Solved: Running summation on fixed number of observations

Taasby · Posted 10-12-2020 07:00 AM

Hi everyone.

I have 3.800 observations (football matches) from 10 Premier League seasons. Data looks like this (a subset of it):

"Date","HomeTeam","AwayTeam","FTHG","FTAG","FTR","B365H","B365D","B365A","B365H_True","B365D_True","B365A_True","HomeTeam_hotness","AwayTeam_hotness"
"01/01/11","Birmingham","Arsenal","0","3","A","5.5","3.6","1.67","6.16","3.87","1.73","-1.266","1.266"
"01/01/11","Liverpool","Bolton","2","1","H","1.7","3.75","5","1.75","4.03","5.50","-0.648","0.648"
"01/01/11","Man_City","Blackpool","1","0","H","1.29","5.5","10","1.32","6.14","12.35","-0.412","0.412"
"01/01/11","Stoke","Everton","2","0","H","2.63","3.2","2.75","2.77","3.40","2.90","0.942","-0.942"
"01/01/11","Sunderland","Blackburn","3","0","H","1.83","3.5","4.5","1.89","3.74","4.90","0.708","-0.708"
"01/01/11","Tottenham","Fulham","1","0","H","1.4","4.5","8.5","1.44","4.90","10.04","1.755","-1.755"
"01/01/11","West_Brom","Man_United","1","2","A","6","4.2","1.53","6.79","4.57","1.58","-0.640","0.640"
"01/01/11","West_Ham","Wolves","2","0","H","2","3.4","3.8","2.08","3.64","4.10","-0.860","0.860"
"01/01/12","Sunderland","Man_City","1","0","H","6.5","4","1.53","7.42","4.33","1.58","2.020","-2.020"
"01/01/12","West_Brom","Everton","0","1","A","2.6","3.25","2.75","2.73","3.46","2.90","0.668","-0.668"
"01/01/13","Man_City","Stoke","3","0","H","1.29","5.5","11","1.32","6.03","13.34","0.759","-0.759"
"01/01/13","Southampton","Arsenal","1","1","D","5","3.75","1.7","5.50","4.03","1.75","-0.954","0.954"
"01/01/13","Swansea","Aston_Villa","2","2","D","1.57","4","6","1.62","4.31","6.72","-0.785","0.785"
"01/01/13","Tottenham","Reading","3","1","H","1.33","5","10","1.36","5.47","12.09","1.061","-1.061"
"01/01/13","West_Brom","Fulham","1","2","A","2","3.5","3.75","2.07","3.73","4.01","0.217","-0.217"
"01/01/13","West_Ham","Norwich","2","1","H","2.1","3.4","3.5","2.19","3.63","3.74","-0.524","0.524"
"01/01/13","Wigan","Man_United","0","4","A","6","4.2","1.53","6.79","4.57","1.58","-1.601","1.601"
"01/01/14","Arsenal","Cardiff","2","0","H","1.29","6","13","1.30","6.23","14.15","0.492","-0.492"
"01/01/14","Crystal_Palace","Norwich","1","1","D","2.38","3.3","3.3","2.43","3.40","3.40","1.350","-1.350"
"01/01/14","Fulham","West_Ham","2","1","H","2.5","3.3","3.1","2.55","3.40","3.18","3.141","-3.141"
"01/01/14","Liverpool","Hull","2","0","H","1.3","6","11","1.32","6.34","12.20","1.352","-1.352"
"01/01/14","Man_United","Tottenham","1","2","A","1.8","3.8","4.75","1.83","3.95","4.98","-0.991","0.991"
"01/01/14","Southampton","Chelsea","0","3","A","4","3.5","2.05","4.13","3.60","2.08","-1.291","1.291"
"01/01/14","Stoke","Everton","1","1","D","4","3.3","2.1","4.16","3.41","2.14","0.632","-0.632"
"01/01/14","Sunderland","Aston_Villa","0","1","A","2.15","3.4","3.75","2.19","3.50","3.88","0.146","-0.146"
"01/01/14","Swansea","Man_City","2","3","A","5.75","4.25","1.62","6.06","4.42","1.64","-3.015","3.015"
"01/01/14","West_Brom","Newcastle","1","0","H","2.6","3.4","2.88","2.66","3.50","2.95","-2.104","2.104"
"01/01/15","Aston_Villa","Crystal_Palace","0","0","D","2.4","3.3","3.3","2.44","3.38","3.38","0.638","-0.638"
"01/01/15","Hull","Everton","2","0","H","3.4","3.4","2.3","3.49","3.49","2.34","1.768","-1.768"
"01/01/15","Liverpool","Leicester","2","2","D","1.4","5","9","1.42","5.22","9.74","-0.776","0.776"
"01/01/15","Man_City","Sunderland","3","2","H","1.22","7","15","1.23","7.51","17.56","1.144","-1.144"
"01/01/15","Newcastle","Burnley","3","3","D","1.83","3.75","4.75","1.86","3.86","4.93","0.282","-0.282"
"01/01/15","QPR","Swansea","1","1","D","3","3.4","2.5","3.08","3.51","2.56","0.413","-0.413"
"01/01/15","Southampton","Arsenal","2","0","H","2.9","3.4","2.6","2.97","3.49","2.65","0.828","-0.828"
"01/01/15","Stoke","Man_United","1","1","D","4.2","3.5","2","4.34","3.60","2.03","1.489","-1.489"
"01/01/15","Tottenham","Chelsea","5","3","H","5","3.75","1.8","5.19","3.86","1.82","2.350","-2.350"
"01/01/15","West_Ham","West_Brom","1","1","D","1.85","3.75","4.5","1.88","3.89","4.71","0.376","-0.376"
"01/01/17","Arsenal","Crystal_Palace","2","0","H","1.29","5.5","9.5","1.33","6.21","11.83","0.868","-0.868"
"01/01/17","Watford","Tottenham","1","4","A","5.5","3.75","1.62","6.25","4.09","1.68","-1.958","1.958"
"01/01/2018","Brighton","Bournemouth","2","2","D","2.37","3.2","3.39","2.43","3.30","3.51","-0.207","0.207"
"01/01/2018","Burnley","Liverpool","1","2","A","7.5","4.5","1.5","7.94","4.66","1.52","-0.251","0.251"
"01/01/2018","Everton","Man_United","0","2","A","5.5","3.5","1.8","5.74","3.60","1.83","1.162","-1.162"
"01/01/2018","Leicester","Huddersfield","3","0","H","1.66","3.79","6","1.69","3.95","6.42","0.404","-0.404"
"01/01/2018","Stoke","Newcastle","0","1","A","2.29","3.29","3.5","2.34","3.39","3.61","-1.375","1.375"
"01/01/2019","Arsenal","Fulham","4","1","H","1.33","5.75","9.5","1.35","6.11","10.54","-0.004","0.004"
"01/01/2019","Cardiff","Tottenham","0","3","A","7.5","4.5","1.5","7.94","4.66","1.52","-0.206","0.206"
"01/01/2019","Everton","Leicester","0","1","A","2","3.5","4.2","2.03","3.60","4.34","-2.743","2.743"
"01/01/2020","Arsenal","Man_United","2","0","H","2.55","3.6","2.62","2.67","3.84","2.74","-0.353","0.353"
"01/01/2020","Brighton","Chelsea","1","1","D","3.6","3.6","1.95","3.92","3.92","2.04","0.163","-0.163"
"01/01/2020","Burnley","Aston_Villa","1","2","A","1.75","3.8","4.33","1.82","4.14","4.78","-0.106","0.106"
"01/01/2020","Man_City","Everton","2","1","H","1.25","6.5","10","1.28","7.36","12.19","-1.474","1.474"
"01/01/2020","Newcastle","Leicester","0","3","A","5","3.8","1.66","5.61","4.14","1.72","0.297","-0.297"
"01/01/2020","Norwich","Crystal_Palace","1","1","D","2.5","3.4","2.75","2.63","3.64","2.90","-0.506","0.506"
"01/01/2020","Southampton","Tottenham","1","0","H","3.3","3.5","2.1","3.55","3.79","2.20","1.163","-1.163"
"01/01/2020","Watford","Wolves","2","1","H","3","3.4","2.3","3.20","3.66","2.42","1.029","-1.029"
"01/01/2020","West_Ham","Bournemouth","4","0","H","1.9","3.75","3.8","1.97","4.03","4.09","0.545","-0.545"
"01/02/11","Arsenal","Everton","2","1","H","1.4","4.5","8.5","1.44","4.90","10.04","1.289","-1.289"
"01/02/11","Man_United","Aston_Villa","3","1","H","1.33","5","9.5","1.36","5.53","11.60","0.506","-0.506"
"01/02/11","Sunderland","Chelsea","2","4","A","5.5","3.6","1.67","6.16","3.87","1.73","0.823","-0.823"
"01/02/11","West_Brom","Wigan","2","2","D","1.73","3.6","5","1.79","3.86","5.51","0.132","-0.132"
"01/02/12","Aston_Villa","QPR","2","2","D","1.8","3.5","4.75","1.86","3.73","5.17","0.541","-0.541"
"01/02/12","Blackburn","Newcastle","0","2","A","2.63","3.3","2.7","2.76","3.51","2.84","-1.461","1.461"
"01/02/12","Bolton","Arsenal","0","0","D","5","3.75","1.7","5.50","4.03","1.75","3.223","-3.223"
"01/02/12","Fulham","West_Brom","1","1","D","1.83","3.5","4.5","1.89","3.74","4.90","0.425","-0.425"
"01/02/12","Sunderland","Norwich","3","0","H","1.91","3.5","4.2","1.97","3.70","4.50","1.478","-1.478"
"01/02/14","Cardiff","Norwich","2","1","H","2.3","3.4","3.4","2.34","3.49","3.49","0.101","-0.101"
"01/02/14","Everton","Aston_Villa","2","1","H","1.53","4.33","7","1.55","4.51","7.48","-0.695","0.695"
"01/02/14","Fulham","Southampton","0","3","A","3.6","3.4","2.2","3.72","3.51","2.24","-0.532","0.532"
"01/02/14","Hull","Tottenham","1","1","D","4","3.5","2.05","4.13","3.60","2.08","-1.796","1.796"
"01/02/14","Newcastle","Sunderland","0","3","A","1.95","3.5","4.33","1.99","3.62","4.52","-2.012","2.012"
"01/02/14","Stoke","Man_United","2","1","H","7","4","1.57","7.52","4.17","1.59","0.221","-0.221"
"01/02/14","West_Ham","Swansea","2","0","H","2.9","3.4","2.6","2.97","3.49","2.65","1.253","-1.253"
"01/02/15","Arsenal","Aston_Villa","5","0","H","1.25","6.5","15","1.26","6.80","16.71","3.269","-3.269"
"01/02/15","Southampton","Swansea","0","1","A","1.6","4","6.5","1.63","4.16","6.93","1.617","-1.617"
"01/02/17","Man_United","Hull","0","0","D","1.2","7.5","17","1.21","8.01","19.87","-1.220","1.220"
"01/02/17","Stoke","Everton","1","1","D","2.88","3.4","2.63","2.94","3.49","2.68","-1.292","1.292"
"01/02/17","West_Ham","Man_City","0","4","A","6","4.5","1.57","6.33","4.68","1.59","1.911","-1.911"
"01/02/2020","Bournemouth","Aston_Villa","2","1","H","2.1","3.6","3.3","2.19","3.86","3.52","-0.568","0.568"
"01/02/2020","Crystal_Palace","Sheffield_United","0","1","A","3.1","3.1","2.5","3.25","3.25","2.60","-2.198","2.198"
"01/02/2020","Leicester","Chelsea","2","2","D","2.5","3.6","2.7","2.60","3.82","2.82","0.968","-0.968"
"01/02/2020","Liverpool","Southampton","4","0","H","1.25","6","12","1.28","6.67","15.00","0.528","-0.528"
"01/02/2020","Man_United","Wolves","0","0","D","2.25","3.25","3.4","2.33","3.42","3.59","0.020","-0.020"
"01/02/2020","Newcastle","Norwich","0","0","D","2.2","3.4","3.3","2.29","3.61","3.50","0.217","-0.217"
"01/02/2020","Watford","Everton","2","3","A","2.75","3.3","2.62","2.88","3.49","2.74","0.280","-0.280"
"01/02/2020","West_Ham","Brighton","3","3","D","2.6","3.3","2.75","2.72","3.50","2.89","0.678","-0.678"
"01/03/11","Chelsea","Man_United","2","1","H","2.2","3.2","3.6","2.27","3.36","3.80","0.062","-0.062"
"01/03/14","Everton","West_Ham","1","0","H","1.53","4.2","7.5","1.55","4.35","8.00","-2.784","2.784"
"01/03/14","Fulham","Chelsea","1","3","A","8","4.75","1.45","8.58","4.95","1.47","-1.116","1.116"
"01/03/14","Hull","Newcastle","1","4","A","2.45","3.2","3.3","2.50","3.28","3.39","0.102","-0.102"
"01/03/14","Southampton","Liverpool","0","3","A","3.75","3.75","2.05","3.85","3.85","2.08","-1.808","1.808"
"01/03/14","Stoke","Arsenal","1","0","H","5.5","3.8","1.73","5.74","3.91","1.75","2.284","-2.284"
"01/03/15","Arsenal","Everton","2","0","H","1.57","4.5","6","1.59","4.68","6.33","2.587","-2.587"
"01/03/15","Liverpool","Man_City","2","1","H","3.1","3.6","2.38","3.17","3.69","2.42","3.707","-3.707"
"01/03/16","Aston_Villa","Everton","1","3","A","4.5","3.6","1.91","4.66","3.70","1.94","-0.538","0.538"
"01/03/16","Bournemouth","Southampton","2","0","H","2.9","3.25","2.7","2.97","3.33","2.76","-1.033","1.033"
"01/03/16","Leicester","West_Brom","2","2","D","1.73","3.8","5.5","1.75","3.91","5.74","1.348","-1.348"
"01/03/16","Norwich","Chelsea","1","2","A","5.25","4","1.7","5.53","4.16","1.73","-2.616","2.616"
"01/03/16","Sunderland","Crystal_Palace","2","2","D","2.5","3.3","3.1","2.55","3.40","3.18","1.699","-1.699"
"01/03/2018","Arsenal","Man_City","0","3","A","4.5","4","1.72","4.89","4.31","1.77","-0.779","0.779"
"01/03/2020","Everton","Man_United","1","1","D","2.5","3.25","2.9","2.61","3.45","3.06","-0.242","0.242"
"01/03/2020","Tottenham","Wolves","2","3","A","2.45","3.2","3","2.56","3.40","3.17","-0.318","0.318"
"01/04/12","Newcastle","Liverpool","2","0","H","2.88","3.4","2.4","3.05","3.64","2.52","2.879","-2.879"
"01/04/12","Tottenham","Swansea","3","1","H","1.4","4.5","8.5","1.44","4.90","10.04","-3.174","3.174"
"01/04/13","Fulham","QPR","3","2","H","2","3.6","4","2.04","3.72","4.15","0.695","-0.695"
"01/04/17","Burnley","Tottenham","0","2","A","5.75","3.8","1.7","6.04","3.93","1.72","-2.653","2.653"
"01/04/17","Chelsea","Crystal_Palace","1","2","A","1.3","5.75","12","1.32","6.06","13.42","-1.838","1.838"
"01/04/17","Hull","West_Ham","2","1","H","2.45","3.4","3.1","2.50","3.50","3.18","2.373","-2.373"
"01/04/17","Leicester","Stoke","2","0","H","2.05","3.5","4","2.08","3.60","4.13","1.591","-1.591"
"01/04/17","Liverpool","Everton","3","1","H","1.73","3.9","5.25","1.76","4.03","5.49","0.664","-0.664"
"01/04/17","Man_United","West_Brom","0","0","D","1.36","5","11","1.38","5.23","12.17","-1.702","1.702"
"01/04/17","Southampton","Bournemouth","0","0","D","1.65","4","6","1.67","4.13","6.29","-1.226","1.226"
"01/04/17","Watford","Sunderland","1","0","H","1.85","3.6","4.75","1.88","3.73","4.98","0.304","-0.304"
"01/04/2018","Arsenal","Stoke","3","0","H","1.28","5.5","10","1.32","6.22","12.66","1.134","-1.134"
"01/04/2018","Chelsea","Tottenham","1","3","A","2.29","3.29","3.1","2.41","3.54","3.32","-2.754","2.754"
"01/04/2019","Arsenal","Newcastle","2","0","H","1.36","5.25","9.5","1.38","5.55","10.54","0.610","-0.610"
"01/05/11","Arsenal","Man_United","1","0","H","2.5","3.25","2.88","2.62","3.46","3.04","-1.878","1.878"
"01/05/11","Birmingham","Wolves","1","1","D","2.1","3.3","3.6","2.19","3.52","3.86","0.966","-0.966"
"01/05/11","Liverpool","Newcastle","3","0","H","1.44","4.33","7.5","1.48","4.73","8.79","2.016","-2.016"
"01/05/11","Man_City","West_Ham","2","1","H","1.4","4.5","9","1.43","4.85","10.50","2.190","-2.190"
"01/05/12","Liverpool","Fulham","0","1","A","1.62","4","5.5","1.66","4.28","6.04","-3.227","3.227"
"01/05/12","Stoke","Everton","1","1","D","2.75","3.25","2.6","2.90","3.46","2.73","-1.545","1.545"
"01/05/16","Man_United","Leicester","1","1","D","2.1","3.4","3.9","2.14","3.51","4.04","-0.228","0.228"
"01/05/16","Southampton","Man_City","4","2","H","2.8","3.4","2.7","2.86","3.49","2.75","0.687","-0.687"
"01/05/16","Swansea","Liverpool","3","1","H","3.1","3.5","2.4","3.18","3.60","2.45","1.195","-1.195"
"01/05/17","Watford","Liverpool","0","1","A","5.75","4.5","1.5","6.54","4.97","1.55","0.883","-0.883"
"01/07/2020","Arsenal","Norwich","4","0","H","1.44","4.75","7","1.47","5.14","7.88","1.534","-1.534"
"01/07/2020","Bournemouth","Newcastle","1","4","A","2.4","3.1","3.2","2.50","3.28","3.39","-2.681","2.681"
"01/07/2020","Everton","Leicester","2","1","H","2.5","3.3","2.9","2.60","3.48","3.04","1.997","-1.997"
"01/07/2020","West_Ham","Chelsea","3","2","H","5.5","4.33","1.57","6.05","4.66","1.61","-0.018","0.018"
"01/09/12","Man_City","QPR","3","1","H","1.18","7","15","1.21","8.07","20.98","1.499","-1.499"
"01/09/12","Swansea","Sunderland","2","2","D","2.2","3.3","3.4","2.29","3.50","3.61","2.402","-2.402"
"01/09/12","Tottenham","Norwich","1","1","D","1.36","5","8.5","1.39","5.48","10.00","-0.968","0.968"
"01/09/12","West_Brom","Everton","2","0","H","3","3.3","2.38","3.18","3.52","2.49","-0.179","0.179"
"01/09/12","West_Ham","Fulham","3","0","H","2.5","3.25","2.88","2.62","3.46","3.04","-1.588","1.588"
"01/09/12","Wigan","Stoke","2","2","D","2.25","3.25","3.3","2.35","3.46","3.51","3.693","-3.693"
"01/09/13","Arsenal","Tottenham","1","0","H","2.1","3.7","3.6","2.14","3.81","3.71","0.294","-0.294"
"01/09/13","Liverpool","Man_United","1","0","H","2.63","3.4","2.88","2.68","3.49","2.94","2.618","-2.618"
"01/09/13","West_Brom","Swansea","0","2","A","2.7","3.4","2.8","2.75","3.49","2.86","-1.954","1.954"
"01/09/2018","Brighton","Fulham","2","2","D","2.3","3.4","3.4","2.34","3.49","3.49","0.907","-0.907"
"01/09/2018","Chelsea","Bournemouth","2","0","H","1.3","6","11","1.32","6.34","12.20","-2.012","2.012"
"01/09/2018","Crystal_Palace","Southampton","0","2","A","2","3.5","4.2","2.03","3.60","4.34","0.683","-0.683"
"01/09/2018","Everton","Huddersfield","1","1","D","1.53","4.2","7.5","1.55","4.35","8.00","-0.558","0.558"
"01/09/2018","Leicester","Liverpool","1","2","A","7.5","5","1.44","8.06","5.24","1.46","0.751","-0.751"
"01/09/2018","Man_City","Newcastle","2","1","H","1.11","11","26","1.12","12.37","35.25","0.363","-0.363"
"01/09/2018","West_Ham","Wolves","0","1","A","2.6","3.4","2.87","2.66","3.51","2.95","-0.198","0.198"
"01/09/2019","Arsenal","Tottenham","2","2","D","2.37","3.6","2.8","2.48","3.86","2.96","1.958","-1.958"
"01/09/2019","Everton","Wolves","3","2","H","2.2","3.25","3.5","2.28","3.43","3.71","1.360","-1.360"
"01/10/11","Aston_Villa","Wigan","2","0","H","1.62","3.75","6","1.67","4.00","6.68","-0.435","0.435"
"01/10/11","Blackburn","Man_City","0","4","A","6.5","3.75","1.57","7.42","4.04","1.62","-1.500","1.500"
"01/10/11","Everton","Liverpool","0","2","A","3.1","3.2","2.4","3.28","3.39","2.50","-1.679","1.679"
"01/10/11","Man_United","Norwich","2","0","H","1.17","7","17","1.20","8.06","24.98","0.492","-0.492"
"01/10/11","Sunderland","West_Brom","2","2","D","2.25","3.4","3.2","2.34","3.61","3.38","-0.169","0.169"
"01/10/11","Wolves","Newcastle","1","2","A","2.5","3.25","2.88","2.62","3.46","3.04","-2.809","2.809"
"01/10/12","QPR","West_Ham","1","2","A","2.05","3.4","3.75","2.12","3.60","3.99","-2.511","2.511"
"01/10/16","Hull","Chelsea","0","2","A","7.5","4.5","1.5","7.94","4.66","1.52","0.443","-0.443"
"01/10/16","Sunderland","West_Brom","1","1","D","2.5","3.25","3.2","2.54","3.32","3.27","-0.721","0.721"
"01/10/16","Swansea","Liverpool","1","2","A","8","4.75","1.45","8.58","4.95","1.47","-1.969","1.969"
"01/10/16","Watford","Bournemouth","2","2","D","2.38","3.3","3.3","2.43","3.40","3.40","0.137","-0.137"
"01/10/16","West_Ham","Middlesbrough","1","1","D","2.25","3.4","3.5","2.29","3.50","3.60","-0.465","0.465"
"01/10/2017","Arsenal","Brighton","2","0","H","1.2","6.5","13","1.23","7.55","18.00","-0.882","0.882"
"01/10/2017","Everton","Burnley","0","1","A","1.67","3.6","5.75","1.72","3.83","6.37","-1.184","1.184"
"01/10/2017","Newcastle","Liverpool","1","1","D","5","3.8","1.67","5.58","4.12","1.73","1.319","-1.319"
"01/10/2018","Bournemouth","Crystal_Palace","2","1","H","2.25","3.5","3.4","2.29","3.60","3.50","2.138","-2.138"
"01/11/10","Blackpool","West_Brom","2","1","H","2.9","3.25","2.5","3.06","3.45","2.61","-0.284","0.284"
"01/11/14","Arsenal","Burnley","3","0","H","1.25","6.5","14","1.26","6.88","15.87","1.088","-1.088"
"01/11/14","Chelsea","QPR","2","1","H","1.17","8.5","21","1.18","9.01","24.41","0.642","-0.642"
"01/11/14","Everton","Swansea","0","0","D","1.75","3.8","5.25","1.78","3.92","5.49","0.451","-0.451"
"01/11/14","Hull","Southampton","0","1","A","3.8","3.6","2.05","3.94","3.73","2.09","-2.362","2.362"
"01/11/14","Leicester","West_Brom","0","1","A","2.3","3.5","3.3","2.34","3.60","3.39","-2.263","2.263"
"01/11/14","Newcastle","Liverpool","1","0","H","3.8","3.75","2","3.95","3.90","2.04","2.718","-2.718"
"01/11/14","Stoke","West_Ham","2","2","D","2.38","3.4","3.25","2.42","3.49","3.33","-2.428","2.428"
"01/11/15","Everton","Sunderland","6","2","H","1.5","4.5","7.5","1.52","4.66","7.94","0.151","-0.151"
"01/11/15","Southampton","Bournemouth","2","0","H","1.55","4.33","6.5","1.57","4.53","6.95","1.446","-1.446"
"01/12/12","Arsenal","Swansea","0","2","A","1.44","4.5","7","1.48","4.94","8.13","-3.319","3.319"
"01/12/12","Fulham","Tottenham","0","3","A","2.88","3.3","2.5","3.03","3.49","2.61","-2.395","2.395"
"01/12/12","Liverpool","Southampton","1","0","H","1.4","4.5","8.5","1.44","4.90","10.04","-1.185","1.185"
"01/12/12","Man_City","Everton","1","1","D","1.5","4","7","1.55","4.34","8.13","1.124","-1.124"
"01/12/12","QPR","Aston_Villa","1","1","D","1.95","3.5","4","2.01","3.71","4.28","-2.742","2.742"
"01/12/12","Reading","Man_United","3","4","A","7.5","4.75","1.4","8.78","5.23","1.44","-1.149","1.149"
"01/12/12","West_Brom","Stoke","0","1","A","2.1","3.25","3.75","2.18","3.44","4.00","0.078","-0.078"
"01/12/12","West_Ham","Chelsea","3","1","H","4","3.5","1.91","4.34","3.76","1.98","3.706","-3.706"
"01/12/13","Chelsea","Southampton","3","1","H","1.57","4.2","6.5","1.59","4.38","6.93","0.261","-0.261"
"01/12/13","Hull","Liverpool","3","1","H","6.5","4","1.62","6.81","4.12","1.64","1.822","-1.822"
"01/12/13","Man_City","Swansea","3","0","H","1.29","6","13","1.30","6.23","14.15","0.818","-0.818"
"01/12/13","Tottenham","Man_United","2","2","D","2.8","3.5","2.63","2.86","3.60","2.68","-0.254","0.254"
"01/12/2018","Crystal_Palace","Burnley","2","0","H","1.61","3.9","6.5","1.64","4.07","6.97","0.471","-0.471"
"01/12/2018","Huddersfield","Brighton","1","2","A","2.5","3","3.4","2.56","3.08","3.51","-0.845","0.845"
"01/12/2018","Leicester","Watford","2","0","H","2.25","3.3","3.6","2.29","3.39","3.71","-0.725","0.725"
"01/12/2018","Man_City","Bournemouth","3","1","H","1.11","11","26","1.12","12.37","35.25","2.070","-2.070"
"01/12/2018","Newcastle","West_Ham","0","3","A","2.5","3.3","3.1","2.55","3.40","3.18","0.716","-0.716"
"01/12/2018","Southampton","Man_United","2","2","D","4.33","3.6","1.95","4.47","3.70","1.98","-1.172","1.172"
"01/12/2019","Leicester","Everton","2","1","H","1.61","4","5.25","1.67","4.36","5.88","3.450","-3.450"
"01/12/2019","Man_United","Aston_Villa","2","2","D","1.45","4.5","7","1.49","4.90","8.02","-1.577","1.577"
"01/12/2019","Norwich","Arsenal","2","2","D","4","4.33","1.75","4.30","4.68","1.81","2.891","-2.891"
"01/12/2019","Wolves","Sheffield_United","1","1","D","1.9","3.5","4.2","1.96","3.72","4.52","-0.920","0.920"
"02/01/11","Chelsea","Aston_Villa","3","3","D","1.25","5.5","13","1.28","6.16","17.44","-2.186","2.186"
"02/01/11","Wigan","Newcastle","0","1","A","2.5","3.2","2.9","2.63","3.41","3.07","-1.000","1.000"
"02/01/12","Aston_Villa","Swansea","0","2","A","1.83","3.4","4.75","1.89","3.61","5.17","-0.002","0.002"
"02/01/12","Blackburn","Stoke","1","2","A","2.5","3.25","2.88","2.62","3.46","3.04","-1.484","1.484"
"02/01/12","Fulham","Arsenal","2","1","H","4","3.5","1.91","4.34","3.76","1.98","0.711","-0.711"
"02/01/12","QPR","Norwich","1","2","A","2.1","3.4","3.5","2.19","3.63","3.74","-1.706","1.706"
"02/01/12","Wolves","Chelsea","1","2","A","6","4","1.57","6.72","4.31","1.62","0.212","-0.212"
"02/01/13","Chelsea","QPR","0","1","A","1.2","6.5","15","1.23","7.36","20.53","0.109","-0.109"
"02/01/13","Liverpool","Sunderland","3","0","H","1.4","4.5","8.5","1.44","4.90","10.04","-1.098","1.098"
"02/01/13","Newcastle","Everton","1","2","A","3","3.4","2.38","3.15","3.59","2.47","-1.684","1.684"
"02/01/16","Arsenal","Newcastle","1","0","H","1.29","6.5","11","1.30","6.79","11.87","0.665","-0.665"
"02/01/16","Leicester","Bournemouth","0","0","D","1.91","3.75","4.33","1.94","3.85","4.47","-0.473","0.473"
"02/01/16","Man_United","Swansea","2","1","H","1.55","4.2","7","1.57","4.36","7.45","-1.425","1.425"
"02/01/16","Norwich","Southampton","1","0","H","3.2","3.4","2.4","3.28","3.49","2.45","2.859","-2.859"
"02/01/16","Sunderland","Aston_Villa","3","1","H","2.5","3.25","3.2","2.54","3.32","3.27","1.328","-1.328"
"02/01/16","Watford","Man_City","1","2","A","5","4","1.75","5.19","4.12","1.77","1.955","-1.955"
"02/01/16","West_Brom","Stoke","2","1","H","2.8","3.2","2.8","2.87","3.29","2.87","-0.903","0.903"
"02/01/16","West_Ham","Liverpool","2","0","H","4","3.5","2.05","4.13","3.60","2.08","1.808","-1.808"
"02/01/17","Everton","Southampton","3","0","H","2.2","3.4","3.6","2.24","3.51","3.72","1.387","-1.387"
"02/01/17","Man_City","Burnley","2","1","H","1.17","8.5","19","1.18","9.15","22.57","-1.436","1.436"
"02/01/17","Middlesbrough","Leicester","0","0","D","2.75","3.2","2.88","2.81","3.28","2.95","-0.549","0.549"
"02/01/17","Sunderland","Liverpool","2","2","D","11","5.5","1.33","12.09","5.76","1.34","-0.373","0.373"
"02/01/17","West_Brom","Hull","3","1","H","1.75","3.7","5.5","1.77","3.81","5.75","2.429","-2.429"
"02/01/17","West_Ham","Man_United","0","2","A","6","4","1.65","6.29","4.13","1.67","-1.247","1.247"
"02/01/2018","Man_City","Watford","3","1","H","1.12","8.5","19","1.15","10.35","31.66","1.429","-1.429"
"02/01/2018","Southampton","Crystal_Palace","1","2","A","1.9","3.39","4","1.99","3.69","4.42","-3.313","3.313"
"02/01/2018","Swansea","Tottenham","0","2","A","12","4.75","1.3","16.05","5.28","1.34","-0.956","0.956"
"02/01/2018","West_Ham","West_Brom","2","1","H","1.9","3.39","4.09","1.98","3.66","4.49","2.364","-2.364"
"02/01/2019","Bournemouth","Watford","3","3","D","2.6","3.6","2.75","2.66","3.72","2.82","-0.306","0.306"
"02/01/2019","Chelsea","Southampton","0","0","D","1.28","6.5","11","1.29","6.89","12.16","0.000","-0.000"
"02/01/2019","Huddersfield","Burnley","1","2","A","2.14","3.1","4.2","2.18","3.19","4.37","-3.350","3.350"
"02/01/2019","Newcastle","Man_United","0","2","A","6","4.2","1.61","6.33","4.36","1.63","-1.901","1.901"
"02/01/2019","West_Ham","Brighton","2","2","D","1.95","3.75","4","1.99","3.89","4.16","0.956","-0.956"
"02/01/2019","Wolves","Crystal_Palace","0","2","A","2","3.4","4.33","2.03","3.50","4.49","-0.296","0.296"
"02/01/2020","Liverpool","Sheffield_United","2","0","H","1.2","6.5","13","1.23","7.55","18.00","0.502","-0.502"
"02/02/11","Birmingham","Man_City","2","2","D","4.5","3.5","1.83","4.90","3.74","1.89","0.143","-0.143"
"02/02/11","Blackburn","Tottenham","0","1","A","3.25","3.4","2.2","3.46","3.63","2.29","1.427","-1.427"
"02/02/11","Blackpool","West_Ham","1","3","A","2.38","3.3","3","2.49","3.52","3.18","-1.205","1.205"
"02/02/11","Bolton","Wolves","1","0","H","1.83","3.5","4.5","1.89","3.74","4.90","-1.748","1.748"
"02/02/11","Fulham","Newcastle","1","0","H","2.1","3.3","3.6","2.19","3.52","3.86","0.908","-0.908"
"02/02/11","Liverpool","Stoke","2","0","H","1.62","3.75","6","1.67","4.00","6.68","-0.208","0.208"
"02/02/13","Arsenal","Stoke","1","0","H","1.44","4.5","9","1.46","4.70","9.82","0.698","-0.698"
"02/02/13","Everton","Aston_Villa","3","3","D","1.4","5","9","1.42","5.22","9.74","0.407","-0.407"
"02/02/13","Fulham","Man_United","0","1","A","5.5","4.2","1.65","5.78","4.36","1.67","-1.186","1.186"

