91,6,2,6,NA,NA,French,F
Serena Williams,Sorana Cirstea,3,1,2,0,67,22,33,10,3,2,13,16,5,6,3,4,61,6,6,NA,NA,NA,56,13,44,6,0,6,3,19,0,3,3,7,33,0,2,NA,NA,NA,French,F
Sloane Stephens,Maria Sharapova,4,0,0,2,65,28,35,12,1,4,15,25,1,3,2,3,54,4,3,NA,NA,NA,63,25,37,12,1,1,17,20,4,12,5,5,72,6,6,NA,NA,NA,French,F
Jamie Hampton,Jelena Jankovic,4,0,0,2,66,11,34,7,1,0,9,29,1,2,9,16,34,0,2,NA,NA,NA,70,22,30,8,2,2,11,15,6,10,6,7,62,6,6,NA,NA,NA,French,F
Francesca Schiavone,Victoria Azarenka,4,0,0,2,57,11,43,3,2,2,10,24,2,6,8,13,35,3,0,NA,NA,NA,88,28,12,3,1,1,19,14,7,12,10,12,61,6,6,NA,NA,NA,French,F
Bethanie Mattek-Sands,Maria Kirilenko,4,0,0,2,56,29,44,18,0,2,27,42,2,5,13,21,75,5,4,NA,NA,NA,64,31,36,14,1,6,13,25,4,11,10,17,80,7,6,NA,NA,NA,French,F
Carla Suarez Navarro,Sara Errani,4,0,1,2,67,32,33,14,,1,42,47,6,18,12,31,93,7,4,3,NA,NA,91,57,9,4,,1,33,27,7,10,14,24,107,5,6,6,NA,NA,French,F
Agnieszka Radwanska,Ana Ivanovic,4,1,2,0,57,21,43,15,1,1,18,5,5,9,9,12,72,6,6,NA,NA,NA,50,19,50,15,1,9,29,33,2,5,8,17,59,2,4,NA,NA,NA,French,F
Svetlana Kuznetsova,Angelique Kerber,4,1,2,1,63,46,37,17,3,1,48,37,5,12,16,28,108,6,4,6,NA,NA,75,44,25,13,0,2,37,31,4,13,10,15,100,4,6,3,NA,NA,French,F
Serena Williams,Roberta Vinci,4,1,2,0,62,24,38,12,5,1,32,21,4,10,13,21,64,6,6,NA,NA,NA,68,20,32,9,1,1,13,12,0,1,10,16,43,1,3,NA,NA,NA,French,F
Jelena Jankovic,Maria Sharapova,5,0,1,2,63,31,37,16,0,4,9,21,4,7,5,12,74,6,4,3,NA,NA,66,30,34,13,1,2,30,45,4,4,9,11,79,0,6,6,NA,NA,French,F
Maria Kirilenko,Victoria Azarenka,5,0,0,2,57,31,43,8,2,5,17,18,3,4,6,12,63,6,2,NA,NA,NA,78,32,22,4,0,2,25,18,5,11,13,14,73,7,6,NA,NA,NA,French,F
Agnieszka Radwanska,Sara Errani,5,0,0,2,70,28,30,5,2,2,27,27,5,11,20,34,72,4,6,NA,NA,NA,84,41,16,3,0,0,30,25,6,7,16,24,80,6,7,NA,NA,NA,French,F
Serena Williams,Svetlana Kuznetsova,5,1,2,1,66,42,34,12,4,5,37,28,6,16,12,20,92,6,3,6,NA,NA,77,28,23,7,1,1,19,24,4,9,3,6,75,1,6,3,NA,NA,French,F
Victoria Azarenka,Maria Sharapova,6,0,1,2,72,28,28,8,3,0,15,22,5,10,8,10,77,1,6,4,NA,NA,62,41,38,10,12,11,42,39,6,10,2,6,87,6,2,6,NA,NA,French,F
Serena Williams,Sara Errani,6,1,2,0,52,14,48,14,5,,40,12,5,7,8,10,52,6,6,NA,NA,NA,80,10,20,1,0,,2,3,0,0,2,2,16,0,1,NA,NA,NA,French,F
Serena Williams,Maria Sharapova,7,1,2,0,69,27,31,8,10,0,29,21,4,15,10,12,71,6,6,NA,NA,NA,55,20,45,20,2,4,10,17,2,2,3,4,56,4,4,NA,NA,NA,French,F
S Williams,V Azarenka,7,1,2,1,57,44,43,20,9,5,36,35,12,7,13,4,,7,6,6,,,57,31,43,23,2,7,17,27,8,4,15,10,,5,7,1,,,US,F
F Pennetta,V Azarenka,6,0,0,2,44,12,56,7,1,3,19,23,6,5,20,12,,4,2,,,,56,21,44,10,0,6,15,25,13,8,30,20,,6,6,,,,US,F
S Williams,N Li,6,1,2,0,63,26,37,9,4,1,19,20,11,5,11,6,,6,6,,,,63,20,37,10,0,4,8,24,4,1,19,13,,0,3,,,,US,F
R Vinci,F Pennetta,5,0,0,2,60,21,40,7,0,3,14,28,5,2,34,18,,4,1,,,,63,23,37,8,3,3,23,17,12,6,14,7,,6,6,,,,US,F
D Hantuchova,V Azarenka,5,0,0,2,58,14,42,5,3,3,19,18,4,3,10,5,,2,3,,,,60,20,40,9,1,4,17,15,11,7,13,12,,6,6,,,,US,F
E Makarova,N Li,5,0,1,2,60,40,40,18,1,4,15,33,6,4,12,7,,4,7,2,,,68,43,32,14,5,8,44,42,14,7,23,17,,6,6,6,,,US,F
A Ivanovic,V Azarenka,4,0,1,2,55,26,45,18,3,8,41,42,13,7,20,8,,6,3,4,,,73,40,27,7,3,9,21,30,19,9,24,16,,4,6,6,,,US,F
A Riske,D Hantuchova,4,0,1,2,69,37,31,14,3,1,17,20,2,2,24,12,,3,7,2,,,60,38,40,19,15,2,46,22,7,4,16,12,,6,5,6,,,US,F
S Halep,F Pennetta,4,0,0,2,75,22,25,8,1,1,18,32,10,3,15,10,,2,6,,,,45,23,55,16,2,3,22,23,6,5,22,16,,6,7,,,,US,F
C Giorgi,R Vinci,4,0,0,2,54,18,46,11,2,7,20,35,1,1,16,7,,4,2,,,,54,19,46,15,6,0,12,9,8,4,5,4,,6,6,,,,US,F
S Williams,S Stephens,4,1,2,0,62,26,38,11,6,4,22,13,10,4,13,9,,6,6,,,,66,28,34,8,0,4,15,29,2,1,12,6,,4,1,,,,US,F
J Jankovic,N Li,4,0,0,2,66,8,34,3,0,4,7,22,3,2,6,3,,3,0,,,,58,17,42,8,3,2,20,12,7,7,12,10,,6,6,,,,US,F
C Suarez Navarro,A Kerber,4,1,2,1,78,54,22,9,2,1,45,47,19,7,21,14,,4,6,7,,,68,47,32,12,4,6,30,50,15,7,19,12,,6,3,6,,,US,F
A Ivanovic,C McHale,3,1,2,1,60,41,40,18,7,5,45,51,11,6,32,18,,4,7,6,,,64,39,36,14,2,3,22,28,10,5,9,7,,6,5,4,,,US,F
C Wozniack,C Giorgi,3,0,1,2,62,34,38,21,2,2,13,27,11,2,10,7,,6,4,3,,,63,47,37,22,3,4,46,45,9,3,34,27,,4,6,6,,,US,F
M Kirilenko,S Halep,3,0,0,2,54,9,46,5,1,5,3,24,1,0,8,3,,1,0,,,,81,23,19,3,3,1,13,8,7,6,5,4,,6,6,,,,US,F
A Cornet,V Azarenka,3,0,1,2,56,44,44,21,9,10,30,44,6,1,18,13,,7,3,2,,,68,48,32,17,2,6,24,38,18,4,30,19,,6,6,6,,,US,F
K Knapp,R Vinci,3,0,0,2,58,22,42,8,3,6,17,35,5,3,17,9,,4,3,,,,51,25,49,16,0,0,14,23,16,5,17,12,,6,6,,,,US,F
P Kvitova,A Riske,3,0,0,2,52,18,48,10,4,7,20,27,0,0,13,8,,3,0,,,,70,22,30,6,1,2,12,7,9,5,3,3,,6,6,,,,US,F
S Kuznetsova,F Pennetta,3,0,0,2,55,21,45,10,4,3,24,35,8,1,24,16,,5,1,,,,51,26,49,17,0,1,16,13,8,5,14,9,,7,6,,,,US,F
J Glushko,D Hantuchova,3,0,1,2,73,43,27,10,1,3,27,32,17,8,20,12,,6,5,6,,,61,41,39,21,1,4,32,58,11,7,35,27,,3,7,7,,,US,F
L Robson,N Li,3,0,0,2,52,16,48,16,0,5,7,30,2,1,5,3,,2,5,,,,65,29,35,10,11,6,23,21,7,4,9,9,,6,7,,,,US,F
J Hampton,S Stephens,3,0,0,2,55,14,45,6,0,1,12,34,7,2,17,11,,1,3,,,,70,25,30,8,2,2,12,15,9,6,8,5,,6,6,,,,US,F
S Williams,Y Shvedova,3,1,2,0,66,28,44,7,6,1,22,16,8,4,13,10,,6,6,,,,59,14,41,12,0,3,3,21,1,0,13,4,,3,1,,,,US,F
A.Radwanska,A Pavlyuchenkova,3,1,2,0,75,42,25,12,1,1,13,15,5,3,14,7,,6,7,,,,53,30,47,13,4,3,32,41,10,2,29,19,,4,6,,,,US,F
E Makarova,S Lisicki,3,1,2,0,61,36,39,15,6,3,24,20,8,3,15,11,,6,7,,,,56,28,44,12,7,3,25,30,6,1,11,9,,4,5,,,,US,F
J Zheng,C Suarez Navarro,3,0,0,2,75,27,25,6,0,4,13,33,3,2,13,8,,2,4,,,,79,30,21,5,0,2,13,23,11,5,9,7,,6,6,,,,US,F
J Jankovic,K Nara,3,1,2,0,52,31,48,12,3,5,20,23,9,6,28,14,,6,7,,,,81,30,19,5,0,2,28,27,7,5,26,19,,4,6,,,,US,F
K Kanepi,A Kerber,3,0,0,2,44,17,56,10,1,9,15,29,1,1,7,6,,0,4,,,,44,17,56,14,2,3,16,9,11,5,6,6,,6,6,,,,US,F
F Pennetta,S Errani,2,1,2,0,58,24,42,11,7,0,33,19,7,6,21,13,,6,6,,,,93,16,7,1,0,1,12,18,9,2,16,9,,3,1,,,,US,F
S Williams,G Voskoboeva,2,1,2,0,64,21,36,11,4,1,16,13,7,5,8,6,,6,6,,,,57,16,43,7,3,3,15,19,1,0,10,5,,3,0,,,,US,F
C Wozniacki,C Scheepers,2,1,2,0,76,22,34,6,0,1,14,11,9,6,9,9,,6,6,,,,55,12,45,5,0,0,11,27,4,2,18,10,,1,2,,,,US,F
E Bouchard,A Kerber,2,0,1,2,47,27,53,27,2,7,41,43,14,6,38,26,,4,6,3,,,68,34,32,14,2,3,28,27,18,7,22,15,,6,2,6,,,US,F
A Wozniak,V Azarenka,2,0,0,2,48,10,52,4,0,8,10,35,5,3,10,5,,3,1,,,,65,25,35,8,3,5,16,19,10,7,8,7,,6,6,,,,US,F
C McHale,E Svitolina,2,1,2,1,66,52,34,21,7,5,34,57,10,3,13,6,,6,3,7,,,59,44,41,20,5,2,27,47,19,2,19,14,,4,6,5,,,US,F
A Ivanovic,A Dulgheru,2,1,2,0,64,39,36,12,2,4,18,21,6,4,6,5,,6,6,,,,79,33,21,5,1,2,10,26,6,0,9,6,,2,1,,,,US,F
P Ormaechea,S Lisicki,2,0,0,2,41,9,59,15,0,4,2,16,6,1,7,1,,2,3,,,,42,24,58,15,8,6,33,25,6,4,16,7,,6,6,,,,US,F
A Cornet,A Tomljanovic,2,1,2,0,56,28,44,12,4,6,19,19,11,6,15,9,,6,6,,,,55,13,45,9,0,4,14,39,9,2,15,9,,2,2,,,,US,F
D Hantuchova,V Duval,2,1,2,0,46,14,54,18,2,2,10,18,12,5,5,5,,6,6,,,,74,21,26,6,0,4,14,27,2,2,7,5,,2,3,,,,US,F
K Nara,S Cirstea,2,1,2,0,80,25,20,8,0,0,12,18,10,6,5,4,,7,6,,,,58,19,42,6,2,2,14,35,4,3,9,5,,5,1,,,,US,F
A Riske,M Barthel,2,1,2,0,62,26,38,11,0,1,18,12,12,4,15,11,,6,6,,,,57,21,43,15,5,3,18,21,4,1,26,11,,4,2,,,,US,F
S Kuznetsova,S Peng,2,1,2,1,54,39,46,19,5,3,41,39,13,6,34,22,,6,4,6,,,71,44,29,14,0,1,22,30,7,3,20,15,,1,6,4,,,US,F
S Arvidsson,N Li,2,0,0,2,67,18,33,8,1,2,4,19,2,1,3,1,,2,2,,,,58,19,42,13,4,1,29,17,10,5,17,12,,6,6,,,,US,F
U Radwanska,S Stephens,2,0,0,2,67,10,33,7,0,1,5,15,0,0,10,6,,1,1,,,,67,20,33,8,2,0,24,11,10,5,16,14,,6,6,,,,US,F
V Williams,J Zheng,2,0,1,2,52,39,48,26,4,6,29,44,14,4,27,17,,3,6,6,,,74,49,26,15,1,3,18,31,13,4,16,11,,6,2,7,,,US,F
J Hampton,K Mladenovic,2,1,2,0,56,27,44,15,1,4,23,33,16,6,11,6,,7,6,,,,59,30,41,14,5,5,27,46,12,4,12,8,,5,4,,,,US,F
C Vandeweghe,C Suarez Navarro,2,0,0,2,47,14,53,10,2,5,18,37,2,2,9,7,,3,4,,,,82,27,18,7,0,0,6,14,6,4,2,2,,6,6,,,,US,F
L Robson,C Garcia,2,1,2,0,59,28,41,17,8,2,23,21,2,1,5,4,,6,7,,,,64,31,36,17,7,3,20,23,2,2,10,7,,4,6,,,,US,F
A Barty,A Pavlyuchenkova,2,0,0,2,52,13,48,10,3,2,3,2,0,0,,,,4,0,,,,55,21,45,11,4,2,4,2,5,4,,,,6,6,,,,US,F
P Kvitova,M Doi,1,1,2,1,73,47,27,11,3,4,29,29,11,5,16,13,,6,3,6,,,58,21,42,17,1,5,15,23,16,2,6,5,,2,6,1,,,US,F
C Wozniacki,Y Duan,1,1,2,0,69,28,31,12,2,3,11,11,14,6,1,1,,6,7,,,,65,24,35,8,0,4,34,46,10,3,9,8,,2,5,,,,US,F
D Pfizenmaier,V Azarenka,1,0,0,2,67,17,33,4,3,4,15,27,3,0,4,2,,0,0,,,,51,16,49,12,1,1,14,10,14,6,12,10,,6,6,,,,US,F
O Rogowska,S Errani,1,0,0,2,47,8,53,4,1,6,13,38,2,0,5,4,,0,0,,,,69,21,31,7,0,2,7,8,8,6,3,3,,6,6,,,,US,F
V Duval,S Stosur,1,1,2,1,63,49,37,19,0,7,23,35,13,6,20,10,,5,6,6,,,63,45,37,17,9,10,29,56,16,5,22,16,,7,4,4,,,US,F
A Ivanovic,A Tatishvili,1,1,2,0,62,17,48,11,2,2,16,17,9,7,7,4,,6,6,,,,63,13,47,4,0,5,8,22,5,2,5,3,,2,0,,,,US,F
J Goerges,C McHale,1,0,0,2,53,32,47,11,3,4,19,33,5,0,15,12,,4,3,,,,58,28,42,13,1,5,10,13,6,3,7,7,,6,6,,,,US,F
V Lepchenko,A Dulgheru,1,0,1,2,63,38,37,18,2,2,25,55,10,3,17,10,,7,2,6,,,64,51,36,19,0,10,26,42,9,5,19,14,,6,6,7,,,US,F
S Kuznetsova,M Burdette,1,1,2,0,63,26,37,12,5,1,15,23,11,4,5,4,,6,7,,,,68,27,32,15,0,3,15,33,1,1,9,5,,3,5,,,,US,F
B Jovanovski,A Petkovic,1,1,2,0,60,31,40,15,2,5,21,23,9,4,7,6,,6,6,,,,74,25,26,3,4,5,21,40,10,1,10,8,,2,4,,,,US,F
S Peng,Y Meusburger,1,1,2,0,54,18,46,16,3,0,35,30,14,5,27,18,,6,6,,,,73,24,27,9,0,4,12,17,5,3,11,7,,3,4,,,,US,F
A Cornet,M Koehler,1,1,2,0,53,19,47,18,0,4,8,20,7,4,6,5,,6,6,,,,45,21,55,13,1,8,13,47,4,1,3,3,,3,2,,,,US,F
H Watson,S Halep,1,0,1,2,54,29,46,16,1,8,23,60,8,5,15,12,,6,4,2,,,73,40,27,7,5,6,16,42,13,7,5,3,,4,6,6,,,US,F
K Flipkens,V Williams,1,0,0,2,46,15,54,7,1,6,16,19,8,1,16,13,,1,2,,,,52,24,48,12,1,5,21,20,12,6,22,15,,6,6,,,,US,F
A.Radwanska,S.Soler-Espinosa,1,1,2,0,72,26,28,6,3,0,21,13,8,5,,62,,6,6,,,,50,10,50,10,1,4,9,19,3,1,,34,,1,2,,,,US,F
S Williams,F Schiavone,1,1,2,0,51,13,49,12,1,0,13,8,9,6,8,6,,6,6,,,,43,8,57,5,0,8,3,18,0,0,6,3,,0,1,,,,US,F
O Govortsova,N Li,1,0,0,2,68,22,42,6,3,4,11,17,0,0,6,3,,2,2,,,,62,19,48,13,6,1,28,13,10,4,13,9,,6,6,,,,US,F
M Minella,S Stephens,1,0,1,2,65,43,35,18,1,2,15,37,15,4,18,10,,6,3,6,,,58,48,42,26,6,6,38,55,9,4,19,13,,4,6,7,,,US,F
J Jankovic,M Keys,1,1,2,0,64,28,36,14,1,2,8,21,3,2,15,9,,6,6,,,,58,19,42,13,4,1,15,32,2,0,13,6,,3,4,,,,US,F
L Robson,L Dominguez Lino,1,1,2,0,57,27,43,7,6,8,33,30,14,7,19,10,,7,6,,,,60,20,40,8,4,5,10,21,9,3,5,4,,5,0,,,,US,F
J Hampton,L Arruabarrena,1,1,2,0,61,27,39,13,3,3,28,32,7,4,25,20,,6,6,,,,52,16,48,12,1,4,7,18,6,1,8,4,,4,2,,,,US,F
V Dushevina,S Lisicki,1,0,0,2,54,21,46,14,1,5,11,29,7,3,12,6,,2,6,,,,43,22,57,22,5,6,30,30,12,5,12,8,,6,7,,,,US,F
P Ormaechea,K Date-Krumm,1,1,2,0,59,32,41,10,2,5,24,35,13,6,8,5,,6,7,,,,69,28,31,6,0,3,14,43,9,4,14,9,,3,6,,,,US,F
K Pliskova,E Bouchard,1,0,1,2,53,48,47,21,6,4,35,51,7,2,23,16,,6,4,5,,,72,45,28,16,5,2,26,29,13,3,13,10,,4,6,7,,,US,F
L Hradecka,A Kerber,1,0,0,2,49,17,51,4,3,7,20,31,0,0,6,4,,1,1,,,,50,16,50,14,0,1,11,6,8,5,6,5,,6,6,,,,US,F
L Davis,C Suarez Navarro,1,0,0,2,63,12,37,3,0,4,6,26,2,0,4,0,,0,0,,,,78,21,22,4,1,1,9,12,12,6,10,8,,6,6,,,,US,F
K Mladenovic,A Medina Garrigues,1,1,2,1,51,29,49,15,8,1,49,41,25,7,30,19,,6,1,6,,,61,32,39,11,1,2,21,29,13,4,14,7,,1,6,1,,,US,F
M.Koehler,V.Azarenka,1,0,0,2,60,21,40,8,2,4,19,18,7,2,3,3,,1,2,NA,,,72,31,28,4,3,9,25,14,16,6,8,4,,6,6,NA,,,Wim,F
E.Baltacha,F.Pennetta,1,0,0,2,69,23,31,6,0,0,12,10,1,1,14,10,,4,1,NA,,,53,18,47,15,4,4,22,14,6,5,14,11,,6,6,NA,,,Wim,F
S-W.Hsieh,T.Maria,1,1,2,0,63,17,37,10,1,1,23,13,14,6,13,8,,6,6,NA,,,56,16,44,7,2,10,11,29,1,0,8,2,,1,0,NA,,,Wim,F
A.Cornet,V.King,1,1,2,1,57,36,43,21,4,4,35,30,14,4,22,17,,4,6,6,,,68,45,32,15,0,4,32,45,4,1,48,32,,6,3,1,,,Wim,F
Y.Putintseva,K.Flipkens,1,0,0,2,73,34,27,12,2,2,24,28,4,1,12,7,,5,4,NA,,,66,33,34,15,6,0,31,19,9,3,35,24,,7,6,NA,,,Wim,F
A.Tomljanovic,B.Jovanovski,1,0,1,2,59,38,41,22,6,4,35,42,14,2,12,6,,6,1,7,,,69,57,31,18,11,5,47,40,13,4,13,7,,3,6,9,,,Wim,F
Y.Wickmayer,V.Dolonc,1,0,1,2,69,40,31,13,1,3,31,37,6,4,17,10,,6,2,4,,,69,33,31,12,2,5,34,26,12,6,10,8,,3,6,6,,,Wim,F
J.Jankovic,J.Konta,1,1,2,0,68,31,32,12,2,1,23,13,5,3,12,11,,6,7,NA,,,52,21,48,17,1,4,21,25,2,0,9,7,,2,5,NA,,,Wim,F
V.Razzano,A.Ivanovic,1,0,0,2,78,21,22,9,1,2,17,15,1,1,15,9,,6,0,NA,,,67,29,33,10,6,0,17,7,5,4,3,2,,7,6,NA,,,Wim,F
E.Bouchard,G.Voskoboeva,1,1,2,1,61,44,39,24,3,2,29,25,5,3,20,17,,5,7,6,,,59,49,41,21,3,4,34,30,6,3,25,21,,7,6,4,,,Wim,F
S.Arvidsson,M.Lucic-Baroni,1,0,0,2,73,19,27,6,1,0,7,10,8,0,4,2,,1,4,NA,,,64,28,36,14,6,1,33,25,4,3,7,5,,6,6,NA,,,Wim,F
C.Suarez Navarro,L.Dominguez Lino,1,1,2,0,68,27,32,14,,1,23,19,10,6,24,18,,6,6,NA,,,64,16,36,5,,3,12,24,10,2,22,14,,2,2,NA,,,Wim,F
J.Larsson,E.Makarova,1,0,0,2,63,20,37,9,2,4,14,19,0,0,7,5,,3,3,NA,,,82,30,18,7,2,0,19,8,7,3,11,9,,6,6,NA,,,Wim,F
G.Muguruza,A.Keothavong,1,1,2,0,67,28,33,9,3,4,23,16,9,4,18,13,,6,6,NA,,,62,18,38,11,2,2,10,14,1,0,10,6,,4,0,NA,,,Wim,F
K.Bertens,Y.Shvedova,1,0,0,2,57,31,43,11,3,5,9,34,2,2,13,6,,4,3,NA,,,59,19,41,11,0,4,14,34,12,5,10,3,,6,6,NA,,,Wim,F
P.Kvitova,C.Vandeweghe,1,1,2,1,67,40,33,17,2,5,32,31,15,5,24,15,,6,5,6,,,64,40,36,20,5,3,24,25,9,3,17,10,,1,7,4,,,Wim,F
K.Mladenovic,M.Sharapova,1,0,0,2,52,29,48,17,6,7,18,20,1,0,15,11,,6,3,NA,,,68,35,32,14,5,0,27,18,8,1,9,4,,7,6,NA,,,Wim,F
M.Larcher De Brito,M.Oudin,1,1,2,1,68,46,32,15,1,5,16,42,6,5,14,8,,7,1,6,,,65,32,35,15,3,2,33,51,16,7,13,10,,6,6,4,,,Wim,F
L.Hradecka,K.Knapp,1,0,0,2,65,23,35,8,2,2,16,16,3,0,8,4,,3,4,NA,,,63,34,37,11,9,3,26,19,2,2,9,6,,6,6,NA,,,Wim,F
L.Safarova,L.Davis,1,1,2,0,63,24,37,11,2,1,19,9,5,4,5,2,,6,6,NA,,,66,21,34,2,1,2,13,7,1,0,3,2,,4,0,NA,,,Wim,F
S.Voegele,S.Cirstea,1,0,0,2,51,29,49,19,1,3,13,32,10,4,18,16,,5,6,NA,,,59,32,41,15,1,3,29,29,12,5,25,15,,7,7,NA,,,Wim,F
C.Giorgi,S.Murray,1,1,2,0,54,23,46,19,1,4,18,17,13,2,21,14,,6,6,NA,,,58,28,42,16,4,6,18,27,1,0,10,7,,3,4,NA,,,Wim,F
C.McHale,A.Glatch,1,1,2,0,60,24,40,13,1,0,16,14,10,4,15,6,,6,6,NA,,,54,26,46,8,7,1,17,24,5,2,25,13,,4,4,NA,,,Wim,F
M.Bartoli,E.Svitolina,1,1,2,0,58,29,42,16,4,3,30,25,7,3,18,13,,6,7,NA,,,56,24,44,14,1,5,22,13,3,1,14,10,,3,5,NA,,,Wim,F
E.Cabeza Candela,C.Wozniacki,1,0,0,2,68,9,32,3,0,1,12,18,5,1,15,8,,0,2,NA,,,72,29,28,2,3,3,12,7,8,6,9,6,,6,6,NA,,,Wim,F
P.Cetkovska,D.Vekic,1,1,2,0,69,28,31,7,6,1,30,14,9,4,11,11,,6,6,NA,,,53,23,47,11,4,2,18,16,0,0,9,4,,3,1,NA,,,Wim,F
P.Parmentier,A.Petkovic,1,0,0,2,62,16,38,10,3,3,16,12,3,1,13,9,,3,2,NA,,,77,28,23,7,1,0,18,9,6,4,7,5,,6,6,NA,,,Wim,F
S.Stephens,J.Hampton,1,1,2,0,73,34,27,6,4,2,16,15,6,4,13,8,,6,6,NA,,,66,21,34,11,1,1,14,14,4,1,12,6,,3,3,NA,,,Wim,F
E.Birnerova,V.Lepchenko,1,1,2,1,76,44,24,15,2,2,33,28,12,3,15,6,,6,4,6,,,72,43,28,13,7,6,34,46,6,1,25,16,,2,6,4,,,Wim,F
L.Arruabarrena,L.Tsurenko,1,0,0,2,79,23,21,4,2,0,7,7,0,0,12,4,,1,3,NA,,,60,24,40,10,2,1,24,22,7,4,12,9,,6,6,NA,,,Wim,F
S.Soler-Espinosa,M.Doi,1,1,2,1,58,33,42,10,1,3,25,28,13,6,20,14,,1,6,6,,,64,25,36,14,1,5,30,27,10,5,15,8,,6,4,1,,,Wim,F
S.Errani,M.Puig,1,0,0,2,75,28,25,6,0,3,13,15,6,1,11,7,,3,2,NA,,,68,28,32,13,4,3,38,17,8,4,18,12,,6,6,NA,,,Wim,F
M.Krajicek,N.Li,1,0,0,2,50,11,50,11,1,2,7,8,3,0,11,7,,1,1,NA,,,62,24,38,11,2,4,29,12,7,5,18,16,,6,6,NA,,,Wim,F
O.Govortsova,S.Halep,1,0,1,2,58,30,42,16,0,5,20,26,5,4,20,17,,2,6,3,,,56,29,44,15,4,5,32,20,13,6,19,18,,6,3,6,,,Wim,F
N.Bratchikova,A.Beck,1,0,0,2,65,20,35,8,2,4,24,30,6,2,19,12,,3,2,NA,,,72,29,28,14,2,0,14,11,11,6,2,1,,6,6,NA,,,Wim,F
K.Zakopalova,D.Hantuchova,1,1,2,0,54,28,46,13,2,4,29,16,8,6,8,5,,6,6,NA,,,63,15,37,8,0,3,15,18,10,3,8,5,,4,3,NA,,,Wim,F
M.Camerin,D.Cibulkova,1,0,1,2,55,42,45,26,2,6,24,31,9,4,17,9,,4,6,4,,,65,43,35,17,0,5,43,48,14,5,23,18,,6,4,6,,,Wim,F
M.Torro-Flor,I.Begu,1,1,2,0,72,25,28,8,,4,22,30,15,5,5,3,,6,6,NA,,,61,23,39,11,,2,15,27,5,3,9,8,,3,4,NA,,,Wim,F
Kr.Pliskova,J.Cepelova,1,0,0,2,69,16,31,6,6,1,20,29,8,3,12,7,,4,1,NA,,,62,24,38,12,2,2,18,15,10,6,8,6,,6,6,NA,,,Wim,F
R.Vinci,C.Scheepers,1,1,2,0,57,24,43,14,4,3,23,6,7,5,20,14,,6,6,NA,,,52,10,48,7,0,3,16,20,10,1,19,13,,2,1,NA,,,Wim,F
Ka.Pliskova,N.Petrova,1,1,2,0,73,33,27,4,13,1,32,6,7,3,5,4,,6,6,NA,,,60,20,40,8,6,0,17,11,1,0,9,4,,3,2,NA,,,Wim,F
A.Tatishvili,P.Martic,1,0,1,2,67,31,33,13,0,5,19,22,11,3,14,7,,1,6,3,,,59,32,41,14,10,6,29,19,11,5,15,9,,6,1,6,,,Wim,F
B.Zahlavova Strycova,M.Rybarikova,1,1,2,1,62,37,38,14,6,3,35,42,22,8,34,23,,5,6,6,,,64,29,36,16,1,1,31,55,8,3,48,25,,7,0,1,,,Wim,F
A.Pavlyuchenkova,T.Pironkova,1,0,0,2,57,9,43,5,1,4,14,18,1,0,14,6,,0,1,NA,,,60,18,40,13,5,0,19,2,9,5,7,4,,6,6,NA,,,Wim,F
M.Niculescu,M.Barthel,1,0,1,2,85,46,15,7,0,1,26,22,13,6,48,23,,3,6,5,,,68,39,32,17,1,0,44,39,16,7,66,42,,6,4,7,,,Wim,F
H.Watson,M.Keys,1,0,0,2,53,18,47,13,4,2,11,15,5,2,7,4,,3,5,NA,,,63,25,37,10,8,2,23,18,7,5,8,5,,6,7,NA,,,Wim,F
T.Babos,M.Johansson,1,0,1,2,51,25,49,15,7,8,19,47,6,4,13,6,,6,1,3,,,59,32,41,17,1,7,19,38,12,7,18,12,,4,6,6,,,Wim,F
A.Radwanska,Y.Meusburger,1,1,2,0,73,24,27,5,5,1,17,8,8,6,14,10,,6,6,NA,,,64,7,36,6,0,0,13,18,5,1,17,11,,1,1,NA,,,Wim,F
B.Mattek-Sands,A.Kerber,1,0,0,2,55,29,45,10,4,1,26,26,3,2,30,15,,3,4,NA,,,58,21,42,13,1,0,15,4,10,5,15,6,,6,6,NA,,,Wim,F
K.Kanepi,T.Moore,1,1,2,1,54,48,46,26,12,9,45,46,21,5,13,7,,7,5,7,,,58,58,42,24,4,11,30,36,15,4,14,12,,5,7,5,,,Wim,F
M.Burdette,U.Radwanska,1,0,1,2,74,38,26,10,0,4,42,54,20,8,44,30,,6,6,2,,,68,39,32,15,2,2,26,18,20,9,18,11,,7,4,6,,,Wim,F
R.Oprandi,A.Riske,1,0,1,2,68,34,32,12,2,1,34,22,11,4,13,3,,7,5,1,,,72,50,28,10,2,7,39,35,9,6,64,42,,6,7,3,,,Wim,F
A.Medina Garrigues,S.Peng,1,0,0,2,66,19,34,9,0,0,21,16,6,0,12,11,,3,2,NA,,,70,44,30,9,7,1,29,21,4,3,21,13,,6,6,NA,,,Wim,F
A.Morita,M.Erakovic,1,0,1,2,75,41,25,8,1,4,17,21,4,1,9,4,,6,0,5,,,59,45,41,15,12,7,40,34,9,4,16,14,,4,6,7,,,Wim,F
M.Duque-Marino,J.Goerges,1,1,2,1,64,48,36,20,4,7,19,25,11,4,13,10,,6,6,7,,,62,47,38,21,3,8,30,46,4,2,29,16,,4,7,5,,,Wim,F
M.Kirilenko,L.Robson,1,0,0,2,60,21,40,10,2,0,8,4,2,1,7,5,,3,4,NA,,,53,24,47,16,8,3,31,17,6,3,10,8,,6,6,NA,,,Wim,F
A.Schmiedlova,S.Stosur,1,0,0,2,65,24,35,7,2,3,7,15,2,0,4,2,,1,3,NA,,,65,25,35,8,5,0,25,10,10,4,26,19,,6,6,NA,,,Wim,F
O.Puchkova,A.Rus,1,1,2,0,69,24,31,4,,7,17,26,10,7,4,3,,6,6,NA,,,56,19,44,15,,7,19,48,5,4,9,6,,4,2,NA,,,Wim,F
E.Vesnina,A.Hlavackova,1,1,2,0,73,29,27,7,1,1,21,16,9,6,14,8,,6,7,NA,,,79,25,21,6,2,2,19,26,6,3,14,8,,2,5,NA,,,Wim,F
S.Lisicki,F.Schiavone,1,1,2,0,60,27,40,11,5,4,25,17,8,4,13,11,,6,6,NA,,,54,15,46,11,1,3,6,8,3,0,16,9,,1,2,NA,,,Wim,F
A.Cadantu,T.Paszek,1,1,2,0,71,29,29,8,2,3,17,22,8,5,8,4,,6,7,NA,,,66,19,34,6,1,6,20,40,5,2,9,8,,2,5,NA,,,Wim,F
K.Date-Krumm,C.Witthoeft,1,1,2,0,65,17,35,10,1,0,17,8,8,6,20,16,,6,6,NA,,,41,6,59,7,0,4,2,10,2,1,1,0,,0,2,NA,,,Wim,F
C.Garcia,J.Zheng,1,1,2,0,64,33,36,11,4,0,22,20,4,2,16,8,,6,6,NA,,,70,25,30,10,1,2,13,14,2,0,9,6,,3,4,NA,,,Wim,F
S.Williams,M.Minella,1,1,2,0,73,23,27,7,7,1,25,11,6,5,13,9,,6,6,NA,,,48,12,52,12,1,1,5,6,1,1,7,3,,1,3,NA,,,Wim,F
A.Cornet,S-W.Hsieh,2,1,2,0,64,29,36,14,2,1,20,10,9,4,15,10,,6,6,NA,,,53,14,47,9,0,2,13,16,8,1,15,10,,3,2,NA,,,Wim,F
B.Jovanovski,K.Flipkens,2,0,0,2,59,24,41,15,3,1,19,17,5,1,11,8,,4,4,NA,,,58,27,42,14,7,1,24,9,9,3,10,8,,6,6,NA,,,Wim,F
J.Jankovic,V.Dolonc,2,0,0,2,61,23,39,7,1,4,13,26,6,2,17,9,,5,2,NA,,,72,33,28,11,2,3,17,18,7,5,16,11,,7,6,NA,,,Wim,F
E.Bouchard,A.Ivanovic,2,1,2,0,54,25,46,10,0,2,14,11,7,5,6,5,,6,6,NA,,,51,12,49,10,5,3,18,9,5,2,12,6,,3,3,NA,,,Wim,F
C.Suarez Navarro,M.Lucic-Baroni,2,1,2,1,59,30,41,16,1,2,16,13,8,5,12,7,,1,6,6,,,56,28,44,16,7,3,30,31,9,4,8,5,,6,3,3,,,Wim,F
G.Muguruza,E.Makarova,2,0,1,2,58,37,42,21,3,6,31,31,9,2,17,12,,2,7,4,,,68,49,32,16,7,2,30,14,11,5,5,4,,6,6,6,,,Wim,F
M.Larcher De Brito,M.Sharapova,2,1,2,0,71,34,29,16,0,2,13,9,6,3,2,1,,6,6,NA,,,60,20,40,9,6,5,21,18,7,1,7,5,,3,4,NA,,,Wim,F
L.Safarova,K.Knapp,2,0,1,2,65,37,35,19,1,4,21,30,5,4,9,5,,6,4,4,,,67,39,33,14,10,2,25,24,8,5,5,3,,4,6,6,,,Wim,F
C.Giorgi,S.Cirstea,2,1,2,0,53,36,47,20,0,11,21,36,14,5,22,13,,7,7,NA,,,58,40,42,16,3,6,19,24,15,5,18,10,,6,6,NA,,,Wim,F
M.Bartoli,C.McHale,2,1,2,0,64,38,36,11,1,6,22,17,12,5,16,12,,7,6,NA,,,64,26,36,11,4,3,31,20,12,3,13,9,,5,4,NA,,,Wim,F
P.Cetkovska,C.Wozniacki,2,1,2,0,71,31,29,7,1,3,30,13,8,4,15,14,,6,6,NA,,,69,15,31,8,0,1,6,10,6,0,8,4,,2,2,NA,,,Wim,F
S.Stephens,A.Petkovic,2,1,2,1,64,48,36,19,8,4,25,39,7,6,31,14,,7,2,8,,,63,38,37,22,4,2,26,30,16,7,19,13,,6,6,6,,,Wim,F
L.Tsurenko,E.Birnerova,2,0,0,2,48,17,52,17,2,7,12,42,3,1,13,6,,3,4,NA,,,55,23,45,19,0,3,10,30,7,3,10,8,,6,6,NA,,,Wim,F
M.Puig,S.Soler-Espinosa,2,1,2,1,63,43,37,24,6,1,31,20,9,3,23,17,,6,5,6,,,57,38,43,18,2,4,36,27,6,1,17,13,,2,7,4,,,Wim,F
S.Halep,N.Li,2,0,1,2,71,28,29,8,1,1,18,6,9,3,6,6,,2,6,0,,,73,29,27,7,0,4,24,14,11,6,15,13,,6,1,6,,,Wim,F
K.Zakopalova,A.Beck,2,1,2,0,59,28,41,10,1,7,23,33,18,7,8,7,,7,6,NA,,,66,23,34,9,0,4,9,27,14,6,3,2,,6,3,NA,,,Wim,F
M.Torro-Flor,D.Cibulkova,2,0,0,2,61,9,39,6,1,1,10,17,0,0,6,3,,0,1,NA,,,44,15,56,13,0,3,13,7,9,5,6,4,,6,6,NA,,,Wim,F
R.Vinci,J.Cepelova,2,1,2,1,58,47,42,15,6,3,30,30,20,7,59,32,,6,4,9,,,61,37,39,22,0,2,36,29,8,5,37,23,,1,6,7,,,Wim,F
P.Martic,Ka.Pliskova,2,1,2,0,54,24,46,15,5,8,27,23,11,4,21,18,,7,6,NA,,,63,28,37,6,5,8,24,27,2,2,20,10,,6,1,NA,,,Wim,F
T.Pironkova,B.Zahlavova Strycova,2,1,2,0,68,37,32,10,3,2,25,18,6,2,19,16,,7,6,NA,,,64,28,36,15,6,0,20,12,1,0,30,16,,5,3,NA,,,Wim,F
M.Keys,M.Barthel,2,1,2,0,65,25,35,12,4,2,18,12,10,3,7,3,,6,6,NA,,,74,32,26,8,1,1,11,22,1,0,9,5,,4,2,NA,,,Wim,F
A.Radwanska,M.Johansson,2,1,2,0,62,23,38,12,,1,14,7,9,5,14,10,,6,6,NA,,,66,24,34,6,,6,22,29,4,1,27,18,,1,3,NA,,,Wim,F
M.Erakovic,S.Peng,2,1,2,0,58,35,42,15,6,5,24,14,4,2,16,11,,7,6,NA,,,74,30,26,9,4,1,17,16,3,0,8,4,,6,2,NA,,,Wim,F
O.Puchkova,S.Stosur,2,0,0,2,56,9,44,3,0,5,8,12,4,2,10,6,,2,2,NA,,,69,20,31,11,3,2,22,10,6,6,12,12,,6,6,NA,,,Wim,F
S.Lisicki,E.Vesnina,2,1,2,0,65,28,35,10,4,1,24,10,6,5,10,8,,6,6,NA,,,74,14,26,4,2,2,10,17,4,1,15,5,,3,1,NA,,,Wim,F
K.Date-Krumm,A.Cadantu,2,1,2,0,79,32,21,8,1,3,17,21,7,5,25,20,,6,7,NA,,,79,30,21,7,0,3,15,10,6,3,11,9,,4,5,NA,,,Wim,F
S.Williams,C.Garcia,2,1,2,0,71,25,29,8,9,0,30,9,9,4,11,6,,6,6,NA,,,75,24,25,9,3,1,15,5,0,0,14,8,,3,2,NA,,,Wim,F
A.Cornet,F.Pennetta,3,0,1,2,56,28,44,19,2,5,24,22,8,5,20,13,,6,6,2,,,56,30,44,16,0,2,23,19,5,4,30,22,,0,7,6,,,Wim,F
V.Dolonc,K.Flipkens,3,0,0,2,65,11,35,8,0,2,14,18,8,4,28,15,,4,2,NA,,,63,27,37,8,8,2,29,14,13,7,24,14,,6,6,NA,,,Wim,F
C.Suarez Navarro,E.Bouchard,3,1,2,0,66,31,34,13,1,2,25,17,15,6,14,9,,7,6,NA,,,56,25,44,15,2,2,24,32,9,3,13,10,,5,2,NA,,,Wim,F
P.Kvitova,E.Makarova,3,0,1,2,63,30,37,8,2,4,26,19,8,3,10,8,,6,2,1,,,75,35,25,8,4,1,18,5,11,4,5,4,,3,6,2,,,Wim,F
K.Knapp,M.Larcher De Brito,3,1,2,0,57,32,43,13,14,5,27,17,10,4,7,5,,7,6,NA,,,71,28,29,9,0,3,10,14,5,1,4,2,,5,2,NA,,,Wim,F
M.Bartoli,C.Giorgi,3,1,2,0,62,26,38,10,1,5,20,12,8,6,8,7,,6,7,NA,,,60,21,40,14,0,2,24,18,7,4,27,19,,4,5,NA,,,Wim,F
S.Stephens,P.Cetkovska,3,0,1,1,79,32,21,3,2,4,10,17,5,1,10,4,,7,0,NA,,,56,23,44,17,0,2,14,15,7,4,14,11,,6,6,NA,,,Wim,F
M.Puig,E.Birnerova,3,0,0,2,58,15,42,8,3,2,15,10,4,1,10,7,,4,1,NA,,,75,22,25,5,4,2,24,9,5,3,13,11,,6,2,NA,,,Wim,F
K.Zakopalova,N.Li,3,0,1,2,62,35,38,14,0,3,15,30,9,4,10,5,,6,0,6,,,69,43,31,15,4,3,28,28,10,7,10,9,,4,6,8,,,Wim,F
R.Vinci,D.Cibulkova,3,1,2,0,56,18,44,17,2,2,18,11,9,5,23,18,,6,6,NA,,,64,15,36,9,0,2,14,22,6,2,20,14,,1,4,NA,,,Wim,F
T.Pironkova,P.Martic,3,1,2,1,57,34,43,21,1,0,27,20,9,6,24,16,,6,4,6,,,50,20,50,14,3,7,30,27,14,3,40,25,,1,6,2,,,Wim,F
A.Radwanska,M.Keys,3,1,2,1,71,55,29,18,2,1,23,10,18,3,31,20,,7,4,6,,,61,53,39,16,15,1,67,51,10,2,34,22,,5,6,3,,,Wim,F
A.Riske,K.Kanepi,3,0,0,2,60,15,40,8,1,4,12,9,1,1,9,7,,2,3,NA,,,53,22,47,13,4,1,24,9,7,4,6,3,,6,6,NA,,,Wim,F
L.Robson,M.Erakovic,3,1,2,1,59,35,41,16,5,2,25,20,9,4,11,8,,1,7,6,,,60,37,40,13,12,8,34,15,9,4,11,7,,6,5,3,,,Wim,F
S.Lisicki,S.Stosur,3,1,2,1,68,39,32,13,8,1,34,13,9,4,27,18,,4,6,6,,,61,32,39,15,3,4,20,14,5,1,16,11,,6,2,1,,,Wim,F
S.Williams,K.Date-Krumm,3,1,2,0,64,21,36,8,8,1,28,12,9,6,9,8,,6,6,NA,,,64,10,36,9,0,0,8,9,2,1,15,10,,2,0,NA,,,Wim,F
K.Flipkens,F.Pennetta,4,1,2,0,60,26,40,14,6,1,31,20,12,6,41,26,,7,6,NA,,,66,26,34,11,0,0,20,19,6,4,31,18,,6,3,NA,,,Wim,F
P.Kvitova,C.Suarez Navarro,4,1,2,0,70,40,30,10,5,3,23,21,2,2,18,11,,7,6,NA,,,66,31,34,11,1,1,10,12,6,1,11,9,,6,3,NA,,,Wim,F
M.Bartoli,K.Knapp,4,1,2,0,61,26,39,7,1,7,12,13,7,5,2,2,,6,6,NA,,,60,18,40,4,2,2,9,16,2,1,5,1,,2,3,NA,,,Wim,F
M.Puig,S.Stephens,4,0,1,2,61,30,39,20,1,0,23,22,8,3,14,8,,6,5,1,,,63,46,37,13,6,6,25,31,12,5,15,7,,4,7,6,,,Wim,F
R.Vinci,N.Li,4,0,0,2,64,12,36,5,0,2,8,4,4,1,13,7,,2,0,NA,,,61,21,39,10,0,1,26,10,7,6,19,14,,6,6,NA,,,Wim,F
A.Radwanska,T.Pironkova,4,1,2,1,71,47,29,17,3,5,39,11,12,4,48,32,,4,6,6,,,55,37,45,18,5,1,52,27,6,2,46,29,,6,3,3,,,Wim,F
L.Robson,K.Kanepi,4,0,0,2,57,32,43,16,9,4,27,24,3,1,11,7,,6,5,NA,,,60,44,40,14,9,5,28,18,5,2,5,3,,7,7,NA,,,Wim,F
S.Williams,S.Lisicki,4,0,1,2,62,31,38,16,7,2,25,23,16,5,24,12,,2,6,4,,,61,38,39,20,10,3,35,25,8,5,16,14,,6,1,6,,,Wim,F
P.Kvitova,K.Flipkens,5,0,1,2,72,50,28,11,2,2,41,28,3,2,39,25,,6,3,4,,,62,42,38,17,7,2,23,5,8,3,20,16,,4,6,6,,,Wim,F
S.Stephens,M.Bartoli,5,0,0,2,63,24,37,5,3,3,21,19,8,4,10,8,,4,5,NA,,,58,26,42,15,0,3,6,12,12,6,10,4,,6,7,NA,,,Wim,F
A.Radwanska,N.Li,5,1,2,1,77,52,23,9,0,5,32,18,16,5,32,21,,7,4,6,,,77,57,23,13,1,4,58,40,10,4,71,48,,6,6,2,,,Wim,F
S.Lisicki,K.Kanepi,5,1,2,0,59,26,41,10,3,4,23,19,5,4,12,9,,6,6,NA,,,67,25,33,9,3,3,13,23,2,1,19,9,,3,3,NA,,,Wim,F
M.Bartoli,K.Flipkens,6,1,2,0,61,21,39,10,5,3,23,10,7,5,11,11,,6,6,NA,,,49,8,51,7,0,1,10,6,2,1,21,8,,1,2,NA,,,Wim,F
S.Lisicki,A.Radwanska,6,1,2,1,63,53,37,19,9,7,60,46,14,6,44,32,,6,2,9,,,70,42,30,15,1,0,21,10,14,6,31,16,,4,6,7,,,Wim,F
S.Lisicki,M.Bartoli,7,0,0,2,65,22,35,9,6,5,21,25,8,2,18,11,,1,4,NA,,,67,31,33,7,2,6,15,14,13,5,11,9,,6,6,NA,,,Wim,F
\"\n",
    "#corresponding csv file-https://docs.google.com/spreadsheets/d/18O3RCiR9gctV2ezj8MnwotftPM2KoDpbmcgNgb8-cKg/pub?output=csv\n",
    "data.tennis<- read.csv(text = base64Decode(dataurl))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "In predict.lm(object, newdata, se.fit, scale = 1, type = ifelse(type == : prediction from a rank-deficient fit may be misleading"
     ]
    },
    {
     "data": {
      "text/html": [
       "66.6666666666667"
      ],
      "text/latex": [
       "66.6666666666667"
      ],
      "text/markdown": [
       "66.6666666666667"
      ],
      "text/plain": [
       "[1] 66.66667"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#data munging\n",
    "regex <- '(?<=^|\\\\s|\\\\.|\\\\-)[[:alpha:]]' \n",
    "initials <- regmatches(data.tennis$Player1, gregexpr(regex,data.tennis$Player1, perl=TRUE))\n",
    "data.tennis$P1<-as.character(sapply(initials, paste0, collapse=''))# converting all player names to same format\n",
    "data.tennis$P2<-as.character(sapply(regmatches(data.tennis$Player2, gregexpr(regex,data.tennis$Player2, perl=TRUE)), paste0, collapse=''))\n",
    "data.tennis$numsets<-apply(data.tennis[,20:24], 1, function(z) sum(is.na(z)))\n",
    "data.tennis<-data.tennis[,-c(1,2)]\n",
    "    \n",
    "#dividing into test and train data\n",
    "test_data<-data.tennis[which(data.tennis$Round==5|data.tennis$Round==6|data.tennis$Round==7|data.tennis$Round==4),]\n",
    "train_data<-data.tennis[which(data.tennis$Round==1|data.tennis$Round==2|data.tennis$Round==3),]\n",
    "\n",
    "#logistic regression model\n",
    "Tennis.logit<- glm( Result~., data = train_data[,-(c(which(colSums(is.na(train_data))>0)))], na.action = NULL)\n",
    "test_data<-test_data[-c(which(test_data$P1==\"VA\"),which(test_data$P2==\"JWT\")),]\n",
    "fcast<-predict(Tennis.logit,newdata= test_data[,-(c(which(colSums(is.na(test_data))>0)))])\n",
    "test_predict<-rep(0,length(fcast))\n",
    "for(i in 1:length(fcast)){\n",
    "\tifelse(fcast[i]<0.5,test_predict[i]<-0,\n",
    "\tifelse(fcast[i]>=0.5,test_predict[i]<-1,NA))\n",
    "}\n",
    "\n",
    "#accuracy of model\n",
    "MSE<- sum((test_predict-test_data$Result)^2 )\n",
    "accuracy<-100-(MSE*100/length(test_data$Result))\n",
    "accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "The accuracy of a basic logistic regression model is found to be 66.67 percent using all the given parameters in data set. As mentioned earlier,the match statistics do not account for any particular players individual form or history. Hence the next hypothesis is formulated to verify this.\n",
    "Hypothesis 2:\n",
    "The players are the most determining factors in the result of a game\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>VariableName</th><th scope=col>Estimate</th><th scope=col>StdError</th><th scope=col>tValue</th><th scope=col>pValue</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>FNL.2</th><td>FNL.2</td><td>-0.359206</td><td>0.05660034</td><td>-6.346357</td><td>1.148762e-08</td></tr>\n",
       "\t<tr><th scope=row>ST2.1</th><td>ST2.1</td><td>-0.03847035</td><td>0.01263289</td><td>-3.045253</td><td>0.003125516</td></tr>\n",
       "\t<tr><th scope=row>ST1.1</th><td>ST1.1</td><td>-0.03590763</td><td>0.01247269</td><td>-2.878899</td><td>0.005088141</td></tr>\n",
       "\t<tr><th scope=row>P2ME</th><td>P2ME</td><td>-0.5374275</td><td>0.2276844</td><td>-2.360406</td><td>0.02062968</td></tr>\n",
       "\t<tr><th scope=row>P1DD</th><td>P1DD</td><td>-0.5012261</td><td>0.2194404</td><td>-2.284111</td><td>0.02495039</td></tr>\n",
       "\t<tr><th scope=row>P1TM</th><td>P1TM</td><td>-0.6303352</td><td>0.2794279</td><td>-2.255806</td><td>0.02674572</td></tr>\n",
       "\t<tr><th scope=row>P2IS</th><td>P2IS</td><td>-0.5357254</td><td>0.2806267</td><td>-1.909032</td><td>0.05975599</td></tr>\n",
       "\t<tr><th scope=row>BPC.1</th><td>BPC.1</td><td>0.03540827</td><td>0.01869381</td><td>1.894117</td><td>0.0617352</td></tr>\n",
       "\t<tr><th scope=row>P2HW</th><td>P2HW</td><td>0.4668275</td><td>0.2467916</td><td>1.891586</td><td>0.06207655</td></tr>\n",
       "\t<tr><th scope=row>UFE.1</th><td>UFE.1</td><td>-0.004462157</td><td>0.002371304</td><td>-1.881731</td><td>0.06342059</td></tr>\n",
       "\t<tr><th scope=row>P1NP</th><td>P1NP</td><td>-0.465491</td><td>0.2492311</td><td>-1.867708</td><td>0.06537533</td></tr>\n",
       "\t<tr><th scope=row>P1TK</th><td>P1TK</td><td>0.4550554</td><td>0.2452282</td><td>1.855641</td><td>0.06709764</td></tr>\n",
       "\t<tr><th scope=row>P2BMS</th><td>P2BMS</td><td>-0.4097365</td><td>0.2213847</td><td>-1.85079</td><td>0.06780068</td></tr>\n",
       "\t<tr><th scope=row>P1MG</th><td>P1MG</td><td>-0.4321497</td><td>0.2340012</td><td>-1.846784</td><td>0.06838583</td></tr>\n",
       "\t<tr><th scope=row>P1CM</th><td>P1CM</td><td>-0.5782864</td><td>0.3185004</td><td>-1.815654</td><td>0.07307887</td></tr>\n",
       "\t<tr><th scope=row>P1PG</th><td>P1PG</td><td>0.4718776</td><td>0.2612228</td><td>1.806418</td><td>0.07452183</td></tr>\n",
       "\t<tr><th scope=row>P2PO</th><td>P2PO</td><td>0.4240583</td><td>0.2368919</td><td>1.790092</td><td>0.07713033</td></tr>\n",
       "\t<tr><th scope=row>P2JR</th><td>P2JR</td><td>0.3694503</td><td>0.2086401</td><td>1.770754</td><td>0.08031785</td></tr>\n",
       "\t<tr><th scope=row>P1SC</th><td>P1SC</td><td>0.4767111</td><td>0.2740998</td><td>1.739188</td><td>0.08575436</td></tr>\n",
       "\t<tr><th scope=row>P2DF</th><td>P2DF</td><td>0.2260786</td><td>0.1306695</td><td>1.730155</td><td>0.08736467</td></tr>\n",
       "\t<tr><th scope=row>P2MP</th><td>P2MP</td><td>0.2789373</td><td>0.1639711</td><td>1.701137</td><td>0.09270667</td></tr>\n",
       "\t<tr><th scope=row>P2ND</th><td>P2ND</td><td>0.2508225</td><td>0.1476818</td><td>1.698398</td><td>0.09322436</td></tr>\n",
       "\t<tr><th scope=row>P1JG</th><td>P1JG</td><td>0.4507904</td><td>0.2666503</td><td>1.690568</td><td>0.09471743</td></tr>\n",
       "\t<tr><th scope=row>P2AH</th><td>P2AH</td><td>0.390879</td><td>0.2326266</td><td>1.680285</td><td>0.09670777</td></tr>\n",
       "\t<tr><th scope=row>P2CM</th><td>P2CM</td><td>0.4064991</td><td>0.2434831</td><td>1.669517</td><td>0.09882863</td></tr>\n",
       "\t<tr><th scope=row>P2ZK</th><td>P2ZK</td><td>-0.5701216</td><td>0.3527319</td><td>-1.616303</td><td>0.1098699</td></tr>\n",
       "\t<tr><th scope=row>P1SR</th><td>P1SR</td><td>-0.2296259</td><td>0.1473522</td><td>-1.558347</td><td>0.1230023</td></tr>\n",
       "\t<tr><th scope=row>P1JB</th><td>P1JB</td><td>0.2813639</td><td>0.1810334</td><td>1.55421</td><td>0.1239857</td></tr>\n",
       "\t<tr><th scope=row>P1FM</th><td>P1FM</td><td>-0.2377763</td><td>0.153091</td><td>-1.55317</td><td>0.1242337</td></tr>\n",
       "\t<tr><th scope=row>P1AI</th><td>P1AI</td><td>-0.391738</td><td>0.2553389</td><td>-1.534188</td><td>0.1288328</td></tr>\n",
       "\t<tr><th scope=row>P1NB</th><td>P1NB</td><td>-0.3096167</td><td>0.2019538</td><td>-1.533106</td><td>0.1290989</td></tr>\n",
       "\t<tr><th scope=row>P2SE</th><td>P2SE</td><td>-0.329869</td><td>0.2162519</td><td>-1.525392</td><td>0.1310092</td></tr>\n",
       "\t<tr><th scope=row>P1VT</th><td>P1VT</td><td>-0.2953824</td><td>0.1970655</td><td>-1.498905</td><td>0.1377385</td></tr>\n",
       "\t<tr><th scope=row>P1KP</th><td>P1KP</td><td>-0.2078689</td><td>0.1387128</td><td>-1.498556</td><td>0.1378288</td></tr>\n",
       "\t<tr><th scope=row>P1KN</th><td>P1KN</td><td>0.2686909</td><td>0.1808761</td><td>1.485497</td><td>0.1412468</td></tr>\n",
       "\t<tr><th scope=row>P2AI</th><td>P2AI</td><td>-0.1957372</td><td>0.133201</td><td>-1.469487</td><td>0.1455271</td></tr>\n",
       "\t<tr><th scope=row>P1VP</th><td>P1VP</td><td>-0.3752582</td><td>0.2568492</td><td>-1.461006</td><td>0.1478352</td></tr>\n",
       "\t<tr><th scope=row>P2DB</th><td>P2DB</td><td>0.3060456</td><td>0.2110777</td><td>1.449919</td><td>0.1508951</td></tr>\n",
       "\t<tr><th scope=row>P2FS</th><td>P2FS</td><td>-0.2978766</td><td>0.2062725</td><td>-1.444093</td><td>0.152523</td></tr>\n",
       "\t<tr><th scope=row>P2CW</th><td>P2CW</td><td>0.3887223</td><td>0.269279</td><td>1.443567</td><td>0.1526704</td></tr>\n",
       "\t<tr><th scope=row>P1RO</th><td>P1RO</td><td>-0.3180272</td><td>0.2235434</td><td>-1.422664</td><td>0.1586267</td></tr>\n",
       "\t<tr><th scope=row>P1CV</th><td>P1CV</td><td>-0.365221</td><td>0.2595538</td><td>-1.407111</td><td>0.1631736</td></tr>\n",
       "\t<tr><th scope=row>P1BT</th><td>P1BT</td><td>0.3552757</td><td>0.2557661</td><td>1.389065</td><td>0.168574</td></tr>\n",
       "\t<tr><th scope=row>P2MC</th><td>P2MC</td><td>0.2469983</td><td>0.1807556</td><td>1.366477</td><td>0.1755247</td></tr>\n",
       "\t<tr><th scope=row>P2JH</th><td>P2JH</td><td>-0.3221141</td><td>0.2366412</td><td>-1.361192</td><td>0.177182</td></tr>\n",
       "\t<tr><th scope=row>P2JMDP</th><td>P2JMDP</td><td>0.3249862</td><td>0.2443317</td><td>1.330102</td><td>0.1871723</td></tr>\n",
       "\t<tr><th scope=row>P2LR</th><td>P2LR</td><td>0.2659119</td><td>0.202847</td><td>1.310899</td><td>0.1935513</td></tr>\n",
       "\t<tr><th scope=row>P1TH</th><td>P1TH</td><td>-0.2642948</td><td>0.2022788</td><td>-1.306586</td><td>0.195006</td></tr>\n",
       "\t<tr><th scope=row>P1SV</th><td>P1SV</td><td>-0.2241288</td><td>0.1719431</td><td>-1.303505</td><td>0.1960503</td></tr>\n",
       "\t<tr><th scope=row>P2MB</th><td>P2MB</td><td>0.1631628</td><td>0.1253234</td><td>1.301934</td><td>0.1965846</td></tr>\n",
       "\t<tr><th scope=row>P1VA</th><td>P1VA</td><td>-0.2682554</td><td>0.2072803</td><td>-1.294167</td><td>0.1992406</td></tr>\n",
       "\t<tr><th scope=row>P1RH</th><td>P1RH</td><td>0.1870791</td><td>0.1476784</td><td>1.266801</td><td>0.208813</td></tr>\n",
       "\t<tr><th scope=row>P1JN</th><td>P1JN</td><td>0.306775</td><td>0.2422008</td><td>1.266614</td><td>0.2088793</td></tr>\n",
       "\t<tr><th scope=row>P1DS</th><td>P1DS</td><td>-0.3220146</td><td>0.2551169</td><td>-1.262224</td><td>0.2104465</td></tr>\n",
       "\t<tr><th scope=row>P1FP</th><td>P1FP</td><td>-0.2025506</td><td>0.1661502</td><td>-1.219081</td><td>0.2263087</td></tr>\n",
       "\t<tr><th scope=row>P1RN</th><td>P1RN</td><td>-0.1562659</td><td>0.1282286</td><td>-1.218651</td><td>0.2264713</td></tr>\n",
       "\t<tr><th scope=row>P1BMS</th><td>P1BMS</td><td>-0.1912585</td><td>0.1574496</td><td>-1.214728</td><td>0.2279562</td></tr>\n",
       "\t<tr><th scope=row>P1NL</th><td>P1NL</td><td>0.1735292</td><td>0.1431613</td><td>1.212124</td><td>0.2289461</td></tr>\n",
       "\t<tr><th scope=row>P1TB</th><td>P1TB</td><td>-0.1869533</td><td>0.1554564</td><td>-1.20261</td><td>0.2325885</td></tr>\n",
       "\t<tr><th scope=row>P2MK</th><td>P2MK</td><td>0.1481693</td><td>0.124065</td><td>1.194287</td><td>0.235809</td></tr>\n",
       "\t<tr><th scope=row>P1ZK</th><td>P1ZK</td><td>-0.3275448</td><td>0.276639</td><td>-1.184015</td><td>0.239828</td></tr>\n",
       "\t<tr><th scope=row>P1SK</th><td>P1SK</td><td>0.2150776</td><td>0.1820047</td><td>1.181714</td><td>0.2407349</td></tr>\n",
       "\t<tr><th scope=row>P2RBA</th><td>P2RBA</td><td>0.2830199</td><td>0.2397267</td><td>1.180594</td><td>0.2411774</td></tr>\n",
       "\t<tr><th scope=row>P2FP</th><td>P2FP</td><td>-0.2069056</td><td>0.175404</td><td>-1.179594</td><td>0.2415726</td></tr>\n",
       "\t<tr><th scope=row>P2RG</th><td>P2RG</td><td>0.1611595</td><td>0.1368471</td><td>1.177661</td><td>0.2423386</td></tr>\n",
       "\t<tr><th scope=row>P1DC</th><td>P1DC</td><td>0.1979006</td><td>0.1685689</td><td>1.174004</td><td>0.2437919</td></tr>\n",
       "\t<tr><th scope=row>P1MM</th><td>P1MM</td><td>-0.1853587</td><td>0.158914</td><td>-1.166409</td><td>0.2468303</td></tr>\n",
       "\t<tr><th scope=row>P1RS</th><td>P1RS</td><td>-0.2729297</td><td>0.2380503</td><td>-1.146521</td><td>0.2549142</td></tr>\n",
       "\t<tr><th scope=row>P1YB</th><td>P1YB</td><td>-0.2533677</td><td>0.2239342</td><td>-1.131438</td><td>0.2611688</td></tr>\n",
       "\t<tr><th scope=row>P1PP</th><td>P1PP</td><td>-0.2071292</td><td>0.1841695</td><td>-1.124666</td><td>0.2640118</td></tr>\n",
       "\t<tr><th scope=row>P1KM</th><td>P1KM</td><td>-0.2133793</td><td>0.1905369</td><td>-1.119884</td><td>0.2660327</td></tr>\n",