I want to create a table like this with the teams vertically and the goals-info horizontally:

So far I've tried using proc means:

proc means data=PL_Poisson_afrundet noprint nway;
     Class HomeTeam;
     var FTHG FTAG;
     output out=PL_Home  sum=/autoname;
run;

(...) getting me this output:

However I only want this info for 19 games at a time. When I have the goal-info for match 1-19 I want the goal-info for match 2-20, then match 3-21 etc. This should not be too complicated I guess - maybe an array could do the job? However I got two concerns:

1. As you can see from the output from the proc means procedure, some teams actually only got 19 matches in the Premier League throughout the last 10 seasons; and other teams got anywhere between 19 and 190 matches. This is because teams have been getting relegated and promoted throughout the seasons.

2. Say I want to obtain the goal-info on a specific team, say Arsenal. My dataset "begins" in the 2010/11 season - so I will start out by obtaining the info on Arsenal's 19 homegames that season. However, my data is sorted by date and thus lists all the dates starting with "01/mm/yy" first (for instance - in the real world - the date 02/01/2011 comes before the 01/01/2012; but not here when the data is sorted by date).

Maybe I'm trying to do too many things at once here - but some help to get me started on achieving a table, like the one above, with 19 matches in it, would be very much appreciated!

Best, Frederik

Kurt_Bremser · Posted 10-14-2020 05:44 AM

Maxim 2: Read the Log. It should give you a clue about your mistake.

Spoiler

You use HomeTeam in your BY statement. You need to use the same variable in the first. references.

You can also streamline that code:

data avg;
set PL_Poisson_1;
by HomeTeam;

array window{0:18} _temporary_;
array window1{0:18} _temporary_;
if first.hometeam
then do;
  do count = 0 to 18;
    window{count} = .;
    window1{count} = .;
  end;
  count = 1;
end;
else count + 1;
window{mod(count,19)} = FTHG;
Goals_For = sum(of window{*});
Avg_Goals_For = sum(of window{*}) / min(count,19);
window1{mod(count,19)} = FTAG;
Goals_Against = sum(of window1{*});
Avg_Goals_Against = sum(of window1{*}) / min(count,19);
drop count;

run;

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

View solution in original post

PaigeMiller · Posted 10-12-2020 07:18 AM

The dates appear to be text strings, and you would need to convert them to actual numeric SAS date values (which are integers representing the number of days since January 1, 1960). You can probably do this in a DATA step where your text string dates are converted to numeric via

numeric_date=input(text_date,anydtdte.);

Then, things will sort properly by date.

You say

When I have the goal-info for match 1-19 I want the goal-info for match 2-20, then match 3-21 etc

But that sentence doesn't make any sense to me. Still, PROC SUMMARY ought to give you the means and number of games for each team by each year, although somehow you will have to account for when teams are home and when teams are away. But I can't go further as its not really clear what you mean.

--
Paige Miller

Taasby · Posted 10-12-2020 08:40 AM

Did it delete my reply?

/Frederik

Kurt_Bremser · Posted 10-12-2020 07:29 AM

We covered this (rolling window) in https://communities.sas.com/t5/SAS-Programming/Running-totals-across-fixed-number-of-observations/m-...

It is just a different array size and a different parameter in the MOD function.

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

Taasby · Posted 10-12-2020 08:33 AM

Hi Kurt

I think this array is a bit different from the one that we covered the other day. At least, I'm not - unfortunately - sure how to modify it anyway. I've got my data sorted properly so that it now looks like this:

"Date","HomeTeam","AwayTeam","FTHG","FTAG","FTR","B365H","B365D","B365A","B365H_True","B365D_True","B365A_True","HomeTeam_hotness","AwayTeam_hotness"
"14/08/2010","Aston_Villa","West_Ham","3","0","H","2","3.3","4","2.073","3.504","4.304","0.750","-0.750"
"14/08/2010","Blackburn","Everton","1","0","H","2.88","3.25","2.5","3.040","3.456","2.620","1.053","-1.053"
"14/08/2010","Bolton","Fulham","0","0","D","2.2","3.3","3.4","2.287","3.499","3.612","-0.160","0.160"
"14/08/2010","Chelsea","West_Brom","6","0","H","1.17","7","17","1.196","8.060","24.981","0.204","-0.204"
"14/08/2010","Sunderland","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.198","0.198"
"14/08/2010","Tottenham","Man_City","0","0","D","2.4","3.3","3","2.506","3.504","3.168","-0.083","0.083"
"14/08/2010","Wigan","Blackpool","0","4","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.324","1.324"
"14/08/2010","Wolves","Stoke","2","1","H","2.3","3.25","3.2","2.401","3.456","3.399","0.878","-0.878"
"15/08/2010","Liverpool","Arsenal","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.053","0.053"
"16/08/2010","Man_United","Newcastle","3","0","H","1.25","5.5","15","1.276","6.037","19.800","0.267","-0.267"
"21/08/2010","Arsenal","Blackpool","6","0","H","1.17","7","19","1.193","7.928","27.854","-0.927","0.927"
"21/08/2010","Birmingham","Blackburn","2","1","H","2.2","3.25","3.4","2.295","3.461","3.632","-0.090","0.090"
"21/08/2010","Everton","Wolves","1","1","D","1.5","4","7","1.546","4.345","8.129","-1.489","1.489"
"21/08/2010","Stoke","Tottenham","1","2","A","3.4","3.3","2.2","3.612","3.499","2.287","-0.735","0.735"
"21/08/2010","West_Brom","Sunderland","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","1.364","-1.364"
"21/08/2010","West_Ham","Bolton","1","3","A","2.25","3.3","3.25","2.347","3.513","3.457","-0.932","0.932"
"21/08/2010","Wigan","Chelsea","0","6","A","15","6","1.22","20.409","6.711","1.247","-0.939","0.939"
"22/08/2010","Fulham","Man_United","2","2","D","6","4","1.57","6.721","4.308","1.615","-0.023","0.023"
"22/08/2010","Newcastle","Aston_Villa","6","0","H","3.2","3.25","2.3","3.399","3.456","2.401","0.554","-0.554"
"23/08/2010","Man_City","Liverpool","3","0","H","2.38","3.25","3.1","2.479","3.438","3.270","0.968","-0.968"
"28/08/2010","Blackburn","Arsenal","1","2","A","6","4","1.57","6.721","4.308","1.615","0.033","-0.033"
"28/08/2010","Blackpool","Fulham","2","2","D","3.2","3.25","2.3","3.399","3.456","2.401","1.308","-1.308"
"28/08/2010","Chelsea","Stoke","2","0","H","1.11","9","23","1.133","10.797","40.030","1.076","-1.076"
"28/08/2010","Man_United","West_Ham","3","0","H","1.14","8","19","1.164","9.370","29.106","0.431","-0.431"
"28/08/2010","Tottenham","Wigan","0","1","A","1.25","5.75","13","1.277","6.371","16.673","-0.982","0.982"
"28/08/2010","Wolves","Newcastle","1","1","D","2.4","3.2","3.1","2.504","3.387","3.275","-0.289","0.289"
"29/08/2010","Aston_Villa","Everton","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","2.077","-2.077"
"29/08/2010","Bolton","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.230","0.230"
"29/08/2010","Liverpool","West_Brom","1","0","H","1.22","6","15","1.247","6.711","20.409","-1.019","1.019"
"29/08/2010","Sunderland","Man_City","1","0","H","4.5","3.5","1.83","4.900","3.737","1.893","0.257","-0.257"
"11/09/2010","Arsenal","Bolton","4","1","H","1.25","5.5","13","1.281","6.164","17.439","0.675","-0.675"
"11/09/2010","Everton","Man_United","3","3","D","4.2","3.4","1.91","4.556","3.629","1.980","-0.810","0.810"
"11/09/2010","Fulham","Wolves","2","1","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.227","0.227"
"11/09/2010","Man_City","Blackburn","1","1","D","1.33","5","10","1.361","5.473","12.091","-1.146","1.146"
"11/09/2010","Newcastle","Blackpool","0","2","A","1.57","4","6","1.615","4.308","6.721","-1.586","1.586"
"11/09/2010","West_Brom","Tottenham","1","1","D","3.75","3.25","2.1","4.003","3.438","2.177","1.358","-1.358"
"11/09/2010","West_Ham","Chelsea","1","3","A","10","5","1.33","12.091","5.473","1.361","-1.521","1.521"
"11/09/2010","Wigan","Sunderland","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","0.300","-0.300"
"12/09/2010","Birmingham","Liverpool","0","0","D","3.1","3.2","2.4","3.275","3.387","2.504","0.630","-0.630"
"13/09/2010","Stoke","Aston_Villa","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","-0.368","0.368"
"18/09/2010","Aston_Villa","Bolton","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.298","-0.298"
"18/09/2010","Blackburn","Fulham","1","1","D","2","3.3","4","2.073","3.504","4.304","0.285","-0.285"
"18/09/2010","Everton","Newcastle","0","1","A","1.62","3.75","6","1.666","4.003","6.676","-2.758","2.758"
"18/09/2010","Stoke","West_Ham","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","0.512","-0.512"
"18/09/2010","Sunderland","Arsenal","1","1","D","5.5","3.7","1.67","6.066","3.948","1.719","-0.336","0.336"
"18/09/2010","Tottenham","Wolves","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-0.532","0.532"
"18/09/2010","West_Brom","Birmingham","3","1","H","2.25","3.3","3.25","2.347","3.513","3.457","1.401","-1.401"
"19/09/2010","Chelsea","Blackpool","4","0","H","1.1","9","26","1.124","10.922","52.890","-0.443","0.443"
"19/09/2010","Man_United","Liverpool","3","2","H","1.7","3.5","5.5","1.755","3.744","6.126","0.716","-0.716"
"19/09/2010","Wigan","Man_City","0","2","A","5","3.6","1.73","5.513","3.858","1.788","0.341","-0.341"
"25/09/2010","Arsenal","West_Brom","2","3","A","1.22","6","15","1.247","6.711","20.409","-2.755","2.755"
"25/09/2010","Birmingham","Wigan","0","0","D","1.83","3.5","4.5","1.893","3.737","4.900","-0.672","0.672"
"25/09/2010","Blackpool","Blackburn","1","2","A","3.2","3.25","2.3","3.399","3.456","2.401","0.738","-0.738"
"25/09/2010","Fulham","Everton","0","0","D","2.75","3.2","2.63","2.900","3.405","2.767","1.591","-1.591"
"25/09/2010","Liverpool","Sunderland","2","2","D","1.44","4.33","7.5","1.482","4.731","8.791","-1.129","1.129"
"25/09/2010","Man_City","Chelsea","1","0","H","3.6","3.3","2.1","3.864","3.521","2.187","-0.198","0.198"
"25/09/2010","West_Ham","Tottenham","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","0.970","-0.970"
"26/09/2010","Bolton","Man_United","2","2","D","7.5","4","1.5","8.571","4.286","1.538","0.425","-0.425"
"26/09/2010","Newcastle","Stoke","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","-0.222","0.222"
"26/09/2010","Wolves","Aston_Villa","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-1.043","1.043"
"02/10/2010","Birmingham","Everton","0","2","A","2.88","3.1","2.63","3.025","3.269","2.751","0.373","-0.373"
"02/10/2010","Stoke","Blackburn","1","0","H","2.25","3.2","3.4","2.340","3.384","3.609","1.847","-1.847"
"02/10/2010","Sunderland","Man_United","0","0","D","5","3.5","1.75","5.526","3.750","1.810","1.433","-1.433"
"02/10/2010","Tottenham","Aston_Villa","2","1","H","1.91","3.5","4","1.985","3.760","4.343","-0.061","0.061"
"02/10/2010","West_Brom","Bolton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","1.759","-1.759"
"02/10/2010","West_Ham","Fulham","1","1","D","2.25","3.25","3.3","2.347","3.457","3.513","0.500","-0.500"
"02/10/2010","Wigan","Wolves","2","0","H","2.25","3.25","3.3","2.347","3.457","3.513","2.137","-2.137"
"03/10/2010","Chelsea","Arsenal","2","0","H","1.73","3.6","5","1.788","3.858","5.513","1.478","-1.478"
"03/10/2010","Liverpool","Blackpool","1","2","A","1.33","5","10","1.361","5.473","12.091","-3.205","3.205"
"03/10/2010","Man_City","Newcastle","2","1","H","1.44","4","8.5","1.484","4.361","10.315","0.812","-0.812"
"16/10/2010","Arsenal","Birmingham","2","1","H","1.29","5.5","11","1.317","6.030","13.345","1.063","-1.063"
"16/10/2010","Aston_Villa","Chelsea","0","0","D","5","3.6","1.73","5.513","3.858","1.788","0.042","-0.042"
"16/10/2010","Bolton","Stoke","2","1","H","2.2","3.2","3.5","2.289","3.391","3.730","-1.695","1.695"
"16/10/2010","Fulham","Tottenham","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-0.854","0.854"
"16/10/2010","Man_United","West_Brom","2","2","D","1.25","5.75","12","1.281","6.459","15.564","-2.619","2.619"
"16/10/2010","Newcastle","Wigan","2","2","D","1.83","3.5","4.5","1.893","3.737","4.900","-1.747","1.747"
"16/10/2010","Wolves","West_Ham","1","1","D","2.25","3.2","3.4","2.340","3.384","3.609","-1.437","1.437"
"17/10/2010","Blackpool","Man_City","2","3","A","5.5","4","1.62","6.044","4.280","1.664","0.352","-0.352"
"17/10/2010","Everton","Liverpool","2","0","H","2.4","3.25","3","2.516","3.467","3.184","1.817","-1.817"
"18/10/2010","Blackburn","Sunderland","0","0","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.613","0.613"
"23/10/2010","Birmingham","Blackpool","2","0","H","1.83","3.6","4.33","1.894","3.855","4.705","-2.134","2.134"
"23/10/2010","Chelsea","Wolves","2","0","H","1.13","8.5","19","1.154","10.077","29.223","1.312","-1.312"
"23/10/2010","Sunderland","Aston_Villa","1","0","H","2.4","3.25","3","2.516","3.467","3.184","0.529","-0.529"
"23/10/2010","Tottenham","Everton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","0.234","-0.234"
"23/10/2010","West_Brom","Fulham","2","1","H","2.2","3.25","3.4","2.295","3.461","3.632","2.310","-2.310"
"23/10/2010","West_Ham","Newcastle","1","2","A","2.38","3.25","3.1","2.479","3.438","3.270","-0.471","0.471"
"23/10/2010","Wigan","Bolton","1","1","D","2.38","3.25","3.1","2.479","3.438","3.270","-0.430","0.430"
"24/10/2010","Liverpool","Blackburn","2","1","H","1.67","3.6","5.5","1.726","3.871","6.159","-0.987","0.987"
"24/10/2010","Man_City","Arsenal","0","3","A","2.5","3.2","2.9","2.625","3.408","3.070","1.222","-1.222"
"24/10/2010","Stoke","Man_United","1","2","A","5.5","3.75","1.67","6.022","3.986","1.715","2.673","-2.673"
"30/10/2010","Arsenal","West_Ham","1","0","H","1.17","7","17","1.196","8.060","24.981","0.147","-0.147"
"30/10/2010","Blackburn","Chelsea","1","2","A","7.5","4.33","1.44","8.791","4.731","1.482","-0.902","0.902"
"30/10/2010","Everton","Stoke","1","0","H","1.57","3.75","6.5","1.619","4.040","7.424","0.130","-0.130"
"30/10/2010","Fulham","Wigan","2","0","H","1.91","3.4","4.2","1.980","3.629","4.556","-0.333","0.333"
"30/10/2010","Man_United","Tottenham","2","0","H","1.57","4","6","1.615","4.308","6.721","-1.108","1.108"
"30/10/2010","Wolves","Man_City","2","1","H","5.5","3.4","1.73","6.104","3.622","1.786","-1.305","1.305"
"31/10/2010","Aston_Villa","Birmingham","0","0","D","1.8","3.6","4.5","1.862","3.857","4.909","-0.227","0.227"
"31/10/2010","Bolton","Liverpool","0","1","A","3.4","3.25","2.2","3.632","3.461","2.295","0.314","-0.314"
"31/10/2010","Newcastle","Sunderland","5","1","H","2.2","3.2","3.5","2.289","3.391","3.730","1.361","-1.361"
"01/11/2010","Blackpool","West_Brom","2","1","H","2.9","3.25","2.5","3.055","3.446","2.614","-0.284","0.284"
"06/11/2010","Birmingham","West_Ham","2","2","D","1.91","3.4","4.2","1.980","3.629","4.556","-0.537","0.537"
"06/11/2010","Blackburn","Wigan","2","1","H","1.8","3.6","4.5","1.862","3.857","4.909","0.697","-0.697"
"06/11/2010","Blackpool","Everton","2","2","D","4.5","3.6","1.8","4.909","3.857","1.862","0.241","-0.241"
"06/11/2010","Bolton","Tottenham","4","2","H","3","3.3","2.4","3.168","3.504","2.506","0.650","-0.650"
"06/11/2010","Fulham","Aston_Villa","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.255","0.255"
"06/11/2010","Man_United","Wolves","2","1","H","1.22","6","15","1.247","6.711","20.409","-0.699","0.699"
"06/11/2010","Sunderland","Stoke","2","0","H","2.1","3.2","3.75","2.185","3.401","4.029","-0.213","0.213"
"07/11/2010","Arsenal","Newcastle","0","1","A","1.29","5.5","11","1.317","6.030","13.345","-1.716","1.716"
"07/11/2010","Liverpool","Chelsea","2","0","H","3.8","3.4","2","4.097","3.636","2.079","0.616","-0.616"
"07/11/2010","West_Brom","Man_City","0","2","A","3.6","3.3","2.1","3.864","3.521","2.187","-0.718","0.718"
"09/11/2010","Stoke","Birmingham","3","2","H","2.1","3.2","3.75","2.185","3.401","4.029","1.188","-1.188"
"09/11/2010","Tottenham","Sunderland","1","1","D","1.53","4","6.5","1.576","4.332","7.424","-0.829","0.829"
"10/11/2010","Aston_Villa","Blackpool","3","2","H","1.62","3.75","6","1.666","4.003","6.676","-1.997","1.997"
"10/11/2010","Chelsea","Fulham","1","0","H","1.2","6.5","15","1.226","7.358","20.526","0.922","-0.922"
"10/11/2010","Everton","Bolton","1","1","D","1.62","3.75","6","1.666","4.003","6.676","-0.033","0.033"
"10/11/2010","Man_City","Man_United","0","0","D","2.63","3.25","2.75","2.754","3.442","2.886","0.648","-0.648"
"10/11/2010","Newcastle","Blackburn","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","0.819","-0.819"
"10/11/2010","West_Ham","West_Brom","2","2","D","2.3","3.25","3.2","2.401","3.456","3.399","-0.888","0.888"
"10/11/2010","Wigan","Liverpool","1","1","D","4.75","3.6","1.75","5.246","3.878","1.813","-0.788","0.788"
"10/11/2010","Wolves","Arsenal","0","2","A","5.5","3.6","1.67","6.159","3.871","1.726","-0.681","0.681"
"13/11/2010","Aston_Villa","Man_United","2","2","D","4.5","3.6","1.8","4.909","3.857","1.862","-0.443","0.443"
"13/11/2010","Man_City","Birmingham","0","0","D","1.4","4.5","8.5","1.436","4.898","10.041","-0.399","0.399"
"13/11/2010","Newcastle","Fulham","0","0","D","1.91","3.4","4.2","1.980","3.629","4.556","1.457","-1.457"
"13/11/2010","Stoke","Liverpool","2","0","H","3.75","3.25","2.1","4.003","3.438","2.177","0.059","-0.059"
"13/11/2010","Tottenham","Blackburn","4","2","H","1.57","3.8","6.5","1.616","4.079","7.360","-1.017","1.017"
"13/11/2010","West_Ham","Blackpool","0","0","D","1.91","3.6","4","1.975","3.836","4.294","-1.571","1.571"
"13/11/2010","Wigan","West_Brom","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","0.161","-0.161"
"13/11/2010","Wolves","Bolton","2","3","A","2.4","3.1","3.2","2.504","3.275","3.387","-1.457","1.457"
"14/11/2010","Chelsea","Sunderland","0","3","A","1.22","5.75","15","1.251","6.501","21.467","-2.633","2.633"
"14/11/2010","Everton","Arsenal","1","2","A","3.4","3.3","2.2","3.612","3.499","2.287","-1.983","1.983"
"20/11/2010","Arsenal","Tottenham","2","3","A","1.62","4","5.5","1.664","4.280","6.044","0.888","-0.888"
"20/11/2010","Birmingham","Chelsea","1","0","H","5","3.6","1.73","5.513","3.858","1.788","1.431","-1.431"
"20/11/2010","Blackpool","Wolves","2","1","H","2.5","3.3","2.88","2.609","3.493","3.026","0.630","-0.630"
"20/11/2010","Bolton","Newcastle","5","1","H","2.1","3.3","3.6","2.187","3.521","3.864","0.287","-0.287"
"20/11/2010","Liverpool","West_Ham","3","0","H","1.57","3.8","6.5","1.616","4.079","7.360","2.833","-2.833"
"20/11/2010","Man_United","Wigan","2","0","H","1.22","6","15","1.247","6.711","20.409","0.758","-0.758"
"20/11/2010","West_Brom","Stoke","0","3","A","2.2","3.2","3.5","2.289","3.391","3.730","-2.612","2.612"
"21/11/2010","Blackburn","Aston_Villa","2","0","H","2.3","3.25","3.25","2.392","3.437","3.437","2.635","-2.635"
"21/11/2010","Fulham","Man_City","1","4","A","3.2","3.1","2.4","3.387","3.275","2.504","0.077","-0.077"
"22/11/2010","Sunderland","Everton","2","2","D","2.6","3.2","2.8","2.728","3.397","2.949","2.950","-2.950"
"27/11/2010","Aston_Villa","Arsenal","2","4","A","3.4","3.3","2.2","3.612","3.499","2.287","-1.534","1.534"
"27/11/2010","Bolton","Blackpool","2","2","D","1.57","4.2","5.5","1.618","4.563","6.140","0.349","-0.349"
"27/11/2010","Everton","West_Brom","1","4","A","1.57","3.8","6.5","1.616","4.079","7.360","-1.153","1.153"
"27/11/2010","Fulham","Birmingham","1","1","D","2","3.3","4","2.073","3.504","4.304","-0.516","0.516"
"27/11/2010","Man_United","Blackburn","7","1","H","1.25","5.5","13","1.281","6.164","17.439","-1.405","1.405"
"27/11/2010","Stoke","Man_City","1","1","D","3.4","3.25","2.2","3.632","3.461","2.295","2.278","-2.278"
"27/11/2010","West_Ham","Wigan","3","1","H","2","3.5","3.75","2.072","3.728","4.013","-0.507","0.507"
"27/11/2010","Wolves","Sunderland","3","2","H","2.6","3.2","2.8","2.728","3.397","2.949","0.141","-0.141"
"28/11/2010","Newcastle","Chelsea","1","1","D","5","3.6","1.73","5.513","3.858","1.788","1.928","-1.928"
"28/11/2010","Tottenham","Liverpool","2","1","H","2","3.4","3.8","2.079","3.636","4.097","0.106","-0.106"
"04/12/2010","Arsenal","Fulham","2","1","H","1.29","5.25","12","1.318","5.742","14.926","1.976","-1.976"
"04/12/2010","Birmingham","Tottenham","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","-0.777","0.777"
"04/12/2010","Blackburn","Wolves","3","0","H","1.73","3.6","5","1.788","3.858","5.513","2.562","-2.562"
"04/12/2010","Chelsea","Everton","1","1","D","1.36","4.75","9","1.396","5.221","10.854","-0.467","0.467"
"04/12/2010","Man_City","Bolton","1","0","H","1.53","4","6.5","1.576","4.332","7.424","-1.016","1.016"
"04/12/2010","Wigan","Stoke","2","2","D","2.75","3.2","2.63","2.900","3.405","2.767","-1.558","1.558"
"05/12/2010","Sunderland","West_Ham","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","2.092","-2.092"
"05/12/2010","West_Brom","Newcastle","3","1","H","2.25","3.3","3.25","2.347","3.513","3.457","0.934","-0.934"
"06/12/2010","Liverpool","Aston_Villa","3","0","H","1.62","3.75","6","1.666","4.003","6.676","1.079","-1.079"
"11/12/2010","Aston_Villa","West_Brom","2","1","H","2.1","3.3","3.6","2.187","3.521","3.864","-0.098","0.098"
"11/12/2010","Everton","Wigan","0","0","D","1.4","4.5","9","1.432","4.846","10.500","-2.315","2.315"
"11/12/2010","Fulham","Sunderland","0","0","D","2.2","3.25","3.4","2.295","3.461","3.632","-1.858","1.858"
"11/12/2010","Newcastle","Liverpool","3","1","H","3.8","3.4","2","4.097","3.636","2.079","-0.028","0.028"
"11/12/2010","Stoke","Blackpool","0","1","A","1.62","4","5.5","1.664","4.280","6.044","0.085","-0.085"
"11/12/2010","West_Ham","Man_City","1","3","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.883","0.883"
"12/12/2010","Bolton","Blackburn","2","1","H","2","3.3","4","2.073","3.504","4.304","-0.515","0.515"
"12/12/2010","Tottenham","Chelsea","1","1","D","2.8","3.25","2.6","2.935","3.434","2.716","3.120","-3.120"
"12/12/2010","Wolves","Birmingham","1","0","H","2.4","3.25","3","2.516","3.467","3.184","0.505","-0.505"
"13/12/2010","Man_United","Arsenal","1","0","H","2","3.4","3.8","2.079","3.636","4.097","-0.691","0.691"
"18/12/2010","Blackburn","West_Ham","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.796","-0.796"
"18/12/2010","Sunderland","Bolton","1","0","H","2.2","3.2","3.5","2.289","3.391","3.730","0.263","-0.263"
"20/12/2010","Man_City","Everton","1","2","A","1.73","3.6","5","1.788","3.858","5.513","0.945","-0.945"
"26/12/2010","Aston_Villa","Tottenham","1","2","A","3.2","3.3","2.3","3.381","3.493","2.392","-2.193","2.193"
"26/12/2010","Blackburn","Stoke","0","2","A","2.3","3.2","3.2","2.410","3.418","3.418","-1.171","1.171"
"26/12/2010","Bolton","West_Brom","2","0","H","2.1","3.25","3.75","2.177","3.438","4.003","0.417","-0.417"
"26/12/2010","Fulham","West_Ham","1","3","A","1.91","3.4","4.2","1.980","3.629","4.556","-2.555","2.555"
"26/12/2010","Man_United","Sunderland","2","0","H","1.29","5.5","11","1.317","6.030","13.345","0.315","-0.315"
"26/12/2010","Newcastle","Man_City","1","3","A","3.25","3.25","2.25","3.475","3.475","2.356","-1.776","1.776"
"26/12/2010","Wolves","Wigan","1","2","A","2.1","3.3","3.6","2.187","3.521","3.864","-0.754","0.754"
"27/12/2010","Arsenal","Chelsea","3","1","H","2.63","3.2","2.75","2.767","3.405","2.900","4.508","-4.508"
"28/12/2010","Birmingham","Man_United","1","1","D","6.5","4.33","1.5","7.316","4.677","1.540","-0.222","0.222"
"28/12/2010","Man_City","Aston_Villa","4","0","H","1.44","4.2","8","1.481","4.568","9.450","1.310","-1.310"
"28/12/2010","Stoke","Fulham","0","2","A","1.83","3.4","4.75","1.889","3.609","5.168","0.651","-0.651"
"28/12/2010","Sunderland","Blackpool","0","2","A","1.62","3.75","6","1.666","4.003","6.676","-2.011","2.011"
"28/12/2010","Tottenham","Newcastle","2","0","H","1.53","4","6.5","1.576","4.332","7.424","1.899","-1.899"
"28/12/2010","West_Brom","Blackburn","1","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.031","0.031"
"28/12/2010","West_Ham","Everton","1","1","D","3.4","3.2","2.25","3.609","3.384","2.340","1.767","-1.767"
"29/12/2010","Chelsea","Bolton","1","0","H","1.29","5.5","11","1.317","6.030","13.345","-2.270","2.270"
"29/12/2010","Liverpool","Wolves","0","1","A","1.33","5","10","1.361","5.473","12.091","-2.323","2.323"
"29/12/2010","Wigan","Arsenal","2","2","D","6.5","4.2","1.5","7.445","4.575","1.545","-0.082","0.082"
"01/01/2011","Birmingham","Arsenal","0","3","A","5.5","3.6","1.67","6.159","3.871","1.726","-1.266","1.266"
"01/01/2011","Liverpool","Bolton","2","1","H","1.7","3.75","5","1.755","4.026","5.504","-0.648","0.648"
"01/01/2011","Man_City","Blackpool","1","0","H","1.29","5.5","10","1.322","6.142","12.346","-0.412","0.412"
"01/01/2011","Stoke","Everton","2","0","H","2.63","3.2","2.75","2.767","3.405","2.900","0.942","-0.942"
"01/01/2011","Sunderland","Blackburn","3","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.708","-0.708"
"01/01/2011","Tottenham","Fulham","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","1.755","-1.755"
"01/01/2011","West_Brom","Man_United","1","2","A","6","4.2","1.53","6.793","4.574","1.577","-0.640","0.640"
"01/01/2011","West_Ham","Wolves","2","0","H","2","3.4","3.8","2.079","3.636","4.097","-0.860","0.860"
"02/01/2011","Chelsea","Aston_Villa","3","3","D","1.25","5.5","13","1.281","6.164","17.439","-2.186","2.186"
"02/01/2011","Wigan","Newcastle","0","1","A","2.5","3.2","2.9","2.625","3.408","3.070","-1.000","1.000"
"04/01/2011","Blackpool","Birmingham","1","2","A","2.3","3.25","3.25","2.392","3.437","3.437","2.043","-2.043"
"04/01/2011","Fulham","West_Brom","3","0","H","2.2","3.25","3.4","2.295","3.461","3.632","1.149","-1.149"
"04/01/2011","Man_United","Stoke","2","1","H","1.25","5.75","12","1.281","6.459","15.564","1.125","-1.125"
"05/01/2011","Arsenal","Man_City","0","0","D","1.91","3.6","4","1.975","3.836","4.294","-0.912","0.912"
"05/01/2011","Aston_Villa","Sunderland","0","1","A","2.2","3.25","3.4","2.295","3.461","3.632","-1.310","1.310"
"05/01/2011","Blackburn","Liverpool","3","1","H","3.4","3.25","2.2","3.632","3.461","2.295","1.198","-1.198"
"05/01/2011","Bolton","Wigan","1","1","D","1.73","3.6","5","1.788","3.858","5.513","0.370","-0.370"
"05/01/2011","Everton","Tottenham","2","1","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.214","0.214"
"05/01/2011","Newcastle","West_Ham","5","0","H","1.83","3.6","4.33","1.894","3.855","4.705","0.788","-0.788"
"05/01/2011","Wolves","Chelsea","1","0","H","8","4.2","1.44","9.450","4.568","1.481","4.176","-4.176"
"12/01/2011","Blackpool","Liverpool","2","1","H","3.8","3.75","1.91","4.076","4.018","1.977","3.105","-3.105"
"15/01/2011","Chelsea","Blackburn","2","0","H","1.29","5.5","11","1.317","6.030","13.345","-1.977","1.977"
"15/01/2011","Man_City","Wolves","4","3","H","1.33","5","10","1.361","5.473","12.091","-1.013","1.013"
"15/01/2011","Stoke","Bolton","2","0","H","2.1","3.25","3.75","2.177","3.438","4.003","1.485","-1.485"
"15/01/2011","West_Brom","Blackpool","3","2","H","1.8","3.6","4.5","1.862","3.857","4.909","-2.733","2.733"
"15/01/2011","West_Ham","Arsenal","0","3","A","6","4","1.57","6.721","4.308","1.615","0.415","-0.415"
"15/01/2011","Wigan","Fulham","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.434","0.434"
"16/01/2011","Birmingham","Aston_Villa","1","1","D","2.4","3.2","3.1","2.504","3.387","3.275","0.087","-0.087"
"16/01/2011","Liverpool","Everton","2","2","D","2.2","3.2","3.5","2.289","3.391","3.730","-1.881","1.881"
"16/01/2011","Sunderland","Newcastle","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.556","0.556"
"16/01/2011","Tottenham","Man_United","0","0","D","2.88","3.3","2.5","3.026","3.493","2.609","-0.078","0.078"
"22/01/2011","Arsenal","Wigan","3","0","H","1.2","6.5","15","1.226","7.358","20.526","0.857","-0.857"
"22/01/2011","Aston_Villa","Man_City","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","-1.186","1.186"
"22/01/2011","Blackpool","Sunderland","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.236","0.236"
"22/01/2011","Everton","West_Ham","2","2","D","1.5","4","7.5","1.538","4.286","8.571","-0.779","0.779"
"22/01/2011","Fulham","Stoke","2","0","H","2.2","3.2","3.5","2.289","3.391","3.730","-0.025","0.025"
"22/01/2011","Man_United","Birmingham","5","0","H","1.2","6.5","15","1.226","7.358","20.526","0.330","-0.330"
"22/01/2011","Newcastle","Tottenham","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.065","-0.065"
"22/01/2011","Wolves","Liverpool","0","3","A","3.4","3.2","2.25","3.609","3.384","2.340","1.861","-1.861"
"23/01/2011","Blackburn","West_Brom","2","0","H","2.25","3.3","3.25","2.347","3.513","3.457","2.428","-2.428"
"24/01/2011","Bolton","Chelsea","0","4","A","6","3.75","1.62","6.676","4.003","1.666","0.244","-0.244"
"25/01/2011","Blackpool","Man_United","2","3","A","8","5","1.36","9.533","5.559","1.398","-0.456","0.456"
"25/01/2011","Wigan","Aston_Villa","1","2","A","3.2","3.25","2.3","3.399","3.456","2.401","-1.833","1.833"
"26/01/2011","Liverpool","Fulham","1","0","H","1.53","3.8","7","1.578","4.110","8.131","-1.392","1.392"
"01/02/2011","Arsenal","Everton","2","1","H","1.4","4.5","8.5","1.436","4.898","10.041","1.289","-1.289"
"01/02/2011","Man_United","Aston_Villa","3","1","H","1.33","5","9.5","1.365","5.526","11.599","0.506","-0.506"
"01/02/2011","Sunderland","Chelsea","2","4","A","5.5","3.6","1.67","6.159","3.871","1.726","0.823","-0.823"
"01/02/2011","West_Brom","Wigan","2","2","D","1.73","3.6","5","1.788","3.858","5.513","0.132","-0.132"
"02/02/2011","Birmingham","Man_City","2","2","D","4.5","3.5","1.83","4.900","3.737","1.893","0.143","-0.143"
"02/02/2011","Blackburn","Tottenham","0","1","A","3.25","3.4","2.2","3.461","3.632","2.295","1.427","-1.427"
"02/02/2011","Blackpool","West_Ham","1","3","A","2.38","3.3","3","2.492","3.519","3.180","-1.205","1.205"
"02/02/2011","Bolton","Wolves","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","-1.748","1.748"
"02/02/2011","Fulham","Newcastle","1","0","H","2.1","3.3","3.6","2.187","3.521","3.864","0.908","-0.908"
"02/02/2011","Liverpool","Stoke","2","0","H","1.62","3.75","6","1.666","4.003","6.676","-0.208","0.208"
"05/02/2011","Aston_Villa","Fulham","2","2","D","1.91","3.4","4.2","1.980","3.629","4.556","-1.014","1.014"
"05/02/2011","Everton","Blackpool","5","3","H","1.44","4.5","7","1.482","4.941","8.129","0.060","-0.060"
"05/02/2011","Man_City","West_Brom","3","0","H","1.4","4.5","8.5","1.436","4.898","10.041","0.502","-0.502"
"05/02/2011","Newcastle","Arsenal","4","4","D","5","4","1.67","5.443","4.278","1.717","-0.040","0.040"
"05/02/2011","Stoke","Sunderland","3","2","H","2.1","3.2","3.75","2.185","3.401","4.029","0.218","-0.218"
"05/02/2011","Tottenham","Bolton","2","1","H","1.57","4","6","1.615","4.308","6.721","0.932","-0.932"
"05/02/2011","Wigan","Blackburn","4","3","H","2.5","3.25","2.9","2.614","3.446","3.055","-0.873","0.873"
"05/02/2011","Wolves","Man_United","2","1","H","8.5","4.5","1.4","10.041","4.898","1.436","1.110","-1.110"
"06/02/2011","Chelsea","Liverpool","0","1","A","1.62","4","5.5","1.664","4.280","6.044","-2.226","2.226"
"06/02/2011","West_Ham","Birmingham","0","1","A","2","3.5","3.75","2.072","3.728","4.013","-0.401","0.401"
"12/02/2011","Arsenal","Wolves","2","0","H","1.22","6","15","1.247","6.711","20.409","-1.203","1.203"
"12/02/2011","Birmingham","Stoke","1","0","H","2.5","3.2","2.9","2.625","3.408","3.070","1.152","-1.152"
"12/02/2011","Blackburn","Newcastle","0","0","D","2.1","3.4","3.5","2.186","3.631","3.745","0.930","-0.930"
"12/02/2011","Blackpool","Aston_Villa","1","1","D","3.25","3.4","2.2","3.461","3.632","2.295","-1.488","1.488"
"12/02/2011","Liverpool","Wigan","1","1","D","1.36","4.75","9","1.396","5.221","10.854","1.400","-1.400"
"12/02/2011","Man_United","Man_City","2","1","H","1.73","3.6","5","1.788","3.858","5.513","0.929","-0.929"
"12/02/2011","Sunderland","Tottenham","1","2","A","2.75","3.25","2.6","2.899","3.460","2.732","-0.240","0.240"
"12/02/2011","West_Brom","West_Ham","3","3","D","1.91","3.6","4","1.975","3.836","4.294","-0.759","0.759"
"13/02/2011","Bolton","Everton","2","0","H","2.75","3.25","2.6","2.899","3.460","2.732","0.440","-0.440"
"14/02/2011","Fulham","Chelsea","0","0","D","5","3.6","1.73","5.513","3.858","1.788","1.028","-1.028"
"15/02/2011","Birmingham","Newcastle","0","2","A","2.6","3.2","2.8","2.728","3.397","2.949","0.942","-0.942"
"20/02/2011","West_Brom","Wolves","1","1","D","1.85","3.4","4.5","1.917","3.634","4.920","-1.598","1.598"
"22/02/2011","Blackpool","Tottenham","3","1","H","4","3.6","1.91","4.294","3.836","1.975","-0.817","0.817"
"23/02/2011","Arsenal","Stoke","1","0","H","1.3","5.25","10","1.335","5.863","12.485","0.476","-0.476"
"26/02/2011","Aston_Villa","Blackburn","4","1","H","1.73","3.6","5","1.788","3.858","5.513","1.486","-1.486"
"26/02/2011","Everton","Sunderland","2","0","H","1.73","3.6","5","1.788","3.858","5.513","0.084","-0.084"
"26/02/2011","Newcastle","Bolton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","-1.103","1.103"
"26/02/2011","Wigan","Man_United","0","4","A","6.5","4","1.53","7.424","4.332","1.576","-0.980","0.980"
"26/02/2011","Wolves","Blackpool","4","0","H","1.83","3.6","4.33","1.894","3.855","4.705","1.002","-1.002"
"27/02/2011","Man_City","Fulham","1","1","D","1.5","4","7.5","1.538","4.286","8.571","-1.713","1.713"
"27/02/2011","West_Ham","Liverpool","3","1","H","3.4","3.3","2.2","3.612","3.499","2.287","-0.592","0.592"
"28/02/2011","Stoke","West_Brom","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","1.409","-1.409"
"01/03/2011","Chelsea","Man_United","2","1","H","2.2","3.2","3.6","2.275","3.361","3.805","0.062","-0.062"
"05/03/2011","Arsenal","Sunderland","0","0","D","1.44","4.33","7.5","1.482","4.731","8.791","0.059","-0.059"
"05/03/2011","Birmingham","West_Brom","1","3","A","2.38","3.2","3.1","2.489","3.400","3.288","1.560","-1.560"
"05/03/2011","Bolton","Aston_Villa","3","2","H","2.25","3.4","3.2","2.340","3.609","3.384","1.449","-1.449"
"05/03/2011","Fulham","Blackburn","3","2","H","1.73","3.6","5","1.788","3.858","5.513","1.205","-1.205"
"05/03/2011","Man_City","Wigan","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-1.053","1.053"
"05/03/2011","Newcastle","Everton","1","2","A","2.6","3.2","2.8","2.728","3.397","2.949","-1.186","1.186"
"05/03/2011","West_Ham","Stoke","3","0","H","2.25","3.3","3.25","2.347","3.513","3.457","1.958","-1.958"
"06/03/2011","Liverpool","Man_United","3","1","H","2.8","3.2","2.6","2.949","3.397","2.728","1.360","-1.360"
"06/03/2011","Wolves","Tottenham","3","3","D","3","3.3","2.38","3.180","3.519","2.492","0.388","-0.388"
"07/03/2011","Blackpool","Chelsea","1","3","A","10","5.5","1.3","12.051","6.068","1.329","-0.810","0.810"
"09/03/2011","Everton","Birmingham","1","1","D","1.53","4","6.5","1.576","4.332","7.424","0.064","-0.064"
"19/03/2011","Aston_Villa","Wolves","0","1","A","1.83","3.5","4.5","1.893","3.737","4.900","-3.012","3.012"
"19/03/2011","Blackburn","Blackpool","2","2","D","1.8","3.6","4.5","1.862","3.857","4.909","-1.830","1.830"
"19/03/2011","Everton","Fulham","2","1","H","2","3.25","4","2.080","3.467","4.333","0.711","-0.711"
"19/03/2011","Man_United","Bolton","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-1.444","1.444"
"19/03/2011","Stoke","Newcastle","4","0","H","2.2","3.25","3.4","2.295","3.461","3.632","0.797","-0.797"
"19/03/2011","Tottenham","West_Ham","0","0","D","1.57","4","6","1.615","4.308","6.721","-1.066","1.066"
"19/03/2011","West_Brom","Arsenal","2","2","D","5","3.6","1.73","5.513","3.858","1.788","0.232","-0.232"
"19/03/2011","Wigan","Birmingham","2","1","H","2.1","3.3","3.6","2.187","3.521","3.864","0.452","-0.452"
"20/03/2011","Chelsea","Man_City","2","0","H","1.62","3.75","6","1.666","4.003","6.676","1.390","-1.390"
"20/03/2011","Sunderland","Liverpool","0","2","A","2.63","3.2","2.75","2.767","3.405","2.900","-2.809","2.809"
"02/04/2011","Arsenal","Blackburn","0","0","D","1.25","6","11","1.281","6.781","13.944","-0.393","0.393"
"02/04/2011","Birmingham","Bolton","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","-0.332","0.332"
"02/04/2011","Everton","Aston_Villa","2","2","D","1.83","3.6","4.33","1.894","3.855","4.705","1.629","-1.629"
"02/04/2011","Newcastle","Wolves","4","1","H","1.95","3.4","4","2.025","3.635","4.329","-0.671","0.671"
"02/04/2011","Stoke","Chelsea","1","1","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.266","0.266"
"02/04/2011","West_Brom","Liverpool","2","1","H","3","3.3","2.38","3.180","3.519","2.492","-0.643","0.643"
"02/04/2011","West_Ham","Man_United","2","4","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.694","0.694"
"02/04/2011","Wigan","Tottenham","0","0","D","3","3.25","2.4","3.184","3.467","2.516","1.437","-1.437"
"03/04/2011","Fulham","Blackpool","3","0","H","1.53","4.2","6","1.577","4.574","6.793","0.226","-0.226"
"03/04/2011","Man_City","Sunderland","5","0","H","1.5","4","7","1.546","4.345","8.129","1.332","-1.332"
"09/04/2011","Blackburn","Birmingham","1","1","D","2","3.3","4","2.073","3.504","4.304","-1.136","1.136"
"09/04/2011","Bolton","West_Ham","3","0","H","2.2","3.25","3.4","2.295","3.461","3.632","0.685","-0.685"
"09/04/2011","Chelsea","Wigan","1","0","H","1.2","6","17","1.229","6.800","25.500","0.385","-0.385"
"09/04/2011","Man_United","Fulham","2","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.644","-0.644"
"09/04/2011","Sunderland","West_Brom","2","3","A","2.2","3.2","3.5","2.289","3.391","3.730","-2.752","2.752"
"09/04/2011","Tottenham","Stoke","3","2","H","1.73","3.6","5","1.788","3.858","5.513","-0.196","0.196"
"09/04/2011","Wolves","Everton","0","3","A","2.6","3.25","2.8","2.716","3.434","2.935","-0.967","0.967"
"10/04/2011","Aston_Villa","Newcastle","1","0","H","1.83","3.6","4.33","1.894","3.855","4.705","-0.413","0.413"
"10/04/2011","Blackpool","Arsenal","1","3","A","8.5","5","1.36","10.000","5.484","1.393","1.305","-1.305"
"11/04/2011","Liverpool","Man_City","3","0","H","2.6","3.2","2.8","2.728","3.397","2.949","1.078","-1.078"
"16/04/2011","Birmingham","Sunderland","2","0","H","2.25","3.2","3.4","2.340","3.384","3.609","1.657","-1.657"
"16/04/2011","Blackpool","Wigan","1","3","A","2.3","3.5","3","2.399","3.735","3.171","-1.811","1.811"
"16/04/2011","Everton","Blackburn","2","0","H","1.67","3.75","5.5","1.715","3.986","6.022","2.714","-2.714"
"16/04/2011","West_Brom","Chelsea","1","3","A","5.5","3.6","1.7","6.029","3.819","1.747","0.304","-0.304"
"16/04/2011","West_Ham","Aston_Villa","1","2","A","2.25","3.3","3.25","2.347","3.513","3.457","-0.344","0.344"
"17/04/2011","Arsenal","Liverpool","1","1","D","1.73","3.6","5","1.788","3.858","5.513","-2.971","2.971"
"19/04/2011","Newcastle","Man_United","0","0","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.833","0.833"
"20/04/2011","Chelsea","Birmingham","3","1","H","1.2","6.5","15","1.226","7.358","20.526","0.350","-0.350"
"20/04/2011","Tottenham","Arsenal","3","3","D","2.88","3.4","2.4","3.050","3.639","2.517","0.878","-0.878"
"23/04/2011","Aston_Villa","Stoke","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.387","-0.387"
"23/04/2011","Blackpool","Newcastle","1","1","D","2.88","3.5","2.38","3.035","3.731","2.485","-0.367","0.367"
"23/04/2011","Chelsea","West_Ham","3","0","H","1.2","6.5","15","1.226","7.358","20.526","1.332","-1.332"
"23/04/2011","Liverpool","Birmingham","5","0","H","1.44","4.33","7.5","1.482","4.731","8.791","1.155","-1.155"
"23/04/2011","Man_United","Everton","1","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.132","-0.132"
"23/04/2011","Sunderland","Wigan","4","2","H","2.1","3.25","3.75","2.177","3.438","4.003","-1.304","1.304"
"23/04/2011","Tottenham","West_Brom","2","2","D","1.57","4","6","1.615","4.308","6.721","-3.541","3.541"
"23/04/2011","Wolves","Fulham","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.044","0.044"
"24/04/2011","Bolton","Arsenal","2","1","H","4.5","3.8","1.75","4.919","4.095","1.810","3.830","-3.830"
"25/04/2011","Blackburn","Man_City","0","1","A","3.6","3.3","2.1","3.864","3.521","2.187","-1.738","1.738"
"26/04/2011","Stoke","Wolves","3","0","H","1.8","3.4","5","1.855","3.603","5.451","0.871","-0.871"
"27/04/2011","Fulham","Bolton","3","0","H","1.8","3.5","4.75","1.858","3.725","5.174","-0.725","0.725"
"30/04/2011","Blackburn","Bolton","1","0","H","1.91","3.5","4","1.985","3.760","4.343","-1.536","1.536"
"30/04/2011","Blackpool","Stoke","0","0","D","2.63","3.4","2.63","2.762","3.624","2.762","-1.675","1.675"
"30/04/2011","Chelsea","Tottenham","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","2.366","-2.366"
"30/04/2011","Sunderland","Fulham","0","3","A","2.6","3.2","2.8","2.728","3.397","2.949","-1.839","1.839"
"30/04/2011","West_Brom","Aston_Villa","2","1","H","2.38","3.3","3","2.492","3.519","3.180","1.930","-1.930"
"30/04/2011","Wigan","Everton","1","1","D","2.8","3.25","2.6","2.935","3.434","2.716","-0.302","0.302"
"01/05/2011","Arsenal","Man_United","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","-1.878","1.878"
"01/05/2011","Birmingham","Wolves","1","1","D","2.1","3.3","3.6","2.187","3.521","3.864","0.966","-0.966"
"01/05/2011","Liverpool","Newcastle","3","0","H","1.44","4.33","7.5","1.482","4.731","8.791","2.016","-2.016"
"01/05/2011","Man_City","West_Ham","2","1","H","1.4","4.5","9","1.432","4.846","10.500","2.190","-2.190"
"07/05/2011","Aston_Villa","Wigan","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.044","-0.044"
"07/05/2011","Bolton","Sunderland","1","2","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.053","0.053"
"07/05/2011","Everton","Man_City","2","1","H","2.7","3.2","2.7","2.836","3.393","2.836","0.358","-0.358"
"07/05/2011","Newcastle","Birmingham","2","1","H","1.91","3.4","4.2","1.980","3.629","4.556","0.609","-0.609"
"07/05/2011","Tottenham","Blackpool","1","1","D","1.3","5.5","10","1.329","6.068","12.051","-0.331","0.331"
"07/05/2011","West_Ham","Blackburn","1","1","D","1.95","3.6","3.8","2.021","3.848","4.078","-0.816","0.816"
"08/05/2011","Man_United","Chelsea","2","1","H","2.38","3.25","3.1","2.479","3.438","3.270","-0.201","0.201"
"08/05/2011","Stoke","Arsenal","3","1","H","5.5","3.75","1.67","6.022","3.986","1.715","1.577","-1.577"
"08/05/2011","Wolves","West_Brom","3","1","H","2.1","3.4","3.5","2.186","3.631","3.745","-2.315","2.315"
"09/05/2011","Fulham","Liverpool","2","5","A","2.88","3.25","2.5","3.040","3.456","2.620","-0.602","0.602"
"10/05/2011","Man_City","Tottenham","1","0","H","1.91","3.4","4.2","1.980","3.629","4.556","2.593","-2.593"
"14/05/2011","Blackburn","Man_United","1","1","D","5","3.6","1.73","5.513","3.858","1.788","-0.617","0.617"
"14/05/2011","Blackpool","Bolton","4","3","H","2.2","3.4","3.25","2.295","3.632","3.461","-0.847","0.847"
"14/05/2011","Sunderland","Wolves","1","3","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.147","0.147"
"14/05/2011","West_Brom","Everton","1","0","H","2.63","3.25","2.75","2.754","3.442","2.886","0.490","-0.490"
"15/05/2011","Arsenal","Aston_Villa","1","2","A","1.36","5","8.5","1.393","5.484","10.000","-2.886","2.886"
"15/05/2011","Birmingham","Fulham","0","2","A","2.2","3.25","3.4","2.295","3.461","3.632","-1.778","1.778"
"15/05/2011","Chelsea","Newcastle","2","2","D","1.25","6","11","1.281","6.781","13.944","0.503","-0.503"
"15/05/2011","Liverpool","Tottenham","0","2","A","1.73","3.8","4.75","1.783","4.066","5.174","2.386","-2.386"
"15/05/2011","Wigan","West_Ham","3","2","H","2.1","3.4","3.5","2.186","3.631","3.745","2.001","-2.001"
"17/05/2011","Man_City","Stoke","3","0","H","1.36","4.75","9","1.396","5.221","10.854","0.476","-0.476"
"22/05/2011","Aston_Villa","Liverpool","1","0","H","3.2","3.4","2.25","3.384","3.609","2.340","0.828","-0.828"
"22/05/2011","Bolton","Man_City","0","2","A","5","3.75","1.7","5.504","4.026","1.755","-2.326","2.326"
"22/05/2011","Everton","Chelsea","1","0","H","3.1","3.25","2.38","3.270","3.438","2.479","1.726","-1.726"
"22/05/2011","Fulham","Arsenal","2","2","D","3.75","3.6","1.95","4.039","3.866","2.025","3.068","-3.068"
"22/05/2011","Man_United","Blackpool","4","2","H","1.6","4","5.5","1.650","4.328","6.140","0.638","-0.638"
"22/05/2011","Newcastle","West_Brom","3","3","D","2","3.5","3.75","2.072","3.728","4.013","-1.143","1.143"
"22/05/2011","Stoke","Wigan","0","1","A","2.75","3.6","2.4","2.905","3.870","2.517","-0.743","0.743"