       "\t<tr><th scope=row>P2NK</th><td>P2NK</td><td>0.282002</td><td>0.2556293</td><td>1.103168</td><td>0.2731815</td></tr>\n",
       "\t<tr><th scope=row>P1FD</th><td>P1FD</td><td>-0.3066837</td><td>0.2786044</td><td>-1.100786</td><td>0.2742109</td></tr>\n",
       "\t<tr><th scope=row>P1AR</th><td>P1AR</td><td>0.1325581</td><td>0.1210552</td><td>1.095022</td><td>0.2767131</td></tr>\n",
       "\t<tr><th scope=row>P1GGL</th><td>P1GGL</td><td>0.3097382</td><td>0.2833537</td><td>1.093115</td><td>0.2775443</td></tr>\n",
       "\t<tr><th scope=row>P1LP</th><td>P1LP</td><td>0.2352648</td><td>0.2162494</td><td>1.087933</td><td>0.2798121</td></tr>\n",
       "\t<tr><th scope=row>P1SZ</th><td>P1SZ</td><td>-0.1865467</td><td>0.1724478</td><td>-1.081758</td><td>0.2825312</td></tr>\n",
       "\t<tr><th scope=row>P2VA</th><td>P2VA</td><td>-0.1368893</td><td>0.1270964</td><td>-1.077051</td><td>0.284616</td></tr>\n",
       "\t<tr><th scope=row>P2JS</th><td>P2JS</td><td>0.2280372</td><td>0.2143319</td><td>1.063944</td><td>0.2904771</td></tr>\n",
       "\t<tr><th scope=row>P2VK</th><td>P2VK</td><td>0.2830558</td><td>0.2661788</td><td>1.063405</td><td>0.2907201</td></tr>\n",
       "\t<tr><th scope=row>P2TH</th><td>P2TH</td><td>-0.2499696</td><td>0.2383179</td><td>-1.048891</td><td>0.2973097</td></tr>\n",
       "\t<tr><th scope=row>P2LM</th><td>P2LM</td><td>0.2489352</td><td>0.2376047</td><td>1.047687</td><td>0.2978613</td></tr>\n",
       "\t<tr><th scope=row>P2LH</th><td>P2LH</td><td>0.1724734</td><td>0.1653221</td><td>1.043257</td><td>0.2998952</td></tr>\n",
       "\t<tr><th scope=row>P2LD</th><td>P2LD</td><td>0.2012759</td><td>0.1930115</td><td>1.042818</td><td>0.3000973</td></tr>\n",
       "\t<tr><th scope=row>P2SQ</th><td>P2SQ</td><td>0.1582734</td><td>0.1523432</td><td>1.038926</td><td>0.3018928</td></tr>\n",
       "\t<tr><th scope=row>P2GGL</th><td>P2GGL</td><td>-0.232091</td><td>0.2255101</td><td>-1.029182</td><td>0.3064204</td></tr>\n",
       "\t<tr><th scope=row>P2AC</th><td>P2AC</td><td>0.2208281</td><td>0.2154334</td><td>1.025041</td><td>0.3083581</td></tr>\n",
       "\t<tr><th scope=row>P2CG</th><td>P2CG</td><td>0.1703096</td><td>0.166459</td><td>1.023132</td><td>0.3092542</td></tr>\n",
       "\t<tr><th scope=row>P2LS</th><td>P2LS</td><td>0.1810072</td><td>0.1785547</td><td>1.013735</td><td>0.3136909</td></tr>\n",
       "\t<tr><th scope=row>P1NM</th><td>P1NM</td><td>0.2943531</td><td>0.2941055</td><td>1.000842</td><td>0.3198476</td></tr>\n",
       "\t<tr><th scope=row>P1CG</th><td>P1CG</td><td>0.2305056</td><td>0.2306109</td><td>0.9995433</td><td>0.3204721</td></tr>\n",
       "\t<tr><th scope=row>NPA.1</th><td>NPA.1</td><td>0.008390997</td><td>0.008460063</td><td>0.9918363</td><td>0.3241952</td></tr>\n",
       "\t<tr><th scope=row>P2VP</th><td>P2VP</td><td>0.213488</td><td>0.2178889</td><td>0.9798019</td><td>0.3300659</td></tr>\n",
       "\t<tr><th scope=row>P1PK</th><td>P1PK</td><td>0.1727416</td><td>0.1776296</td><td>0.9724818</td><td>0.3336709</td></tr>\n",
       "\t<tr><th scope=row>P2ERV</th><td>P2ERV</td><td>0.2536382</td><td>0.2650803</td><td>0.9568351</td><td>0.341463</td></tr>\n",
       "\t<tr><th scope=row>P1AD</th><td>P1AD</td><td>0.3057782</td><td>0.3213831</td><td>0.9514445</td><td>0.3441748</td></tr>\n",
       "\t<tr><th scope=row>DBF.1</th><td>DBF.1</td><td>0.008613967</td><td>0.009120202</td><td>0.944493</td><td>0.3476925</td></tr>\n",
       "\t<tr><th scope=row>P2RN</th><td>P2RN</td><td>-0.2229106</td><td>0.2364095</td><td>-0.9429005</td><td>0.3485016</td></tr>\n",
       "\t<tr><th scope=row>P1ID</th><td>P1ID</td><td>-0.2800385</td><td>0.2970483</td><td>-0.9427373</td><td>0.3485846</td></tr>\n",
       "\t<tr><th scope=row>P2AT</th><td>P2AT</td><td>0.1327926</td><td>0.1421069</td><td>0.9344553</td><td>0.3528127</td></tr>\n",
       "\t<tr><th scope=row>P1AP</th><td>P1AP</td><td>-0.1596742</td><td>0.171286</td><td>-0.932208</td><td>0.3539657</td></tr>\n",
       "\t<tr><th scope=row>P2GR</th><td>P2GR</td><td>0.2489686</td><td>0.2672604</td><td>0.9315583</td><td>0.3542995</td></tr>\n",
       "\t<tr><th scope=row>P2MT</th><td>P2MT</td><td>0.3463236</td><td>0.3718858</td><td>0.9312634</td><td>0.3544511</td></tr>\n",
       "\t<tr><th scope=row>P1MO</th><td>P1MO</td><td>-0.1941717</td><td>0.2088322</td><td>-0.9297975</td><td>0.3552051</td></tr>\n",
       "\t<tr><th scope=row>P2ZZ</th><td>P2ZZ</td><td>0.3192925</td><td>0.3434746</td><td>0.9295957</td><td>0.355309</td></tr>\n",
       "\t<tr><th scope=row>P1SG</th><td>P1SG</td><td>-0.1723703</td><td>0.1864408</td><td>-0.9245314</td><td>0.3579225</td></tr>\n",
       "\t<tr><th scope=row>P1KDK</th><td>P1KDK</td><td>-0.2072052</td><td>0.224292</td><td>-0.923819</td><td>0.3582911</td></tr>\n",
       "\t<tr><th scope=row>P2LDL</th><td>P2LDL</td><td>0.2036277</td><td>0.2206059</td><td>0.9230383</td><td>0.3586953</td></tr>\n",
       "\t<tr><th scope=row>P1VM</th><td>P1VM</td><td>0.221385</td><td>0.2415461</td><td>0.9165334</td><td>0.3620749</td></tr>\n",
       "\t<tr><th scope=row>P1BP</th><td>P1BP</td><td>-0.1358203</td><td>0.1500213</td><td>-0.9053404</td><td>0.3679375</td></tr>\n",
       "\t<tr><th scope=row>FNL.1</th><td>FNL.1</td><td>0.05750731</td><td>0.06380092</td><td>0.9013554</td><td>0.3700392</td></tr>\n",
       "\t<tr><th scope=row>P2KN</th><td>P2KN</td><td>0.1143061</td><td>0.1274916</td><td>0.8965775</td><td>0.3725691</td></tr>\n",
       "\t<tr><th scope=row>P1GD</th><td>P1GD</td><td>-0.2592654</td><td>0.2907195</td><td>-0.8918059</td><td>0.3751065</td></tr>\n",
       "\t<tr><th scope=row>P1DF</th><td>P1DF</td><td>-0.1918248</td><td>0.2160512</td><td>-0.8878674</td><td>0.377209</td></tr>\n",
       "\t<tr><th scope=row>P1HW</th><td>P1HW</td><td>-0.195496</td><td>0.2207787</td><td>-0.8854838</td><td>0.3784851</td></tr>\n",
       "\t<tr><th scope=row>P1LT</th><td>P1LT</td><td>-0.1913361</td><td>0.2192724</td><td>-0.8725956</td><td>0.3854315</td></tr>\n",
       "\t<tr><th scope=row>P1SQ</th><td>P1SQ</td><td>-0.2447925</td><td>0.2813066</td><td>-0.8701983</td><td>0.3867323</td></tr>\n",
       "\t<tr><th scope=row>P1CB</th><td>P1CB</td><td>0.1985337</td><td>0.2289135</td><td>0.8672869</td><td>0.3883158</td></tr>\n",
       "\t<tr><th scope=row>P2FM</th><td>P2FM</td><td>-0.2786447</td><td>0.3214262</td><td>-0.8669011</td><td>0.3885259</td></tr>\n",
       "\t<tr><th scope=row>P1GZ</th><td>P1GZ</td><td>-0.1781531</td><td>0.2059319</td><td>-0.8651068</td><td>0.3895041</td></tr>\n",
       "\t<tr><th scope=row>P1PM</th><td>P1PM</td><td>-0.1696552</td><td>0.1967073</td><td>-0.8624756</td><td>0.3909413</td></tr>\n",
       "\t<tr><th scope=row>P2SR</th><td>P2SR</td><td>0.167177</td><td>0.1990638</td><td>0.8398162</td><td>0.4034534</td></tr>\n",
       "\t<tr><th scope=row>P1SL</th><td>P1SL</td><td>0.21688</td><td>0.2596457</td><td>0.8352921</td><td>0.4059805</td></tr>\n",
       "\t<tr><th scope=row>SSW.1</th><td>SSW.1</td><td>0.005506843</td><td>0.006593478</td><td>0.8351955</td><td>0.4060345</td></tr>\n",
       "\t<tr><th scope=row>P2GV</th><td>P2GV</td><td>0.2238435</td><td>0.2691437</td><td>0.8316879</td><td>0.4080006</td></tr>\n",
       "\t<tr><th scope=row>P1EG</th><td>P1EG</td><td>-0.1763214</td><td>0.2121654</td><td>-0.8310562</td><td>0.4083552</td></tr>\n",
       "\t<tr><th scope=row>P1FF</th><td>P1FF</td><td>-0.1369474</td><td>0.1653643</td><td>-0.8281559</td><td>0.4099861</td></tr>\n",
       "\t<tr><th scope=row>P1RW</th><td>P1RW</td><td>-0.2774177</td><td>0.337004</td><td>-0.8231883</td><td>0.4127886</td></tr>\n",
       "\t<tr><th scope=row>P1ME</th><td>P1ME</td><td>-0.1490512</td><td>0.1815165</td><td>-0.821144</td><td>0.4139452</td></tr>\n",
       "\t<tr><th scope=row>P1MLB</th><td>P1MLB</td><td>-0.1882235</td><td>0.2294094</td><td>-0.82047</td><td>0.4143269</td></tr>\n",
       "\t<tr><th scope=row>P2ABJ</th><td>P2ABJ</td><td>0.1852922</td><td>0.2270914</td><td>0.8159367</td><td>0.4169003</td></tr>\n",
       "\t<tr><th scope=row>P1MK</th><td>P1MK</td><td>0.1132189</td><td>0.1391708</td><td>0.8135243</td><td>0.4182735</td></tr>\n",
       "\t<tr><th scope=row>P2TK</th><td>P2TK</td><td>0.1402843</td><td>0.1729226</td><td>0.8112547</td><td>0.4195679</td></tr>\n",
       "\t<tr><th scope=row>P2JT</th><td>P2JT</td><td>-0.2304724</td><td>0.28455</td><td>-0.809954</td><td>0.4203109</td></tr>\n",
       "\t<tr><th scope=row>P2LP</th><td>P2LP</td><td>0.1529708</td><td>0.1911091</td><td>0.8004371</td><td>0.4257706</td></tr>\n",
       "\t<tr><th scope=row>P1FL</th><td>P1FL</td><td>-0.1478194</td><td>0.1852902</td><td>-0.7977723</td><td>0.4273069</td></tr>\n",
       "\t<tr><th scope=row>P1SH</th><td>P1SH</td><td>-0.1402708</td><td>0.1768791</td><td>-0.7930318</td><td>0.4300479</td></tr>\n",
       "\t<tr><th scope=row>P1LD</th><td>P1LD</td><td>0.2126444</td><td>0.2691795</td><td>0.7899723</td><td>0.4318225</td></tr>\n",
       "\t<tr><th scope=row>P1PC</th><td>P1PC</td><td>-0.179211</td><td>0.2310191</td><td>-0.7757412</td><td>0.4401334</td></tr>\n",
       "\t<tr><th scope=row>P2JLS</th><td>P2JLS</td><td>-0.2414886</td><td>0.3117818</td><td>-0.7745437</td><td>0.440837</td></tr>\n",
       "\t<tr><th scope=row>P1DB</th><td>P1DB</td><td>-0.248527</td><td>0.3230419</td><td>-0.7693339</td><td>0.4439056</td></tr>\n",
       "\t<tr><th scope=row>P2DK</th><td>P2DK</td><td>0.1354638</td><td>0.1772944</td><td>0.7640614</td><td>0.4470237</td></tr>\n",
       "\t<tr><th scope=row>P2MO</th><td>P2MO</td><td>-0.2415401</td><td>0.3244533</td><td>-0.7444525</td><td>0.4587309</td></tr>\n",
       "\t<tr><th scope=row>P2VZ</th><td>P2VZ</td><td>0.1823123</td><td>0.2476428</td><td>0.7361906</td><td>0.4637155</td></tr>\n",
       "\t<tr><th scope=row>P2HZ</th><td>P2HZ</td><td>-0.1509435</td><td>0.2065244</td><td>-0.7308748</td><td>0.4669389</td></tr>\n",
       "\t<tr><th scope=row>P2CD</th><td>P2CD</td><td>-0.1540636</td><td>0.2113462</td><td>-0.7289633</td><td>0.4681011</td></tr>\n",
       "\t<tr><th scope=row>P2GP</th><td>P2GP</td><td>-0.167235</td><td>0.2297616</td><td>-0.727863</td><td>0.4687707</td></tr>\n",
       "\t<tr><th scope=row>P1AF</th><td>P1AF</td><td>-0.1627673</td><td>0.2252907</td><td>-0.7224767</td><td>0.4720569</td></tr>\n",
       "\t<tr><th scope=row>P2KA</th><td>P2KA</td><td>0.1222209</td><td>0.172414</td><td>0.7088807</td><td>0.480409</td></tr>\n",
       "\t<tr><th scope=row>P1CW</th><td>P1CW</td><td>-0.144962</td><td>0.2045956</td><td>-0.7085293</td><td>0.4806261</td></tr>\n",
       "\t<tr><th scope=row>P2NA</th><td>P2NA</td><td>0.131712</td><td>0.1861506</td><td>0.707556</td><td>0.4812272</td></tr>\n",
       "\t<tr><th scope=row>P2FF</th><td>P2FF</td><td>0.1160275</td><td>0.1642108</td><td>0.7065768</td><td>0.4818324</td></tr>\n",
       "\t<tr><th scope=row>P1IP</th><td>P1IP</td><td>-0.1775039</td><td>0.2543733</td><td>-0.6978084</td><td>0.487271</td></tr>\n",
       "\t<tr><th scope=row>P2SW</th><td>P2SW</td><td>0.1055107</td><td>0.1519703</td><td>0.694285</td><td>0.4894659</td></tr>\n",
       "\t<tr><th scope=row>P1FV</th><td>P1FV</td><td>-0.1881402</td><td>0.2721272</td><td>-0.6913686</td><td>0.4912867</td></tr>\n",
       "\t<tr><th scope=row>P2EM</th><td>P2EM</td><td>-0.1268006</td><td>0.1866639</td><td>-0.6792987</td><td>0.4988617</td></tr>\n",
       "\t<tr><th scope=row>TPW.1</th><td>TPW.1</td><td>0.002386632</td><td>0.003530134</td><td>0.6760741</td><td>0.500896</td></tr>\n",
       "\t<tr><th scope=row>P2EG</th><td>P2EG</td><td>0.1527034</td><td>0.2260044</td><td>0.6756656</td><td>0.501154</td></tr>\n",
       "\t<tr><th scope=row>P2PC</th><td>P2PC</td><td>-0.1052585</td><td>0.1567795</td><td>-0.6713789</td><td>0.5038662</td></tr>\n",
       "\t<tr><th scope=row>P1AKS</th><td>P1AKS</td><td>0.1901161</td><td>0.2855029</td><td>0.665899</td><td>0.5073447</td></tr>\n",
       "\t<tr><th scope=row>P2VR</th><td>P2VR</td><td>0.1487289</td><td>0.2243131</td><td>0.6630415</td><td>0.5091636</td></tr>\n",
       "\t<tr><th scope=row>P1IS</th><td>P1IS</td><td>-0.1598199</td><td>0.2483239</td><td>-0.6435946</td><td>0.5216343</td></tr>\n",
       "\t<tr><th scope=row>P2VD</th><td>P2VD</td><td>0.09808893</td><td>0.1580727</td><td>0.6205306</td><td>0.5366294</td></tr>\n",
       "\t<tr><th scope=row>P1AS</th><td>P1AS</td><td>0.0941944</td><td>0.1529379</td><td>0.6158997</td><td>0.5396666</td></tr>\n",
       "\t<tr><th scope=row>P1RV</th><td>P1RV</td><td>-0.1294517</td><td>0.2112342</td><td>-0.612835</td><td>0.5416814</td></tr>\n",
       "\t<tr><th scope=row>P2ES</th><td>P2ES</td><td>0.09616527</td><td>0.1582026</td><td>0.6078616</td><td>0.5449592</td></tr>\n",
       "\t<tr><th scope=row>P2AD</th><td>P2AD</td><td>0.1512786</td><td>0.2491562</td><td>0.6071634</td><td>0.5454201</td></tr>\n",
       "\t<tr><th scope=row>P1SJ</th><td>P1SJ</td><td>-0.1583274</td><td>0.2621702</td><td>-0.6039108</td><td>0.5475701</td></tr>\n",
       "\t<tr><th scope=row>P2LK</th><td>P2LK</td><td>0.1012039</td><td>0.1699454</td><td>0.5955082</td><td>0.5531439</td></tr>\n",
       "\t<tr><th scope=row>P2RB</th><td>P2RB</td><td>-0.1595502</td><td>0.2686309</td><td>-0.5939384</td><td>0.5541883</td></tr>\n",
       "\t<tr><th scope=row>P2DMDLN</th><td>P2DMDLN</td><td>-0.1998058</td><td>0.3380743</td><td>-0.5910116</td><td>0.5561383</td></tr>\n",
       "\t<tr><th scope=row>P1AM</th><td>P1AM</td><td>-0.0751118</td><td>0.1300436</td><td>-0.5775894</td><td>0.565124</td></tr>\n",
       "\t<tr><th scope=row>P2PK</th><td>P2PK</td><td>0.1434645</td><td>0.2485678</td><td>0.5771643</td><td>0.5654097</td></tr>\n",
       "\t<tr><th scope=row>P2KDK</th><td>P2KDK</td><td>0.1583717</td><td>0.2758049</td><td>0.5742164</td><td>0.5673932</td></tr>\n",
       "\t<tr><th scope=row>P2VM</th><td>P2VM</td><td>-0.1135172</td><td>0.199411</td><td>-0.5692626</td><td>0.570734</td></tr>\n",
       "\t<tr><th scope=row>P2AS</th><td>P2AS</td><td>0.1588834</td><td>0.2792546</td><td>0.5689552</td><td>0.5709416</td></tr>\n",
       "\t<tr><th scope=row>P1TG</th><td>P1TG</td><td>0.114232</td><td>0.2023834</td><td>0.5644336</td><td>0.5739998</td></tr>\n",
       "\t<tr><th scope=row>P1MN</th><td>P1MN</td><td>0.1205102</td><td>0.2146932</td><td>0.5613134</td><td>0.5761147</td></tr>\n",
       "\t<tr><th scope=row>P2LT</th><td>P2LT</td><td>-0.1283882</td><td>0.2289749</td><td>-0.5607085</td><td>0.5765252</td></tr>\n",
       "\t<tr><th scope=row>P2JD</th><td>P2JD</td><td>-0.1436393</td><td>0.2562055</td><td>-0.5606409</td><td>0.5765711</td></tr>\n",
       "\t<tr><th scope=row>P2DT</th><td>P2DT</td><td>-0.1445995</td><td>0.2579715</td><td>-0.5605251</td><td>0.5766497</td></tr>\n",
       "\t<tr><th scope=row>P1MC</th><td>P1MC</td><td>0.133602</td><td>0.2387605</td><td>0.5595651</td><td>0.5773014</td></tr>\n",
       "\t<tr><th scope=row>P1MY</th><td>P1MY</td><td>0.1407509</td><td>0.2516636</td><td>0.5592818</td><td>0.5774938</td></tr>\n",
       "\t<tr><th scope=row>P2SH</th><td>P2SH</td><td>-0.08764729</td><td>0.1575101</td><td>-0.556455</td><td>0.5794153</td></tr>\n",
       "\t<tr><th scope=row>P2YS</th><td>P2YS</td><td>0.1143389</td><td>0.2058233</td><td>0.5555198</td><td>0.5800517</td></tr>\n",
       "\t<tr><th scope=row>P1BZS</th><td>P1BZS</td><td>-0.09773536</td><td>0.1759415</td><td>-0.5554992</td><td>0.5800657</td></tr>\n",
       "\t<tr><th scope=row>P2GS</th><td>P2GS</td><td>-0.08521311</td><td>0.1542793</td><td>-0.5523303</td><td>0.5822245</td></tr>\n",
       "\t<tr><th scope=row>P2JN</th><td>P2JN</td><td>0.08865633</td><td>0.1613929</td><td>0.5493198</td><td>0.5842789</td></tr>\n",
       "\t<tr><th scope=row>P1SWH</th><td>P1SWH</td><td>-0.1077884</td><td>0.1982332</td><td>-0.5437452</td><td>0.5880921</td></tr>\n",
       "\t<tr><th scope=row>P2RV</th><td>P2RV</td><td>-0.09133392</td><td>0.1683026</td><td>-0.5426768</td><td>0.5888243</td></tr>\n",
       "\t<tr><th scope=row>P2RF</th><td>P2RF</td><td>0.06914547</td><td>0.1288729</td><td>0.5365399</td><td>0.5930382</td></tr>\n",
       "\t<tr><th scope=row>P2DY</th><td>P2DY</td><td>-0.1006103</td><td>0.1907747</td><td>-0.5273773</td><td>0.5993557</td></tr>\n",
       "\t<tr><th scope=row>P2JI</th><td>P2JI</td><td>-0.09355578</td><td>0.179387</td><td>-0.5215306</td><td>0.603403</td></tr>\n",
       "\t<tr><th scope=row>P2PA</th><td>P2PA</td><td>-0.1669722</td><td>0.3205028</td><td>-0.5209693</td><td>0.6037922</td></tr>\n",
       "\t<tr><th scope=row>P2PM</th><td>P2PM</td><td>0.1090182</td><td>0.2101125</td><td>0.5188562</td><td>0.6052585</td></tr>\n",
       "\t<tr><th scope=row>P2SSE</th><td>P2SSE</td><td>0.1216808</td><td>0.2370185</td><td>0.513381</td><td>0.6090653</td></tr>\n",
       "\t<tr><th scope=row>ACE.1</th><td>ACE.1</td><td>0.003314704</td><td>0.006494512</td><td>0.5103854</td><td>0.6111527</td></tr>\n",
       "\t<tr><th scope=row>P2MLB</th><td>P2MLB</td><td>0.1156294</td><td>0.2266327</td><td>0.5102061</td><td>0.6112777</td></tr>\n",
       "\t<tr><th scope=row>P2EB</th><td>P2EB</td><td>0.1061333</td><td>0.2088496</td><td>0.5081806</td><td>0.6126911</td></tr>\n",
       "\t<tr><th scope=row>P2SV</th><td>P2SV</td><td>0.129874</td><td>0.2563419</td><td>0.5066437</td><td>0.6137645</td></tr>\n",
       "\t<tr><th scope=row>P1JWT</th><td>P1JWT</td><td>-0.07214729</td><td>0.1424264</td><td>-0.5065583</td><td>0.6138241</td></tr>\n",
       "\t<tr><th scope=row>P2CSN</th><td>P2CSN</td><td>-0.07603886</td><td>0.1505856</td><td>-0.5049542</td><td>0.6149454</td></tr>\n",
       "\t<tr><th scope=row>P1CSN</th><td>P1CSN</td><td>-0.1037419</td><td>0.2108846</td><td>-0.4919366</td><td>0.6240786</td></tr>\n",
       "\t<tr><th scope=row>P1LR</th><td>P1LR</td><td>-0.08089607</td><td>0.1664512</td><td>-0.4860047</td><td>0.6282601</td></tr>\n",
       "\t<tr><th scope=row>P2NL</th><td>P2NL</td><td>-0.1124817</td><td>0.2340956</td><td>-0.4804948</td><td>0.632155</td></tr>\n",
       "\t<tr><th scope=row>P2SC</th><td>P2SC</td><td>-0.07061588</td><td>0.1492922</td><td>-0.4730045</td><td>0.6374666</td></tr>\n",
       "\t<tr><th scope=row>P2YW</th><td>P2YW</td><td>0.1535714</td><td>0.3282542</td><td>0.4678429</td><td>0.641138</td></tr>\n",
       "\t<tr><th scope=row>P1AG</th><td>P1AG</td><td>-0.09182036</td><td>0.196515</td><td>-0.4672435</td><td>0.6415649</td></tr>\n",
       "\t<tr><th scope=row>P1OR</th><td>P1OR</td><td>-0.082496</td><td>0.178408</td><td>-0.4624009</td><td>0.6450185</td></tr>\n",
       "\t<tr><th scope=row>P1JD</th><td>P1JD</td><td>0.09820393</td><td>0.2127307</td><td>0.4616349</td><td>0.6455655</td></tr>\n",
       "\t<tr><th scope=row>P2SS</th><td>P2SS</td><td>0.0797897</td><td>0.1728712</td><td>0.4615556</td><td>0.6456221</td></tr>\n",
       "\t<tr><th scope=row>P1JS</th><td>P1JS</td><td>0.0758171</td><td>0.1662602</td><td>0.4560148</td><td>0.6495848</td></tr>\n",