"22/05/2011","Tottenham","Birmingham","2","1","H","1.53","4","6.5","1.576","4.332","7.424","0.877","-0.877"
"22/05/2011","West_Ham","Sunderland","0","3","A","2","3.5","3.75","2.072","3.728","4.013","-2.877","2.877"
"22/05/2011","Wolves","Blackburn","2","3","A","2.2","3","3.75","2.292","3.173","4.024","-0.443","0.443"
"13/08/2011","Blackburn","Wolves","1","2","A","2.2","3.2","3.5","2.289","3.391","3.730","-0.942","0.942"
"13/08/2011","Fulham","Aston_Villa","0","0","D","2.2","3.2","3.5","2.289","3.391","3.730","0.886","-0.886"
"13/08/2011","Liverpool","Sunderland","1","1","D","1.57","3.6","7","1.619","3.867","8.086","-1.553","1.553"
"13/08/2011","Newcastle","Arsenal","0","0","D","3.75","3.25","2.1","4.003","3.438","2.177","1.363","-1.363"
"13/08/2011","QPR","Bolton","0","4","A","2.4","3.25","3","2.516","3.467","3.184","0.339","-0.339"
"13/08/2011","Wigan","Norwich","1","1","D","2.2","3.2","3.5","2.289","3.391","3.730","0.182","-0.182"
"14/08/2011","Stoke","Chelsea","0","0","D","5.5","3.5","1.7","6.126","3.744","1.755","1.883","-1.883"
"14/08/2011","West_Brom","Man_United","1","2","A","6.5","4","1.53","7.424","4.332","1.576","-0.357","0.357"
"15/08/2011","Man_City","Swansea","4","0","H","1.29","5","13","1.320","5.476","16.792","1.459","-1.459"
"20/08/2011","Arsenal","Liverpool","0","2","A","2.5","3.25","2.9","2.614","3.446","3.055","-2.028","2.028"
"20/08/2011","Aston_Villa","Blackburn","3","1","H","1.73","3.4","5.5","1.786","3.622","6.104","0.705","-0.705"
"20/08/2011","Chelsea","West_Brom","2","1","H","1.3","5.5","10","1.329","6.068","12.051","-1.988","1.988"
"20/08/2011","Everton","QPR","0","1","A","1.53","3.8","7","1.578","4.110","8.131","-0.600","0.600"
"20/08/2011","Sunderland","Newcastle","0","1","A","2.2","3.25","3.4","2.295","3.461","3.632","-0.063","0.063"
"20/08/2011","Swansea","Wigan","0","0","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.422","0.422"
"21/08/2011","Bolton","Man_City","2","3","A","4.75","3.5","1.8","5.174","3.725","1.858","-2.297","2.297"
"21/08/2011","Norwich","Stoke","1","1","D","2.6","3.3","2.75","2.721","3.497","2.886","-0.161","0.161"
"21/08/2011","Wolves","Fulham","2","0","H","2.38","3.25","3.1","2.479","3.438","3.270","1.781","-1.781"
"22/08/2011","Man_United","Tottenham","3","0","H","1.67","3.75","5.5","1.715","3.986","6.022","0.964","-0.964"
"27/08/2011","Aston_Villa","Wolves","0","0","D","2.1","3.25","3.75","2.177","3.438","4.003","-1.076","1.076"
"27/08/2011","Blackburn","Everton","0","1","A","3.3","3.25","2.25","3.513","3.457","2.347","-1.128","1.128"
"27/08/2011","Chelsea","Norwich","3","1","H","1.2","6.5","15","1.226","7.358","20.526","-0.943","0.943"
"27/08/2011","Liverpool","Bolton","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","0.595","-0.595"
"27/08/2011","Swansea","Sunderland","0","0","D","2.38","3.3","3","2.492","3.519","3.180","-1.209","1.209"
"27/08/2011","Wigan","QPR","2","0","H","2.25","3.3","3.25","2.347","3.513","3.457","0.629","-0.629"
"28/08/2011","Man_United","Arsenal","8","2","H","1.5","4.33","6.5","1.540","4.677","7.316","4.337","-4.337"
"28/08/2011","Newcastle","Fulham","2","1","H","2.1","3.25","3.75","2.177","3.438","4.003","1.801","-1.801"
"28/08/2011","Tottenham","Man_City","1","5","A","2.88","3.3","2.5","3.026","3.493","2.609","-2.825","2.825"
"28/08/2011","West_Brom","Stoke","0","1","A","2.1","3.25","3.75","2.177","3.438","4.003","-1.194","1.194"
"10/09/2011","Arsenal","Swansea","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-0.896","0.896"
"10/09/2011","Bolton","Man_United","0","5","A","9","4.5","1.4","10.500","4.846","1.432","-1.442","1.442"
"10/09/2011","Everton","Aston_Villa","2","2","D","2","3.4","3.8","2.079","3.636","4.097","-0.618","0.618"
"10/09/2011","Man_City","Wigan","3","0","H","1.17","7","17","1.196","8.060","24.981","1.215","-1.215"
"10/09/2011","Stoke","Liverpool","1","0","H","3.25","3.3","2.25","3.457","3.513","2.347","1.570","-1.570"
"10/09/2011","Sunderland","Chelsea","1","2","A","5","3.75","1.7","5.504","4.026","1.755","0.205","-0.205"
"10/09/2011","Wolves","Tottenham","0","2","A","3","3.25","2.4","3.184","3.467","2.516","-0.059","0.059"
"11/09/2011","Fulham","Blackburn","1","1","D","1.67","3.6","5.5","1.726","3.871","6.159","-0.617","0.617"
"11/09/2011","Norwich","West_Brom","0","1","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.448","1.448"
"12/09/2011","QPR","Newcastle","0","0","D","2.4","3.25","3","2.516","3.467","3.184","-0.354","0.354"
"17/09/2011","Aston_Villa","Newcastle","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","-0.331","0.331"
"17/09/2011","Blackburn","Arsenal","4","3","H","4.2","3.4","1.91","4.556","3.629","1.980","2.178","-2.178"
"17/09/2011","Bolton","Norwich","1","2","A","1.8","3.6","4.6","1.857","3.833","4.988","-0.156","0.156"
"17/09/2011","Everton","Wigan","3","1","H","1.5","4","7","1.546","4.345","8.129","-0.158","0.158"
"17/09/2011","Swansea","West_Brom","3","0","H","2.63","3.2","2.75","2.767","3.405","2.900","0.228","-0.228"
"17/09/2011","Wolves","QPR","0","3","A","1.91","3.4","4.2","1.980","3.629","4.556","-0.750","0.750"
"18/09/2011","Fulham","Man_City","2","2","D","6.5","3.8","1.57","7.360","4.079","1.616","-3.251","3.251"
"18/09/2011","Man_United","Chelsea","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","2.615","-2.615"
"18/09/2011","Sunderland","Stoke","4","0","H","2.4","3.2","3.1","2.504","3.387","3.275","-0.006","0.006"
"18/09/2011","Tottenham","Liverpool","4","0","H","2.63","3.4","2.63","2.762","3.624","2.762","2.773","-2.773"
"24/09/2011","Arsenal","Bolton","3","0","H","1.44","4.5","7","1.482","4.941","8.129","-0.511","0.511"
"24/09/2011","Chelsea","Swansea","4","1","H","1.2","6.5","15","1.226","7.358","20.526","0.694","-0.694"
"24/09/2011","Liverpool","Wolves","2","1","H","1.36","4.5","10","1.396","4.925","12.372","-0.324","0.324"
"24/09/2011","Man_City","Everton","2","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.798","-0.798"
"24/09/2011","Newcastle","Blackburn","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","1.425","-1.425"
"24/09/2011","Stoke","Man_United","1","1","D","6.5","4","1.53","7.424","4.332","1.576","-0.761","0.761"
"24/09/2011","West_Brom","Fulham","0","0","D","2.3","3.25","3.25","2.392","3.437","3.437","1.230","-1.230"
"24/09/2011","Wigan","Tottenham","1","2","A","4","3.5","1.91","4.343","3.760","1.985","-2.121","2.121"
"25/09/2011","QPR","Aston_Villa","1","1","D","2.3","3.25","3.2","2.401","3.456","3.399","1.488","-1.488"
"26/09/2011","Norwich","Sunderland","2","1","H","2.5","3.4","2.8","2.612","3.610","2.941","1.146","-1.146"
"01/10/2011","Aston_Villa","Wigan","2","0","H","1.62","3.75","6","1.666","4.003","6.676","-0.435","0.435"
"01/10/2011","Blackburn","Man_City","0","4","A","6.5","3.75","1.57","7.424","4.040","1.619","-1.500","1.500"
"01/10/2011","Everton","Liverpool","0","2","A","3.1","3.2","2.4","3.275","3.387","2.504","-1.679","1.679"
"01/10/2011","Man_United","Norwich","2","0","H","1.17","7","17","1.196","8.060","24.981","0.492","-0.492"
"01/10/2011","Sunderland","West_Brom","2","2","D","2.25","3.4","3.2","2.340","3.609","3.384","-0.169","0.169"
"01/10/2011","Wolves","Newcastle","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-2.809","2.809"
"02/10/2011","Bolton","Chelsea","1","5","A","6.5","4","1.53","7.424","4.332","1.576","-2.393","2.393"
"02/10/2011","Fulham","QPR","6","0","H","2","3.3","4","2.073","3.504","4.304","-1.366","1.366"
"02/10/2011","Swansea","Stoke","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.052","0.052"
"02/10/2011","Tottenham","Arsenal","2","1","H","2.1","3.4","3.5","2.186","3.631","3.745","2.465","-2.465"
"15/10/2011","Chelsea","Everton","3","1","H","1.36","4.5","10","1.396","4.925","12.372","1.298","-1.298"
"15/10/2011","Liverpool","Man_United","1","1","D","3","3.3","2.4","3.168","3.504","2.506","-0.170","0.170"
"15/10/2011","Man_City","Aston_Villa","4","1","H","1.33","5","10","1.361","5.473","12.091","2.320","-2.320"
"15/10/2011","Norwich","Swansea","3","1","H","2.2","3.3","3.4","2.287","3.499","3.612","1.052","-1.052"
"15/10/2011","QPR","Blackburn","1","1","D","1.83","3.5","4.5","1.893","3.737","4.900","-0.874","0.874"
"15/10/2011","Stoke","Fulham","2","0","H","2.2","3.2","3.5","2.289","3.391","3.730","2.244","-2.244"
"15/10/2011","Wigan","Bolton","1","3","A","2.3","3.3","3.2","2.392","3.493","3.381","-0.100","0.100"
"16/10/2011","Arsenal","Sunderland","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","0.802","-0.802"
"16/10/2011","Newcastle","Tottenham","2","2","D","3","3.3","2.4","3.168","3.504","2.506","-0.716","0.716"
"16/10/2011","West_Brom","Wolves","2","0","H","2","3.3","4","2.073","3.504","4.304","1.435","-1.435"
"22/10/2011","Aston_Villa","West_Brom","1","2","A","2","3.3","4","2.073","3.504","4.304","-2.107","2.107"
"22/10/2011","Bolton","Sunderland","0","2","A","2.2","3.2","3.5","2.289","3.391","3.730","-0.894","0.894"
"22/10/2011","Liverpool","Norwich","1","1","D","1.29","5.5","11","1.317","6.030","13.345","-2.461","2.461"
"22/10/2011","Newcastle","Wigan","1","0","H","1.57","3.8","6.5","1.616","4.079","7.360","1.771","-1.771"
"22/10/2011","Wolves","Swansea","2","2","D","2","3.4","3.8","2.079","3.636","4.097","-2.609","2.609"
"23/10/2011","Arsenal","Stoke","3","1","H","1.53","4","6.5","1.576","4.332","7.424","0.175","-0.175"
"23/10/2011","Blackburn","Tottenham","1","2","A","4","3.5","1.91","4.343","3.760","1.985","-2.531","2.531"
"23/10/2011","Fulham","Everton","1","3","A","2.25","3.25","3.3","2.347","3.457","3.513","-1.270","1.270"
"23/10/2011","Man_United","Man_City","1","6","A","2","3.4","3.8","2.079","3.636","4.097","-1.851","1.851"
"23/10/2011","QPR","Chelsea","1","0","H","9.5","5","1.33","11.599","5.526","1.365","-0.207","0.207"
"29/10/2011","Chelsea","Arsenal","3","5","A","1.62","4","5.5","1.664","4.280","6.044","-1.782","1.782"
"29/10/2011","Everton","Man_United","0","1","A","4.5","3.6","1.8","4.909","3.857","1.862","0.781","-0.781"
"29/10/2011","Man_City","Wolves","3","1","H","1.17","7","19","1.193","7.928","27.854","2.988","-2.988"
"29/10/2011","Norwich","Blackburn","3","3","D","1.91","3.6","4","1.975","3.836","4.294","1.583","-1.583"
"29/10/2011","Sunderland","Aston_Villa","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","1.217","-1.217"
"29/10/2011","Swansea","Bolton","3","1","H","2.1","3.3","3.6","2.187","3.521","3.864","2.036","-2.036"
"29/10/2011","West_Brom","Liverpool","0","2","A","4","3.3","2","4.304","3.504","2.073","0.029","-0.029"
"29/10/2011","Wigan","Fulham","0","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-1.401","1.401"
"30/10/2011","Tottenham","QPR","3","1","H","1.36","4.75","9","1.396","5.221","10.854","1.632","-1.632"
"31/10/2011","Stoke","Newcastle","1","3","A","2.1","3.2","3.8","2.179","3.387","4.067","-2.560","2.560"
"05/11/2011","Arsenal","West_Brom","3","0","H","1.4","4.5","8.5","1.436","4.898","10.041","1.647","-1.647"
"05/11/2011","Aston_Villa","Norwich","3","2","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.601","0.601"
"05/11/2011","Blackburn","Chelsea","0","1","A","7.5","4.33","1.44","8.791","4.731","1.482","-0.945","0.945"
"05/11/2011","Liverpool","Swansea","0","0","D","1.29","5.5","10","1.322","6.142","12.346","-0.958","0.958"
"05/11/2011","Man_United","Sunderland","1","0","H","1.25","5.5","13","1.281","6.164","17.439","-0.004","0.004"
"05/11/2011","Newcastle","Everton","2","1","H","2.25","3.25","3.3","2.347","3.457","3.513","2.809","-2.809"
"05/11/2011","QPR","Man_City","2","3","A","10","5","1.33","12.091","5.473","1.361","-2.594","2.594"
"06/11/2011","Bolton","Stoke","5","0","H","2.4","3.3","3","2.506","3.504","3.168","1.179","-1.179"
"06/11/2011","Fulham","Tottenham","1","3","A","3.25","3.3","2.25","3.457","3.513","2.347","-2.132","2.132"
"06/11/2011","Wolves","Wigan","3","1","H","1.91","3.3","4.33","1.983","3.523","4.722","0.759","-0.759"
"19/11/2011","Everton","Wolves","2","1","H","1.57","3.75","6.5","1.619","4.040","7.424","0.993","-0.993"
"19/11/2011","Man_City","Newcastle","3","1","H","1.3","5.5","10","1.329","6.068","12.051","0.097","-0.097"
"19/11/2011","Norwich","Arsenal","1","2","A","5.5","3.6","1.67","6.159","3.871","1.726","-2.408","2.408"
"19/11/2011","Stoke","QPR","2","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.995","1.995"
"19/11/2011","Sunderland","Fulham","0","0","D","2.3","3.25","3.2","2.401","3.456","3.399","-0.599","0.599"
"19/11/2011","Swansea","Man_United","0","1","A","6.5","4.2","1.5","7.445","4.575","1.545","0.124","-0.124"
"19/11/2011","West_Brom","Bolton","2","1","H","2","3.4","3.8","2.079","3.636","4.097","0.946","-0.946"
"19/11/2011","Wigan","Blackburn","3","3","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.381","0.381"
"20/11/2011","Chelsea","Liverpool","1","2","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.971","0.971"
"21/11/2011","Tottenham","Aston_Villa","2","0","H","1.57","4","6","1.615","4.308","6.721","1.980","-1.980"
"26/11/2011","Arsenal","Fulham","1","1","D","1.44","4.2","8","1.481","4.568","9.450","2.340","-2.340"
"26/11/2011","Bolton","Everton","0","2","A","3.1","3.25","2.38","3.270","3.438","2.479","-1.065","1.065"
"26/11/2011","Chelsea","Wolves","3","0","H","1.22","6","15","1.247","6.711","20.409","-0.618","0.618"
"26/11/2011","Man_United","Newcastle","1","1","D","1.4","4.5","8.5","1.436","4.898","10.041","-1.752","1.752"
"26/11/2011","Norwich","QPR","2","1","H","2.1","3.4","3.5","2.186","3.631","3.745","-0.582","0.582"
"26/11/2011","Stoke","Blackburn","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","0.911","-0.911"
"26/11/2011","Sunderland","Wigan","1","2","A","1.67","3.6","5.5","1.726","3.871","6.159","-0.254","0.254"
"26/11/2011","West_Brom","Tottenham","1","3","A","4","3.6","1.91","4.294","3.836","1.975","-0.590","0.590"
"27/11/2011","Liverpool","Man_City","1","1","D","2.75","3.2","2.63","2.900","3.405","2.767","-2.197","2.197"
"27/11/2011","Swansea","Aston_Villa","0","0","D","2.2","3.25","3.4","2.295","3.461","3.632","0.147","-0.147"
"03/12/2011","Aston_Villa","Man_United","0","1","A","5","3.6","1.73","5.513","3.858","1.788","-1.174","1.174"
"03/12/2011","Blackburn","Swansea","4","2","H","2.1","3.4","3.5","2.186","3.631","3.745","0.052","-0.052"
"03/12/2011","Man_City","Norwich","5","1","H","1.17","7","17","1.196","8.060","24.981","1.679","-1.679"
"03/12/2011","Newcastle","Chelsea","0","3","A","3.5","3.4","2.1","3.745","3.631","2.186","2.056","-2.056"
"03/12/2011","QPR","West_Brom","1","1","D","2.25","3.3","3.25","2.347","3.513","3.457","0.409","-0.409"
"03/12/2011","Tottenham","Bolton","3","0","H","1.3","5","12","1.330","5.480","15.195","3.187","-3.187"
"03/12/2011","Wigan","Arsenal","0","4","A","6","4","1.57","6.721","4.308","1.615","-2.000","2.000"
"04/12/2011","Everton","Stoke","0","1","A","1.67","3.6","5.5","1.726","3.871","6.159","0.755","-0.755"
"04/12/2011","Wolves","Sunderland","2","1","H","2.4","3.3","3","2.506","3.504","3.168","1.490","-1.490"
"05/12/2011","Fulham","Liverpool","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","1.240","-1.240"
"10/12/2011","Arsenal","Everton","1","0","H","1.53","4","6.5","1.576","4.332","7.424","1.854","-1.854"
"10/12/2011","Bolton","Aston_Villa","1","2","A","2.5","3.3","2.88","2.609","3.493","3.026","-0.934","0.934"
"10/12/2011","Liverpool","QPR","1","0","H","1.33","5","10","1.361","5.473","12.091","0.175","-0.175"
"10/12/2011","Man_United","Wolves","4","1","H","1.22","6","15","1.247","6.711","20.409","0.150","-0.150"
"10/12/2011","Norwich","Newcastle","4","2","H","2.4","3.4","2.88","2.517","3.639","3.050","-0.318","0.318"
"10/12/2011","Swansea","Fulham","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.054","0.054"
"10/12/2011","West_Brom","Wigan","1","2","A","1.67","3.8","5.25","1.720","4.070","5.780","-1.510","1.510"
"11/12/2011","Stoke","Tottenham","2","1","H","3.75","3.5","2","4.013","3.728","2.072","-0.741","0.741"
"11/12/2011","Sunderland","Blackburn","2","1","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.813","0.813"
"12/12/2011","Chelsea","Man_City","2","1","H","2.4","3.3","3","2.506","3.504","3.168","0.375","-0.375"
"17/12/2011","Blackburn","West_Brom","1","2","A","2.38","3.3","3","2.492","3.519","3.180","-0.711","0.711"
"17/12/2011","Everton","Norwich","1","1","D","1.62","3.75","6","1.666","4.003","6.676","-1.209","1.209"
"17/12/2011","Fulham","Bolton","2","0","H","1.62","3.75","6","1.666","4.003","6.676","0.644","-0.644"
"17/12/2011","Newcastle","Swansea","0","0","D","1.8","3.6","4.5","1.862","3.857","4.909","-0.256","0.256"
"17/12/2011","Wigan","Chelsea","1","1","D","9","4.75","1.36","10.854","5.221","1.396","0.408","-0.408"
"17/12/2011","Wolves","Stoke","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.405","1.405"
"18/12/2011","Aston_Villa","Liverpool","0","2","A","4.2","3.4","1.91","4.556","3.629","1.980","0.318","-0.318"
"18/12/2011","Man_City","Arsenal","1","0","H","1.73","3.75","4.5","1.799","4.092","5.002","-0.151","0.151"
"18/12/2011","QPR","Man_United","0","2","A","7.5","4.33","1.44","8.791","4.731","1.482","-1.016","1.016"
"18/12/2011","Tottenham","Sunderland","1","0","H","1.36","4.75","9","1.396","5.221","10.854","2.487","-2.487"
"20/12/2011","Blackburn","Bolton","1","2","A","2.1","3.4","3.5","2.186","3.631","3.745","-0.638","0.638"
"20/12/2011","Wolves","Norwich","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-1.040","1.040"
"21/12/2011","Aston_Villa","Arsenal","1","2","A","5","3.6","1.73","5.513","3.858","1.788","-1.069","1.069"
"21/12/2011","Everton","Swansea","1","0","H","1.57","3.75","6.5","1.619","4.040","7.424","0.585","-0.585"
"21/12/2011","Fulham","Man_United","0","5","A","5","3.6","1.73","5.513","3.858","1.788","-0.856","0.856"
"21/12/2011","Man_City","Stoke","3","0","H","1.22","6","15","1.247","6.711","20.409","-1.777","1.777"
"21/12/2011","Newcastle","West_Brom","2","3","A","2","3.5","3.75","2.072","3.728","4.013","-2.649","2.649"
"21/12/2011","QPR","Sunderland","2","3","A","2.5","3.3","2.88","2.609","3.493","3.026","-0.215","0.215"
"21/12/2011","Wigan","Liverpool","0","0","D","7","4","1.5","8.129","4.345","1.546","0.812","-0.812"
"22/12/2011","Tottenham","Chelsea","1","1","D","2.6","3.4","2.7","2.716","3.600","2.825","0.813","-0.813"
"26/12/2011","Bolton","Newcastle","0","2","A","2.5","3.4","2.8","2.612","3.610","2.941","0.500","-0.500"
"26/12/2011","Chelsea","Fulham","1","1","D","1.3","5","12","1.330","5.480","15.195","-0.914","0.914"
"26/12/2011","Liverpool","Blackburn","1","1","D","1.25","5.5","13","1.281","6.164","17.439","-0.687","0.687"
"26/12/2011","Man_United","Wigan","5","0","H","1.14","7.5","21","1.166","8.776","35.414","-0.422","0.422"
"26/12/2011","Stoke","Aston_Villa","0","0","D","1.91","3.4","4.2","1.980","3.629","4.556","2.585","-2.585"
"26/12/2011","Sunderland","Everton","1","1","D","2.4","3.25","3","2.516","3.467","3.184","0.406","-0.406"
"26/12/2011","West_Brom","Man_City","0","0","D","7","4.5","1.44","8.129","4.941","1.482","0.755","-0.755"
"27/12/2011","Arsenal","Wolves","1","1","D","1.22","6","15","1.247","6.711","20.409","-0.080","0.080"
"27/12/2011","Norwich","Tottenham","0","2","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.135","0.135"
"27/12/2011","Swansea","QPR","1","1","D","2","3.4","3.8","2.079","3.636","4.097","0.632","-0.632"
"30/12/2011","Liverpool","Newcastle","3","1","H","1.53","4","6.5","1.576","4.332","7.424","0.330","-0.330"
"31/12/2011","Arsenal","QPR","1","0","H","1.25","5.5","13","1.281","6.164","17.439","1.712","-1.712"
"31/12/2011","Bolton","Wolves","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.048","0.048"
"31/12/2011","Chelsea","Aston_Villa","1","3","A","1.29","5","13","1.320","5.476","16.792","-2.245","2.245"
"31/12/2011","Man_United","Blackburn","2","3","A","1.13","8","26","1.151","9.186","44.798","0.278","-0.278"
"31/12/2011","Norwich","Fulham","1","1","D","2.6","3.25","2.75","2.732","3.460","2.899","-0.600","0.600"
"31/12/2011","Stoke","Wigan","2","2","D","1.67","3.6","5.5","1.726","3.871","6.159","0.854","-0.854"
"31/12/2011","Swansea","Tottenham","1","1","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.177","0.177"
"01/01/2012","Sunderland","Man_City","1","0","H","6.5","4","1.53","7.424","4.332","1.576","2.020","-2.020"
"01/01/2012","West_Brom","Everton","0","1","A","2.6","3.25","2.75","2.732","3.460","2.899","0.668","-0.668"
"02/01/2012","Aston_Villa","Swansea","0","2","A","1.83","3.4","4.75","1.889","3.609","5.168","-0.002","0.002"
"02/01/2012","Blackburn","Stoke","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.484","1.484"
"02/01/2012","Fulham","Arsenal","2","1","H","4","3.5","1.91","4.343","3.760","1.985","0.711","-0.711"
"02/01/2012","QPR","Norwich","1","2","A","2.1","3.4","3.5","2.186","3.631","3.745","-1.706","1.706"
"02/01/2012","Wolves","Chelsea","1","2","A","6","4","1.57","6.721","4.308","1.615","0.212","-0.212"
"03/01/2012","Man_City","Liverpool","3","0","H","1.91","3.4","4.2","1.980","3.629","4.556","0.033","-0.033"
"03/01/2012","Tottenham","West_Brom","1","0","H","1.33","5","10","1.361","5.473","12.091","-0.701","0.701"
"03/01/2012","Wigan","Sunderland","1","4","A","2.63","3.25","2.75","2.754","3.442","2.886","-2.112","2.112"
"04/01/2012","Everton","Bolton","1","2","A","1.5","4","7","1.546","4.345","8.129","-0.917","0.917"
"04/01/2012","Newcastle","Man_United","3","0","H","5","3.6","1.73","5.513","3.858","1.788","0.319","-0.319"
"11/01/2012","Tottenham","Everton","2","0","H","1.53","3.8","7","1.578","4.110","8.131","1.078","-1.078"
"14/01/2012","Aston_Villa","Everton","1","1","D","2.4","3.25","3","2.516","3.467","3.184","-0.246","0.246"
"14/01/2012","Blackburn","Fulham","3","1","H","3","3.3","2.38","3.180","3.519","2.492","0.189","-0.189"
"14/01/2012","Chelsea","Sunderland","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-3.494","3.494"
"14/01/2012","Liverpool","Stoke","0","0","D","1.4","4.33","9","1.438","4.713","10.831","-1.598","1.598"
"14/01/2012","Man_United","Bolton","3","0","H","1.14","8","17","1.167","9.555","25.984","-0.980","0.980"
"14/01/2012","Tottenham","Wolves","1","1","D","1.25","5.5","13","1.281","6.164","17.439","0.761","-0.761"
"14/01/2012","West_Brom","Norwich","1","2","A","2","3.4","3.8","2.079","3.636","4.097","-0.137","0.137"
"15/01/2012","Newcastle","QPR","1","0","H","1.73","3.6","5","1.788","3.858","5.513","2.202","-2.202"
"15/01/2012","Swansea","Arsenal","3","2","H","4.75","3.5","1.8","5.174","3.725","1.858","2.015","-2.015"
"16/01/2012","Wigan","Man_City","0","1","A","9","4.33","1.4","10.831","4.713","1.438","-0.994","0.994"
"21/01/2012","Bolton","Liverpool","3","1","H","6","3.75","1.62","6.676","4.003","1.666","4.180","-4.180"
"21/01/2012","Everton","Blackburn","1","1","D","1.53","4","6.5","1.576","4.332","7.424","-2.009","2.009"
"21/01/2012","Fulham","Newcastle","5","2","H","2","3.4","3.8","2.079","3.636","4.097","-0.762","0.762"
"21/01/2012","Norwich","Chelsea","0","0","D","5.5","4","1.62","6.044","4.280","1.664","2.284","-2.284"
"21/01/2012","QPR","Wigan","3","1","H","2","3.4","3.8","2.079","3.636","4.097","0.209","-0.209"
"21/01/2012","Stoke","West_Brom","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","-1.538","1.538"
"21/01/2012","Sunderland","Swansea","2","0","H","1.91","3.4","4.2","1.980","3.629","4.556","1.571","-1.571"
"21/01/2012","Wolves","Aston_Villa","2","3","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.678","1.678"
"22/01/2012","Arsenal","Man_United","1","2","A","2.8","3.4","2.5","2.941","3.610","2.612","-1.439","1.439"
"22/01/2012","Man_City","Tottenham","3","2","H","1.91","3.6","4","1.975","3.836","4.294","0.680","-0.680"
"31/01/2012","Everton","Man_City","1","0","H","4.33","3.5","1.85","4.720","3.750","1.918","0.262","-0.262"
"31/01/2012","Man_United","Stoke","2","0","H","1.33","5","10","1.361","5.473","12.091","0.833","-0.833"
"31/01/2012","Swansea","Chelsea","1","1","D","4","3.25","2","4.333","3.467","2.080","2.426","-2.426"
"31/01/2012","Tottenham","Wigan","3","1","H","1.22","6","15","1.247","6.711","20.409","0.176","-0.176"
"31/01/2012","Wolves","Liverpool","0","3","A","5","3.8","1.7","5.468","4.065","1.751","0.406","-0.406"
"01/02/2012","Aston_Villa","QPR","2","2","D","1.8","3.5","4.75","1.858","3.725","5.174","0.541","-0.541"
"01/02/2012","Blackburn","Newcastle","0","2","A","2.63","3.3","2.7","2.760","3.507","2.837","-1.461","1.461"
"01/02/2012","Bolton","Arsenal","0","0","D","5","3.75","1.7","5.504","4.026","1.755","3.223","-3.223"
"01/02/2012","Fulham","West_Brom","1","1","D","1.83","3.5","4.5","1.893","3.737","4.900","0.425","-0.425"
"01/02/2012","Sunderland","Norwich","3","0","H","1.91","3.5","4.2","1.969","3.705","4.498","1.478","-1.478"
"04/02/2012","Arsenal","Blackburn","7","1","H","1.29","5.5","11","1.317","6.030","13.345","-2.201","2.201"
"04/02/2012","Man_City","Fulham","3","0","H","1.3","5.5","10","1.329","6.068","12.051","0.454","-0.454"
"04/02/2012","Norwich","Bolton","2","0","H","2","3.5","3.75","2.072","3.728","4.013","0.431","-0.431"
"04/02/2012","QPR","Wolves","1","2","A","1.91","3.6","4","1.975","3.836","4.294","-0.598","0.598"
"04/02/2012","Stoke","Sunderland","0","1","A","2.25","3.25","3.3","2.347","3.457","3.513","-4.136","4.136"
"04/02/2012","West_Brom","Swansea","1","2","A","2.1","3.3","3.6","2.187","3.521","3.864","-2.552","2.552"
"04/02/2012","Wigan","Everton","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.210","-0.210"
"05/02/2012","Chelsea","Man_United","3","3","D","2.5","3.3","2.88","2.609","3.493","3.026","-0.805","0.805"
"05/02/2012","Newcastle","Aston_Villa","2","1","H","2","3.4","3.8","2.079","3.636","4.097","2.145","-2.145"
"06/02/2012","Liverpool","Tottenham","0","0","D","2","3.4","3.8","2.079","3.636","4.097","-0.774","0.774"
"11/02/2012","Blackburn","QPR","3","2","H","2.38","3.3","3","2.492","3.519","3.180","1.465","-1.465"
"11/02/2012","Bolton","Wigan","1","2","A","2","3.5","3.75","2.072","3.728","4.013","1.040","-1.040"
"11/02/2012","Everton","Chelsea","2","0","H","3.25","3.3","2.25","3.457","3.513","2.347","1.176","-1.176"
"11/02/2012","Fulham","Stoke","2","1","H","1.91","3.5","4","1.985","3.760","4.343","1.438","-1.438"
"11/02/2012","Man_United","Liverpool","2","1","H","1.85","3.6","4.33","1.908","3.826","4.661","2.394","-2.394"
"11/02/2012","Sunderland","Arsenal","1","2","A","3.5","3.4","2.1","3.745","3.631","2.186","3.158","-3.158"
"11/02/2012","Swansea","Norwich","2","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.039","1.039"
"11/02/2012","Tottenham","Newcastle","5","0","H","1.44","4.33","7.5","1.482","4.731","8.791","-2.436","2.436"
"12/02/2012","Aston_Villa","Man_City","0","1","A","5.5","3.6","1.67","6.159","3.871","1.726","-2.641","2.641"
"12/02/2012","Wolves","West_Brom","1","5","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.612","0.612"
"25/02/2012","Chelsea","Bolton","3","0","H","1.29","5.5","11","1.317","6.030","13.345","-1.170","1.170"
"25/02/2012","Man_City","Blackburn","3","0","H","1.17","7","17","1.196","8.060","24.981","0.437","-0.437"
"25/02/2012","Newcastle","Wolves","2","2","D","1.57","4","6","1.615","4.308","6.721","1.016","-1.016"
"25/02/2012","QPR","Fulham","0","1","A","2.63","3.25","2.75","2.754","3.442","2.886","-1.696","1.696"
"25/02/2012","West_Brom","Sunderland","4","0","H","2.4","3.25","3","2.516","3.467","3.184","-0.110","0.110"
"25/02/2012","Wigan","Aston_Villa","0","0","D","2.75","3.25","2.63","2.886","3.442","2.754","0.786","-0.786"
"26/02/2012","Arsenal","Tottenham","5","2","H","2.5","3.4","2.75","2.626","3.638","2.904","1.033","-1.033"
"26/02/2012","Norwich","Man_United","1","2","A","6.5","4","1.53","7.424","4.332","1.576","0.010","-0.010"
"26/02/2012","Stoke","Swansea","2","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.096","1.096"
"03/03/2012","Blackburn","Aston_Villa","1","1","D","2.38","3.4","3","2.473","3.594","3.150","0.536","-0.536"
"03/03/2012","Liverpool","Arsenal","1","2","A","2","3.5","3.75","2.072","3.728","4.013","-3.288","3.288"
"03/03/2012","Man_City","Bolton","2","0","H","1.13","8.5","21","1.152","9.910","32.385","1.105","-1.105"
"03/03/2012","QPR","Everton","1","1","D","3.1","3.25","2.38","3.270","3.438","2.479","-0.853","0.853"
"03/03/2012","Stoke","Norwich","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.817","0.817"
"03/03/2012","West_Brom","Chelsea","1","0","H","4.2","3.4","1.91","4.556","3.629","1.980","4.329","-4.329"
"03/03/2012","Wigan","Swansea","0","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.704","0.704"
"04/03/2012","Fulham","Wolves","5","0","H","1.57","3.75","6.5","1.619","4.040","7.424","1.902","-1.902"
"04/03/2012","Newcastle","Sunderland","1","1","D","2.1","3.4","3.5","2.186","3.631","3.745","-1.122","1.122"
"04/03/2012","Tottenham","Man_United","1","3","A","2.88","3.4","2.4","3.050","3.639","2.517","-2.622","2.622"
"10/03/2012","Aston_Villa","Fulham","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","-1.599","1.599"
"10/03/2012","Bolton","QPR","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","1.611","-1.611"
"10/03/2012","Chelsea","Stoke","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.426","1.426"
"10/03/2012","Everton","Tottenham","1","0","H","2.88","3.25","2.5","3.040","3.456","2.620","1.449","-1.449"
"10/03/2012","Sunderland","Liverpool","1","0","H","3.8","3.4","2","4.097","3.636","2.079","2.946","-2.946"
"10/03/2012","Wolves","Blackburn","0","2","A","2.38","3.3","3","2.492","3.519","3.180","-0.885","0.885"
"11/03/2012","Man_United","West_Brom","2","0","H","1.29","5.5","11","1.317","6.030","13.345","0.302","-0.302"
"11/03/2012","Norwich","Wigan","1","1","D","1.83","3.6","4.33","1.894","3.855","4.705","0.730","-0.730"
"11/03/2012","Swansea","Man_City","1","0","H","6","3.75","1.62","6.676","4.003","1.666","1.394","-1.394"
"12/03/2012","Arsenal","Newcastle","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","2.046","-2.046"
"13/03/2012","Liverpool","Everton","3","0","H","1.73","3.4","5.5","1.786","3.622","6.104","-1.935","1.935"
"17/03/2012","Fulham","Swansea","0","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.671","1.671"
"17/03/2012","Wigan","West_Brom","1","1","D","2.75","3.3","2.6","2.886","3.497","2.721","-1.958","1.958"
"18/03/2012","Newcastle","Norwich","1","0","H","1.8","3.6","4.5","1.862","3.857","4.909","-0.565","0.565"
"18/03/2012","Wolves","Man_United","0","5","A","9","5","1.33","11.097","5.586","1.368","-2.013","2.013"
"20/03/2012","Blackburn","Sunderland","2","0","H","2.4","3.4","2.88","2.517","3.639","3.050","1.072","-1.072"
"21/03/2012","Everton","Arsenal","0","1","A","3","3.4","2.3","3.199","3.658","2.415","-3.020","3.020"
"21/03/2012","Man_City","Chelsea","2","1","H","1.91","3.6","4","1.975","3.836","4.294","1.860","-1.860"
"21/03/2012","QPR","Liverpool","3","2","H","5","3.6","1.73","5.513","3.858","1.788","0.778","-0.778"
"21/03/2012","Tottenham","Stoke","1","1","D","1.4","4.5","8.5","1.436","4.898","10.041","-1.828","1.828"
"24/03/2012","Arsenal","Aston_Villa","3","0","H","1.33","5","10","1.361","5.473","12.091","3.640","-3.640"
"24/03/2012","Bolton","Blackburn","2","1","H","2.4","3.4","2.9","2.512","3.629","3.065","-0.734","0.734"
"24/03/2012","Chelsea","Tottenham","0","0","D","1.83","3.6","4.33","1.894","3.855","4.705","0.490","-0.490"
"24/03/2012","Liverpool","Wigan","1","2","A","1.29","5.5","11","1.317","6.030","13.345","-2.445","2.445"
"24/03/2012","Norwich","Wolves","2","1","H","1.73","3.75","4.75","1.787","4.028","5.205","1.514","-1.514"
"24/03/2012","Stoke","Man_City","1","1","D","6","3.75","1.62","6.676","4.003","1.666","0.426","-0.426"
"24/03/2012","Sunderland","QPR","3","1","H","2","3.4","3.8","2.079","3.636","4.097","0.837","-0.837"
"24/03/2012","Swansea","Everton","0","2","A","2.2","3.25","3.4","2.295","3.461","3.632","-0.141","0.141"
"25/03/2012","West_Brom","Newcastle","1","3","A","2.3","3.4","3.1","2.395","3.611","3.274","1.341","-1.341"
"26/03/2012","Man_United","Fulham","1","0","H","1.22","6","15","1.247","6.711","20.409","1.526","-1.526"
"31/03/2012","Aston_Villa","Chelsea","2","4","A","4.5","3.5","1.83","4.900","3.737","1.893","-0.262","0.262"
"31/03/2012","Everton","West_Brom","2","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.669","-0.669"
"31/03/2012","Fulham","Norwich","2","1","H","1.7","3.75","5","1.755","4.026","5.504","1.371","-1.371"
"31/03/2012","Man_City","Sunderland","3","3","D","1.22","6.5","12","1.249","7.413","15.532","-1.514","1.514"
"31/03/2012","QPR","Arsenal","2","1","H","5.5","4.2","1.57","6.140","4.563","1.618","-1.515","1.515"
"31/03/2012","Wigan","Stoke","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.044","0.044"
"31/03/2012","Wolves","Bolton","2","3","A","2.3","3.4","3.1","2.395","3.611","3.274","-2.711","2.711"
"01/04/2012","Newcastle","Liverpool","2","0","H","2.88","3.4","2.4","3.050","3.639","2.517","2.879","-2.879"
"01/04/2012","Tottenham","Swansea","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-3.174","3.174"
"02/04/2012","Blackburn","Man_United","0","2","A","9","4.75","1.36","10.854","5.221","1.396","-1.534","1.534"
"06/04/2012","Swansea","Newcastle","0","2","A","2.4","3.4","2.88","2.517","3.639","3.050","-0.546","0.546"
"07/04/2012","Bolton","Fulham","0","3","A","2.6","3.3","2.75","2.721","3.497","2.886","0.882","-0.882"
"07/04/2012","Chelsea","Wigan","2","1","H","1.25","6","12","1.277","6.667","15.000","-0.828","0.828"
"07/04/2012","Liverpool","Aston_Villa","1","1","D","1.44","4.33","7.5","1.482","4.731","8.791","-1.969","1.969"
"07/04/2012","Norwich","Everton","2","2","D","3","3.3","2.4","3.168","3.504","2.506","-1.985","1.985"
"07/04/2012","Stoke","Wolves","2","1","H","1.57","4","6","1.615","4.308","6.721","1.542","-1.542"
"07/04/2012","Sunderland","Tottenham","0","0","D","3.3","3.4","2.2","3.499","3.612","2.287","2.082","-2.082"
"07/04/2012","West_Brom","Blackburn","3","0","H","1.91","3.6","4","1.975","3.836","4.294","-0.023","0.023"
"08/04/2012","Arsenal","Man_City","1","0","H","2.4","3.4","2.88","2.517","3.639","3.050","3.616","-3.616"
"08/04/2012","Man_United","QPR","2","0","H","1.17","7.5","15","1.196","8.688","20.647","1.029","-1.029"
"09/04/2012","Aston_Villa","Stoke","1","1","D","2.2","3.3","3.4","2.287","3.499","3.612","0.054","-0.054"
"09/04/2012","Everton","Sunderland","4","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.400","-0.400"
"09/04/2012","Fulham","Chelsea","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.137","-0.137"
"09/04/2012","Newcastle","Bolton","2","0","H","1.53","4.2","6","1.577","4.574","6.793","1.385","-1.385"
"09/04/2012","Tottenham","Norwich","1","2","A","1.29","5.5","11","1.317","6.030","13.345","-2.320","2.320"
"10/04/2012","Blackburn","Liverpool","2","3","A","3.5","3.4","2.1","3.745","3.631","2.186","1.778","-1.778"
"11/04/2012","Man_City","West_Brom","4","0","H","1.25","5.5","13","1.281","6.164","17.439","-0.988","0.988"
"11/04/2012","QPR","Swansea","3","0","H","2.1","3.4","3.5","2.186","3.631","3.745","1.130","-1.130"
"11/04/2012","Wigan","Man_United","1","0","H","9","4.75","1.36","10.854","5.221","1.396","1.405","-1.405"
"11/04/2012","Wolves","Arsenal","0","3","A","7","4.5","1.44","8.129","4.941","1.482","-2.860","2.860"
"14/04/2012","Norwich","Man_City","1","6","A","6","4.2","1.53","6.793","4.574","1.577","1.167","-1.167"
"14/04/2012","Sunderland","Wolves","0","0","D","1.5","4.2","6.5","1.545","4.575","7.445","0.096","-0.096"
"14/04/2012","Swansea","Blackburn","3","0","H","1.91","3.5","4","1.985","3.760","4.343","0.638","-0.638"
"14/04/2012","West_Brom","QPR","1","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.649","1.649"
"15/04/2012","Man_United","Aston_Villa","4","0","H","1.22","6.5","13","1.246","7.298","16.636","0.675","-0.675"
"16/04/2012","Arsenal","Wigan","1","2","A","1.25","6","12","1.277","6.667","15.000","-2.612","2.612"
"21/04/2012","Arsenal","Chelsea","0","0","D","2","3.6","3.6","2.077","3.857","3.857","0.100","-0.100"
"21/04/2012","Aston_Villa","Sunderland","0","0","D","2.3","3.3","3.2","2.392","3.493","3.381","-0.338","0.338"
"21/04/2012","Blackburn","Norwich","2","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.060","1.060"
"21/04/2012","Bolton","Swansea","1","1","D","2.2","3.3","3.4","2.287","3.499","3.612","1.943","-1.943"
"21/04/2012","Fulham","Wigan","2","1","H","1.91","3.6","4","1.975","3.836","4.294","-2.371","2.371"
"21/04/2012","Newcastle","Stoke","3","0","H","1.67","3.75","5.5","1.715","3.986","6.022","3.942","-3.942"
"21/04/2012","QPR","Tottenham","1","0","H","4","3.6","1.91","4.294","3.836","1.975","3.895","-3.895"
"22/04/2012","Liverpool","West_Brom","0","1","A","1.44","4.33","7.5","1.482","4.731","8.791","-3.766","3.766"
"22/04/2012","Man_United","Everton","4","4","D","1.3","5","11","1.335","5.557","14.112","-1.509","1.509"
"22/04/2012","Wolves","Man_City","0","2","A","12","6.5","1.22","15.532","7.413","1.249","-0.136","0.136"
"24/04/2012","Aston_Villa","Bolton","1","2","A","1.91","3.5","4","1.985","3.760","4.343","-2.851","2.851"
"28/04/2012","Everton","Fulham","4","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.613","-0.613"
"28/04/2012","Norwich","Liverpool","0","3","A","3.8","3.4","2","4.097","3.636","2.079","1.214","-1.214"
"28/04/2012","Stoke","Arsenal","1","1","D","4.33","3.6","1.83","4.705","3.855","1.894","0.712","-0.712"
"28/04/2012","Sunderland","Bolton","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-2.243","2.243"
"28/04/2012","Swansea","Wolves","4","4","D","1.53","4","6.5","1.576","4.332","7.424","-0.156","0.156"
"28/04/2012","West_Brom","Aston_Villa","0","0","D","2.1","3.4","3.5","2.186","3.631","3.745","3.003","-3.003"
"28/04/2012","Wigan","Newcastle","4","0","H","2.8","3.4","2.5","2.941","3.610","2.612","0.400","-0.400"
"29/04/2012","Chelsea","QPR","6","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.984","1.984"
"29/04/2012","Tottenham","Blackburn","2","0","H","1.36","5","8","1.398","5.559","9.533","-0.942","0.942"
"30/04/2012","Man_City","Man_United","1","0","H","2.1","3.5","3.4","2.186","3.745","3.631","1.295","-1.295"
"01/05/2012","Liverpool","Fulham","0","1","A","1.62","4","5.5","1.664","4.280","6.044","-3.227","3.227"
"01/05/2012","Stoke","Everton","1","1","D","2.75","3.25","2.6","2.899","3.460","2.732","-1.545","1.545"
"02/05/2012","Bolton","Tottenham","1","4","A","4","3.6","1.91","4.294","3.836","1.975","-0.044","0.044"
"02/05/2012","Chelsea","Newcastle","0","2","A","1.5","4.33","6.5","1.540","4.677","7.316","-2.982","2.982"
"05/05/2012","Arsenal","Norwich","3","3","D","1.22","6.5","12","1.249","7.413","15.532","-1.552","1.552"
"06/05/2012","Aston_Villa","Tottenham","1","1","D","4.2","3.75","1.83","4.524","4.006","1.889","-0.453","0.453"
"06/05/2012","Bolton","West_Brom","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-1.938","1.938"
"06/05/2012","Fulham","Sunderland","2","1","H","1.83","3.6","4.33","1.894","3.855","4.705","4.110","-4.110"
"06/05/2012","Man_United","Swansea","2","0","H","1.17","7","17","1.196","8.060","24.981","-0.097","0.097"
"06/05/2012","Newcastle","Man_City","0","2","A","5","4","1.67","5.443","4.278","1.717","0.335","-0.335"
"06/05/2012","QPR","Stoke","1","0","H","1.83","3.75","4.2","1.889","4.006","4.524","2.206","-2.206"
"06/05/2012","Wolves","Everton","0","0","D","5","3.75","1.7","5.504","4.026","1.755","-0.325","0.325"
"07/05/2012","Blackburn","Wigan","0","1","A","2.4","3.5","2.88","2.499","3.715","3.024","-3.564","3.564"
"08/05/2012","Liverpool","Chelsea","4","1","H","2.1","3.5","3.4","2.186","3.745","3.631","0.775","-0.775"
"13/05/2012","Chelsea","Blackburn","2","1","H","1.3","5.5","10","1.329","6.068","12.051","-0.547","0.547"
"13/05/2012","Everton","Newcastle","3","1","H","2.2","3.5","3.2","2.289","3.730","3.391","-0.285","0.285"
"13/05/2012","Man_City","QPR","3","2","H","1.13","9","19","1.151","10.540","27.473","0.499","-0.499"
"13/05/2012","Norwich","Aston_Villa","2","0","H","2.2","3.4","3.25","2.295","3.632","3.461","2.525","-2.525"
"13/05/2012","Stoke","Bolton","2","2","D","2.38","3.5","2.88","2.485","3.731","3.035","-0.662","0.662"
"13/05/2012","Sunderland","Man_United","0","1","A","7","4.5","1.44","8.129","4.941","1.482","-0.911","0.911"
"13/05/2012","Swansea","Liverpool","1","0","H","3.4","3.5","2.1","3.631","3.745","2.186","0.132","-0.132"
"13/05/2012","Tottenham","Fulham","2","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.942","1.942"
"13/05/2012","West_Brom","Arsenal","2","3","A","5","4","1.67","5.443","4.278","1.717","2.332","-2.332"
"13/05/2012","Wigan","Wolves","3","2","H","1.57","4","6","1.615","4.308","6.721","4.105","-4.105"