       "\t<tr><th scope=row>P2SP</th><td>P2SP</td><td>-0.06993332</td><td>0.1584475</td><td>-0.4413658</td><td>0.6601098</td></tr>\n",
       "\t<tr><th scope=row>P2VH</th><td>P2VH</td><td>-0.08410622</td><td>0.1914688</td><td>-0.4392685</td><td>0.6616224</td></tr>\n",
       "\t<tr><th scope=row>P1YHL</th><td>P1YHL</td><td>0.1000794</td><td>0.2293091</td><td>0.4364389</td><td>0.6636653</td></tr>\n",
       "\t<tr><th scope=row>P1LM</th><td>P1LM</td><td>-0.09103323</td><td>0.2087171</td><td>-0.436156</td><td>0.6638697</td></tr>\n",
       "\t<tr><th scope=row>P1SP</th><td>P1SP</td><td>-0.09791968</td><td>0.2247822</td><td>-0.4356202</td><td>0.6642569</td></tr>\n",
       "\t<tr><th scope=row>P1SW</th><td>P1SW</td><td>0.05185967</td><td>0.1195072</td><td>0.4339459</td><td>0.6654673</td></tr>\n",
       "\t<tr><th scope=row>P1JV</th><td>P1JV</td><td>-0.1261162</td><td>0.2962654</td><td>-0.4256865</td><td>0.6714515</td></tr>\n",
       "\t<tr><th scope=row>P2SA</th><td>P2SA</td><td>-0.1301041</td><td>0.3071178</td><td>-0.4236291</td><td>0.6729455</td></tr>\n",
       "\t<tr><th scope=row>P2XM</th><td>P2XM</td><td>0.09636063</td><td>0.2275916</td><td>0.4233927</td><td>0.6731172</td></tr>\n",
       "\t<tr><th scope=row>P1VL</th><td>P1VL</td><td>-0.06412684</td><td>0.1556159</td><td>-0.4120841</td><td>0.681353</td></tr>\n",
       "\t<tr><th scope=row>P1KK</th><td>P1KK</td><td>0.06653181</td><td>0.161769</td><td>0.4112767</td><td>0.6819426</td></tr>\n",
       "\t<tr><th scope=row>P1DL</th><td>P1DL</td><td>0.07047643</td><td>0.1743439</td><td>0.4042381</td><td>0.6870901</td></tr>\n",
       "\t<tr><th scope=row>P1JM</th><td>P1JM</td><td>-0.1015851</td><td>0.2521893</td><td>-0.402813</td><td>0.688134</td></tr>\n",
       "\t<tr><th scope=row>P1KDS</th><td>P1KDS</td><td>-0.112763</td><td>0.2816527</td><td>-0.400362</td><td>0.6899311</td></tr>\n",
       "\t<tr><th scope=row>P2MDM</th><td>P2MDM</td><td>0.06663914</td><td>0.1684784</td><td>0.3955353</td><td>0.6934751</td></tr>\n",
       "\t<tr><th scope=row>P1MB</th><td>P1MB</td><td>0.05358576</td><td>0.135808</td><td>0.39457</td><td>0.6941846</td></tr>\n",
       "\t<tr><th scope=row>P2AP</th><td>P2AP</td><td>0.07625026</td><td>0.1937256</td><td>0.3935993</td><td>0.6948985</td></tr>\n",
       "\t<tr><th scope=row>P1SS</th><td>P1SS</td><td>0.04594184</td><td>0.1169434</td><td>0.3928554</td><td>0.6954457</td></tr>\n",
       "\t<tr><th scope=row>P1DY</th><td>P1DY</td><td>0.08563827</td><td>0.2181602</td><td>0.3925477</td><td>0.6956721</td></tr>\n",
       "\t<tr><th scope=row>P2CF</th><td>P2CF</td><td>0.1006349</td><td>0.2616169</td><td>0.3846652</td><td>0.7014813</td></tr>\n",
       "\t<tr><th scope=row>P1EB</th><td>P1EB</td><td>-0.06100232</td><td>0.1592973</td><td>-0.3829463</td><td>0.7027505</td></tr>\n",
       "\t<tr><th scope=row>P1AVU</th><td>P1AVU</td><td>-0.1026624</td><td>0.2683949</td><td>-0.3825051</td><td>0.7030764</td></tr>\n",
       "\t<tr><th scope=row>P2FD</th><td>P2FD</td><td>-0.09166026</td><td>0.2406442</td><td>-0.3808953</td><td>0.704266</td></tr>\n",
       "\t<tr><th scope=row>P2JB</th><td>P2JB</td><td>-0.06602434</td><td>0.1734029</td><td>-0.3807568</td><td>0.7043683</td></tr>\n",
       "\t<tr><th scope=row>P2BZS</th><td>P2BZS</td><td>-0.09682666</td><td>0.2560509</td><td>-0.378154</td><td>0.7062934</td></tr>\n",
       "\t<tr><th scope=row>P1GM</th><td>P1GM</td><td>-0.08345415</td><td>0.2220886</td><td>-0.3757696</td><td>0.7080585</td></tr>\n",
       "\t<tr><th scope=row>P2AR</th><td>P2AR</td><td>-0.06394157</td><td>0.1701649</td><td>-0.3757623</td><td>0.708064</td></tr>\n",
       "\t<tr><th scope=row>P1JL</th><td>P1JL</td><td>0.05102831</td><td>0.1364533</td><td>0.3739618</td><td>0.7093979</td></tr>\n",
       "\t<tr><th scope=row>P2MS</th><td>P2MS</td><td>-0.04705823</td><td>0.1260953</td><td>-0.3731956</td><td>0.7099659</td></tr>\n",
       "\t<tr><th scope=row>P1JC</th><td>P1JC</td><td>-0.05932454</td><td>0.1599069</td><td>-0.3709943</td><td>0.7115985</td></tr>\n",
       "\t<tr><th scope=row>P2MM</th><td>P2MM</td><td>0.08264216</td><td>0.2232014</td><td>0.3702583</td><td>0.7121447</td></tr>\n",
       "\t<tr><th scope=row>P2JJ</th><td>P2JJ</td><td>-0.04981033</td><td>0.1357633</td><td>-0.3668911</td><td>0.7146454</td></tr>\n",
       "\t<tr><th scope=row>P1FS</th><td>P1FS</td><td>-0.04690643</td><td>0.1294915</td><td>-0.3622356</td><td>0.7181079</td></tr>\n",
       "\t<tr><th scope=row>P2FV</th><td>P2FV</td><td>-0.07290708</td><td>0.2038388</td><td>-0.3576703</td><td>0.721509</td></tr>\n",
       "\t<tr><th scope=row>P1AK</th><td>P1AK</td><td>0.05147959</td><td>0.1491649</td><td>0.3451186</td><td>0.7308889</td></tr>\n",
       "\t<tr><th scope=row>P1KB</th><td>P1KB</td><td>-0.05823169</td><td>0.1723674</td><td>-0.3378348</td><td>0.7363511</td></tr>\n",
       "\t<tr><th scope=row>P2KZ</th><td>P2KZ</td><td>-0.06775873</td><td>0.201306</td><td>-0.3365956</td><td>0.7372817</td></tr>\n",
       "\t<tr><th scope=row>P2AN</th><td>P2AN</td><td>0.07256639</td><td>0.2168777</td><td>0.3345959</td><td>0.7387842</td></tr>\n",
       "\t<tr><th scope=row>P1BJ</th><td>P1BJ</td><td>-0.07831122</td><td>0.2340899</td><td>-0.3345348</td><td>0.7388302</td></tr>\n",
       "\t<tr><th scope=row>P1JZ</th><td>P1JZ</td><td>0.04733333</td><td>0.1449673</td><td>0.3265105</td><td>0.7448701</td></tr>\n",
       "\t<tr><th scope=row>P2MG</th><td>P2MG</td><td>0.09115138</td><td>0.2841211</td><td>0.3208188</td><td>0.7491639</td></tr>\n",
       "\t<tr><th scope=row>P2AK</th><td>P2AK</td><td>-0.04544802</td><td>0.1448327</td><td>-0.3137967</td><td>0.7544723</td></tr>\n",
       "\t<tr><th scope=row>P2MTTF</th><td>P2MTTF</td><td>-0.09911934</td><td>0.3203377</td><td>-0.3094214</td><td>0.7577859</td></tr>\n",
       "\t<tr><th scope=row>P2ML</th><td>P2ML</td><td>-0.07167731</td><td>0.2331</td><td>-0.307496</td><td>0.7592455</td></tr>\n",
       "\t<tr><th scope=row>P1EM</th><td>P1EM</td><td>0.1051693</td><td>0.3453667</td><td>0.3045147</td><td>0.7615073</td></tr>\n",
       "\t<tr><th scope=row>P2MY</th><td>P2MY</td><td>0.07921375</td><td>0.2608612</td><td>0.3036625</td><td>0.7621542</td></tr>\n",
       "\t<tr><th scope=row>P2JG</th><td>P2JG</td><td>0.07137658</td><td>0.2384571</td><td>0.2993267</td><td>0.7654481</td></tr>\n",
       "\t<tr><th scope=row>P1YW</th><td>P1YW</td><td>-0.06580561</td><td>0.229445</td><td>-0.2868035</td><td>0.7749862</td></tr>\n",
       "\t<tr><th scope=row>P1MR</th><td>P1MR</td><td>-0.05298173</td><td>0.1877267</td><td>-0.282228</td><td>0.7784798</td></tr>\n",
       "\t<tr><th scope=row>P2VW</th><td>P2VW</td><td>0.1073847</td><td>0.3849276</td><td>0.2789737</td><td>0.7809674</td></tr>\n",
       "\t<tr><th scope=row>P1MA</th><td>P1MA</td><td>-0.08482294</td><td>0.3083423</td><td>-0.2750934</td><td>0.7839364</td></tr>\n",
       "\t<tr><th scope=row>BPW.1</th><td>BPW.1</td><td>-0.001933857</td><td>0.007174271</td><td>-0.2695545</td><td>0.7881802</td></tr>\n",
       "\t<tr><th scope=row>P2TP</th><td>P2TP</td><td>0.0461532</td><td>0.1745977</td><td>0.2643403</td><td>0.792181</td></tr>\n",
       "\t<tr><th scope=row>P2TB</th><td>P2TB</td><td>-0.05295845</td><td>0.2033849</td><td>-0.2603854</td><td>0.7952193</td></tr>\n",
       "\t<tr><th scope=row>P2RW</th><td>P2RW</td><td>-0.05917596</td><td>0.2295013</td><td>-0.2578459</td><td>0.7971719</td></tr>\n",
       "\t<tr><th scope=row>P2MD</th><td>P2MD</td><td>0.04120137</td><td>0.1648972</td><td>0.2498609</td><td>0.8033198</td></tr>\n",
       "\t<tr><th scope=row>P1RBA</th><td>P1RBA</td><td>0.04405159</td><td>0.1800048</td><td>0.2447245</td><td>0.8072811</td></tr>\n",
       "\t<tr><th scope=row>P2DD</th><td>P2DD</td><td>0.0504418</td><td>0.207369</td><td>0.2432465</td><td>0.8084219</td></tr>\n",
       "\t<tr><th scope=row>P1DP</th><td>P1DP</td><td>0.05159417</td><td>0.2133157</td><td>0.2418677</td><td>0.8094866</td></tr>\n",
       "\t<tr><th scope=row>P1JT</th><td>P1JT</td><td>-0.05591278</td><td>0.2327597</td><td>-0.2402167</td><td>0.8107618</td></tr>\n",
       "\t<tr><th scope=row>P1AC</th><td>P1AC</td><td>-0.03900456</td><td>0.1624713</td><td>-0.2400705</td><td>0.8108748</td></tr>\n",
       "\t<tr><th scope=row>P1BK</th><td>P1BK</td><td>-0.04860623</td><td>0.2027797</td><td>-0.2396997</td><td>0.8111612</td></tr>\n",
       "\t<tr><th scope=row>P2AG</th><td>P2AG</td><td>-0.04296226</td><td>0.1876481</td><td>-0.2289512</td><td>0.8194769</td></tr>\n",
       "\t<tr><th scope=row>P2KDS</th><td>P2KDS</td><td>-0.04737425</td><td>0.2178693</td><td>-0.2174434</td><td>0.828403</td></tr>\n",
       "\t<tr><th scope=row>P1MTTF</th><td>P1MTTF</td><td>0.06020458</td><td>0.2823201</td><td>0.2132494</td><td>0.8316618</td></tr>\n",
       "\t<tr><th scope=row>P2BB</th><td>P2BB</td><td>0.04158492</td><td>0.1953414</td><td>0.2128833</td><td>0.8319464</td></tr>\n",
       "\t<tr><th scope=row>P2JC</th><td>P2JC</td><td>0.03568109</td><td>0.1679272</td><td>0.2124795</td><td>0.8322603</td></tr>\n",
       "\t<tr><th scope=row>P1IM</th><td>P1IM</td><td>0.05048693</td><td>0.2394498</td><td>0.2108456</td><td>0.8335309</td></tr>\n",
       "\t<tr><th scope=row>P1JLS</th><td>P1JLS</td><td>-0.04522246</td><td>0.2175548</td><td>-0.207867</td><td>0.8358482</td></tr>\n",
       "\t<tr><th scope=row>P2DG</th><td>P2DG</td><td>-0.0486415</td><td>0.2346905</td><td>-0.2072581</td><td>0.8363221</td></tr>\n",
       "\t<tr><th scope=row>P1JJ</th><td>P1JJ</td><td>0.02558938</td><td>0.125102</td><td>0.2045482</td><td>0.838432</td></tr>\n",
       "\t<tr><th scope=row>P2AF</th><td>P2AF</td><td>-0.03748465</td><td>0.1864283</td><td>-0.2010674</td><td>0.8411438</td></tr>\n",
       "\t<tr><th scope=row>P1VH</th><td>P1VH</td><td>0.05717454</td><td>0.2864658</td><td>0.1995859</td><td>0.8422986</td></tr>\n",
       "\t<tr><th scope=row>P1PR</th><td>P1PR</td><td>-0.04890886</td><td>0.250201</td><td>-0.1954783</td><td>0.8455021</td></tr>\n",
       "\t<tr><th scope=row>P1KA</th><td>P1KA</td><td>0.03956779</td><td>0.2031118</td><td>0.1948079</td><td>0.8460252</td></tr>\n",
       "\t<tr><th scope=row>P2TDB</th><td>P2TDB</td><td>0.03931297</td><td>0.2111203</td><td>0.1862112</td><td>0.852739</td></tr>\n",
       "\t<tr><th scope=row>P1ES</th><td>P1ES</td><td>0.0420368</td><td>0.2339424</td><td>0.1796886</td><td>0.8578403</td></tr>\n",
       "\t<tr><th scope=row>P2TR</th><td>P2TR</td><td>0.02792055</td><td>0.1602093</td><td>0.1742755</td><td>0.8620785</td></tr>\n",
       "\t<tr><th scope=row>P1ND</th><td>P1ND</td><td>0.02749406</td><td>0.1677702</td><td>0.1638793</td><td>0.8702294</td></tr>\n",
       "\t<tr><th scope=row>P1TP</th><td>P1TP</td><td>0.04415643</td><td>0.2758213</td><td>0.1600907</td><td>0.8732033</td></tr>\n",
       "\t<tr><th scope=row>P2DI</th><td>P2DI</td><td>0.02573288</td><td>0.1612178</td><td>0.1596156</td><td>0.8735764</td></tr>\n",
       "\t<tr><th scope=row>P2SG</th><td>P2SG</td><td>0.04112917</td><td>0.2634751</td><td>0.1561027</td><td>0.8763357</td></tr>\n",
       "\t<tr><th scope=row>P2BJ</th><td>P2BJ</td><td>0.0341407</td><td>0.219131</td><td>0.1558004</td><td>0.8765733</td></tr>\n",
       "\t<tr><th scope=row>P1ERV</th><td>P1ERV</td><td>0.03539456</td><td>0.2385771</td><td>0.1483569</td><td>0.8824253</td></tr>\n",
       "\t<tr><th scope=row>P2DP</th><td>P2DP</td><td>-0.0279851</td><td>0.19535</td><td>-0.1432562</td><td>0.8864393</td></tr>\n",
       "\t<tr><th scope=row>P1DW</th><td>P1DW</td><td>0.03928172</td><td>0.2753773</td><td>0.1426469</td><td>0.886919</td></tr>\n",
       "\t<tr><th scope=row>P2DV</th><td>P2DV</td><td>0.03053037</td><td>0.2151928</td><td>0.1418745</td><td>0.8875271</td></tr>\n",
       "\t<tr><th scope=row>P2YP</th><td>P2YP</td><td>0.02242164</td><td>0.1611058</td><td>0.1391734</td><td>0.8896544</td></tr>\n",
       "\t<tr><th scope=row>P1JH</th><td>P1JH</td><td>-0.01983148</td><td>0.1511862</td><td>-0.1311726</td><td>0.8959601</td></tr>\n",
       "\t<tr><th scope=row>P1ZD</th><td>P1ZD</td><td>-0.0272897</td><td>0.2123993</td><td>-0.128483</td><td>0.8980814</td></tr>\n",
       "\t<tr><th scope=row>P1BB</th><td>P1BB</td><td>0.03002211</td><td>0.234376</td><td>0.1280938</td><td>0.8983884</td></tr>\n",
       "\t<tr><th scope=row>P2BK</th><td>P2BK</td><td>0.0284405</td><td>0.2225697</td><td>0.1277825</td><td>0.898634</td></tr>\n",
       "\t<tr><th scope=row>P1AHM</th><td>P1AHM</td><td>0.03098549</td><td>0.2461201</td><td>0.1258958</td><td>0.9001226</td></tr>\n",
       "\t<tr><th scope=row>P1PA</th><td>P1PA</td><td>0.02689956</td><td>0.2174403</td><td>0.1237101</td><td>0.9018475</td></tr>\n",
       "\t<tr><th scope=row>P1ED</th><td>P1ED</td><td>-0.03162953</td><td>0.2571517</td><td>-0.1229995</td><td>0.9024085</td></tr>\n",
       "\t<tr><th scope=row>P1PO</th><td>P1PO</td><td>-0.03009465</td><td>0.2456472</td><td>-0.1225117</td><td>0.9027935</td></tr>\n",
       "\t<tr><th scope=row>P2VT</th><td>P2VT</td><td>-0.02473663</td><td>0.2025486</td><td>-0.1221269</td><td>0.9030974</td></tr>\n",
       "\t<tr><th scope=row>P2AM</th><td>P2AM</td><td>-0.02034953</td><td>0.1692569</td><td>-0.1202287</td><td>0.9045961</td></tr>\n",
       "\t<tr><th scope=row>P1EV</th><td>P1EV</td><td>-0.02202439</td><td>0.1886992</td><td>-0.1167169</td><td>0.9073698</td></tr>\n",
       "\t<tr><th scope=row>NPW.1</th><td>NPW.1</td><td>-0.0006720168</td><td>0.00580622</td><td>-0.1157408</td><td>0.9081409</td></tr>\n",
       "\t<tr><th scope=row>P2RH</th><td>P2RH</td><td>0.0261233</td><td>0.2274173</td><td>0.1148694</td><td>0.9088294</td></tr>\n",
       "\t<tr><th scope=row>P2TG</th><td>P2TG</td><td>-0.03901819</td><td>0.3399575</td><td>-0.1147737</td><td>0.9089051</td></tr>\n",
       "\t<tr><th scope=row>P1SD</th><td>P1SD</td><td>-0.03410692</td><td>0.3032747</td><td>-0.1124621</td><td>0.9107318</td></tr>\n",
       "\t<tr><th scope=row>P1NK</th><td>P1NK</td><td>-0.01803846</td><td>0.1736201</td><td>-0.1038962</td><td>0.9175054</td></tr>\n",
       "\t<tr><th scope=row>P1MP</th><td>P1MP</td><td>0.01303203</td><td>0.1392816</td><td>0.09356606</td><td>0.9256821</td></tr>\n",
       "\t<tr><th scope=row>P1GV</th><td>P1GV</td><td>0.01641451</td><td>0.1757179</td><td>0.09341397</td><td>0.9258026</td></tr>\n",
       "\t<tr><th scope=row>P2IF</th><td>P2IF</td><td>-0.03601648</td><td>0.3887264</td><td>-0.09265252</td><td>0.9264056</td></tr>\n",
       "\t<tr><th scope=row>P1IK</th><td>P1IK</td><td>0.02579177</td><td>0.2801738</td><td>0.09205634</td><td>0.9268778</td></tr>\n",
       "\t<tr><th scope=row>P1TR</th><td>P1TR</td><td>-0.01396004</td><td>0.1531117</td><td>-0.09117549</td><td>0.9275755</td></tr>\n",
       "\t<tr><th scope=row>P1SFG</th><td>P1SFG</td><td>-0.02075773</td><td>0.2350942</td><td>-0.08829539</td><td>0.9298572</td></tr>\n",
       "\t<tr><th scope=row>P1LL</th><td>P1LL</td><td>0.01321465</td><td>0.1641503</td><td>0.08050333</td><td>0.9360331</td></tr>\n",
       "\t<tr><th scope=row>P2GM</th><td>P2GM</td><td>-0.009403558</td><td>0.1196144</td><td>-0.07861563</td><td>0.9375299</td></tr>\n",
       "\t<tr><th scope=row>P2DGT</th><td>P2DGT</td><td>0.01633897</td><td>0.2133819</td><td>0.0765715</td><td>0.939151</td></tr>\n",
       "\t<tr><th scope=row>P1DGT</th><td>P1DGT</td><td>-0.02230814</td><td>0.2966042</td><td>-0.0752118</td><td>0.9402294</td></tr>\n",
       "\t<tr><th scope=row>P1VR</th><td>P1VR</td><td>0.01376349</td><td>0.1871949</td><td>0.07352494</td><td>0.9415675</td></tr>\n",
       "\t<tr><th scope=row>P1GS</th><td>P1GS</td><td>-0.0108664</td><td>0.1498697</td><td>-0.07250566</td><td>0.9423761</td></tr>\n",
       "\t<tr><th scope=row>P2FL</th><td>P2FL</td><td>-0.01268741</td><td>0.1795764</td><td>-0.07065192</td><td>0.9438468</td></tr>\n",
       "\t<tr><th scope=row>P2MR</th><td>P2MR</td><td>-0.01049452</td><td>0.1550939</td><td>-0.0676656</td><td>0.9462166</td></tr>\n",
       "\t<tr><th scope=row>P1CD</th><td>P1CD</td><td>-0.01244364</td><td>0.1990706</td><td>-0.06250868</td><td>0.9503099</td></tr>\n",
       "\t<tr><th scope=row>FSP.1</th><td>FSP.1</td><td>-0.0002283622</td><td>0.004014382</td><td>-0.05688602</td><td>0.9547744</td></tr>\n",
       "\t<tr><th scope=row>P2JHG</th><td>P2JHG</td><td>-0.01266079</td><td>0.2325587</td><td>-0.05444125</td><td>0.956716</td></tr>\n",
       "\t<tr><th scope=row>P1PCB</th><td>P1PCB</td><td>-0.008121781</td><td>0.1732157</td><td>-0.04688824</td><td>0.9627163</td></tr>\n",
       "\t<tr><th scope=row>P2DH</th><td>P2DH</td><td>0.006669335</td><td>0.1460711</td><td>0.04565813</td><td>0.9636938</td></tr>\n",
       "\t<tr><th scope=row>P1DT</th><td>P1DT</td><td>0.008211646</td><td>0.1973404</td><td>0.04161157</td><td>0.9669095</td></tr>\n",
       "\t<tr><th scope=row>P2SK</th><td>P2SK</td><td>-0.006790661</td><td>0.1677884</td><td>-0.04047159</td><td>0.9678155</td></tr>\n",
       "\t<tr><th scope=row>P2MN</th><td>P2MN</td><td>-0.01102319</td><td>0.3114857</td><td>-0.03538907</td><td>0.9718555</td></tr>\n",
       "\t<tr><th scope=row>P1LK</th><td>P1LK</td><td>-0.01049282</td><td>0.2985174</td><td>-0.03514978</td><td>0.9720457</td></tr>\n",
       "\t<tr><th scope=row>P2OG</th><td>P2OG</td><td>-0.005022894</td><td>0.1645912</td><td>-0.03051739</td><td>0.9757286</td></tr>\n",
       "\t<tr><th scope=row>WNR.1</th><td>WNR.1</td><td>8.269114e-05</td><td>0.00306835</td><td>0.02694971</td><td>0.9785653</td></tr>\n",
       "\t<tr><th scope=row>FSW.1</th><td>FSW.1</td><td>0.0001435379</td><td>0.005354061</td><td>0.02680917</td><td>0.9786771</td></tr>\n",
       "\t<tr><th scope=row>P1KZ</th><td>P1KZ</td><td>-0.005762037</td><td>0.2188704</td><td>-0.02632625</td><td>0.9790611</td></tr>\n",
       "\t<tr><th scope=row>P2DC</th><td>P2DC</td><td>-0.002901133</td><td>0.1463454</td><td>-0.01982388</td><td>0.984232</td></tr>\n",
       "\t<tr><th scope=row>P1RB</th><td>P1RB</td><td>0.004106477</td><td>0.2842906</td><td>0.01444464</td><td>0.9885103</td></tr>\n",
       "\t<tr><th scope=row>P2GD</th><td>P2GD</td><td>0.001565671</td><td>0.1575951</td><td>0.009934774</td><td>0.9920975</td></tr>\n",
       "\t<tr><th scope=row>P2KF</th><td>P2KF</td><td>0.001240186</td><td>0.1662052</td><td>0.007461778</td><td>0.9940645</td></tr>\n",
       "\t<tr><th scope=row>P2JM</th><td>P2JM</td><td>0.001391335</td><td>0.2944317</td><td>0.004725493</td><td>0.9962411</td></tr>\n",
       "\t<tr><th scope=row>P2ZD</th><td>P2ZD</td><td>0.00108485</td><td>0.2589546</td><td>0.004189343</td><td>0.9966676</td></tr>\n",
       "\t<tr><th scope=row>P1DI</th><td>P1DI</td><td>-0.0004374504</td><td>0.1791061</td><td>-0.00244241</td><td>0.9980572</td></tr>\n",