What I'm seeking to do is to output each iteration for a each team. So for Arsenal that have had 190 homegames over the last 10 seasons I want each iteration to consist of 19 (home)games containing info on goals scored and goals concedes. Creating a dataset for each iteration I would get 190-19-19 = 152 datasets for Arsenal's homegames. Do you get where I'm going?

Thanks!!

/Frederik

Taasby · Posted 10-12-2020 08:52 AM

Hi Kurt

Did it delete my reply here?

/Frederik

Kurt_Bremser · Posted 10-12-2020 09:16 AM

You need to read date values as such into SAS. The code I posted in your other thread shows how to use the DDMMYY10. informat. SAS dates will sort properly.

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

Taasby · Posted 10-12-2020 09:25 AM

Hi Kurt

I got the date-thing sorted out now. Thus my date looks like this (for the first 2 seasons):

"Date","HomeTeam","AwayTeam","FTHG","FTAG","FTR","B365H","B365D","B365A","B365H_True","B365D_True","B365A_True","HomeTeam_hotness","AwayTeam_hotness"
"14/08/2010","Aston_Villa","West_Ham","3","0","H","2","3.3","4","2.073","3.504","4.304","0.750","-0.750"
"14/08/2010","Blackburn","Everton","1","0","H","2.88","3.25","2.5","3.040","3.456","2.620","1.053","-1.053"
"14/08/2010","Bolton","Fulham","0","0","D","2.2","3.3","3.4","2.287","3.499","3.612","-0.160","0.160"
"14/08/2010","Chelsea","West_Brom","6","0","H","1.17","7","17","1.196","8.060","24.981","0.204","-0.204"
"14/08/2010","Sunderland","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.198","0.198"
"14/08/2010","Tottenham","Man_City","0","0","D","2.4","3.3","3","2.506","3.504","3.168","-0.083","0.083"
"14/08/2010","Wigan","Blackpool","0","4","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.324","1.324"
"14/08/2010","Wolves","Stoke","2","1","H","2.3","3.25","3.2","2.401","3.456","3.399","0.878","-0.878"
"15/08/2010","Liverpool","Arsenal","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.053","0.053"
"16/08/2010","Man_United","Newcastle","3","0","H","1.25","5.5","15","1.276","6.037","19.800","0.267","-0.267"
"21/08/2010","Arsenal","Blackpool","6","0","H","1.17","7","19","1.193","7.928","27.854","-0.927","0.927"
"21/08/2010","Birmingham","Blackburn","2","1","H","2.2","3.25","3.4","2.295","3.461","3.632","-0.090","0.090"
"21/08/2010","Everton","Wolves","1","1","D","1.5","4","7","1.546","4.345","8.129","-1.489","1.489"
"21/08/2010","Stoke","Tottenham","1","2","A","3.4","3.3","2.2","3.612","3.499","2.287","-0.735","0.735"
"21/08/2010","West_Brom","Sunderland","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","1.364","-1.364"
"21/08/2010","West_Ham","Bolton","1","3","A","2.25","3.3","3.25","2.347","3.513","3.457","-0.932","0.932"
"21/08/2010","Wigan","Chelsea","0","6","A","15","6","1.22","20.409","6.711","1.247","-0.939","0.939"
"22/08/2010","Fulham","Man_United","2","2","D","6","4","1.57","6.721","4.308","1.615","-0.023","0.023"
"22/08/2010","Newcastle","Aston_Villa","6","0","H","3.2","3.25","2.3","3.399","3.456","2.401","0.554","-0.554"
"23/08/2010","Man_City","Liverpool","3","0","H","2.38","3.25","3.1","2.479","3.438","3.270","0.968","-0.968"
"28/08/2010","Blackburn","Arsenal","1","2","A","6","4","1.57","6.721","4.308","1.615","0.033","-0.033"
"28/08/2010","Blackpool","Fulham","2","2","D","3.2","3.25","2.3","3.399","3.456","2.401","1.308","-1.308"
"28/08/2010","Chelsea","Stoke","2","0","H","1.11","9","23","1.133","10.797","40.030","1.076","-1.076"
"28/08/2010","Man_United","West_Ham","3","0","H","1.14","8","19","1.164","9.370","29.106","0.431","-0.431"
"28/08/2010","Tottenham","Wigan","0","1","A","1.25","5.75","13","1.277","6.371","16.673","-0.982","0.982"
"28/08/2010","Wolves","Newcastle","1","1","D","2.4","3.2","3.1","2.504","3.387","3.275","-0.289","0.289"
"29/08/2010","Aston_Villa","Everton","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","2.077","-2.077"
"29/08/2010","Bolton","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.230","0.230"
"29/08/2010","Liverpool","West_Brom","1","0","H","1.22","6","15","1.247","6.711","20.409","-1.019","1.019"
"29/08/2010","Sunderland","Man_City","1","0","H","4.5","3.5","1.83","4.900","3.737","1.893","0.257","-0.257"
"11/09/2010","Arsenal","Bolton","4","1","H","1.25","5.5","13","1.281","6.164","17.439","0.675","-0.675"
"11/09/2010","Everton","Man_United","3","3","D","4.2","3.4","1.91","4.556","3.629","1.980","-0.810","0.810"
"11/09/2010","Fulham","Wolves","2","1","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.227","0.227"
"11/09/2010","Man_City","Blackburn","1","1","D","1.33","5","10","1.361","5.473","12.091","-1.146","1.146"
"11/09/2010","Newcastle","Blackpool","0","2","A","1.57","4","6","1.615","4.308","6.721","-1.586","1.586"
"11/09/2010","West_Brom","Tottenham","1","1","D","3.75","3.25","2.1","4.003","3.438","2.177","1.358","-1.358"
"11/09/2010","West_Ham","Chelsea","1","3","A","10","5","1.33","12.091","5.473","1.361","-1.521","1.521"
"11/09/2010","Wigan","Sunderland","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","0.300","-0.300"
"12/09/2010","Birmingham","Liverpool","0","0","D","3.1","3.2","2.4","3.275","3.387","2.504","0.630","-0.630"
"13/09/2010","Stoke","Aston_Villa","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","-0.368","0.368"
"18/09/2010","Aston_Villa","Bolton","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.298","-0.298"
"18/09/2010","Blackburn","Fulham","1","1","D","2","3.3","4","2.073","3.504","4.304","0.285","-0.285"
"18/09/2010","Everton","Newcastle","0","1","A","1.62","3.75","6","1.666","4.003","6.676","-2.758","2.758"
"18/09/2010","Stoke","West_Ham","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","0.512","-0.512"
"18/09/2010","Sunderland","Arsenal","1","1","D","5.5","3.7","1.67","6.066","3.948","1.719","-0.336","0.336"
"18/09/2010","Tottenham","Wolves","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-0.532","0.532"
"18/09/2010","West_Brom","Birmingham","3","1","H","2.25","3.3","3.25","2.347","3.513","3.457","1.401","-1.401"
"19/09/2010","Chelsea","Blackpool","4","0","H","1.1","9","26","1.124","10.922","52.890","-0.443","0.443"
"19/09/2010","Man_United","Liverpool","3","2","H","1.7","3.5","5.5","1.755","3.744","6.126","0.716","-0.716"
"19/09/2010","Wigan","Man_City","0","2","A","5","3.6","1.73","5.513","3.858","1.788","0.341","-0.341"
"25/09/2010","Arsenal","West_Brom","2","3","A","1.22","6","15","1.247","6.711","20.409","-2.755","2.755"
"25/09/2010","Birmingham","Wigan","0","0","D","1.83","3.5","4.5","1.893","3.737","4.900","-0.672","0.672"
"25/09/2010","Blackpool","Blackburn","1","2","A","3.2","3.25","2.3","3.399","3.456","2.401","0.738","-0.738"
"25/09/2010","Fulham","Everton","0","0","D","2.75","3.2","2.63","2.900","3.405","2.767","1.591","-1.591"
"25/09/2010","Liverpool","Sunderland","2","2","D","1.44","4.33","7.5","1.482","4.731","8.791","-1.129","1.129"
"25/09/2010","Man_City","Chelsea","1","0","H","3.6","3.3","2.1","3.864","3.521","2.187","-0.198","0.198"
"25/09/2010","West_Ham","Tottenham","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","0.970","-0.970"
"26/09/2010","Bolton","Man_United","2","2","D","7.5","4","1.5","8.571","4.286","1.538","0.425","-0.425"
"26/09/2010","Newcastle","Stoke","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","-0.222","0.222"
"26/09/2010","Wolves","Aston_Villa","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-1.043","1.043"
"02/10/2010","Birmingham","Everton","0","2","A","2.88","3.1","2.63","3.025","3.269","2.751","0.373","-0.373"
"02/10/2010","Stoke","Blackburn","1","0","H","2.25","3.2","3.4","2.340","3.384","3.609","1.847","-1.847"
"02/10/2010","Sunderland","Man_United","0","0","D","5","3.5","1.75","5.526","3.750","1.810","1.433","-1.433"
"02/10/2010","Tottenham","Aston_Villa","2","1","H","1.91","3.5","4","1.985","3.760","4.343","-0.061","0.061"
"02/10/2010","West_Brom","Bolton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","1.759","-1.759"
"02/10/2010","West_Ham","Fulham","1","1","D","2.25","3.25","3.3","2.347","3.457","3.513","0.500","-0.500"
"02/10/2010","Wigan","Wolves","2","0","H","2.25","3.25","3.3","2.347","3.457","3.513","2.137","-2.137"
"03/10/2010","Chelsea","Arsenal","2","0","H","1.73","3.6","5","1.788","3.858","5.513","1.478","-1.478"
"03/10/2010","Liverpool","Blackpool","1","2","A","1.33","5","10","1.361","5.473","12.091","-3.205","3.205"
"03/10/2010","Man_City","Newcastle","2","1","H","1.44","4","8.5","1.484","4.361","10.315","0.812","-0.812"
"16/10/2010","Arsenal","Birmingham","2","1","H","1.29","5.5","11","1.317","6.030","13.345","1.063","-1.063"
"16/10/2010","Aston_Villa","Chelsea","0","0","D","5","3.6","1.73","5.513","3.858","1.788","0.042","-0.042"
"16/10/2010","Bolton","Stoke","2","1","H","2.2","3.2","3.5","2.289","3.391","3.730","-1.695","1.695"
"16/10/2010","Fulham","Tottenham","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-0.854","0.854"
"16/10/2010","Man_United","West_Brom","2","2","D","1.25","5.75","12","1.281","6.459","15.564","-2.619","2.619"
"16/10/2010","Newcastle","Wigan","2","2","D","1.83","3.5","4.5","1.893","3.737","4.900","-1.747","1.747"
"16/10/2010","Wolves","West_Ham","1","1","D","2.25","3.2","3.4","2.340","3.384","3.609","-1.437","1.437"
"17/10/2010","Blackpool","Man_City","2","3","A","5.5","4","1.62","6.044","4.280","1.664","0.352","-0.352"
"17/10/2010","Everton","Liverpool","2","0","H","2.4","3.25","3","2.516","3.467","3.184","1.817","-1.817"
"18/10/2010","Blackburn","Sunderland","0","0","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.613","0.613"
"23/10/2010","Birmingham","Blackpool","2","0","H","1.83","3.6","4.33","1.894","3.855","4.705","-2.134","2.134"
"23/10/2010","Chelsea","Wolves","2","0","H","1.13","8.5","19","1.154","10.077","29.223","1.312","-1.312"
"23/10/2010","Sunderland","Aston_Villa","1","0","H","2.4","3.25","3","2.516","3.467","3.184","0.529","-0.529"
"23/10/2010","Tottenham","Everton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","0.234","-0.234"
"23/10/2010","West_Brom","Fulham","2","1","H","2.2","3.25","3.4","2.295","3.461","3.632","2.310","-2.310"
"23/10/2010","West_Ham","Newcastle","1","2","A","2.38","3.25","3.1","2.479","3.438","3.270","-0.471","0.471"
"23/10/2010","Wigan","Bolton","1","1","D","2.38","3.25","3.1","2.479","3.438","3.270","-0.430","0.430"
"24/10/2010","Liverpool","Blackburn","2","1","H","1.67","3.6","5.5","1.726","3.871","6.159","-0.987","0.987"
"24/10/2010","Man_City","Arsenal","0","3","A","2.5","3.2","2.9","2.625","3.408","3.070","1.222","-1.222"
"24/10/2010","Stoke","Man_United","1","2","A","5.5","3.75","1.67","6.022","3.986","1.715","2.673","-2.673"
"30/10/2010","Arsenal","West_Ham","1","0","H","1.17","7","17","1.196","8.060","24.981","0.147","-0.147"
"30/10/2010","Blackburn","Chelsea","1","2","A","7.5","4.33","1.44","8.791","4.731","1.482","-0.902","0.902"
"30/10/2010","Everton","Stoke","1","0","H","1.57","3.75","6.5","1.619","4.040","7.424","0.130","-0.130"
"30/10/2010","Fulham","Wigan","2","0","H","1.91","3.4","4.2","1.980","3.629","4.556","-0.333","0.333"
"30/10/2010","Man_United","Tottenham","2","0","H","1.57","4","6","1.615","4.308","6.721","-1.108","1.108"
"30/10/2010","Wolves","Man_City","2","1","H","5.5","3.4","1.73","6.104","3.622","1.786","-1.305","1.305"
"31/10/2010","Aston_Villa","Birmingham","0","0","D","1.8","3.6","4.5","1.862","3.857","4.909","-0.227","0.227"
"31/10/2010","Bolton","Liverpool","0","1","A","3.4","3.25","2.2","3.632","3.461","2.295","0.314","-0.314"
"31/10/2010","Newcastle","Sunderland","5","1","H","2.2","3.2","3.5","2.289","3.391","3.730","1.361","-1.361"
"01/11/2010","Blackpool","West_Brom","2","1","H","2.9","3.25","2.5","3.055","3.446","2.614","-0.284","0.284"
"06/11/2010","Birmingham","West_Ham","2","2","D","1.91","3.4","4.2","1.980","3.629","4.556","-0.537","0.537"
"06/11/2010","Blackburn","Wigan","2","1","H","1.8","3.6","4.5","1.862","3.857","4.909","0.697","-0.697"
"06/11/2010","Blackpool","Everton","2","2","D","4.5","3.6","1.8","4.909","3.857","1.862","0.241","-0.241"
"06/11/2010","Bolton","Tottenham","4","2","H","3","3.3","2.4","3.168","3.504","2.506","0.650","-0.650"
"06/11/2010","Fulham","Aston_Villa","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.255","0.255"
"06/11/2010","Man_United","Wolves","2","1","H","1.22","6","15","1.247","6.711","20.409","-0.699","0.699"
"06/11/2010","Sunderland","Stoke","2","0","H","2.1","3.2","3.75","2.185","3.401","4.029","-0.213","0.213"
"07/11/2010","Arsenal","Newcastle","0","1","A","1.29","5.5","11","1.317","6.030","13.345","-1.716","1.716"
"07/11/2010","Liverpool","Chelsea","2","0","H","3.8","3.4","2","4.097","3.636","2.079","0.616","-0.616"
"07/11/2010","West_Brom","Man_City","0","2","A","3.6","3.3","2.1","3.864","3.521","2.187","-0.718","0.718"
"09/11/2010","Stoke","Birmingham","3","2","H","2.1","3.2","3.75","2.185","3.401","4.029","1.188","-1.188"
"09/11/2010","Tottenham","Sunderland","1","1","D","1.53","4","6.5","1.576","4.332","7.424","-0.829","0.829"
"10/11/2010","Aston_Villa","Blackpool","3","2","H","1.62","3.75","6","1.666","4.003","6.676","-1.997","1.997"
"10/11/2010","Chelsea","Fulham","1","0","H","1.2","6.5","15","1.226","7.358","20.526","0.922","-0.922"
"10/11/2010","Everton","Bolton","1","1","D","1.62","3.75","6","1.666","4.003","6.676","-0.033","0.033"
"10/11/2010","Man_City","Man_United","0","0","D","2.63","3.25","2.75","2.754","3.442","2.886","0.648","-0.648"
"10/11/2010","Newcastle","Blackburn","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","0.819","-0.819"
"10/11/2010","West_Ham","West_Brom","2","2","D","2.3","3.25","3.2","2.401","3.456","3.399","-0.888","0.888"
"10/11/2010","Wigan","Liverpool","1","1","D","4.75","3.6","1.75","5.246","3.878","1.813","-0.788","0.788"
"10/11/2010","Wolves","Arsenal","0","2","A","5.5","3.6","1.67","6.159","3.871","1.726","-0.681","0.681"
"13/11/2010","Aston_Villa","Man_United","2","2","D","4.5","3.6","1.8","4.909","3.857","1.862","-0.443","0.443"
"13/11/2010","Man_City","Birmingham","0","0","D","1.4","4.5","8.5","1.436","4.898","10.041","-0.399","0.399"
"13/11/2010","Newcastle","Fulham","0","0","D","1.91","3.4","4.2","1.980","3.629","4.556","1.457","-1.457"
"13/11/2010","Stoke","Liverpool","2","0","H","3.75","3.25","2.1","4.003","3.438","2.177","0.059","-0.059"
"13/11/2010","Tottenham","Blackburn","4","2","H","1.57","3.8","6.5","1.616","4.079","7.360","-1.017","1.017"
"13/11/2010","West_Ham","Blackpool","0","0","D","1.91","3.6","4","1.975","3.836","4.294","-1.571","1.571"
"13/11/2010","Wigan","West_Brom","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","0.161","-0.161"
"13/11/2010","Wolves","Bolton","2","3","A","2.4","3.1","3.2","2.504","3.275","3.387","-1.457","1.457"
"14/11/2010","Chelsea","Sunderland","0","3","A","1.22","5.75","15","1.251","6.501","21.467","-2.633","2.633"
"14/11/2010","Everton","Arsenal","1","2","A","3.4","3.3","2.2","3.612","3.499","2.287","-1.983","1.983"
"20/11/2010","Arsenal","Tottenham","2","3","A","1.62","4","5.5","1.664","4.280","6.044","0.888","-0.888"
"20/11/2010","Birmingham","Chelsea","1","0","H","5","3.6","1.73","5.513","3.858","1.788","1.431","-1.431"
"20/11/2010","Blackpool","Wolves","2","1","H","2.5","3.3","2.88","2.609","3.493","3.026","0.630","-0.630"
"20/11/2010","Bolton","Newcastle","5","1","H","2.1","3.3","3.6","2.187","3.521","3.864","0.287","-0.287"
"20/11/2010","Liverpool","West_Ham","3","0","H","1.57","3.8","6.5","1.616","4.079","7.360","2.833","-2.833"
"20/11/2010","Man_United","Wigan","2","0","H","1.22","6","15","1.247","6.711","20.409","0.758","-0.758"
"20/11/2010","West_Brom","Stoke","0","3","A","2.2","3.2","3.5","2.289","3.391","3.730","-2.612","2.612"
"21/11/2010","Blackburn","Aston_Villa","2","0","H","2.3","3.25","3.25","2.392","3.437","3.437","2.635","-2.635"
"21/11/2010","Fulham","Man_City","1","4","A","3.2","3.1","2.4","3.387","3.275","2.504","0.077","-0.077"
"22/11/2010","Sunderland","Everton","2","2","D","2.6","3.2","2.8","2.728","3.397","2.949","2.950","-2.950"
"27/11/2010","Aston_Villa","Arsenal","2","4","A","3.4","3.3","2.2","3.612","3.499","2.287","-1.534","1.534"
"27/11/2010","Bolton","Blackpool","2","2","D","1.57","4.2","5.5","1.618","4.563","6.140","0.349","-0.349"
"27/11/2010","Everton","West_Brom","1","4","A","1.57","3.8","6.5","1.616","4.079","7.360","-1.153","1.153"
"27/11/2010","Fulham","Birmingham","1","1","D","2","3.3","4","2.073","3.504","4.304","-0.516","0.516"
"27/11/2010","Man_United","Blackburn","7","1","H","1.25","5.5","13","1.281","6.164","17.439","-1.405","1.405"
"27/11/2010","Stoke","Man_City","1","1","D","3.4","3.25","2.2","3.632","3.461","2.295","2.278","-2.278"
"27/11/2010","West_Ham","Wigan","3","1","H","2","3.5","3.75","2.072","3.728","4.013","-0.507","0.507"
"27/11/2010","Wolves","Sunderland","3","2","H","2.6","3.2","2.8","2.728","3.397","2.949","0.141","-0.141"
"28/11/2010","Newcastle","Chelsea","1","1","D","5","3.6","1.73","5.513","3.858","1.788","1.928","-1.928"
"28/11/2010","Tottenham","Liverpool","2","1","H","2","3.4","3.8","2.079","3.636","4.097","0.106","-0.106"
"04/12/2010","Arsenal","Fulham","2","1","H","1.29","5.25","12","1.318","5.742","14.926","1.976","-1.976"
"04/12/2010","Birmingham","Tottenham","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","-0.777","0.777"
"04/12/2010","Blackburn","Wolves","3","0","H","1.73","3.6","5","1.788","3.858","5.513","2.562","-2.562"
"04/12/2010","Chelsea","Everton","1","1","D","1.36","4.75","9","1.396","5.221","10.854","-0.467","0.467"
"04/12/2010","Man_City","Bolton","1","0","H","1.53","4","6.5","1.576","4.332","7.424","-1.016","1.016"
"04/12/2010","Wigan","Stoke","2","2","D","2.75","3.2","2.63","2.900","3.405","2.767","-1.558","1.558"
"05/12/2010","Sunderland","West_Ham","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","2.092","-2.092"
"05/12/2010","West_Brom","Newcastle","3","1","H","2.25","3.3","3.25","2.347","3.513","3.457","0.934","-0.934"
"06/12/2010","Liverpool","Aston_Villa","3","0","H","1.62","3.75","6","1.666","4.003","6.676","1.079","-1.079"
"11/12/2010","Aston_Villa","West_Brom","2","1","H","2.1","3.3","3.6","2.187","3.521","3.864","-0.098","0.098"
"11/12/2010","Everton","Wigan","0","0","D","1.4","4.5","9","1.432","4.846","10.500","-2.315","2.315"
"11/12/2010","Fulham","Sunderland","0","0","D","2.2","3.25","3.4","2.295","3.461","3.632","-1.858","1.858"
"11/12/2010","Newcastle","Liverpool","3","1","H","3.8","3.4","2","4.097","3.636","2.079","-0.028","0.028"
"11/12/2010","Stoke","Blackpool","0","1","A","1.62","4","5.5","1.664","4.280","6.044","0.085","-0.085"
"11/12/2010","West_Ham","Man_City","1","3","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.883","0.883"
"12/12/2010","Bolton","Blackburn","2","1","H","2","3.3","4","2.073","3.504","4.304","-0.515","0.515"
"12/12/2010","Tottenham","Chelsea","1","1","D","2.8","3.25","2.6","2.935","3.434","2.716","3.120","-3.120"
"12/12/2010","Wolves","Birmingham","1","0","H","2.4","3.25","3","2.516","3.467","3.184","0.505","-0.505"
"13/12/2010","Man_United","Arsenal","1","0","H","2","3.4","3.8","2.079","3.636","4.097","-0.691","0.691"
"18/12/2010","Blackburn","West_Ham","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.796","-0.796"
"18/12/2010","Sunderland","Bolton","1","0","H","2.2","3.2","3.5","2.289","3.391","3.730","0.263","-0.263"
"20/12/2010","Man_City","Everton","1","2","A","1.73","3.6","5","1.788","3.858","5.513","0.945","-0.945"
"26/12/2010","Aston_Villa","Tottenham","1","2","A","3.2","3.3","2.3","3.381","3.493","2.392","-2.193","2.193"
"26/12/2010","Blackburn","Stoke","0","2","A","2.3","3.2","3.2","2.410","3.418","3.418","-1.171","1.171"
"26/12/2010","Bolton","West_Brom","2","0","H","2.1","3.25","3.75","2.177","3.438","4.003","0.417","-0.417"
"26/12/2010","Fulham","West_Ham","1","3","A","1.91","3.4","4.2","1.980","3.629","4.556","-2.555","2.555"
"26/12/2010","Man_United","Sunderland","2","0","H","1.29","5.5","11","1.317","6.030","13.345","0.315","-0.315"
"26/12/2010","Newcastle","Man_City","1","3","A","3.25","3.25","2.25","3.475","3.475","2.356","-1.776","1.776"
"26/12/2010","Wolves","Wigan","1","2","A","2.1","3.3","3.6","2.187","3.521","3.864","-0.754","0.754"
"27/12/2010","Arsenal","Chelsea","3","1","H","2.63","3.2","2.75","2.767","3.405","2.900","4.508","-4.508"
"28/12/2010","Birmingham","Man_United","1","1","D","6.5","4.33","1.5","7.316","4.677","1.540","-0.222","0.222"
"28/12/2010","Man_City","Aston_Villa","4","0","H","1.44","4.2","8","1.481","4.568","9.450","1.310","-1.310"
"28/12/2010","Stoke","Fulham","0","2","A","1.83","3.4","4.75","1.889","3.609","5.168","0.651","-0.651"
"28/12/2010","Sunderland","Blackpool","0","2","A","1.62","3.75","6","1.666","4.003","6.676","-2.011","2.011"
"28/12/2010","Tottenham","Newcastle","2","0","H","1.53","4","6.5","1.576","4.332","7.424","1.899","-1.899"
"28/12/2010","West_Brom","Blackburn","1","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.031","0.031"
"28/12/2010","West_Ham","Everton","1","1","D","3.4","3.2","2.25","3.609","3.384","2.340","1.767","-1.767"
"29/12/2010","Chelsea","Bolton","1","0","H","1.29","5.5","11","1.317","6.030","13.345","-2.270","2.270"
"29/12/2010","Liverpool","Wolves","0","1","A","1.33","5","10","1.361","5.473","12.091","-2.323","2.323"
"29/12/2010","Wigan","Arsenal","2","2","D","6.5","4.2","1.5","7.445","4.575","1.545","-0.082","0.082"
"01/01/2011","Birmingham","Arsenal","0","3","A","5.5","3.6","1.67","6.159","3.871","1.726","-1.266","1.266"
"01/01/2011","Liverpool","Bolton","2","1","H","1.7","3.75","5","1.755","4.026","5.504","-0.648","0.648"
"01/01/2011","Man_City","Blackpool","1","0","H","1.29","5.5","10","1.322","6.142","12.346","-0.412","0.412"
"01/01/2011","Stoke","Everton","2","0","H","2.63","3.2","2.75","2.767","3.405","2.900","0.942","-0.942"
"01/01/2011","Sunderland","Blackburn","3","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.708","-0.708"
"01/01/2011","Tottenham","Fulham","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","1.755","-1.755"
"01/01/2011","West_Brom","Man_United","1","2","A","6","4.2","1.53","6.793","4.574","1.577","-0.640","0.640"
"01/01/2011","West_Ham","Wolves","2","0","H","2","3.4","3.8","2.079","3.636","4.097","-0.860","0.860"
"02/01/2011","Chelsea","Aston_Villa","3","3","D","1.25","5.5","13","1.281","6.164","17.439","-2.186","2.186"
"02/01/2011","Wigan","Newcastle","0","1","A","2.5","3.2","2.9","2.625","3.408","3.070","-1.000","1.000"
"04/01/2011","Blackpool","Birmingham","1","2","A","2.3","3.25","3.25","2.392","3.437","3.437","2.043","-2.043"
"04/01/2011","Fulham","West_Brom","3","0","H","2.2","3.25","3.4","2.295","3.461","3.632","1.149","-1.149"
"04/01/2011","Man_United","Stoke","2","1","H","1.25","5.75","12","1.281","6.459","15.564","1.125","-1.125"
"05/01/2011","Arsenal","Man_City","0","0","D","1.91","3.6","4","1.975","3.836","4.294","-0.912","0.912"
"05/01/2011","Aston_Villa","Sunderland","0","1","A","2.2","3.25","3.4","2.295","3.461","3.632","-1.310","1.310"
"05/01/2011","Blackburn","Liverpool","3","1","H","3.4","3.25","2.2","3.632","3.461","2.295","1.198","-1.198"
"05/01/2011","Bolton","Wigan","1","1","D","1.73","3.6","5","1.788","3.858","5.513","0.370","-0.370"
"05/01/2011","Everton","Tottenham","2","1","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.214","0.214"
"05/01/2011","Newcastle","West_Ham","5","0","H","1.83","3.6","4.33","1.894","3.855","4.705","0.788","-0.788"
"05/01/2011","Wolves","Chelsea","1","0","H","8","4.2","1.44","9.450","4.568","1.481","4.176","-4.176"
"12/01/2011","Blackpool","Liverpool","2","1","H","3.8","3.75","1.91","4.076","4.018","1.977","3.105","-3.105"
"15/01/2011","Chelsea","Blackburn","2","0","H","1.29","5.5","11","1.317","6.030","13.345","-1.977","1.977"
"15/01/2011","Man_City","Wolves","4","3","H","1.33","5","10","1.361","5.473","12.091","-1.013","1.013"
"15/01/2011","Stoke","Bolton","2","0","H","2.1","3.25","3.75","2.177","3.438","4.003","1.485","-1.485"
"15/01/2011","West_Brom","Blackpool","3","2","H","1.8","3.6","4.5","1.862","3.857","4.909","-2.733","2.733"
"15/01/2011","West_Ham","Arsenal","0","3","A","6","4","1.57","6.721","4.308","1.615","0.415","-0.415"
"15/01/2011","Wigan","Fulham","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.434","0.434"
"16/01/2011","Birmingham","Aston_Villa","1","1","D","2.4","3.2","3.1","2.504","3.387","3.275","0.087","-0.087"
"16/01/2011","Liverpool","Everton","2","2","D","2.2","3.2","3.5","2.289","3.391","3.730","-1.881","1.881"
"16/01/2011","Sunderland","Newcastle","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.556","0.556"
"16/01/2011","Tottenham","Man_United","0","0","D","2.88","3.3","2.5","3.026","3.493","2.609","-0.078","0.078"
"22/01/2011","Arsenal","Wigan","3","0","H","1.2","6.5","15","1.226","7.358","20.526","0.857","-0.857"
"22/01/2011","Aston_Villa","Man_City","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","-1.186","1.186"
"22/01/2011","Blackpool","Sunderland","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.236","0.236"
"22/01/2011","Everton","West_Ham","2","2","D","1.5","4","7.5","1.538","4.286","8.571","-0.779","0.779"
"22/01/2011","Fulham","Stoke","2","0","H","2.2","3.2","3.5","2.289","3.391","3.730","-0.025","0.025"
"22/01/2011","Man_United","Birmingham","5","0","H","1.2","6.5","15","1.226","7.358","20.526","0.330","-0.330"
"22/01/2011","Newcastle","Tottenham","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.065","-0.065"
"22/01/2011","Wolves","Liverpool","0","3","A","3.4","3.2","2.25","3.609","3.384","2.340","1.861","-1.861"
"23/01/2011","Blackburn","West_Brom","2","0","H","2.25","3.3","3.25","2.347","3.513","3.457","2.428","-2.428"
"24/01/2011","Bolton","Chelsea","0","4","A","6","3.75","1.62","6.676","4.003","1.666","0.244","-0.244"
"25/01/2011","Blackpool","Man_United","2","3","A","8","5","1.36","9.533","5.559","1.398","-0.456","0.456"
"25/01/2011","Wigan","Aston_Villa","1","2","A","3.2","3.25","2.3","3.399","3.456","2.401","-1.833","1.833"
"26/01/2011","Liverpool","Fulham","1","0","H","1.53","3.8","7","1.578","4.110","8.131","-1.392","1.392"
"01/02/2011","Arsenal","Everton","2","1","H","1.4","4.5","8.5","1.436","4.898","10.041","1.289","-1.289"
"01/02/2011","Man_United","Aston_Villa","3","1","H","1.33","5","9.5","1.365","5.526","11.599","0.506","-0.506"
"01/02/2011","Sunderland","Chelsea","2","4","A","5.5","3.6","1.67","6.159","3.871","1.726","0.823","-0.823"
"01/02/2011","West_Brom","Wigan","2","2","D","1.73","3.6","5","1.788","3.858","5.513","0.132","-0.132"
"02/02/2011","Birmingham","Man_City","2","2","D","4.5","3.5","1.83","4.900","3.737","1.893","0.143","-0.143"
"02/02/2011","Blackburn","Tottenham","0","1","A","3.25","3.4","2.2","3.461","3.632","2.295","1.427","-1.427"
"02/02/2011","Blackpool","West_Ham","1","3","A","2.38","3.3","3","2.492","3.519","3.180","-1.205","1.205"