       "\t<tr><th scope=row>P2EV</th><td>P2EV</td><td>-0.0003489853</td><td>0.1950824</td><td>-0.001788912</td><td>0.998577</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllll}\n",
       "  & VariableName & Estimate & StdError & tValue & pValue\\\\\n",
       "\\hline\n",
       "\tFNL.2 & FNL.2 & -0.359206 & 0.05660034 & -6.346357 & 1.148762e-08\\\\\n",
       "\tST2.1 & ST2.1 & -0.03847035 & 0.01263289 & -3.045253 & 0.003125516\\\\\n",
       "\tST1.1 & ST1.1 & -0.03590763 & 0.01247269 & -2.878899 & 0.005088141\\\\\n",
       "\tP2ME & P2ME & -0.5374275 & 0.2276844 & -2.360406 & 0.02062968\\\\\n",
       "\tP1DD & P1DD & -0.5012261 & 0.2194404 & -2.284111 & 0.02495039\\\\\n",
       "\tP1TM & P1TM & -0.6303352 & 0.2794279 & -2.255806 & 0.02674572\\\\\n",
       "\tP2IS & P2IS & -0.5357254 & 0.2806267 & -1.909032 & 0.05975599\\\\\n",
       "\tBPC.1 & BPC.1 & 0.03540827 & 0.01869381 & 1.894117 & 0.0617352\\\\\n",
       "\tP2HW & P2HW & 0.4668275 & 0.2467916 & 1.891586 & 0.06207655\\\\\n",
       "\tUFE.1 & UFE.1 & -0.004462157 & 0.002371304 & -1.881731 & 0.06342059\\\\\n",
       "\tP1NP & P1NP & -0.465491 & 0.2492311 & -1.867708 & 0.06537533\\\\\n",
       "\tP1TK & P1TK & 0.4550554 & 0.2452282 & 1.855641 & 0.06709764\\\\\n",
       "\tP2BMS & P2BMS & -0.4097365 & 0.2213847 & -1.85079 & 0.06780068\\\\\n",
       "\tP1MG & P1MG & -0.4321497 & 0.2340012 & -1.846784 & 0.06838583\\\\\n",
       "\tP1CM & P1CM & -0.5782864 & 0.3185004 & -1.815654 & 0.07307887\\\\\n",
       "\tP1PG & P1PG & 0.4718776 & 0.2612228 & 1.806418 & 0.07452183\\\\\n",
       "\tP2PO & P2PO & 0.4240583 & 0.2368919 & 1.790092 & 0.07713033\\\\\n",
       "\tP2JR & P2JR & 0.3694503 & 0.2086401 & 1.770754 & 0.08031785\\\\\n",
       "\tP1SC & P1SC & 0.4767111 & 0.2740998 & 1.739188 & 0.08575436\\\\\n",
       "\tP2DF & P2DF & 0.2260786 & 0.1306695 & 1.730155 & 0.08736467\\\\\n",
       "\tP2MP & P2MP & 0.2789373 & 0.1639711 & 1.701137 & 0.09270667\\\\\n",
       "\tP2ND & P2ND & 0.2508225 & 0.1476818 & 1.698398 & 0.09322436\\\\\n",
       "\tP1JG & P1JG & 0.4507904 & 0.2666503 & 1.690568 & 0.09471743\\\\\n",
       "\tP2AH & P2AH & 0.390879 & 0.2326266 & 1.680285 & 0.09670777\\\\\n",
       "\tP2CM & P2CM & 0.4064991 & 0.2434831 & 1.669517 & 0.09882863\\\\\n",
       "\tP2ZK & P2ZK & -0.5701216 & 0.3527319 & -1.616303 & 0.1098699\\\\\n",
       "\tP1SR & P1SR & -0.2296259 & 0.1473522 & -1.558347 & 0.1230023\\\\\n",
       "\tP1JB & P1JB & 0.2813639 & 0.1810334 & 1.55421 & 0.1239857\\\\\n",
       "\tP1FM & P1FM & -0.2377763 & 0.153091 & -1.55317 & 0.1242337\\\\\n",
       "\tP1AI & P1AI & -0.391738 & 0.2553389 & -1.534188 & 0.1288328\\\\\n",
       "\tP1NB & P1NB & -0.3096167 & 0.2019538 & -1.533106 & 0.1290989\\\\\n",
       "\tP2SE & P2SE & -0.329869 & 0.2162519 & -1.525392 & 0.1310092\\\\\n",
       "\tP1VT & P1VT & -0.2953824 & 0.1970655 & -1.498905 & 0.1377385\\\\\n",
       "\tP1KP & P1KP & -0.2078689 & 0.1387128 & -1.498556 & 0.1378288\\\\\n",
       "\tP1KN & P1KN & 0.2686909 & 0.1808761 & 1.485497 & 0.1412468\\\\\n",
       "\tP2AI & P2AI & -0.1957372 & 0.133201 & -1.469487 & 0.1455271\\\\\n",
       "\tP1VP & P1VP & -0.3752582 & 0.2568492 & -1.461006 & 0.1478352\\\\\n",
       "\tP2DB & P2DB & 0.3060456 & 0.2110777 & 1.449919 & 0.1508951\\\\\n",
       "\tP2FS & P2FS & -0.2978766 & 0.2062725 & -1.444093 & 0.152523\\\\\n",
       "\tP2CW & P2CW & 0.3887223 & 0.269279 & 1.443567 & 0.1526704\\\\\n",
       "\tP1RO & P1RO & -0.3180272 & 0.2235434 & -1.422664 & 0.1586267\\\\\n",
       "\tP1CV & P1CV & -0.365221 & 0.2595538 & -1.407111 & 0.1631736\\\\\n",
       "\tP1BT & P1BT & 0.3552757 & 0.2557661 & 1.389065 & 0.168574\\\\\n",
       "\tP2MC & P2MC & 0.2469983 & 0.1807556 & 1.366477 & 0.1755247\\\\\n",
       "\tP2JH & P2JH & -0.3221141 & 0.2366412 & -1.361192 & 0.177182\\\\\n",
       "\tP2JMDP & P2JMDP & 0.3249862 & 0.2443317 & 1.330102 & 0.1871723\\\\\n",
       "\tP2LR & P2LR & 0.2659119 & 0.202847 & 1.310899 & 0.1935513\\\\\n",
       "\tP1TH & P1TH & -0.2642948 & 0.2022788 & -1.306586 & 0.195006\\\\\n",
       "\tP1SV & P1SV & -0.2241288 & 0.1719431 & -1.303505 & 0.1960503\\\\\n",
       "\tP2MB & P2MB & 0.1631628 & 0.1253234 & 1.301934 & 0.1965846\\\\\n",
       "\tP1VA & P1VA & -0.2682554 & 0.2072803 & -1.294167 & 0.1992406\\\\\n",
       "\tP1RH & P1RH & 0.1870791 & 0.1476784 & 1.266801 & 0.208813\\\\\n",
       "\tP1JN & P1JN & 0.306775 & 0.2422008 & 1.266614 & 0.2088793\\\\\n",
       "\tP1DS & P1DS & -0.3220146 & 0.2551169 & -1.262224 & 0.2104465\\\\\n",
       "\tP1FP & P1FP & -0.2025506 & 0.1661502 & -1.219081 & 0.2263087\\\\\n",
       "\tP1RN & P1RN & -0.1562659 & 0.1282286 & -1.218651 & 0.2264713\\\\\n",
       "\tP1BMS & P1BMS & -0.1912585 & 0.1574496 & -1.214728 & 0.2279562\\\\\n",
       "\tP1NL & P1NL & 0.1735292 & 0.1431613 & 1.212124 & 0.2289461\\\\\n",
       "\tP1TB & P1TB & -0.1869533 & 0.1554564 & -1.20261 & 0.2325885\\\\\n",
       "\tP2MK & P2MK & 0.1481693 & 0.124065 & 1.194287 & 0.235809\\\\\n",
       "\tP1ZK & P1ZK & -0.3275448 & 0.276639 & -1.184015 & 0.239828\\\\\n",
       "\tP1SK & P1SK & 0.2150776 & 0.1820047 & 1.181714 & 0.2407349\\\\\n",
       "\tP2RBA & P2RBA & 0.2830199 & 0.2397267 & 1.180594 & 0.2411774\\\\\n",
       "\tP2FP & P2FP & -0.2069056 & 0.175404 & -1.179594 & 0.2415726\\\\\n",
       "\tP2RG & P2RG & 0.1611595 & 0.1368471 & 1.177661 & 0.2423386\\\\\n",
       "\tP1DC & P1DC & 0.1979006 & 0.1685689 & 1.174004 & 0.2437919\\\\\n",
       "\tP1MM & P1MM & -0.1853587 & 0.158914 & -1.166409 & 0.2468303\\\\\n",
       "\tP1RS & P1RS & -0.2729297 & 0.2380503 & -1.146521 & 0.2549142\\\\\n",
       "\tP1YB & P1YB & -0.2533677 & 0.2239342 & -1.131438 & 0.2611688\\\\\n",
       "\tP1PP & P1PP & -0.2071292 & 0.1841695 & -1.124666 & 0.2640118\\\\\n",
       "\tP1KM & P1KM & -0.2133793 & 0.1905369 & -1.119884 & 0.2660327\\\\\n",
       "\tP2NK & P2NK & 0.282002 & 0.2556293 & 1.103168 & 0.2731815\\\\\n",
       "\tP1FD & P1FD & -0.3066837 & 0.2786044 & -1.100786 & 0.2742109\\\\\n",
       "\tP1AR & P1AR & 0.1325581 & 0.1210552 & 1.095022 & 0.2767131\\\\\n",
       "\tP1GGL & P1GGL & 0.3097382 & 0.2833537 & 1.093115 & 0.2775443\\\\\n",
       "\tP1LP & P1LP & 0.2352648 & 0.2162494 & 1.087933 & 0.2798121\\\\\n",
       "\tP1SZ & P1SZ & -0.1865467 & 0.1724478 & -1.081758 & 0.2825312\\\\\n",
       "\tP2VA & P2VA & -0.1368893 & 0.1270964 & -1.077051 & 0.284616\\\\\n",
       "\tP2JS & P2JS & 0.2280372 & 0.2143319 & 1.063944 & 0.2904771\\\\\n",
       "\tP2VK & P2VK & 0.2830558 & 0.2661788 & 1.063405 & 0.2907201\\\\\n",
       "\tP2TH & P2TH & -0.2499696 & 0.2383179 & -1.048891 & 0.2973097\\\\\n",
       "\tP2LM & P2LM & 0.2489352 & 0.2376047 & 1.047687 & 0.2978613\\\\\n",
       "\tP2LH & P2LH & 0.1724734 & 0.1653221 & 1.043257 & 0.2998952\\\\\n",
       "\tP2LD & P2LD & 0.2012759 & 0.1930115 & 1.042818 & 0.3000973\\\\\n",
       "\tP2SQ & P2SQ & 0.1582734 & 0.1523432 & 1.038926 & 0.3018928\\\\\n",
       "\tP2GGL & P2GGL & -0.232091 & 0.2255101 & -1.029182 & 0.3064204\\\\\n",
       "\tP2AC & P2AC & 0.2208281 & 0.2154334 & 1.025041 & 0.3083581\\\\\n",
       "\tP2CG & P2CG & 0.1703096 & 0.166459 & 1.023132 & 0.3092542\\\\\n",
       "\tP2LS & P2LS & 0.1810072 & 0.1785547 & 1.013735 & 0.3136909\\\\\n",
       "\tP1NM & P1NM & 0.2943531 & 0.2941055 & 1.000842 & 0.3198476\\\\\n",
       "\tP1CG & P1CG & 0.2305056 & 0.2306109 & 0.9995433 & 0.3204721\\\\\n",
       "\tNPA.1 & NPA.1 & 0.008390997 & 0.008460063 & 0.9918363 & 0.3241952\\\\\n",
       "\tP2VP & P2VP & 0.213488 & 0.2178889 & 0.9798019 & 0.3300659\\\\\n",
       "\tP1PK & P1PK & 0.1727416 & 0.1776296 & 0.9724818 & 0.3336709\\\\\n",
       "\tP2ERV & P2ERV & 0.2536382 & 0.2650803 & 0.9568351 & 0.341463\\\\\n",
       "\tP1AD & P1AD & 0.3057782 & 0.3213831 & 0.9514445 & 0.3441748\\\\\n",
       "\tDBF.1 & DBF.1 & 0.008613967 & 0.009120202 & 0.944493 & 0.3476925\\\\\n",
       "\tP2RN & P2RN & -0.2229106 & 0.2364095 & -0.9429005 & 0.3485016\\\\\n",
       "\tP1ID & P1ID & -0.2800385 & 0.2970483 & -0.9427373 & 0.3485846\\\\\n",
       "\tP2AT & P2AT & 0.1327926 & 0.1421069 & 0.9344553 & 0.3528127\\\\\n",
       "\tP1AP & P1AP & -0.1596742 & 0.171286 & -0.932208 & 0.3539657\\\\\n",
       "\tP2GR & P2GR & 0.2489686 & 0.2672604 & 0.9315583 & 0.3542995\\\\\n",
       "\tP2MT & P2MT & 0.3463236 & 0.3718858 & 0.9312634 & 0.3544511\\\\\n",
       "\tP1MO & P1MO & -0.1941717 & 0.2088322 & -0.9297975 & 0.3552051\\\\\n",
       "\tP2ZZ & P2ZZ & 0.3192925 & 0.3434746 & 0.9295957 & 0.355309\\\\\n",
       "\tP1SG & P1SG & -0.1723703 & 0.1864408 & -0.9245314 & 0.3579225\\\\\n",
       "\tP1KDK & P1KDK & -0.2072052 & 0.224292 & -0.923819 & 0.3582911\\\\\n",
       "\tP2LDL & P2LDL & 0.2036277 & 0.2206059 & 0.9230383 & 0.3586953\\\\\n",
       "\tP1VM & P1VM & 0.221385 & 0.2415461 & 0.9165334 & 0.3620749\\\\\n",
       "\tP1BP & P1BP & -0.1358203 & 0.1500213 & -0.9053404 & 0.3679375\\\\\n",
       "\tFNL.1 & FNL.1 & 0.05750731 & 0.06380092 & 0.9013554 & 0.3700392\\\\\n",
       "\tP2KN & P2KN & 0.1143061 & 0.1274916 & 0.8965775 & 0.3725691\\\\\n",
       "\tP1GD & P1GD & -0.2592654 & 0.2907195 & -0.8918059 & 0.3751065\\\\\n",
       "\tP1DF & P1DF & -0.1918248 & 0.2160512 & -0.8878674 & 0.377209\\\\\n",
       "\tP1HW & P1HW & -0.195496 & 0.2207787 & -0.8854838 & 0.3784851\\\\\n",
       "\tP1LT & P1LT & -0.1913361 & 0.2192724 & -0.8725956 & 0.3854315\\\\\n",
       "\tP1SQ & P1SQ & -0.2447925 & 0.2813066 & -0.8701983 & 0.3867323\\\\\n",
       "\tP1CB & P1CB & 0.1985337 & 0.2289135 & 0.8672869 & 0.3883158\\\\\n",
       "\tP2FM & P2FM & -0.2786447 & 0.3214262 & -0.8669011 & 0.3885259\\\\\n",
       "\tP1GZ & P1GZ & -0.1781531 & 0.2059319 & -0.8651068 & 0.3895041\\\\\n",
       "\tP1PM & P1PM & -0.1696552 & 0.1967073 & -0.8624756 & 0.3909413\\\\\n",
       "\tP2SR & P2SR & 0.167177 & 0.1990638 & 0.8398162 & 0.4034534\\\\\n",
       "\tP1SL & P1SL & 0.21688 & 0.2596457 & 0.8352921 & 0.4059805\\\\\n",
       "\tSSW.1 & SSW.1 & 0.005506843 & 0.006593478 & 0.8351955 & 0.4060345\\\\\n",
       "\tP2GV & P2GV & 0.2238435 & 0.2691437 & 0.8316879 & 0.4080006\\\\\n",
       "\tP1EG & P1EG & -0.1763214 & 0.2121654 & -0.8310562 & 0.4083552\\\\\n",
       "\tP1FF & P1FF & -0.1369474 & 0.1653643 & -0.8281559 & 0.4099861\\\\\n",
       "\tP1RW & P1RW & -0.2774177 & 0.337004 & -0.8231883 & 0.4127886\\\\\n",
       "\tP1ME & P1ME & -0.1490512 & 0.1815165 & -0.821144 & 0.4139452\\\\\n",
       "\tP1MLB & P1MLB & -0.1882235 & 0.2294094 & -0.82047 & 0.4143269\\\\\n",
       "\tP2ABJ & P2ABJ & 0.1852922 & 0.2270914 & 0.8159367 & 0.4169003\\\\\n",
       "\tP1MK & P1MK & 0.1132189 & 0.1391708 & 0.8135243 & 0.4182735\\\\\n",
       "\tP2TK & P2TK & 0.1402843 & 0.1729226 & 0.8112547 & 0.4195679\\\\\n",
       "\tP2JT & P2JT & -0.2304724 & 0.28455 & -0.809954 & 0.4203109\\\\\n",
       "\tP2LP & P2LP & 0.1529708 & 0.1911091 & 0.8004371 & 0.4257706\\\\\n",
       "\tP1FL & P1FL & -0.1478194 & 0.1852902 & -0.7977723 & 0.4273069\\\\\n",
       "\tP1SH & P1SH & -0.1402708 & 0.1768791 & -0.7930318 & 0.4300479\\\\\n",
       "\tP1LD & P1LD & 0.2126444 & 0.2691795 & 0.7899723 & 0.4318225\\\\\n",
       "\tP1PC & P1PC & -0.179211 & 0.2310191 & -0.7757412 & 0.4401334\\\\\n",
       "\tP2JLS & P2JLS & -0.2414886 & 0.3117818 & -0.7745437 & 0.440837\\\\\n",
       "\tP1DB & P1DB & -0.248527 & 0.3230419 & -0.7693339 & 0.4439056\\\\\n",
       "\tP2DK & P2DK & 0.1354638 & 0.1772944 & 0.7640614 & 0.4470237\\\\\n",
       "\tP2MO & P2MO & -0.2415401 & 0.3244533 & -0.7444525 & 0.4587309\\\\\n",
       "\tP2VZ & P2VZ & 0.1823123 & 0.2476428 & 0.7361906 & 0.4637155\\\\\n",
       "\tP2HZ & P2HZ & -0.1509435 & 0.2065244 & -0.7308748 & 0.4669389\\\\\n",
       "\tP2CD & P2CD & -0.1540636 & 0.2113462 & -0.7289633 & 0.4681011\\\\\n",
       "\tP2GP & P2GP & -0.167235 & 0.2297616 & -0.727863 & 0.4687707\\\\\n",
       "\tP1AF & P1AF & -0.1627673 & 0.2252907 & -0.7224767 & 0.4720569\\\\\n",
       "\tP2KA & P2KA & 0.1222209 & 0.172414 & 0.7088807 & 0.480409\\\\\n",
       "\tP1CW & P1CW & -0.144962 & 0.2045956 & -0.7085293 & 0.4806261\\\\\n",
       "\tP2NA & P2NA & 0.131712 & 0.1861506 & 0.707556 & 0.4812272\\\\\n",
       "\tP2FF & P2FF & 0.1160275 & 0.1642108 & 0.7065768 & 0.4818324\\\\\n",
       "\tP1IP & P1IP & -0.1775039 & 0.2543733 & -0.6978084 & 0.487271\\\\\n",
       "\tP2SW & P2SW & 0.1055107 & 0.1519703 & 0.694285 & 0.4894659\\\\\n",
       "\tP1FV & P1FV & -0.1881402 & 0.2721272 & -0.6913686 & 0.4912867\\\\\n",
       "\tP2EM & P2EM & -0.1268006 & 0.1866639 & -0.6792987 & 0.4988617\\\\\n",
       "\tTPW.1 & TPW.1 & 0.002386632 & 0.003530134 & 0.6760741 & 0.500896\\\\\n",
       "\tP2EG & P2EG & 0.1527034 & 0.2260044 & 0.6756656 & 0.501154\\\\\n",
       "\tP2PC & P2PC & -0.1052585 & 0.1567795 & -0.6713789 & 0.5038662\\\\\n",
       "\tP1AKS & P1AKS & 0.1901161 & 0.2855029 & 0.665899 & 0.5073447\\\\\n",
       "\tP2VR & P2VR & 0.1487289 & 0.2243131 & 0.6630415 & 0.5091636\\\\\n",
       "\tP1IS & P1IS & -0.1598199 & 0.2483239 & -0.6435946 & 0.5216343\\\\\n",
       "\tP2VD & P2VD & 0.09808893 & 0.1580727 & 0.6205306 & 0.5366294\\\\\n",
       "\tP1AS & P1AS & 0.0941944 & 0.1529379 & 0.6158997 & 0.5396666\\\\\n",
       "\tP1RV & P1RV & -0.1294517 & 0.2112342 & -0.612835 & 0.5416814\\\\\n",
       "\tP2ES & P2ES & 0.09616527 & 0.1582026 & 0.6078616 & 0.5449592\\\\\n",
       "\tP2AD & P2AD & 0.1512786 & 0.2491562 & 0.6071634 & 0.5454201\\\\\n",
       "\tP1SJ & P1SJ & -0.1583274 & 0.2621702 & -0.6039108 & 0.5475701\\\\\n",
       "\tP2LK & P2LK & 0.1012039 & 0.1699454 & 0.5955082 & 0.5531439\\\\\n",
       "\tP2RB & P2RB & -0.1595502 & 0.2686309 & -0.5939384 & 0.5541883\\\\\n",
       "\tP2DMDLN & P2DMDLN & -0.1998058 & 0.3380743 & -0.5910116 & 0.5561383\\\\\n",
       "\tP1AM & P1AM & -0.0751118 & 0.1300436 & -0.5775894 & 0.565124\\\\\n",
       "\tP2PK & P2PK & 0.1434645 & 0.2485678 & 0.5771643 & 0.5654097\\\\\n",
       "\tP2KDK & P2KDK & 0.1583717 & 0.2758049 & 0.5742164 & 0.5673932\\\\\n",
       "\tP2VM & P2VM & -0.1135172 & 0.199411 & -0.5692626 & 0.570734\\\\\n",
       "\tP2AS & P2AS & 0.1588834 & 0.2792546 & 0.5689552 & 0.5709416\\\\\n",
       "\tP1TG & P1TG & 0.114232 & 0.2023834 & 0.5644336 & 0.5739998\\\\\n",
       "\tP1MN & P1MN & 0.1205102 & 0.2146932 & 0.5613134 & 0.5761147\\\\\n",
       "\tP2LT & P2LT & -0.1283882 & 0.2289749 & -0.5607085 & 0.5765252\\\\\n",
       "\tP2JD & P2JD & -0.1436393 & 0.2562055 & -0.5606409 & 0.5765711\\\\\n",
       "\tP2DT & P2DT & -0.1445995 & 0.2579715 & -0.5605251 & 0.5766497\\\\\n",
       "\tP1MC & P1MC & 0.133602 & 0.2387605 & 0.5595651 & 0.5773014\\\\\n",
       "\tP1MY & P1MY & 0.1407509 & 0.2516636 & 0.5592818 & 0.5774938\\\\\n",
       "\tP2SH & P2SH & -0.08764729 & 0.1575101 & -0.556455 & 0.5794153\\\\\n",
       "\tP2YS & P2YS & 0.1143389 & 0.2058233 & 0.5555198 & 0.5800517\\\\\n",
       "\tP1BZS & P1BZS & -0.09773536 & 0.1759415 & -0.5554992 & 0.5800657\\\\\n",
       "\tP2GS & P2GS & -0.08521311 & 0.1542793 & -0.5523303 & 0.5822245\\\\\n",
       "\tP2JN & P2JN & 0.08865633 & 0.1613929 & 0.5493198 & 0.5842789\\\\\n",
       "\tP1SWH & P1SWH & -0.1077884 & 0.1982332 & -0.5437452 & 0.5880921\\\\\n",
       "\tP2RV & P2RV & -0.09133392 & 0.1683026 & -0.5426768 & 0.5888243\\\\\n",
       "\tP2RF & P2RF & 0.06914547 & 0.1288729 & 0.5365399 & 0.5930382\\\\\n",
       "\tP2DY & P2DY & -0.1006103 & 0.1907747 & -0.5273773 & 0.5993557\\\\\n",
       "\tP2JI & P2JI & -0.09355578 & 0.179387 & -0.5215306 & 0.603403\\\\\n",
       "\tP2PA & P2PA & -0.1669722 & 0.3205028 & -0.5209693 & 0.6037922\\\\\n",
       "\tP2PM & P2PM & 0.1090182 & 0.2101125 & 0.5188562 & 0.6052585\\\\\n",
       "\tP2SSE & P2SSE & 0.1216808 & 0.2370185 & 0.513381 & 0.6090653\\\\\n",
       "\tACE.1 & ACE.1 & 0.003314704 & 0.006494512 & 0.5103854 & 0.6111527\\\\\n",
       "\tP2MLB & P2MLB & 0.1156294 & 0.2266327 & 0.5102061 & 0.6112777\\\\\n",
       "\tP2EB & P2EB & 0.1061333 & 0.2088496 & 0.5081806 & 0.6126911\\\\\n",
       "\tP2SV & P2SV & 0.129874 & 0.2563419 & 0.5066437 & 0.6137645\\\\\n",
       "\tP1JWT & P1JWT & -0.07214729 & 0.1424264 & -0.5065583 & 0.6138241\\\\\n",
       "\tP2CSN & P2CSN & -0.07603886 & 0.1505856 & -0.5049542 & 0.6149454\\\\\n",
       "\tP1CSN & P1CSN & -0.1037419 & 0.2108846 & -0.4919366 & 0.6240786\\\\\n",
       "\tP1LR & P1LR & -0.08089607 & 0.1664512 & -0.4860047 & 0.6282601\\\\\n",
       "\tP2NL & P2NL & -0.1124817 & 0.2340956 & -0.4804948 & 0.632155\\\\\n",
       "\tP2SC & P2SC & -0.07061588 & 0.1492922 & -0.4730045 & 0.6374666\\\\\n",
       "\tP2YW & P2YW & 0.1535714 & 0.3282542 & 0.4678429 & 0.641138\\\\\n",
       "\tP1AG & P1AG & -0.09182036 & 0.196515 & -0.4672435 & 0.6415649\\\\\n",
       "\tP1OR & P1OR & -0.082496 & 0.178408 & -0.4624009 & 0.6450185\\\\\n",
       "\tP1JD & P1JD & 0.09820393 & 0.2127307 & 0.4616349 & 0.6455655\\\\\n",
       "\tP2SS & P2SS & 0.0797897 & 0.1728712 & 0.4615556 & 0.6456221\\\\\n",
       "\tP1JS & P1JS & 0.0758171 & 0.1662602 & 0.4560148 & 0.6495848\\\\\n",
       "\tP2SP & P2SP & -0.06993332 & 0.1584475 & -0.4413658 & 0.6601098\\\\\n",
       "\tP2VH & P2VH & -0.08410622 & 0.1914688 & -0.4392685 & 0.6616224\\\\\n",
       "\tP1YHL & P1YHL & 0.1000794 & 0.2293091 & 0.4364389 & 0.6636653\\\\\n",
       "\tP1LM & P1LM & -0.09103323 & 0.2087171 & -0.436156 & 0.6638697\\\\\n",
       "\tP1SP & P1SP & -0.09791968 & 0.2247822 & -0.4356202 & 0.6642569\\\\\n",
       "\tP1SW & P1SW & 0.05185967 & 0.1195072 & 0.4339459 & 0.6654673\\\\\n",
       "\tP1JV & P1JV & -0.1261162 & 0.2962654 & -0.4256865 & 0.6714515\\\\\n",
       "\tP2SA & P2SA & -0.1301041 & 0.3071178 & -0.4236291 & 0.6729455\\\\\n",
       "\tP2XM & P2XM & 0.09636063 & 0.2275916 & 0.4233927 & 0.6731172\\\\\n",
       "\tP1VL & P1VL & -0.06412684 & 0.1556159 & -0.4120841 & 0.681353\\\\\n",
       "\tP1KK & P1KK & 0.06653181 & 0.161769 & 0.4112767 & 0.6819426\\\\\n",
       "\tP1DL & P1DL & 0.07047643 & 0.1743439 & 0.4042381 & 0.6870901\\\\\n",
       "\tP1JM & P1JM & -0.1015851 & 0.2521893 & -0.402813 & 0.688134\\\\\n",
       "\tP1KDS & P1KDS & -0.112763 & 0.2816527 & -0.400362 & 0.6899311\\\\\n",
       "\tP2MDM & P2MDM & 0.06663914 & 0.1684784 & 0.3955353 & 0.6934751\\\\\n",
       "\tP1MB & P1MB & 0.05358576 & 0.135808 & 0.39457 & 0.6941846\\\\\n",
       "\tP2AP & P2AP & 0.07625026 & 0.1937256 & 0.3935993 & 0.6948985\\\\\n",
       "\tP1SS & P1SS & 0.04594184 & 0.1169434 & 0.3928554 & 0.6954457\\\\\n",
       "\tP1DY & P1DY & 0.08563827 & 0.2181602 & 0.3925477 & 0.6956721\\\\\n",
       "\tP2CF & P2CF & 0.1006349 & 0.2616169 & 0.3846652 & 0.7014813\\\\\n",
       "\tP1EB & P1EB & -0.06100232 & 0.1592973 & -0.3829463 & 0.7027505\\\\\n",
       "\tP1AVU & P1AVU & -0.1026624 & 0.2683949 & -0.3825051 & 0.7030764\\\\\n",
       "\tP2FD & P2FD & -0.09166026 & 0.2406442 & -0.3808953 & 0.704266\\\\\n",
       "\tP2JB & P2JB & -0.06602434 & 0.1734029 & -0.3807568 & 0.7043683\\\\\n",
       "\tP2BZS & P2BZS & -0.09682666 & 0.2560509 & -0.378154 & 0.7062934\\\\\n",
       "\tP1GM & P1GM & -0.08345415 & 0.2220886 & -0.3757696 & 0.7080585\\\\\n",
       "\tP2AR & P2AR & -0.06394157 & 0.1701649 & -0.3757623 & 0.708064\\\\\n",
       "\tP1JL & P1JL & 0.05102831 & 0.1364533 & 0.3739618 & 0.7093979\\\\\n",
       "\tP2MS & P2MS & -0.04705823 & 0.1260953 & -0.3731956 & 0.7099659\\\\\n",
       "\tP1JC & P1JC & -0.05932454 & 0.1599069 & -0.3709943 & 0.7115985\\\\\n",
       "\tP2MM & P2MM & 0.08264216 & 0.2232014 & 0.3702583 & 0.7121447\\\\\n",
       "\tP2JJ & P2JJ & -0.04981033 & 0.1357633 & -0.3668911 & 0.7146454\\\\\n",
       "\tP1FS & P1FS & -0.04690643 & 0.1294915 & -0.3622356 & 0.7181079\\\\\n",
       "\tP2FV & P2FV & -0.07290708 & 0.2038388 & -0.3576703 & 0.721509\\\\\n",
       "\tP1AK & P1AK & 0.05147959 & 0.1491649 & 0.3451186 & 0.7308889\\\\\n",
       "\tP1KB & P1KB & -0.05823169 & 0.1723674 & -0.3378348 & 0.7363511\\\\\n",
       "\tP2KZ & P2KZ & -0.06775873 & 0.201306 & -0.3365956 & 0.7372817\\\\\n",
       "\tP2AN & P2AN & 0.07256639 & 0.2168777 & 0.3345959 & 0.7387842\\\\\n",
       "\tP1BJ & P1BJ & -0.07831122 & 0.2340899 & -0.3345348 & 0.7388302\\\\\n",
       "\tP1JZ & P1JZ & 0.04733333 & 0.1449673 & 0.3265105 & 0.7448701\\\\\n",
       "\tP2MG & P2MG & 0.09115138 & 0.2841211 & 0.3208188 & 0.7491639\\\\\n",
       "\tP2AK & P2AK & -0.04544802 & 0.1448327 & -0.3137967 & 0.7544723\\\\\n",
       "\tP2MTTF & P2MTTF & -0.09911934 & 0.3203377 & -0.3094214 & 0.7577859\\\\\n",
       "\tP2ML & P2ML & -0.07167731 & 0.2331 & -0.307496 & 0.7592455\\\\\n",
       "\tP1EM & P1EM & 0.1051693 & 0.3453667 & 0.3045147 & 0.7615073\\\\\n",
       "\tP2MY & P2MY & 0.07921375 & 0.2608612 & 0.3036625 & 0.7621542\\\\\n",
       "\tP2JG & P2JG & 0.07137658 & 0.2384571 & 0.2993267 & 0.7654481\\\\\n",
       "\tP1YW & P1YW & -0.06580561 & 0.229445 & -0.2868035 & 0.7749862\\\\\n",
       "\tP1MR & P1MR & -0.05298173 & 0.1877267 & -0.282228 & 0.7784798\\\\\n",
       "\tP2VW & P2VW & 0.1073847 & 0.3849276 & 0.2789737 & 0.7809674\\\\\n",
       "\tP1MA & P1MA & -0.08482294 & 0.3083423 & -0.2750934 & 0.7839364\\\\\n",
       "\tBPW.1 & BPW.1 & -0.001933857 & 0.007174271 & -0.2695545 & 0.7881802\\\\\n",
       "\tP2TP & P2TP & 0.0461532 & 0.1745977 & 0.2643403 & 0.792181\\\\\n",
       "\tP2TB & P2TB & -0.05295845 & 0.2033849 & -0.2603854 & 0.7952193\\\\\n",
       "\tP2RW & P2RW & -0.05917596 & 0.2295013 & -0.2578459 & 0.7971719\\\\\n",
       "\tP2MD & P2MD & 0.04120137 & 0.1648972 & 0.2498609 & 0.8033198\\\\\n",
       "\tP1RBA & P1RBA & 0.04405159 & 0.1800048 & 0.2447245 & 0.8072811\\\\\n",
       "\tP2DD & P2DD & 0.0504418 & 0.207369 & 0.2432465 & 0.8084219\\\\\n",
       "\tP1DP & P1DP & 0.05159417 & 0.2133157 & 0.2418677 & 0.8094866\\\\\n",
       "\tP1JT & P1JT & -0.05591278 & 0.2327597 & -0.2402167 & 0.8107618\\\\\n",
       "\tP1AC & P1AC & -0.03900456 & 0.1624713 & -0.2400705 & 0.8108748\\\\\n",
       "\tP1BK & P1BK & -0.04860623 & 0.2027797 & -0.2396997 & 0.8111612\\\\\n",
       "\tP2AG & P2AG & -0.04296226 & 0.1876481 & -0.2289512 & 0.8194769\\\\\n",
       "\tP2KDS & P2KDS & -0.04737425 & 0.2178693 & -0.2174434 & 0.828403\\\\\n",
       "\tP1MTTF & P1MTTF & 0.06020458 & 0.2823201 & 0.2132494 & 0.8316618\\\\\n",
       "\tP2BB & P2BB & 0.04158492 & 0.1953414 & 0.2128833 & 0.8319464\\\\\n",
       "\tP2JC & P2JC & 0.03568109 & 0.1679272 & 0.2124795 & 0.8322603\\\\\n",
       "\tP1IM & P1IM & 0.05048693 & 0.2394498 & 0.2108456 & 0.8335309\\\\\n",
       "\tP1JLS & P1JLS & -0.04522246 & 0.2175548 & -0.207867 & 0.8358482\\\\\n",
       "\tP2DG & P2DG & -0.0486415 & 0.2346905 & -0.2072581 & 0.8363221\\\\\n",
       "\tP1JJ & P1JJ & 0.02558938 & 0.125102 & 0.2045482 & 0.838432\\\\\n",
       "\tP2AF & P2AF & -0.03748465 & 0.1864283 & -0.2010674 & 0.8411438\\\\\n",
       "\tP1VH & P1VH & 0.05717454 & 0.2864658 & 0.1995859 & 0.8422986\\\\\n",
       "\tP1PR & P1PR & -0.04890886 & 0.250201 & -0.1954783 & 0.8455021\\\\\n",
       "\tP1KA & P1KA & 0.03956779 & 0.2031118 & 0.1948079 & 0.8460252\\\\\n",
       "\tP2TDB & P2TDB & 0.03931297 & 0.2111203 & 0.1862112 & 0.852739\\\\\n",
       "\tP1ES & P1ES & 0.0420368 & 0.2339424 & 0.1796886 & 0.8578403\\\\\n",
       "\tP2TR & P2TR & 0.02792055 & 0.1602093 & 0.1742755 & 0.8620785\\\\\n",
       "\tP1ND & P1ND & 0.02749406 & 0.1677702 & 0.1638793 & 0.8702294\\\\\n",
       "\tP1TP & P1TP & 0.04415643 & 0.2758213 & 0.1600907 & 0.8732033\\\\\n",
       "\tP2DI & P2DI & 0.02573288 & 0.1612178 & 0.1596156 & 0.8735764\\\\\n",
       "\tP2SG & P2SG & 0.04112917 & 0.2634751 & 0.1561027 & 0.8763357\\\\\n",
       "\tP2BJ & P2BJ & 0.0341407 & 0.219131 & 0.1558004 & 0.8765733\\\\\n",
       "\tP1ERV & P1ERV & 0.03539456 & 0.2385771 & 0.1483569 & 0.8824253\\\\\n",
       "\tP2DP & P2DP & -0.0279851 & 0.19535 & -0.1432562 & 0.8864393\\\\\n",
       "\tP1DW & P1DW & 0.03928172 & 0.2753773 & 0.1426469 & 0.886919\\\\\n",
       "\tP2DV & P2DV & 0.03053037 & 0.2151928 & 0.1418745 & 0.8875271\\\\\n",
       "\tP2YP & P2YP & 0.02242164 & 0.1611058 & 0.1391734 & 0.8896544\\\\\n",
       "\tP1JH & P1JH & -0.01983148 & 0.1511862 & -0.1311726 & 0.8959601\\\\\n",
       "\tP1ZD & P1ZD & -0.0272897 & 0.2123993 & -0.128483 & 0.8980814\\\\\n",
       "\tP1BB & P1BB & 0.03002211 & 0.234376 & 0.1280938 & 0.8983884\\\\\n",
       "\tP2BK & P2BK & 0.0284405 & 0.2225697 & 0.1277825 & 0.898634\\\\\n",
       "\tP1AHM & P1AHM & 0.03098549 & 0.2461201 & 0.1258958 & 0.9001226\\\\\n",
       "\tP1PA & P1PA & 0.02689956 & 0.2174403 & 0.1237101 & 0.9018475\\\\\n",
       "\tP1ED & P1ED & -0.03162953 & 0.2571517 & -0.1229995 & 0.9024085\\\\\n",
       "\tP1PO & P1PO & -0.03009465 & 0.2456472 & -0.1225117 & 0.9027935\\\\\n",
       "\tP2VT & P2VT & -0.02473663 & 0.2025486 & -0.1221269 & 0.9030974\\\\\n",
       "\tP2AM & P2AM & -0.02034953 & 0.1692569 & -0.1202287 & 0.9045961\\\\\n",
       "\tP1EV & P1EV & -0.02202439 & 0.1886992 & -0.1167169 & 0.9073698\\\\\n",
       "\tNPW.1 & NPW.1 & -0.0006720168 & 0.00580622 & -0.1157408 & 0.9081409\\\\\n",
       "\tP2RH & P2RH & 0.0261233 & 0.2274173 & 0.1148694 & 0.9088294\\\\\n",
       "\tP2TG & P2TG & -0.03901819 & 0.3399575 & -0.1147737 & 0.9089051\\\\\n",
       "\tP1SD & P1SD & -0.03410692 & 0.3032747 & -0.1124621 & 0.9107318\\\\\n",
       "\tP1NK & P1NK & -0.01803846 & 0.1736201 & -0.1038962 & 0.9175054\\\\\n",
       "\tP1MP & P1MP & 0.01303203 & 0.1392816 & 0.09356606 & 0.9256821\\\\\n",
       "\tP1GV & P1GV & 0.01641451 & 0.1757179 & 0.09341397 & 0.9258026\\\\\n",
       "\tP2IF & P2IF & -0.03601648 & 0.3887264 & -0.09265252 & 0.9264056\\\\\n",
       "\tP1IK & P1IK & 0.02579177 & 0.2801738 & 0.09205634 & 0.9268778\\\\\n",
       "\tP1TR & P1TR & -0.01396004 & 0.1531117 & -0.09117549 & 0.9275755\\\\\n",
       "\tP1SFG & P1SFG & -0.02075773 & 0.2350942 & -0.08829539 & 0.9298572\\\\\n",
       "\tP1LL & P1LL & 0.01321465 & 0.1641503 & 0.08050333 & 0.9360331\\\\\n",
       "\tP2GM & P2GM & -0.009403558 & 0.1196144 & -0.07861563 & 0.9375299\\\\\n",
       "\tP2DGT & P2DGT & 0.01633897 & 0.2133819 & 0.0765715 & 0.939151\\\\\n",
       "\tP1DGT & P1DGT & -0.02230814 & 0.2966042 & -0.0752118 & 0.9402294\\\\\n",
       "\tP1VR & P1VR & 0.01376349 & 0.1871949 & 0.07352494 & 0.9415675\\\\\n",
       "\tP1GS & P1GS & -0.0108664 & 0.1498697 & -0.07250566 & 0.9423761\\\\\n",
       "\tP2FL & P2FL & -0.01268741 & 0.1795764 & -0.07065192 & 0.9438468\\\\\n",
       "\tP2MR & P2MR & -0.01049452 & 0.1550939 & -0.0676656 & 0.9462166\\\\\n",
       "\tP1CD & P1CD & -0.01244364 & 0.1990706 & -0.06250868 & 0.9503099\\\\\n",
       "\tFSP.1 & FSP.1 & -0.0002283622 & 0.004014382 & -0.05688602 & 0.9547744\\\\\n",
       "\tP2JHG & P2JHG & -0.01266079 & 0.2325587 & -0.05444125 & 0.956716\\\\\n",
       "\tP1PCB & P1PCB & -0.008121781 & 0.1732157 & -0.04688824 & 0.9627163\\\\\n",
       "\tP2DH & P2DH & 0.006669335 & 0.1460711 & 0.04565813 & 0.9636938\\\\\n",
       "\tP1DT & P1DT & 0.008211646 & 0.1973404 & 0.04161157 & 0.9669095\\\\\n",
       "\tP2SK & P2SK & -0.006790661 & 0.1677884 & -0.04047159 & 0.9678155\\\\\n",
       "\tP2MN & P2MN & -0.01102319 & 0.3114857 & -0.03538907 & 0.9718555\\\\\n",
       "\tP1LK & P1LK & -0.01049282 & 0.2985174 & -0.03514978 & 0.9720457\\\\\n",
       "\tP2OG & P2OG & -0.005022894 & 0.1645912 & -0.03051739 & 0.9757286\\\\\n",
       "\tWNR.1 & WNR.1 & 8.269114e-05 & 0.00306835 & 0.02694971 & 0.9785653\\\\\n",
       "\tFSW.1 & FSW.1 & 0.0001435379 & 0.005354061 & 0.02680917 & 0.9786771\\\\\n",
       "\tP1KZ & P1KZ & -0.005762037 & 0.2188704 & -0.02632625 & 0.9790611\\\\\n",
       "\tP2DC & P2DC & -0.002901133 & 0.1463454 & -0.01982388 & 0.984232\\\\\n",
       "\tP1RB & P1RB & 0.004106477 & 0.2842906 & 0.01444464 & 0.9885103\\\\\n",
       "\tP2GD & P2GD & 0.001565671 & 0.1575951 & 0.009934774 & 0.9920975\\\\\n",
       "\tP2KF & P2KF & 0.001240186 & 0.1662052 & 0.007461778 & 0.9940645\\\\\n",
       "\tP2JM & P2JM & 0.001391335 & 0.2944317 & 0.004725493 & 0.9962411\\\\\n",
       "\tP2ZD & P2ZD & 0.00108485 & 0.2589546 & 0.004189343 & 0.9966676\\\\\n",
       "\tP1DI & P1DI & -0.0004374504 & 0.1791061 & -0.00244241 & 0.9980572\\\\\n",
       "\tP2EV & P2EV & -0.0003489853 & 0.1950824 & -0.001788912 & 0.998577\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/plain": [
       "        VariableName      Estimate    StdError       tValue       pValue\n",
       "FNL.2          FNL.2 -3.592060e-01 0.056600336 -6.346357258 1.148762e-08\n",
       "ST2.1          ST2.1 -3.847035e-02 0.012632895 -3.045252513 3.125516e-03\n",
       "ST1.1          ST1.1 -3.590763e-02 0.012472693 -2.878899263 5.088141e-03\n",
       "P2ME            P2ME -5.374275e-01 0.227684362 -2.360405907 2.062968e-02\n",
       "P1DD            P1DD -5.012261e-01 0.219440360 -2.284110822 2.495039e-02\n",
       "P1TM            P1TM -6.303352e-01 0.279427877 -2.255806341 2.674572e-02\n",
       "P2IS            P2IS -5.357254e-01 0.280626662 -1.909032371 5.975599e-02\n",
       "BPC.1          BPC.1  3.540827e-02 0.018693809  1.894117490 6.173520e-02\n",
       "P2HW            P2HW  4.668275e-01 0.246791596  1.891586067 6.207655e-02\n",
       "UFE.1          UFE.1 -4.462157e-03 0.002371304 -1.881731395 6.342059e-02\n",
       "P1NP            P1NP -4.654910e-01 0.249231130 -1.867707928 6.537533e-02\n",
       "P1TK            P1TK  4.550554e-01 0.245228185  1.855640788 6.709764e-02\n",
       "P2BMS          P2BMS -4.097365e-01 0.221384685 -1.850789592 6.780068e-02\n",
       "P1MG            P1MG -4.321497e-01 0.234001206 -1.846783860 6.838583e-02\n",
       "P1CM            P1CM -5.782864e-01 0.318500387 -1.815653809 7.307887e-02\n",
       "P1PG            P1PG  4.718776e-01 0.261222831  1.806417750 7.452183e-02\n",
       "P2PO            P2PO  4.240583e-01 0.236891865  1.790092321 7.713033e-02\n",
       "P2JR            P2JR  3.694503e-01 0.208640115  1.770753798 8.031785e-02\n",
       "P1SC            P1SC  4.767111e-01 0.274099797  1.739187955 8.575436e-02\n",
       "P2DF            P2DF  2.260786e-01 0.130669550  1.730155095 8.736467e-02\n",
       "P2MP            P2MP  2.789373e-01 0.163971119  1.701136745 9.270667e-02\n",
       "P2ND            P2ND  2.508225e-01 0.147681805  1.698397952 9.322436e-02\n",
       "P1JG            P1JG  4.507904e-01 0.266650278  1.690568057 9.471743e-02\n",
       "P2AH            P2AH  3.908790e-01 0.232626561  1.680285487 9.670777e-02\n",
       "P2CM            P2CM  4.064991e-01 0.243483126  1.669516585 9.882863e-02\n",
       "P2ZK            P2ZK -5.701216e-01 0.352731926 -1.616302743 1.098699e-01\n",
       "P1SR            P1SR -2.296259e-01 0.147352221 -1.558347110 1.230023e-01\n",
       "P1JB            P1JB  2.813639e-01 0.181033414  1.554209595 1.239857e-01\n",
       "P1FM            P1FM -2.377763e-01 0.153090967 -1.553170236 1.242337e-01\n",
       "P1AI            P1AI -3.917380e-01 0.255338879 -1.534188449 1.288328e-01\n",
       "P1NB            P1NB -3.096167e-01 0.201953840 -1.533106465 1.290989e-01\n",
       "P2SE            P2SE -3.298690e-01 0.216251917 -1.525392310 1.310092e-01\n",
       "P1VT            P1VT -2.953824e-01 0.197065487 -1.498904550 1.377385e-01\n",
       "P1KP            P1KP -2.078689e-01 0.138712763 -1.498556078 1.378288e-01\n",
       "P1KN            P1KN  2.686909e-01 0.180876112  1.485496838 1.412468e-01\n",
       "P2AI            P2AI -1.957372e-01 0.133201027 -1.469486989 1.455271e-01\n",
       "P1VP            P1VP -3.752582e-01 0.256849182 -1.461005825 1.478352e-01\n",
       "P2DB            P2DB  3.060456e-01 0.211077688  1.449919426 1.508951e-01\n",
       "P2FS            P2FS -2.978766e-01 0.206272498 -1.444092513 1.525230e-01\n",
       "P2CW            P2CW  3.887223e-01 0.269278987  1.443567247 1.526704e-01\n",
       "P1RO            P1RO -3.180272e-01 0.223543383 -1.422664150 1.586267e-01\n",
       "P1CV            P1CV -3.652210e-01 0.259553802 -1.407110838 1.631736e-01\n",
       "P1BT            P1BT  3.552757e-01 0.255766083  1.389064852 1.685740e-01\n",
       "P2MC            P2MC  2.469983e-01 0.180755594  1.366476778 1.755247e-01\n",
       "P2JH            P2JH -3.221141e-01 0.236641239 -1.361191779 1.771820e-01\n",
       "P2JMDP        P2JMDP  3.249862e-01 0.244331727  1.330102354 1.871723e-01\n",
       "P2LR            P2LR  2.659119e-01 0.202847020  1.310898909 1.935513e-01\n",
       "P1TH            P1TH -2.642948e-01 0.202278832 -1.306586294 1.950060e-01\n",
       "P1SV            P1SV -2.241288e-01 0.171943129 -1.303505242 1.960503e-01\n",
       "P2MB            P2MB  1.631628e-01 0.125323436  1.301933577 1.965846e-01\n",
       "P1VA            P1VA -2.682554e-01 0.207280288 -1.294167417 1.992406e-01\n",
       "P1RH            P1RH  1.870791e-01 0.147678398  1.266800558 2.088130e-01\n",
       "P1JN            P1JN  3.067750e-01 0.242200821  1.266614302 2.088793e-01\n",
       "P1DS            P1DS -3.220146e-01 0.255116945 -1.262223604 2.104465e-01\n",
       "P1FP            P1FP -2.025506e-01 0.166150246 -1.219081091 2.263087e-01\n",
       "P1RN            P1RN -1.562659e-01 0.128228647 -1.218650565 2.264713e-01\n",
       "P1BMS          P1BMS -1.912585e-01 0.157449623 -1.214728078 2.279562e-01\n",
       "P1NL            P1NL  1.735292e-01 0.143161320  1.212123613 2.289461e-01\n",
       "P1TB            P1TB -1.869533e-01 0.155456381 -1.202609521 2.325885e-01\n",
       "P2MK            P2MK  1.481693e-01 0.124065043  1.194286963 2.358090e-01\n",
       "P1ZK            P1ZK -3.275448e-01 0.276639036 -1.184015000 2.398280e-01\n",
       "P1SK            P1SK  2.150776e-01 0.182004722  1.181714133 2.407349e-01\n",
       "P2RBA          P2RBA  2.830199e-01 0.239726739  1.180593634 2.411774e-01\n",
       "P2FP            P2FP -2.069056e-01 0.175404035 -1.179594270 2.415726e-01\n",
       "P2RG            P2RG  1.611595e-01 0.136847145  1.177660737 2.423386e-01\n",
       "P1DC            P1DC  1.979006e-01 0.168568894  1.174003967 2.437919e-01\n",
       "P1MM            P1MM -1.853587e-01 0.158914000 -1.166408947 2.468303e-01\n",
       "P1RS            P1RS -2.729297e-01 0.238050288 -1.146521009 2.549142e-01\n",
       "P1YB            P1YB -2.533677e-01 0.223934156 -1.131438215 2.611688e-01\n",
       "P1PP            P1PP -2.071292e-01 0.184169479 -1.124666492 2.640118e-01\n",
       "P1KM            P1KM -2.133793e-01 0.190536918 -1.119884029 2.660327e-01\n",
       "P2NK            P2NK  2.820020e-01 0.255629332  1.103167522 2.731815e-01\n",
       "P1FD            P1FD -3.066837e-01 0.278604417 -1.100785557 2.742109e-01\n",
       "P1AR            P1AR  1.325581e-01 0.121055232  1.095021598 2.767131e-01\n",
       "P1GGL          P1GGL  3.097382e-01 0.283353728  1.093115047 2.775443e-01\n",
       "P1LP            P1LP  2.352648e-01 0.216249380  1.087932883 2.798121e-01\n",
       "P1SZ            P1SZ -1.865467e-01 0.172447759 -1.081757832 2.825312e-01\n",
       "P2VA            P2VA -1.368893e-01 0.127096432 -1.077050970 2.846160e-01\n",
       "P2JS            P2JS  2.280372e-01 0.214331925  1.063944041 2.904771e-01\n",
       "P2VK            P2VK  2.830558e-01 0.266178823  1.063404732 2.907201e-01\n",
       "P2TH            P2TH -2.499696e-01 0.238317919 -1.048891461 2.973097e-01\n",
       "P2LM            P2LM  2.489352e-01 0.237604690  1.047686557 2.978613e-01\n",
       "P2LH            P2LH  1.724734e-01 0.165322118  1.043256956 2.998952e-01\n",
       "P2LD            P2LD  2.012759e-01 0.193011476  1.042818069 3.000973e-01\n",
       "P2SQ            P2SQ  1.582734e-01 0.152343218  1.038926233 3.018928e-01\n",
       "P2GGL          P2GGL -2.320910e-01 0.225510135 -1.029181923 3.064204e-01\n",
       "P2AC            P2AC  2.208281e-01 0.215433356  1.025041286 3.083581e-01\n",
       "P2CG            P2CG  1.703096e-01 0.166459024  1.023132467 3.092542e-01\n",
       "P2LS            P2LS  1.810072e-01 0.178554660  1.013735339 3.136909e-01\n",
       "P1NM            P1NM  2.943531e-01 0.294105493  1.000841918 3.198476e-01\n",
       "P1CG            P1CG  2.305056e-01 0.230610913  0.999543345 3.204721e-01\n",
       "NPA.1          NPA.1  8.390997e-03 0.008460063  0.991836284 3.241952e-01\n",
       "P2VP            P2VP  2.134880e-01 0.217888908  0.979801854 3.300659e-01\n",
       "P1PK            P1PK  1.727416e-01 0.177629602  0.972481825 3.336709e-01\n",
       "P2ERV          P2ERV  2.536382e-01 0.265080337  0.956835083 3.414630e-01\n",
       "P1AD            P1AD  3.057782e-01 0.321383129  0.951444484 3.441748e-01\n",
       "DBF.1          DBF.1  8.613967e-03 0.009120202  0.944492986 3.476925e-01\n",
       "P2RN            P2RN -2.229106e-01 0.236409496 -0.942900530 3.485016e-01\n",
       "P1ID            P1ID -2.800385e-01 0.297048346 -0.942737263 3.485846e-01\n",
       "P2AT            P2AT  1.327926e-01 0.142106947  0.934455331 3.528127e-01\n",
       "P1AP            P1AP -1.596742e-01 0.171286006 -0.932208013 3.539657e-01\n",
       "P2GR            P2GR  2.489686e-01 0.267260390  0.931558279 3.542995e-01\n",
       "P2MT            P2MT  3.463236e-01 0.371885794  0.931263433 3.544511e-01\n",
       "P1MO            P1MO -1.941717e-01 0.208832236 -0.929797518 3.552051e-01\n",
       "P2ZZ            P2ZZ  3.192925e-01 0.343474551  0.929595736 3.553090e-01\n",
       "P1SG            P1SG -1.723703e-01 0.186440768 -0.924531382 3.579225e-01\n",
       "P1KDK          P1KDK -2.072052e-01 0.224292041 -0.923818955 3.582911e-01\n",
       "P2LDL          P2LDL  2.036277e-01 0.220605927  0.923038316 3.586953e-01\n",
       "P1VM            P1VM  2.213850e-01 0.241546069  0.916533432 3.620749e-01\n",
       "P1BP            P1BP -1.358203e-01 0.150021293 -0.905340439 3.679375e-01\n",
       "FNL.1          FNL.1  5.750731e-02 0.063800923  0.901355442 3.700392e-01\n",
       "P2KN            P2KN  1.143061e-01 0.127491559  0.896577535 3.725691e-01\n",
       "P1GD            P1GD -2.592654e-01 0.290719534 -0.891805879 3.751065e-01\n",
       "P1DF            P1DF -1.918248e-01 0.216051165 -0.887867380 3.772090e-01\n",
       "P1HW            P1HW -1.954960e-01 0.220778748 -0.885483777 3.784851e-01\n",
       "P1LT            P1LT -1.913361e-01 0.219272397 -0.872595604 3.854315e-01\n",
       "P1SQ            P1SQ -2.447925e-01 0.281306621 -0.870198285 3.867323e-01\n",
       "P1CB            P1CB  1.985337e-01 0.228913547  0.867286871 3.883158e-01\n",
       "P2FM            P2FM -2.786447e-01 0.321426152 -0.866901123 3.885259e-01\n",
       "P1GZ            P1GZ -1.781531e-01 0.205931920 -0.865106756 3.895041e-01\n",
       "P1PM            P1PM -1.696552e-01 0.196707282 -0.862475580 3.909413e-01\n",
       "P2SR            P2SR  1.671770e-01 0.199063810  0.839816234 4.034534e-01\n",
       "P1SL            P1SL  2.168800e-01 0.259645701  0.835292052 4.059805e-01\n",
       "SSW.1          SSW.1  5.506843e-03 0.006593478  0.835195488 4.060345e-01\n",
       "P2GV            P2GV  2.238435e-01 0.269143660  0.831687902 4.080006e-01\n",
       "P1EG            P1EG -1.763214e-01 0.212165447 -0.831056199 4.083552e-01\n",
       "P1FF            P1FF -1.369474e-01 0.165364285 -0.828155924 4.099861e-01\n",
       "P1RW            P1RW -2.774177e-01 0.337003956 -0.823188271 4.127886e-01\n",
       "P1ME            P1ME -1.490512e-01 0.181516474 -0.821144013 4.139452e-01\n",
       "P1MLB          P1MLB -1.882235e-01 0.229409396 -0.820470044 4.143269e-01\n",
       "P2ABJ          P2ABJ  1.852922e-01 0.227091365  0.815936668 4.169003e-01\n",
       "P1MK            P1MK  1.132189e-01 0.139170830  0.813524341 4.182735e-01\n",
       "P2TK            P2TK  1.402843e-01 0.172922641  0.811254731 4.195679e-01\n",
       "P2JT            P2JT -2.304724e-01 0.284550027 -0.809954016 4.203109e-01\n",
       "P2LP            P2LP  1.529708e-01 0.191109145  0.800437074 4.257706e-01\n",
       "P1FL            P1FL -1.478194e-01 0.185290200 -0.797772305 4.273069e-01\n",
       "P1SH            P1SH -1.402708e-01 0.176879114 -0.793031778 4.300479e-01\n",
       "P1LD            P1LD  2.126444e-01 0.269179526  0.789972263 4.318225e-01\n",
       "P1PC            P1PC -1.792110e-01 0.231019061 -0.775741211 4.401334e-01\n",
       "P2JLS          P2JLS -2.414886e-01 0.311781804 -0.774543677 4.408370e-01\n",
       "P1DB            P1DB -2.485270e-01 0.323041861 -0.769333856 4.439056e-01\n",
       "P2DK            P2DK  1.354638e-01 0.177294381  0.764061354 4.470237e-01\n",
       "P2MO            P2MO -2.415401e-01 0.324453265 -0.744452543 4.587309e-01\n",
       "P2VZ            P2VZ  1.823123e-01 0.247642795  0.736190646 4.637155e-01\n",
       "P2HZ            P2HZ -1.509435e-01 0.206524439 -0.730874753 4.669389e-01\n",
       "P2CD            P2CD -1.540636e-01 0.211346205 -0.728963275 4.681011e-01\n",
       "P2GP            P2GP -1.672350e-01 0.229761626 -0.727863023 4.687707e-01\n",
       "P1AF            P1AF -1.627673e-01 0.225290675 -0.722476737 4.720569e-01\n",
       "P2KA            P2KA  1.222209e-01 0.172413954  0.708880749 4.804090e-01\n",
       "P1CW            P1CW -1.449620e-01 0.204595598 -0.708529258 4.806261e-01\n",
       "P2NA            P2NA  1.317120e-01 0.186150573  0.707556047 4.812272e-01\n",
       "P2FF            P2FF  1.160275e-01 0.164210765  0.706576826 4.818324e-01\n",
       "P1IP            P1IP -1.775039e-01 0.254373350 -0.697808435 4.872710e-01\n",
       "P2SW            P2SW  1.055107e-01 0.151970278  0.694284982 4.894659e-01\n",
       "P1FV            P1FV -1.881402e-01 0.272127217 -0.691368583 4.912867e-01\n",
       "P2EM            P2EM -1.268006e-01 0.186663917 -0.679298673 4.988617e-01\n",
       "TPW.1          TPW.1  2.386632e-03 0.003530134  0.676074142 5.008960e-01\n",
       "P2EG            P2EG  1.527034e-01 0.226004371  0.675665650 5.011540e-01\n",
       "P2PC            P2PC -1.052585e-01 0.156779536 -0.671378895 5.038662e-01\n",
       "P1AKS          P1AKS  1.901161e-01 0.285502892  0.665898963 5.073447e-01\n",
       "P2VR            P2VR  1.487289e-01 0.224313141  0.663041515 5.091636e-01\n",
       "P1IS            P1IS -1.598199e-01 0.248323946 -0.643594552 5.216343e-01\n",
       "P2VD            P2VD  9.808893e-02 0.158072657  0.620530631 5.366294e-01\n",
       "P1AS            P1AS  9.419440e-02 0.152937898  0.615899691 5.396666e-01\n",
       "P1RV            P1RV -1.294517e-01 0.211234186 -0.612835006 5.416814e-01\n",
       "P2ES            P2ES  9.616527e-02 0.158202582  0.607861591 5.449592e-01\n",
       "P2AD            P2AD  1.512786e-01 0.249156240  0.607163436 5.454201e-01\n",
       "P1SJ            P1SJ -1.583274e-01 0.262170219 -0.603910780 5.475701e-01\n",
       "P2LK            P2LK  1.012039e-01 0.169945415  0.595508239 5.531439e-01\n",
       "P2RB            P2RB -1.595502e-01 0.268630909 -0.593938385 5.541883e-01\n",
       "P2DMDLN      P2DMDLN -1.998058e-01 0.338074342 -0.591011572 5.561383e-01\n",
       "P1AM            P1AM -7.511180e-02 0.130043610 -0.577589350 5.651240e-01\n",
       "P2PK            P2PK  1.434645e-01 0.248567809  0.577164329 5.654097e-01\n",
       "P2KDK          P2KDK  1.583717e-01 0.275804922  0.574216405 5.673932e-01\n",
       "P2VM            P2VM -1.135172e-01 0.199410975 -0.569262623 5.707340e-01\n",
       "P2AS            P2AS  1.588834e-01 0.279254581  0.568955221 5.709416e-01\n",
       "P1TG            P1TG  1.142320e-01 0.202383401  0.564433634 5.739998e-01\n",
       "P1MN            P1MN  1.205102e-01 0.214693164  0.561313425 5.761147e-01\n",
       "P2LT            P2LT -1.283882e-01 0.228974852 -0.560708540 5.765252e-01\n",
       "P2JD            P2JD -1.436393e-01 0.256205479 -0.560640882 5.765711e-01\n",
       "P2DT            P2DT -1.445995e-01 0.257971465 -0.560525057 5.766497e-01\n",
       "P1MC            P1MC  1.336020e-01 0.238760470  0.559565110 5.773014e-01\n",
       "P1MY            P1MY  1.407509e-01 0.251663596  0.559281843 5.774938e-01\n",
       "P2SH            P2SH -8.764729e-02 0.157510113 -0.556454996 5.794153e-01\n",
       "P2YS            P2YS  1.143389e-01 0.205823330  0.555519793 5.800517e-01\n",
       "P1BZS          P1BZS -9.773536e-02 0.175941483 -0.555499211 5.800657e-01\n",
       "P2GS            P2GS -8.521311e-02 0.154279260 -0.552330322 5.822245e-01\n",
       "P2JN            P2JN  8.865633e-02 0.161392932  0.549319774 5.842789e-01\n",
       "P1SWH          P1SWH -1.077884e-01 0.198233223 -0.543745226 5.880921e-01\n",
       "P2RV            P2RV -9.133392e-02 0.168302596 -0.542676849 5.888243e-01\n",
       "P2RF            P2RF  6.914547e-02 0.128872935  0.536539880 5.930382e-01\n",
       "P2DY            P2DY -1.006103e-01 0.190774737 -0.527377271 5.993557e-01\n",
       "P2JI            P2JI -9.355578e-02 0.179386959 -0.521530571 6.034030e-01\n",
       "P2PA            P2PA -1.669722e-01 0.320502843 -0.520969326 6.037922e-01\n",
       "P2PM            P2PM  1.090182e-01 0.210112522  0.518856213 6.052585e-01\n",
       "P2SSE          P2SSE  1.216808e-01 0.237018549  0.513381005 6.090653e-01\n",
       "ACE.1          ACE.1  3.314704e-03 0.006494512  0.510385380 6.111527e-01\n",
       "P2MLB          P2MLB  1.156294e-01 0.226632742  0.510206143 6.112777e-01\n",
       "P2EB            P2EB  1.061333e-01 0.208849572  0.508180632 6.126911e-01\n",
       "P2SV            P2SV  1.298740e-01 0.256341888  0.506643731 6.137645e-01\n",
       "P1JWT          P1JWT -7.214729e-02 0.142426427 -0.506558321 6.138241e-01\n",
       "P2CSN          P2CSN -7.603886e-02 0.150585649 -0.504954231 6.149454e-01\n",
       "P1CSN          P1CSN -1.037419e-01 0.210884628 -0.491936566 6.240786e-01\n",
       "P1LR            P1LR -8.089607e-02 0.166451206 -0.486004720 6.282601e-01\n",
       "P2NL            P2NL -1.124817e-01 0.234095555 -0.480494841 6.321550e-01\n",
       "P2SC            P2SC -7.061588e-02 0.149292192 -0.473004510 6.374666e-01\n",
       "P2YW            P2YW  1.535714e-01 0.328254194  0.467842909 6.411380e-01\n",
       "P1AG            P1AG -9.182036e-02 0.196515027 -0.467243469 6.415649e-01\n",
       "P1OR            P1OR -8.249600e-02 0.178407980 -0.462400857 6.450185e-01\n",
       "P1JD            P1JD  9.820393e-02 0.212730728  0.461634898 6.455655e-01\n",
       "P2SS            P2SS  7.978970e-02 0.172871249  0.461555615 6.456221e-01\n",
       "P1JS            P1JS  7.581710e-02 0.166260179  0.456014766 6.495848e-01\n",
       "P2SP            P2SP -6.993332e-02 0.158447522 -0.441365833 6.601098e-01\n",
       "P2VH            P2VH -8.410622e-02 0.191468830 -0.439268455 6.616224e-01\n",
       "P1YHL          P1YHL  1.000794e-01 0.229309061  0.436438885 6.636653e-01\n",
       "P1LM            P1LM -9.103323e-02 0.208717115 -0.436156015 6.638697e-01\n",
       "P1SP            P1SP -9.791968e-02 0.224782238 -0.435620175 6.642569e-01\n",
       "P1SW            P1SW  5.185967e-02 0.119507222  0.433945949 6.654673e-01\n",
       "P1JV            P1JV -1.261162e-01 0.296265358 -0.425686521 6.714515e-01\n",
       "P2SA            P2SA -1.301041e-01 0.307117810 -0.423629131 6.729455e-01\n",
       "P2XM            P2XM  9.636063e-02 0.227591615  0.423392707 6.731172e-01\n",
       "P1VL            P1VL -6.412684e-02 0.155615881 -0.412084135 6.813530e-01\n",
       "P1KK            P1KK  6.653181e-02 0.161768977  0.411276689 6.819426e-01\n",
       "P1DL            P1DL  7.047643e-02 0.174343865  0.404238097 6.870901e-01\n",
       "P1JM            P1JM -1.015851e-01 0.252189294 -0.402813031 6.881340e-01\n",
       "P1KDS          P1KDS -1.127630e-01 0.281652701 -0.400361996 6.899311e-01\n",
       "P2MDM          P2MDM  6.663914e-02 0.168478361  0.395535286 6.934751e-01\n",
       "P1MB            P1MB  5.358576e-02 0.135807976  0.394570020 6.941846e-01\n",
       "P2AP            P2AP  7.625026e-02 0.193725597  0.393599284 6.948985e-01\n",
       "P1SS            P1SS  4.594184e-02 0.116943392  0.392855352 6.954457e-01\n",
       "P1DY            P1DY  8.563827e-02 0.218160154  0.392547721 6.956721e-01\n",
       "P2CF            P2CF  1.006349e-01 0.261616935  0.384665178 7.014813e-01\n",
       "P1EB            P1EB -6.100232e-02 0.159297333 -0.382946300 7.027505e-01\n",
       "P1AVU          P1AVU -1.026624e-01 0.268394948 -0.382505090 7.030764e-01\n",
       "P2FD            P2FD -9.166026e-02 0.240644215 -0.380895329 7.042660e-01\n",
       "P2JB            P2JB -6.602434e-02 0.173402904 -0.380756817 7.043683e-01\n",
       "P2BZS          P2BZS -9.682666e-02 0.256050901 -0.378153955 7.062934e-01\n",
       "P1GM            P1GM -8.345415e-02 0.222088598 -0.375769637 7.080585e-01\n",
       "P2AR            P2AR -6.394157e-02 0.170164942 -0.375762312 7.080640e-01\n",
       "P1JL            P1JL  5.102831e-02 0.136453256  0.373961822 7.093979e-01\n",
       "P2MS            P2MS -4.705823e-02 0.126095347 -0.373195576 7.099659e-01\n",
       "P1JC            P1JC -5.932454e-02 0.159906875 -0.370994278 7.115985e-01\n",
       "P2MM            P2MM  8.264216e-02 0.223201386  0.370258263 7.121447e-01\n",
       "P2JJ            P2JJ -4.981033e-02 0.135763272 -0.366891070 7.146454e-01\n",
       "P1FS            P1FS -4.690643e-02 0.129491489 -0.362235598 7.181079e-01\n",
       "P2FV            P2FV -7.290708e-02 0.203838770 -0.357670304 7.215090e-01\n",
       "P1AK            P1AK  5.147959e-02 0.149164910  0.345118608 7.308889e-01\n",
       "P1KB            P1KB -5.823169e-02 0.172367382 -0.337834754 7.363511e-01\n",
       "P2KZ            P2KZ -6.775873e-02 0.201306032 -0.336595619 7.372817e-01\n",
       "P2AN            P2AN  7.256639e-02 0.216877671  0.334595949 7.387842e-01\n",
       "P1BJ            P1BJ -7.831122e-02 0.234089889 -0.334534836 7.388302e-01\n",
       "P1JZ            P1JZ  4.733333e-02 0.144967267  0.326510479 7.448701e-01\n",
       "P2MG            P2MG  9.115138e-02 0.284121084  0.320818783 7.491639e-01\n",
       "P2AK            P2AK -4.544802e-02 0.144832665 -0.313796732 7.544723e-01\n",
       "P2MTTF        P2MTTF -9.911934e-02 0.320337704 -0.309421400 7.577859e-01\n",
       "P2ML            P2ML -7.167731e-02 0.233099982 -0.307496001 7.592455e-01\n",
       "P1EM            P1EM  1.051693e-01 0.345366745  0.304514706 7.615073e-01\n",
       "P2MY            P2MY  7.921375e-02 0.260861151  0.303662487 7.621542e-01\n",
       "P2JG            P2JG  7.137658e-02 0.238457114  0.299326700 7.654481e-01\n",
       "P1YW            P1YW -6.580561e-02 0.229444952 -0.286803484 7.749862e-01\n",
       "P1MR            P1MR -5.298173e-02 0.187726697 -0.282227996 7.784798e-01\n",
       "P2VW            P2VW  1.073847e-01 0.384927575  0.278973673 7.809674e-01\n",
       "P1MA            P1MA -8.482294e-02 0.308342291 -0.275093449 7.839364e-01\n",
       "BPW.1          BPW.1 -1.933857e-03 0.007174271 -0.269554462 7.881802e-01\n",
       "P2TP            P2TP  4.615320e-02 0.174597686  0.264340287 7.921810e-01\n",
       "P2TB            P2TB -5.295845e-02 0.203384860 -0.260385396 7.952193e-01\n",
       "P2RW            P2RW -5.917596e-02 0.229501319 -0.257845850 7.971719e-01\n",
       "P2MD            P2MD  4.120137e-02 0.164897192  0.249860933 8.033198e-01\n",
       "P1RBA          P1RBA  4.405159e-02 0.180004839  0.244724461 8.072811e-01\n",
       "P2DD            P2DD  5.044180e-02 0.207369047  0.243246548 8.084219e-01\n",
       "P1DP            P1DP  5.159417e-02 0.213315686  0.241867660 8.094866e-01\n",
       "P1JT            P1JT -5.591278e-02 0.232759745 -0.240216723 8.107618e-01\n",
       "P1AC            P1AC -3.900456e-02 0.162471311 -0.240070472 8.108748e-01\n",
       "P1BK            P1BK -4.860623e-02 0.202779661 -0.239699745 8.111612e-01\n",
       "P2AG            P2AG -4.296226e-02 0.187648128 -0.228951167 8.194769e-01\n",
       "P2KDS          P2KDS -4.737425e-02 0.217869327 -0.217443399 8.284030e-01\n",
       "P1MTTF        P1MTTF  6.020458e-02 0.282320095  0.213249358 8.316618e-01\n",
       "P2BB            P2BB  4.158492e-02 0.195341404  0.212883274 8.319464e-01\n",
       "P2JC            P2JC  3.568109e-02 0.167927236  0.212479485 8.322603e-01\n",
       "P1IM            P1IM  5.048693e-02 0.239449786  0.210845564 8.335309e-01\n",
       "P1JLS          P1JLS -4.522246e-02 0.217554788 -0.207866992 8.358482e-01\n",
       "P2DG            P2DG -4.864150e-02 0.234690469 -0.207258100 8.363221e-01\n",
       "P1JJ            P1JJ  2.558938e-02 0.125101965  0.204548182 8.384320e-01\n",
       "P2AF            P2AF -3.748465e-02 0.186428293 -0.201067382 8.411438e-01\n",
       "P1VH            P1VH  5.717454e-02 0.286465808  0.199585901 8.422986e-01\n",
       "P1PR            P1PR -4.890886e-02 0.250201039 -0.195478260 8.455021e-01\n",
       "P1KA            P1KA  3.956779e-02 0.203111816  0.194807940 8.460252e-01\n",
       "P2TDB          P2TDB  3.931297e-02 0.211120252  0.186211249 8.527390e-01\n",
       "P1ES            P1ES  4.203680e-02 0.233942437  0.179688631 8.578403e-01\n",
       "P2TR            P2TR  2.792055e-02 0.160209311  0.174275457 8.620785e-01\n",
       "P1ND            P1ND  2.749406e-02 0.167770200  0.163879296 8.702294e-01\n",
       "P1TP            P1TP  4.415643e-02 0.275821330  0.160090706 8.732033e-01\n",
       "P2DI            P2DI  2.573288e-02 0.161217807  0.159615623 8.735764e-01\n",
       "P2SG            P2SG  4.112917e-02 0.263475086  0.156102710 8.763357e-01\n",
       "P2BJ            P2BJ  3.414070e-02 0.219131030  0.155800412 8.765733e-01\n",
       "P1ERV          P1ERV  3.539456e-02 0.238577077  0.148356918 8.824253e-01\n",
       "P2DP            P2DP -2.798510e-02 0.195350025 -0.143256201 8.864393e-01\n",
       "P1DW            P1DW  3.928172e-02 0.275377350  0.142646863 8.869190e-01\n",
       "P2DV            P2DV  3.053037e-02 0.215192808  0.141874489 8.875271e-01\n",
       "P2YP            P2YP  2.242164e-02 0.161105750  0.139173414 8.896544e-01\n",
       "P1JH            P1JH -1.983148e-02 0.151186152 -0.131172583 8.959601e-01\n",
       "P1ZD            P1ZD -2.728970e-02 0.212399347 -0.128482997 8.980814e-01\n",
       "P1BB            P1BB  3.002211e-02 0.234376024  0.128093790 8.983884e-01\n",
       "P2BK            P2BK  2.844050e-02 0.222569650  0.127782456 8.986340e-01\n",
       "P1AHM          P1AHM  3.098549e-02 0.246120116  0.125895816 9.001226e-01\n",
       "P1PA            P1PA  2.689956e-02 0.217440257  0.123710102 9.018475e-01\n",
       "P1ED            P1ED -3.162953e-02 0.257151707 -0.122999482 9.024085e-01\n",
       "P1PO            P1PO -3.009465e-02 0.245647182 -0.122511690 9.027935e-01\n",
       "P2VT            P2VT -2.473663e-02 0.202548624 -0.122126867 9.030974e-01\n",
       "P2AM            P2AM -2.034953e-02 0.169256909 -0.120228670 9.045961e-01\n",
       "P1EV            P1EV -2.202439e-02 0.188699237 -0.116716890 9.073698e-01\n",
       "NPW.1          NPW.1 -6.720168e-04 0.005806220 -0.115740832 9.081409e-01\n",
       "P2RH            P2RH  2.612330e-02 0.227417346  0.114869435 9.088294e-01\n",
       "P2TG            P2TG -3.901819e-02 0.339957534 -0.114773717 9.089051e-01\n",
       "P1SD            P1SD -3.410692e-02 0.303274701 -0.112462140 9.107318e-01\n",
       "P1NK            P1NK -1.803846e-02 0.173620102 -0.103896173 9.175054e-01\n",
       "P1MP            P1MP  1.303203e-02 0.139281615  0.093566058 9.256821e-01\n",
       "P1GV            P1GV  1.641451e-02 0.175717911  0.093413966 9.258026e-01\n",
       "P2IF            P2IF -3.601648e-02 0.388726412 -0.092652520 9.264056e-01\n",
       "P1IK            P1IK  2.579177e-02 0.280173790  0.092056338 9.268778e-01\n",
       "P1TR            P1TR -1.396004e-02 0.153111707 -0.091175492 9.275755e-01\n",
       "P1SFG          P1SFG -2.075773e-02 0.235094202 -0.088295389 9.298572e-01\n",
       "P1LL            P1LL  1.321465e-02 0.164150302  0.080503328 9.360331e-01\n",
       "P2GM            P2GM -9.403558e-03 0.119614352 -0.078615634 9.375299e-01\n",
       "P2DGT          P2DGT  1.633897e-02 0.213381942  0.076571496 9.391510e-01\n",
       "P1DGT          P1DGT -2.230814e-02 0.296604225 -0.075211796 9.402294e-01\n",
       "P1VR            P1VR  1.376349e-02 0.187194877  0.073524939 9.415675e-01\n",
       "P1GS            P1GS -1.086640e-02 0.149869680 -0.072505659 9.423761e-01\n",
       "P2FL            P2FL -1.268741e-02 0.179576353 -0.070651917 9.438468e-01\n",
       "P2MR            P2MR -1.049452e-02 0.155093925 -0.067665599 9.462166e-01\n",
       "P1CD            P1CD -1.244364e-02 0.199070605 -0.062508676 9.503099e-01\n",
       "FSP.1          FSP.1 -2.283622e-04 0.004014382 -0.056886024 9.547744e-01\n",
       "P2JHG          P2JHG -1.266079e-02 0.232558711 -0.054441248 9.567160e-01\n",
       "P1PCB          P1PCB -8.121781e-03 0.173215734 -0.046888239 9.627163e-01\n",
       "P2DH            P2DH  6.669335e-03 0.146071144  0.045658126 9.636938e-01\n",
       "P1DT            P1DT  8.211646e-03 0.197340436  0.041611572 9.669095e-01\n",
       "P2SK            P2SK -6.790661e-03 0.167788352 -0.040471587 9.678155e-01\n",
       "P2MN            P2MN -1.102319e-02 0.311485667 -0.035389072 9.718555e-01\n",
       "P1LK            P1LK -1.049282e-02 0.298517400 -0.035149778 9.720457e-01\n",
       "P2OG            P2OG -5.022894e-03 0.164591216 -0.030517388 9.757286e-01\n",
       "WNR.1          WNR.1  8.269114e-05 0.003068350  0.026949708 9.785653e-01\n",
       "FSW.1          FSW.1  1.435379e-04 0.005354061  0.026809167 9.786771e-01\n",
       "P1KZ            P1KZ -5.762037e-03 0.218870421 -0.026326249 9.790611e-01\n",
       "P2DC            P2DC -2.901133e-03 0.146345369 -0.019823879 9.842320e-01\n",
       "P1RB            P1RB  4.106477e-03 0.284290640  0.014444643 9.885103e-01\n",
       "P2GD            P2GD  1.565671e-03 0.157595065  0.009934774 9.920975e-01\n",
       "P2KF            P2KF  1.240186e-03 0.166205163  0.007461778 9.940645e-01\n",
       "P2JM            P2JM  1.391335e-03 0.294431686  0.004725493 9.962411e-01\n",
       "P2ZD            P2ZD  1.084850e-03 0.258954598  0.004189343 9.966676e-01\n",
       "P1DI            P1DI -4.374504e-04 0.179106073 -0.002442410 9.980572e-01\n",
       "P2EV            P2EV -3.489853e-04 0.195082408 -0.001788912 9.985770e-01"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<ol class=list-inline>\n",
       "\t<li>'FNL.2'</li>\n",
       "\t<li>'ST2.1'</li>\n",
       "\t<li>'ST1.1'</li>\n",
       "\t<li>'P2ME'</li>\n",
       "\t<li>'P1DD'</li>\n",
       "\t<li>'P1TM'</li>\n",
       "</ol>\n"
      ],
      "text/latex": [
       "\\begin{enumerate*}\n",
       "\\item 'FNL.2'\n",
       "\\item 'ST2.1'\n",
       "\\item 'ST1.1'\n",
       "\\item 'P2ME'\n",
       "\\item 'P1DD'\n",
       "\\item 'P1TM'\n",
       "\\end{enumerate*}\n"
      ],
      "text/markdown": [
       "1. 'FNL.2'\n",
       "2. 'ST2.1'\n",
       "3. 'ST1.1'\n",
       "4. 'P2ME'\n",
       "5. 'P1DD'\n",
       "6. 'P1TM'\n",
       "\n",
       "\n"
      ],
      "text/plain": [
       "[1] \"FNL.2\" \"ST2.1\" \"ST1.1\" \"P2ME\"  \"P1DD\"  \"P1TM\" "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "datalm<- lm(Result~P1+P2+FNL.1+FNL.2+FSP.1+FSW.1+SSP.1+SSW.1+ACE.1+DBF.1+WNR.1+UFE.1+BPC.1+BPW.1+NPA.1+NPW.1+TPW.1+ST1.1+ST2.1+numsets, data=data.tennis)\n",
    "data.sigfac<- as.data.frame( coef(summary(datalm)) )\n",
    "data.sigfac<-cbind(VariableName=rownames(data.sigfac),data.sigfac)\n",
    "data.sigfac<-data.sigfac[-1,] #remove intercept row\n",
    "colnames(data.sigfac)<-c(\"VariableName\",\"Estimate\",\"StdError\",\"tValue\",\"pValue\")\n",
    "data.sigfac<-data.sigfac[order(data.sigfac$pValue, -abs(data.sigfac$Estimate)),]\n",
    "\n",
    "significant_factors<-as.character(data.sigfac$VariableName[data.sigfac$pValue<=0.05])\n",
    "data.sigfac\n",
    "significant_factors\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "FNL.2- Final Number of Games Won by Player 2 (Numeric-Integer) \n",
    "ST2.1- Set 2 Result for Player 1 (Numeric-Integer) \n",
    "\n",
    " here every unique player in each set is considered as a different variable and it is observed that three player names are identified as significant factor  in determining the course of game. But this is out of a total of 0 unique players in the total data set and hence a very small percentage. Hence based on the data at hand,  the name of a player does not provide enough information or prove to be a determining factor in the course of game. Hence the hypothesis cannot be proved to be true.\n",
    "\n",
    "Further it can be observed from the previous exercise that the most significant factors in descending order includes the  result for set 2 and not the succeeding sets. Also the initial sets have a lesser p-value meaning they are more significant. Hence it may be assumed that the course of the game is determined more by the performance in initial sets and first serves than by the results of finals sets. Hence the next hypothesis I propose is \n",
    "Hypothesis 3:\n",
    "    The results of the initial sets and serves are more determining factors of game compared to 4th or 5th sets.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Classification tree:\n",
      "rpart(formula = frmla, data = data.tennis, method = \"class\")\n",
      "\n",
      "Variables actually used in tree construction:\n",
      "[1] ST1.1 ST1.2 ST2.1 ST2.2 ST3.2 ST4.2 ST5.1\n",
      "\n",
      "Root node error: 465/942 = 0.49363\n",
      "\n",
      "n=942 (1 observation deleted due to missingness)\n",
      "\n",
      "        CP nsplit rel error  xerror     xstd\n",
      "1 0.569892      0   1.00000 1.00000 0.032999\n",
      "2 0.090323      1   0.43011 0.44731 0.027378\n",
      "3 0.070968      2   0.33978 0.35699 0.025148\n",
      "4 0.047312      3   0.26882 0.33548 0.024536\n",
      "5 0.034409      4   0.22151 0.27957 0.022765\n",
      "6 0.019355      5   0.18710 0.24301 0.021446\n",
      "7 0.017204      7   0.14839 0.19785 0.019594\n",
      "8 0.010753      8   0.13118 0.19355 0.019403\n",
      "9 0.010000      9   0.12043 0.18495 0.019011\n",
      "Call:\n",
      "rpart(formula = frmla, data = data.tennis, method = \"class\")\n",
      "  n=942 (1 observation deleted due to missingness)\n",
      "\n",
      "          CP nsplit rel error    xerror       xstd\n",
      "1 0.56989247      0 1.0000000 1.0000000 0.03299949\n",
      "2 0.09032258      1 0.4301075 0.4473118 0.02737797\n",
      "3 0.07096774      2 0.3397849 0.3569892 0.02514818\n",
      "4 0.04731183      3 0.2688172 0.3354839 0.02453551\n",
      "5 0.03440860      4 0.2215054 0.2795699 0.02276519\n",
      "6 0.01935484      5 0.1870968 0.2430108 0.02144559\n",
      "7 0.01720430      7 0.1483871 0.1978495 0.01959408\n",
      "8 0.01075269      8 0.1311828 0.1935484 0.01940272\n",
      "9 0.01000000      9 0.1204301 0.1849462 0.01901112\n",
      "\n",
      "Variable importance\n",
      "ST1.1 ST1.2 ST3.2 ST2.1 ST2.2 ST3.1 ST5.1 ST5.2 ST4.2 \n",
      "   25    19    16    14    13    10     2     1     1 \n",
      "\n",
      "Node number 1: 942 observations,    complexity param=0.5698925\n",
      "  predicted class=0  expected loss=0.4936306  P(node) =1\n",
      "    class counts:   477   465\n",
      "   probabilities: 0.506 0.494 \n",
      "  left son=2 (395 obs) right son=3 (547 obs)\n",
      "  Primary splits:\n",
      "      ST1.1 < 5.5 to the left,  improve=161.2399, (0 missing)\n",
      "      ST1.2 < 5.5 to the right, improve=153.6047, (0 missing)\n",
      "      ST2.1 < 5.5 to the left,  improve=153.5747, (3 missing)\n",
      "      ST2.2 < 5.5 to the right, improve=152.4114, (3 missing)\n",
      "      ST3.2 < 5.5 to the right, improve=137.0919, (320 missing)\n",
      "  Surrogate splits:\n",
      "      ST1.2 < 5.5 to the right, agree=0.831, adj=0.597, (0 split)\n",
      "      ST2.1 < 5.5 to the left,  agree=0.669, adj=0.210, (0 split)\n",
      "      ST2.2 < 5.5 to the right, agree=0.652, adj=0.170, (0 split)\n",
      "\n",
      "Node number 2: 395 observations,    complexity param=0.04731183\n",
      "  predicted class=0  expected loss=0.1493671  P(node) =0.4193206\n",
      "    class counts:   336    59\n",
      "   probabilities: 0.851 0.149 \n",
      "  left son=4 (323 obs) right son=5 (72 obs)\n",
      "  Primary splits:\n",
      "      ST3.2 < 5.5 to the right, improve=35.73102, (139 missing)\n",
      "      ST3.1 < 5.5 to the left,  improve=30.33970, (139 missing)\n",
      "      ST2.1 < 5.5 to the left,  improve=20.90498, (1 missing)\n",
      "      ST2.2 < 5.5 to the right, improve=20.28265, (1 missing)\n",
      "      ST5.1 < 5.5 to the left,  improve=12.73275, (358 missing)\n",
      "  Surrogate splits:\n",
      "      ST3.1 < 5.5 to the left,  agree=0.863, adj=0.514, (0 split)\n",
      "\n",
      "Node number 3: 547 observations,    complexity param=0.09032258\n",
      "  predicted class=1  expected loss=0.2577697  P(node) =0.5806794\n",
      "    class counts:   141   406\n",
      "   probabilities: 0.258 0.742 \n",
      "  left son=6 (214 obs) right son=7 (333 obs)\n",
      "  Primary splits:\n",
      "      ST3.2 < 5.5 to the right, improve=66.76602, (181 missing)\n",
      "      ST3.1 < 5.5 to the left,  improve=63.72482, (181 missing)\n",
      "      ST2.1 < 5.5 to the left,  improve=58.91708, (2 missing)\n",
      "      ST2.2 < 5.5 to the right, improve=54.85275, (2 missing)\n",
      "      ST1.2 < 6.5 to the right, improve=39.31461, (0 missing)\n",
      "  Surrogate splits:\n",
      "      ST3.1 < 5.5 to the left,  agree=0.833, adj=0.637, (0 split)\n",
      "      ST2.2 < 4.5 to the right, agree=0.639, adj=0.214, (179 split)\n",
      "      ST2.1 < 5.5 to the left,  agree=0.637, adj=0.208, (0 split)\n",
      "      ST1.2 < 4.5 to the right, agree=0.590, adj=0.107, (2 split)\n",
      "      ST1.1 < 6.5 to the right, agree=0.544, adj=0.006, (0 split)\n",
      "\n",
      "Node number 4: 323 observations,    complexity param=0.01075269\n",
      "  predicted class=0  expected loss=0.0371517  P(node) =0.3428875\n",
      "    class counts:   311    12\n",
      "   probabilities: 0.963 0.037 \n",
      "  left son=8 (312 obs) right son=9 (11 obs)\n",
      "  Primary splits:\n",
      "      ST4.2 < 3.5 to the right, improve=7.024982, (282 missing)\n",
      "      ST3.1 < 6.5 to the left,  improve=6.265642, (139 missing)\n",
      "      ST5.1 < 5.5 to the left,  improve=3.457516, (306 missing)\n",
      "      ST4.1 < 5.5 to the left,  improve=3.455285, (282 missing)\n",
      "      ST2.2 < 3.5 to the right, improve=1.929677, (1 missing)\n",
      "\n",
      "Node number 5: 72 observations,    complexity param=0.01935484\n",
      "  predicted class=1  expected loss=0.3472222  P(node) =0.07643312\n",
      "    class counts:    25    47\n",
      "   probabilities: 0.347 0.653 \n",
      "  left son=10 (53 obs) right son=11 (19 obs)\n",
      "  Primary splits:\n",
      "      ST5.1 < 5.5 to the left,  improve=9.900000, (52 missing)\n",
      "      ST2.1 < 5.5 to the left,  improve=8.898148, (0 missing)\n",
      "      ST2.2 < 5.5 to the right, improve=6.572222, (0 missing)\n",
      "      ST5.2 < 5.5 to the right, improve=6.304040, (52 missing)\n",
      "      ST4.1 < 4.5 to the left,  improve=4.752198, (32 missing)\n",
      "  Surrogate splits:\n",
      "      ST5.2 < 5.5 to the right, agree=0.90, adj=0.778, (0 split)\n",
      "      ST2.1 < 6.5 to the left,  agree=0.65, adj=0.222, (52 split)\n",
      "      ST2.2 < 4.5 to the left,  agree=0.65, adj=0.222, (0 split)\n",
      "      ST3.2 < 1.5 to the left,  agree=0.65, adj=0.222, (0 split)\n",
      "      ST1.1 < 2.5 to the right, agree=0.60, adj=0.111, (0 split)\n",
      "\n",
      "Node number 6: 214 observations,    complexity param=0.07096774\n",
      "  predicted class=0  expected loss=0.4018692  P(node) =0.2271762\n",
      "    class counts:   128    86\n",
      "   probabilities: 0.598 0.402 \n",
      "  left son=12 (103 obs) right son=13 (111 obs)\n",
      "  Primary splits:\n",
      "      ST2.1 < 5.5 to the left,  improve=28.87876, (1 missing)\n",
      "      ST2.2 < 5.5 to the right, improve=17.88074, (1 missing)\n",
      "      ST1.2 < 6.5 to the right, improve=15.01023, (0 missing)\n",
      "      ST4.1 < 4.5 to the left,  improve=14.67970, (115 missing)\n",
      "      ST5.1 < 5.5 to the left,  improve=14.36550, (178 missing)\n",
      "  Surrogate splits:\n",
      "      ST2.2 < 5.5 to the right, agree=0.793, adj=0.569, (0 split)\n",
      "      ST1.2 < 3.5 to the right, agree=0.592, adj=0.147, (1 split)\n",
      "      ST1.1 < 6.5 to the right, agree=0.531, adj=0.020, (0 split)\n",
      "\n",
      "Node number 7: 333 observations\n",
      "  predicted class=1  expected loss=0.03903904  P(node) =0.3535032\n",
      "    class counts:    13   320\n",
      "   probabilities: 0.039 0.961 \n",
      "\n",
      "Node number 8: 312 observations\n",
      "  predicted class=0  expected loss=0.01282051  P(node) =0.3312102\n",
      "    class counts:   308     4\n",
      "   probabilities: 0.987 0.013 \n",
      "\n",
      "Node number 9: 11 observations\n",
      "  predicted class=1  expected loss=0.2727273  P(node) =0.01167728\n",
      "    class counts:     3     8\n",
      "   probabilities: 0.273 0.727 \n",
      "\n",
      "Node number 10: 53 observations,    complexity param=0.01935484\n",
      "  predicted class=1  expected loss=0.4716981  P(node) =0.05626327\n",
      "    class counts:    25    28\n",
      "   probabilities: 0.472 0.528 \n",
      "  left son=20 (18 obs) right son=21 (35 obs)\n",
      "  Primary splits:\n",
      "      ST2.2 < 5   to the right, improve=15.215090, (0 missing)\n",
      "      ST2.1 < 5.5 to the left,  improve=10.620220, (0 missing)\n",
      "      ST4.1 < 5.5 to the left,  improve= 3.586207, (24 missing)\n",
      "      ST4.2 < 5   to the right, improve= 3.249668, (24 missing)\n",
      "      ST1.1 < 4.5 to the left,  improve= 1.744287, (0 missing)\n",
      "  Surrogate splits:\n",
      "      ST2.1 < 5.5 to the left,  agree=0.925, adj=0.778, (0 split)\n",
      "      ST3.1 < 3.5 to the left,  agree=0.698, adj=0.111, (0 split)\n",
      "\n",
      "Node number 11: 19 observations\n",
      "  predicted class=1  expected loss=0  P(node) =0.02016985\n",
      "    class counts:     0    19\n",
      "   probabilities: 0.000 1.000 \n",
      "\n",
      "Node number 12: 103 observations\n",
      "  predicted class=0  expected loss=0.1359223  P(node) =0.1093418\n",
      "    class counts:    89    14\n",
      "   probabilities: 0.864 0.136 \n",
      "\n",
      "Node number 13: 111 observations,    complexity param=0.0344086\n",
      "  predicted class=1  expected loss=0.3513514  P(node) =0.1178344\n",
      "    class counts:    39    72\n",
      "   probabilities: 0.351 0.649 \n",
      "  left son=26 (24 obs) right son=27 (87 obs)\n",
      "  Primary splits:\n",
      "      ST1.2 < 6.5 to the right, improve=14.22678, (0 missing)\n",
      "      ST2.2 < 6.5 to the right, improve=11.32050, (0 missing)\n",
      "      ST4.1 < 4.5 to the left,  improve=11.16461, (44 missing)\n",
      "      ST4.2 < 5.5 to the right, improve=10.24964, (44 missing)\n",
      "      ST5.2 < 5.5 to the right, improve=10.05952, (87 missing)\n",
      "\n",
      "Node number 20: 18 observations\n",
      "  predicted class=0  expected loss=0  P(node) =0.01910828\n",
      "    class counts:    18     0\n",
      "   probabilities: 1.000 0.000 \n",
      "\n",
      "Node number 21: 35 observations\n",
      "  predicted class=1  expected loss=0.2  P(node) =0.03715499\n",
      "    class counts:     7    28\n",
      "   probabilities: 0.200 0.800 \n",
      "\n",
      "Node number 26: 24 observations\n",
      "  predicted class=0  expected loss=0.1666667  P(node) =0.02547771\n",
      "    class counts:    20     4\n",
      "   probabilities: 0.833 0.167 \n",
      "\n",
      "Node number 27: 87 observations,    complexity param=0.0172043\n",
      "  predicted class=1  expected loss=0.2183908  P(node) =0.09235669\n",
      "    class counts:    19    68\n",
      "   probabilities: 0.218 0.782 \n",
      "  left son=54 (12 obs) right son=55 (75 obs)\n",
      "  Primary splits:\n",
      "      ST2.2 < 6.5 to the right, improve=10.527820, (0 missing)\n",
      "      ST5.2 < 5.5 to the right, improve= 8.439560, (66 missing)\n",
      "      ST4.1 < 4.5 to the left,  improve= 7.060222, (38 missing)\n",
      "      ST5.1 < 5.5 to the left,  improve= 7.012987, (66 missing)\n",
      "      ST3.1 < 2.5 to the left,  improve= 5.561724, (29 missing)\n",
      "\n",
      "Node number 54: 12 observations\n",
      "  predicted class=0  expected loss=0.1666667  P(node) =0.01273885\n",
      "    class counts:    10     2\n",
      "   probabilities: 0.833 0.167 \n",
      "\n",
      "Node number 55: 75 observations\n",
      "  predicted class=1  expected loss=0.12  P(node) =0.07961783\n",
      "    class counts:     9    66\n",
      "   probabilities: 0.120 0.880 \n",
      "\n"
     ]
    },
    {
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      ],
      "text/plain": [
       "Plot with title \"Influence Tree for result\""
      ]
     },
     "metadata": {
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     },
     "output_type": "display_data"
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   ],
   "source": [
    "# since the first serve percentage is direct indication of the result of game it is excluded\n",
    "require(rpart)\n",
    "frmla<- Result~ST1.1+ST2.1+ST3.1+ST4.1+ST5.1+ST1.2+ST2.2+ST3.2+ST4.2+ST5.2\n",
    "fit = rpart(frmla, method=\"class\", data=data.tennis)\n",
    " \n",
    "printcp(fit) # display the results\n",
    "summary(fit) # detailed summary of splits\n",
    " \n",
    "# plot tree\n",
    "plot(fit, uniform=TRUE, main=\"Influence Tree for result\")\n",
    "text(fit, cex=.6)\n",
    "\n"
   ]
  },
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   "source": [
    "Variable importance:\n",
    "ST1.1 ST1.2 ST3.2 ST2.1 ST2.2 ST3.1 ST5.1 ST5.2 ST4.2 \n",
    "   25    19    16    14    13    10     2     1     1 \n",
    "   \n",
    "   It is observed that the initial sets for both the players are more determining to the result term than the final sets. It is to be considered here that the set 4 and 5 have a lot of missing values accounting to 83.4% of total missing values. Though building the model omits this, since a huge amount of data is missing, it provides a very small sample to build the model. But this argument is contradicted by the fact that when considering significant factors, the dummy variable numsets is found to have p-value greater than 95% and hence not a significant determining factor.\n",
    "   Considering both the observations, hence it is concluded that the hypothesis is true."
   ]
  }
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