"02/02/2011","Bolton","Wolves","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","-1.748","1.748"
"02/02/2011","Fulham","Newcastle","1","0","H","2.1","3.3","3.6","2.187","3.521","3.864","0.908","-0.908"
"02/02/2011","Liverpool","Stoke","2","0","H","1.62","3.75","6","1.666","4.003","6.676","-0.208","0.208"
"05/02/2011","Aston_Villa","Fulham","2","2","D","1.91","3.4","4.2","1.980","3.629","4.556","-1.014","1.014"
"05/02/2011","Everton","Blackpool","5","3","H","1.44","4.5","7","1.482","4.941","8.129","0.060","-0.060"
"05/02/2011","Man_City","West_Brom","3","0","H","1.4","4.5","8.5","1.436","4.898","10.041","0.502","-0.502"
"05/02/2011","Newcastle","Arsenal","4","4","D","5","4","1.67","5.443","4.278","1.717","-0.040","0.040"
"05/02/2011","Stoke","Sunderland","3","2","H","2.1","3.2","3.75","2.185","3.401","4.029","0.218","-0.218"
"05/02/2011","Tottenham","Bolton","2","1","H","1.57","4","6","1.615","4.308","6.721","0.932","-0.932"
"05/02/2011","Wigan","Blackburn","4","3","H","2.5","3.25","2.9","2.614","3.446","3.055","-0.873","0.873"
"05/02/2011","Wolves","Man_United","2","1","H","8.5","4.5","1.4","10.041","4.898","1.436","1.110","-1.110"
"06/02/2011","Chelsea","Liverpool","0","1","A","1.62","4","5.5","1.664","4.280","6.044","-2.226","2.226"
"06/02/2011","West_Ham","Birmingham","0","1","A","2","3.5","3.75","2.072","3.728","4.013","-0.401","0.401"
"12/02/2011","Arsenal","Wolves","2","0","H","1.22","6","15","1.247","6.711","20.409","-1.203","1.203"
"12/02/2011","Birmingham","Stoke","1","0","H","2.5","3.2","2.9","2.625","3.408","3.070","1.152","-1.152"
"12/02/2011","Blackburn","Newcastle","0","0","D","2.1","3.4","3.5","2.186","3.631","3.745","0.930","-0.930"
"12/02/2011","Blackpool","Aston_Villa","1","1","D","3.25","3.4","2.2","3.461","3.632","2.295","-1.488","1.488"
"12/02/2011","Liverpool","Wigan","1","1","D","1.36","4.75","9","1.396","5.221","10.854","1.400","-1.400"
"12/02/2011","Man_United","Man_City","2","1","H","1.73","3.6","5","1.788","3.858","5.513","0.929","-0.929"
"12/02/2011","Sunderland","Tottenham","1","2","A","2.75","3.25","2.6","2.899","3.460","2.732","-0.240","0.240"
"12/02/2011","West_Brom","West_Ham","3","3","D","1.91","3.6","4","1.975","3.836","4.294","-0.759","0.759"
"13/02/2011","Bolton","Everton","2","0","H","2.75","3.25","2.6","2.899","3.460","2.732","0.440","-0.440"
"14/02/2011","Fulham","Chelsea","0","0","D","5","3.6","1.73","5.513","3.858","1.788","1.028","-1.028"
"15/02/2011","Birmingham","Newcastle","0","2","A","2.6","3.2","2.8","2.728","3.397","2.949","0.942","-0.942"
"20/02/2011","West_Brom","Wolves","1","1","D","1.85","3.4","4.5","1.917","3.634","4.920","-1.598","1.598"
"22/02/2011","Blackpool","Tottenham","3","1","H","4","3.6","1.91","4.294","3.836","1.975","-0.817","0.817"
"23/02/2011","Arsenal","Stoke","1","0","H","1.3","5.25","10","1.335","5.863","12.485","0.476","-0.476"
"26/02/2011","Aston_Villa","Blackburn","4","1","H","1.73","3.6","5","1.788","3.858","5.513","1.486","-1.486"
"26/02/2011","Everton","Sunderland","2","0","H","1.73","3.6","5","1.788","3.858","5.513","0.084","-0.084"
"26/02/2011","Newcastle","Bolton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","-1.103","1.103"
"26/02/2011","Wigan","Man_United","0","4","A","6.5","4","1.53","7.424","4.332","1.576","-0.980","0.980"
"26/02/2011","Wolves","Blackpool","4","0","H","1.83","3.6","4.33","1.894","3.855","4.705","1.002","-1.002"
"27/02/2011","Man_City","Fulham","1","1","D","1.5","4","7.5","1.538","4.286","8.571","-1.713","1.713"
"27/02/2011","West_Ham","Liverpool","3","1","H","3.4","3.3","2.2","3.612","3.499","2.287","-0.592","0.592"
"28/02/2011","Stoke","West_Brom","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","1.409","-1.409"
"01/03/2011","Chelsea","Man_United","2","1","H","2.2","3.2","3.6","2.275","3.361","3.805","0.062","-0.062"
"05/03/2011","Arsenal","Sunderland","0","0","D","1.44","4.33","7.5","1.482","4.731","8.791","0.059","-0.059"
"05/03/2011","Birmingham","West_Brom","1","3","A","2.38","3.2","3.1","2.489","3.400","3.288","1.560","-1.560"
"05/03/2011","Bolton","Aston_Villa","3","2","H","2.25","3.4","3.2","2.340","3.609","3.384","1.449","-1.449"
"05/03/2011","Fulham","Blackburn","3","2","H","1.73","3.6","5","1.788","3.858","5.513","1.205","-1.205"
"05/03/2011","Man_City","Wigan","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-1.053","1.053"
"05/03/2011","Newcastle","Everton","1","2","A","2.6","3.2","2.8","2.728","3.397","2.949","-1.186","1.186"
"05/03/2011","West_Ham","Stoke","3","0","H","2.25","3.3","3.25","2.347","3.513","3.457","1.958","-1.958"
"06/03/2011","Liverpool","Man_United","3","1","H","2.8","3.2","2.6","2.949","3.397","2.728","1.360","-1.360"
"06/03/2011","Wolves","Tottenham","3","3","D","3","3.3","2.38","3.180","3.519","2.492","0.388","-0.388"
"07/03/2011","Blackpool","Chelsea","1","3","A","10","5.5","1.3","12.051","6.068","1.329","-0.810","0.810"
"09/03/2011","Everton","Birmingham","1","1","D","1.53","4","6.5","1.576","4.332","7.424","0.064","-0.064"
"19/03/2011","Aston_Villa","Wolves","0","1","A","1.83","3.5","4.5","1.893","3.737","4.900","-3.012","3.012"
"19/03/2011","Blackburn","Blackpool","2","2","D","1.8","3.6","4.5","1.862","3.857","4.909","-1.830","1.830"
"19/03/2011","Everton","Fulham","2","1","H","2","3.25","4","2.080","3.467","4.333","0.711","-0.711"
"19/03/2011","Man_United","Bolton","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-1.444","1.444"
"19/03/2011","Stoke","Newcastle","4","0","H","2.2","3.25","3.4","2.295","3.461","3.632","0.797","-0.797"
"19/03/2011","Tottenham","West_Ham","0","0","D","1.57","4","6","1.615","4.308","6.721","-1.066","1.066"
"19/03/2011","West_Brom","Arsenal","2","2","D","5","3.6","1.73","5.513","3.858","1.788","0.232","-0.232"
"19/03/2011","Wigan","Birmingham","2","1","H","2.1","3.3","3.6","2.187","3.521","3.864","0.452","-0.452"
"20/03/2011","Chelsea","Man_City","2","0","H","1.62","3.75","6","1.666","4.003","6.676","1.390","-1.390"
"20/03/2011","Sunderland","Liverpool","0","2","A","2.63","3.2","2.75","2.767","3.405","2.900","-2.809","2.809"
"02/04/2011","Arsenal","Blackburn","0","0","D","1.25","6","11","1.281","6.781","13.944","-0.393","0.393"
"02/04/2011","Birmingham","Bolton","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","-0.332","0.332"
"02/04/2011","Everton","Aston_Villa","2","2","D","1.83","3.6","4.33","1.894","3.855","4.705","1.629","-1.629"
"02/04/2011","Newcastle","Wolves","4","1","H","1.95","3.4","4","2.025","3.635","4.329","-0.671","0.671"
"02/04/2011","Stoke","Chelsea","1","1","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.266","0.266"
"02/04/2011","West_Brom","Liverpool","2","1","H","3","3.3","2.38","3.180","3.519","2.492","-0.643","0.643"
"02/04/2011","West_Ham","Man_United","2","4","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.694","0.694"
"02/04/2011","Wigan","Tottenham","0","0","D","3","3.25","2.4","3.184","3.467","2.516","1.437","-1.437"
"03/04/2011","Fulham","Blackpool","3","0","H","1.53","4.2","6","1.577","4.574","6.793","0.226","-0.226"
"03/04/2011","Man_City","Sunderland","5","0","H","1.5","4","7","1.546","4.345","8.129","1.332","-1.332"
"09/04/2011","Blackburn","Birmingham","1","1","D","2","3.3","4","2.073","3.504","4.304","-1.136","1.136"
"09/04/2011","Bolton","West_Ham","3","0","H","2.2","3.25","3.4","2.295","3.461","3.632","0.685","-0.685"
"09/04/2011","Chelsea","Wigan","1","0","H","1.2","6","17","1.229","6.800","25.500","0.385","-0.385"
"09/04/2011","Man_United","Fulham","2","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.644","-0.644"
"09/04/2011","Sunderland","West_Brom","2","3","A","2.2","3.2","3.5","2.289","3.391","3.730","-2.752","2.752"
"09/04/2011","Tottenham","Stoke","3","2","H","1.73","3.6","5","1.788","3.858","5.513","-0.196","0.196"
"09/04/2011","Wolves","Everton","0","3","A","2.6","3.25","2.8","2.716","3.434","2.935","-0.967","0.967"
"10/04/2011","Aston_Villa","Newcastle","1","0","H","1.83","3.6","4.33","1.894","3.855","4.705","-0.413","0.413"
"10/04/2011","Blackpool","Arsenal","1","3","A","8.5","5","1.36","10.000","5.484","1.393","1.305","-1.305"
"11/04/2011","Liverpool","Man_City","3","0","H","2.6","3.2","2.8","2.728","3.397","2.949","1.078","-1.078"
"16/04/2011","Birmingham","Sunderland","2","0","H","2.25","3.2","3.4","2.340","3.384","3.609","1.657","-1.657"
"16/04/2011","Blackpool","Wigan","1","3","A","2.3","3.5","3","2.399","3.735","3.171","-1.811","1.811"
"16/04/2011","Everton","Blackburn","2","0","H","1.67","3.75","5.5","1.715","3.986","6.022","2.714","-2.714"
"16/04/2011","West_Brom","Chelsea","1","3","A","5.5","3.6","1.7","6.029","3.819","1.747","0.304","-0.304"
"16/04/2011","West_Ham","Aston_Villa","1","2","A","2.25","3.3","3.25","2.347","3.513","3.457","-0.344","0.344"
"17/04/2011","Arsenal","Liverpool","1","1","D","1.73","3.6","5","1.788","3.858","5.513","-2.971","2.971"
"19/04/2011","Newcastle","Man_United","0","0","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.833","0.833"
"20/04/2011","Chelsea","Birmingham","3","1","H","1.2","6.5","15","1.226","7.358","20.526","0.350","-0.350"
"20/04/2011","Tottenham","Arsenal","3","3","D","2.88","3.4","2.4","3.050","3.639","2.517","0.878","-0.878"
"23/04/2011","Aston_Villa","Stoke","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.387","-0.387"
"23/04/2011","Blackpool","Newcastle","1","1","D","2.88","3.5","2.38","3.035","3.731","2.485","-0.367","0.367"
"23/04/2011","Chelsea","West_Ham","3","0","H","1.2","6.5","15","1.226","7.358","20.526","1.332","-1.332"
"23/04/2011","Liverpool","Birmingham","5","0","H","1.44","4.33","7.5","1.482","4.731","8.791","1.155","-1.155"
"23/04/2011","Man_United","Everton","1","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.132","-0.132"
"23/04/2011","Sunderland","Wigan","4","2","H","2.1","3.25","3.75","2.177","3.438","4.003","-1.304","1.304"
"23/04/2011","Tottenham","West_Brom","2","2","D","1.57","4","6","1.615","4.308","6.721","-3.541","3.541"
"23/04/2011","Wolves","Fulham","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.044","0.044"
"24/04/2011","Bolton","Arsenal","2","1","H","4.5","3.8","1.75","4.919","4.095","1.810","3.830","-3.830"
"25/04/2011","Blackburn","Man_City","0","1","A","3.6","3.3","2.1","3.864","3.521","2.187","-1.738","1.738"
"26/04/2011","Stoke","Wolves","3","0","H","1.8","3.4","5","1.855","3.603","5.451","0.871","-0.871"
"27/04/2011","Fulham","Bolton","3","0","H","1.8","3.5","4.75","1.858","3.725","5.174","-0.725","0.725"
"30/04/2011","Blackburn","Bolton","1","0","H","1.91","3.5","4","1.985","3.760","4.343","-1.536","1.536"
"30/04/2011","Blackpool","Stoke","0","0","D","2.63","3.4","2.63","2.762","3.624","2.762","-1.675","1.675"
"30/04/2011","Chelsea","Tottenham","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","2.366","-2.366"
"30/04/2011","Sunderland","Fulham","0","3","A","2.6","3.2","2.8","2.728","3.397","2.949","-1.839","1.839"
"30/04/2011","West_Brom","Aston_Villa","2","1","H","2.38","3.3","3","2.492","3.519","3.180","1.930","-1.930"
"30/04/2011","Wigan","Everton","1","1","D","2.8","3.25","2.6","2.935","3.434","2.716","-0.302","0.302"
"01/05/2011","Arsenal","Man_United","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","-1.878","1.878"
"01/05/2011","Birmingham","Wolves","1","1","D","2.1","3.3","3.6","2.187","3.521","3.864","0.966","-0.966"
"01/05/2011","Liverpool","Newcastle","3","0","H","1.44","4.33","7.5","1.482","4.731","8.791","2.016","-2.016"
"01/05/2011","Man_City","West_Ham","2","1","H","1.4","4.5","9","1.432","4.846","10.500","2.190","-2.190"
"07/05/2011","Aston_Villa","Wigan","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.044","-0.044"
"07/05/2011","Bolton","Sunderland","1","2","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.053","0.053"
"07/05/2011","Everton","Man_City","2","1","H","2.7","3.2","2.7","2.836","3.393","2.836","0.358","-0.358"
"07/05/2011","Newcastle","Birmingham","2","1","H","1.91","3.4","4.2","1.980","3.629","4.556","0.609","-0.609"
"07/05/2011","Tottenham","Blackpool","1","1","D","1.3","5.5","10","1.329","6.068","12.051","-0.331","0.331"
"07/05/2011","West_Ham","Blackburn","1","1","D","1.95","3.6","3.8","2.021","3.848","4.078","-0.816","0.816"
"08/05/2011","Man_United","Chelsea","2","1","H","2.38","3.25","3.1","2.479","3.438","3.270","-0.201","0.201"
"08/05/2011","Stoke","Arsenal","3","1","H","5.5","3.75","1.67","6.022","3.986","1.715","1.577","-1.577"
"08/05/2011","Wolves","West_Brom","3","1","H","2.1","3.4","3.5","2.186","3.631","3.745","-2.315","2.315"
"09/05/2011","Fulham","Liverpool","2","5","A","2.88","3.25","2.5","3.040","3.456","2.620","-0.602","0.602"
"10/05/2011","Man_City","Tottenham","1","0","H","1.91","3.4","4.2","1.980","3.629","4.556","2.593","-2.593"
"14/05/2011","Blackburn","Man_United","1","1","D","5","3.6","1.73","5.513","3.858","1.788","-0.617","0.617"
"14/05/2011","Blackpool","Bolton","4","3","H","2.2","3.4","3.25","2.295","3.632","3.461","-0.847","0.847"
"14/05/2011","Sunderland","Wolves","1","3","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.147","0.147"
"14/05/2011","West_Brom","Everton","1","0","H","2.63","3.25","2.75","2.754","3.442","2.886","0.490","-0.490"
"15/05/2011","Arsenal","Aston_Villa","1","2","A","1.36","5","8.5","1.393","5.484","10.000","-2.886","2.886"
"15/05/2011","Birmingham","Fulham","0","2","A","2.2","3.25","3.4","2.295","3.461","3.632","-1.778","1.778"
"15/05/2011","Chelsea","Newcastle","2","2","D","1.25","6","11","1.281","6.781","13.944","0.503","-0.503"
"15/05/2011","Liverpool","Tottenham","0","2","A","1.73","3.8","4.75","1.783","4.066","5.174","2.386","-2.386"
"15/05/2011","Wigan","West_Ham","3","2","H","2.1","3.4","3.5","2.186","3.631","3.745","2.001","-2.001"
"17/05/2011","Man_City","Stoke","3","0","H","1.36","4.75","9","1.396","5.221","10.854","0.476","-0.476"
"22/05/2011","Aston_Villa","Liverpool","1","0","H","3.2","3.4","2.25","3.384","3.609","2.340","0.828","-0.828"
"22/05/2011","Bolton","Man_City","0","2","A","5","3.75","1.7","5.504","4.026","1.755","-2.326","2.326"
"22/05/2011","Everton","Chelsea","1","0","H","3.1","3.25","2.38","3.270","3.438","2.479","1.726","-1.726"
"22/05/2011","Fulham","Arsenal","2","2","D","3.75","3.6","1.95","4.039","3.866","2.025","3.068","-3.068"
"22/05/2011","Man_United","Blackpool","4","2","H","1.6","4","5.5","1.650","4.328","6.140","0.638","-0.638"
"22/05/2011","Newcastle","West_Brom","3","3","D","2","3.5","3.75","2.072","3.728","4.013","-1.143","1.143"
"22/05/2011","Stoke","Wigan","0","1","A","2.75","3.6","2.4","2.905","3.870","2.517","-0.743","0.743"
"22/05/2011","Tottenham","Birmingham","2","1","H","1.53","4","6.5","1.576","4.332","7.424","0.877","-0.877"
"22/05/2011","West_Ham","Sunderland","0","3","A","2","3.5","3.75","2.072","3.728","4.013","-2.877","2.877"
"22/05/2011","Wolves","Blackburn","2","3","A","2.2","3","3.75","2.292","3.173","4.024","-0.443","0.443"
"13/08/2011","Blackburn","Wolves","1","2","A","2.2","3.2","3.5","2.289","3.391","3.730","-0.942","0.942"
"13/08/2011","Fulham","Aston_Villa","0","0","D","2.2","3.2","3.5","2.289","3.391","3.730","0.886","-0.886"
"13/08/2011","Liverpool","Sunderland","1","1","D","1.57","3.6","7","1.619","3.867","8.086","-1.553","1.553"
"13/08/2011","Newcastle","Arsenal","0","0","D","3.75","3.25","2.1","4.003","3.438","2.177","1.363","-1.363"
"13/08/2011","QPR","Bolton","0","4","A","2.4","3.25","3","2.516","3.467","3.184","0.339","-0.339"
"13/08/2011","Wigan","Norwich","1","1","D","2.2","3.2","3.5","2.289","3.391","3.730","0.182","-0.182"
"14/08/2011","Stoke","Chelsea","0","0","D","5.5","3.5","1.7","6.126","3.744","1.755","1.883","-1.883"
"14/08/2011","West_Brom","Man_United","1","2","A","6.5","4","1.53","7.424","4.332","1.576","-0.357","0.357"
"15/08/2011","Man_City","Swansea","4","0","H","1.29","5","13","1.320","5.476","16.792","1.459","-1.459"
"20/08/2011","Arsenal","Liverpool","0","2","A","2.5","3.25","2.9","2.614","3.446","3.055","-2.028","2.028"
"20/08/2011","Aston_Villa","Blackburn","3","1","H","1.73","3.4","5.5","1.786","3.622","6.104","0.705","-0.705"
"20/08/2011","Chelsea","West_Brom","2","1","H","1.3","5.5","10","1.329","6.068","12.051","-1.988","1.988"
"20/08/2011","Everton","QPR","0","1","A","1.53","3.8","7","1.578","4.110","8.131","-0.600","0.600"
"20/08/2011","Sunderland","Newcastle","0","1","A","2.2","3.25","3.4","2.295","3.461","3.632","-0.063","0.063"
"20/08/2011","Swansea","Wigan","0","0","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.422","0.422"
"21/08/2011","Bolton","Man_City","2","3","A","4.75","3.5","1.8","5.174","3.725","1.858","-2.297","2.297"
"21/08/2011","Norwich","Stoke","1","1","D","2.6","3.3","2.75","2.721","3.497","2.886","-0.161","0.161"
"21/08/2011","Wolves","Fulham","2","0","H","2.38","3.25","3.1","2.479","3.438","3.270","1.781","-1.781"
"22/08/2011","Man_United","Tottenham","3","0","H","1.67","3.75","5.5","1.715","3.986","6.022","0.964","-0.964"
"27/08/2011","Aston_Villa","Wolves","0","0","D","2.1","3.25","3.75","2.177","3.438","4.003","-1.076","1.076"
"27/08/2011","Blackburn","Everton","0","1","A","3.3","3.25","2.25","3.513","3.457","2.347","-1.128","1.128"
"27/08/2011","Chelsea","Norwich","3","1","H","1.2","6.5","15","1.226","7.358","20.526","-0.943","0.943"
"27/08/2011","Liverpool","Bolton","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","0.595","-0.595"
"27/08/2011","Swansea","Sunderland","0","0","D","2.38","3.3","3","2.492","3.519","3.180","-1.209","1.209"
"27/08/2011","Wigan","QPR","2","0","H","2.25","3.3","3.25","2.347","3.513","3.457","0.629","-0.629"
"28/08/2011","Man_United","Arsenal","8","2","H","1.5","4.33","6.5","1.540","4.677","7.316","4.337","-4.337"
"28/08/2011","Newcastle","Fulham","2","1","H","2.1","3.25","3.75","2.177","3.438","4.003","1.801","-1.801"
"28/08/2011","Tottenham","Man_City","1","5","A","2.88","3.3","2.5","3.026","3.493","2.609","-2.825","2.825"
"28/08/2011","West_Brom","Stoke","0","1","A","2.1","3.25","3.75","2.177","3.438","4.003","-1.194","1.194"
"10/09/2011","Arsenal","Swansea","1","0","H","1.36","4.75","9","1.396","5.221","10.854","-0.896","0.896"
"10/09/2011","Bolton","Man_United","0","5","A","9","4.5","1.4","10.500","4.846","1.432","-1.442","1.442"
"10/09/2011","Everton","Aston_Villa","2","2","D","2","3.4","3.8","2.079","3.636","4.097","-0.618","0.618"
"10/09/2011","Man_City","Wigan","3","0","H","1.17","7","17","1.196","8.060","24.981","1.215","-1.215"
"10/09/2011","Stoke","Liverpool","1","0","H","3.25","3.3","2.25","3.457","3.513","2.347","1.570","-1.570"
"10/09/2011","Sunderland","Chelsea","1","2","A","5","3.75","1.7","5.504","4.026","1.755","0.205","-0.205"
"10/09/2011","Wolves","Tottenham","0","2","A","3","3.25","2.4","3.184","3.467","2.516","-0.059","0.059"
"11/09/2011","Fulham","Blackburn","1","1","D","1.67","3.6","5.5","1.726","3.871","6.159","-0.617","0.617"
"11/09/2011","Norwich","West_Brom","0","1","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.448","1.448"
"12/09/2011","QPR","Newcastle","0","0","D","2.4","3.25","3","2.516","3.467","3.184","-0.354","0.354"
"17/09/2011","Aston_Villa","Newcastle","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","-0.331","0.331"
"17/09/2011","Blackburn","Arsenal","4","3","H","4.2","3.4","1.91","4.556","3.629","1.980","2.178","-2.178"
"17/09/2011","Bolton","Norwich","1","2","A","1.8","3.6","4.6","1.857","3.833","4.988","-0.156","0.156"
"17/09/2011","Everton","Wigan","3","1","H","1.5","4","7","1.546","4.345","8.129","-0.158","0.158"
"17/09/2011","Swansea","West_Brom","3","0","H","2.63","3.2","2.75","2.767","3.405","2.900","0.228","-0.228"
"17/09/2011","Wolves","QPR","0","3","A","1.91","3.4","4.2","1.980","3.629","4.556","-0.750","0.750"
"18/09/2011","Fulham","Man_City","2","2","D","6.5","3.8","1.57","7.360","4.079","1.616","-3.251","3.251"
"18/09/2011","Man_United","Chelsea","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","2.615","-2.615"
"18/09/2011","Sunderland","Stoke","4","0","H","2.4","3.2","3.1","2.504","3.387","3.275","-0.006","0.006"
"18/09/2011","Tottenham","Liverpool","4","0","H","2.63","3.4","2.63","2.762","3.624","2.762","2.773","-2.773"
"24/09/2011","Arsenal","Bolton","3","0","H","1.44","4.5","7","1.482","4.941","8.129","-0.511","0.511"
"24/09/2011","Chelsea","Swansea","4","1","H","1.2","6.5","15","1.226","7.358","20.526","0.694","-0.694"
"24/09/2011","Liverpool","Wolves","2","1","H","1.36","4.5","10","1.396","4.925","12.372","-0.324","0.324"
"24/09/2011","Man_City","Everton","2","0","H","1.44","4.33","7.5","1.482","4.731","8.791","0.798","-0.798"
"24/09/2011","Newcastle","Blackburn","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","1.425","-1.425"
"24/09/2011","Stoke","Man_United","1","1","D","6.5","4","1.53","7.424","4.332","1.576","-0.761","0.761"
"24/09/2011","West_Brom","Fulham","0","0","D","2.3","3.25","3.25","2.392","3.437","3.437","1.230","-1.230"
"24/09/2011","Wigan","Tottenham","1","2","A","4","3.5","1.91","4.343","3.760","1.985","-2.121","2.121"
"25/09/2011","QPR","Aston_Villa","1","1","D","2.3","3.25","3.2","2.401","3.456","3.399","1.488","-1.488"
"26/09/2011","Norwich","Sunderland","2","1","H","2.5","3.4","2.8","2.612","3.610","2.941","1.146","-1.146"
"01/10/2011","Aston_Villa","Wigan","2","0","H","1.62","3.75","6","1.666","4.003","6.676","-0.435","0.435"
"01/10/2011","Blackburn","Man_City","0","4","A","6.5","3.75","1.57","7.424","4.040","1.619","-1.500","1.500"
"01/10/2011","Everton","Liverpool","0","2","A","3.1","3.2","2.4","3.275","3.387","2.504","-1.679","1.679"
"01/10/2011","Man_United","Norwich","2","0","H","1.17","7","17","1.196","8.060","24.981","0.492","-0.492"
"01/10/2011","Sunderland","West_Brom","2","2","D","2.25","3.4","3.2","2.340","3.609","3.384","-0.169","0.169"
"01/10/2011","Wolves","Newcastle","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-2.809","2.809"
"02/10/2011","Bolton","Chelsea","1","5","A","6.5","4","1.53","7.424","4.332","1.576","-2.393","2.393"
"02/10/2011","Fulham","QPR","6","0","H","2","3.3","4","2.073","3.504","4.304","-1.366","1.366"
"02/10/2011","Swansea","Stoke","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.052","0.052"
"02/10/2011","Tottenham","Arsenal","2","1","H","2.1","3.4","3.5","2.186","3.631","3.745","2.465","-2.465"
"15/10/2011","Chelsea","Everton","3","1","H","1.36","4.5","10","1.396","4.925","12.372","1.298","-1.298"
"15/10/2011","Liverpool","Man_United","1","1","D","3","3.3","2.4","3.168","3.504","2.506","-0.170","0.170"
"15/10/2011","Man_City","Aston_Villa","4","1","H","1.33","5","10","1.361","5.473","12.091","2.320","-2.320"
"15/10/2011","Norwich","Swansea","3","1","H","2.2","3.3","3.4","2.287","3.499","3.612","1.052","-1.052"
"15/10/2011","QPR","Blackburn","1","1","D","1.83","3.5","4.5","1.893","3.737","4.900","-0.874","0.874"
"15/10/2011","Stoke","Fulham","2","0","H","2.2","3.2","3.5","2.289","3.391","3.730","2.244","-2.244"
"15/10/2011","Wigan","Bolton","1","3","A","2.3","3.3","3.2","2.392","3.493","3.381","-0.100","0.100"
"16/10/2011","Arsenal","Sunderland","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","0.802","-0.802"
"16/10/2011","Newcastle","Tottenham","2","2","D","3","3.3","2.4","3.168","3.504","2.506","-0.716","0.716"
"16/10/2011","West_Brom","Wolves","2","0","H","2","3.3","4","2.073","3.504","4.304","1.435","-1.435"
"22/10/2011","Aston_Villa","West_Brom","1","2","A","2","3.3","4","2.073","3.504","4.304","-2.107","2.107"
"22/10/2011","Bolton","Sunderland","0","2","A","2.2","3.2","3.5","2.289","3.391","3.730","-0.894","0.894"
"22/10/2011","Liverpool","Norwich","1","1","D","1.29","5.5","11","1.317","6.030","13.345","-2.461","2.461"
"22/10/2011","Newcastle","Wigan","1","0","H","1.57","3.8","6.5","1.616","4.079","7.360","1.771","-1.771"
"22/10/2011","Wolves","Swansea","2","2","D","2","3.4","3.8","2.079","3.636","4.097","-2.609","2.609"
"23/10/2011","Arsenal","Stoke","3","1","H","1.53","4","6.5","1.576","4.332","7.424","0.175","-0.175"
"23/10/2011","Blackburn","Tottenham","1","2","A","4","3.5","1.91","4.343","3.760","1.985","-2.531","2.531"
"23/10/2011","Fulham","Everton","1","3","A","2.25","3.25","3.3","2.347","3.457","3.513","-1.270","1.270"
"23/10/2011","Man_United","Man_City","1","6","A","2","3.4","3.8","2.079","3.636","4.097","-1.851","1.851"
"23/10/2011","QPR","Chelsea","1","0","H","9.5","5","1.33","11.599","5.526","1.365","-0.207","0.207"
"29/10/2011","Chelsea","Arsenal","3","5","A","1.62","4","5.5","1.664","4.280","6.044","-1.782","1.782"
"29/10/2011","Everton","Man_United","0","1","A","4.5","3.6","1.8","4.909","3.857","1.862","0.781","-0.781"
"29/10/2011","Man_City","Wolves","3","1","H","1.17","7","19","1.193","7.928","27.854","2.988","-2.988"
"29/10/2011","Norwich","Blackburn","3","3","D","1.91","3.6","4","1.975","3.836","4.294","1.583","-1.583"
"29/10/2011","Sunderland","Aston_Villa","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","1.217","-1.217"
"29/10/2011","Swansea","Bolton","3","1","H","2.1","3.3","3.6","2.187","3.521","3.864","2.036","-2.036"
"29/10/2011","West_Brom","Liverpool","0","2","A","4","3.3","2","4.304","3.504","2.073","0.029","-0.029"
"29/10/2011","Wigan","Fulham","0","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-1.401","1.401"
"30/10/2011","Tottenham","QPR","3","1","H","1.36","4.75","9","1.396","5.221","10.854","1.632","-1.632"
"31/10/2011","Stoke","Newcastle","1","3","A","2.1","3.2","3.8","2.179","3.387","4.067","-2.560","2.560"
"05/11/2011","Arsenal","West_Brom","3","0","H","1.4","4.5","8.5","1.436","4.898","10.041","1.647","-1.647"
"05/11/2011","Aston_Villa","Norwich","3","2","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.601","0.601"
"05/11/2011","Blackburn","Chelsea","0","1","A","7.5","4.33","1.44","8.791","4.731","1.482","-0.945","0.945"
"05/11/2011","Liverpool","Swansea","0","0","D","1.29","5.5","10","1.322","6.142","12.346","-0.958","0.958"
"05/11/2011","Man_United","Sunderland","1","0","H","1.25","5.5","13","1.281","6.164","17.439","-0.004","0.004"
"05/11/2011","Newcastle","Everton","2","1","H","2.25","3.25","3.3","2.347","3.457","3.513","2.809","-2.809"
"05/11/2011","QPR","Man_City","2","3","A","10","5","1.33","12.091","5.473","1.361","-2.594","2.594"
"06/11/2011","Bolton","Stoke","5","0","H","2.4","3.3","3","2.506","3.504","3.168","1.179","-1.179"
"06/11/2011","Fulham","Tottenham","1","3","A","3.25","3.3","2.25","3.457","3.513","2.347","-2.132","2.132"
"06/11/2011","Wolves","Wigan","3","1","H","1.91","3.3","4.33","1.983","3.523","4.722","0.759","-0.759"
"19/11/2011","Everton","Wolves","2","1","H","1.57","3.75","6.5","1.619","4.040","7.424","0.993","-0.993"
"19/11/2011","Man_City","Newcastle","3","1","H","1.3","5.5","10","1.329","6.068","12.051","0.097","-0.097"
"19/11/2011","Norwich","Arsenal","1","2","A","5.5","3.6","1.67","6.159","3.871","1.726","-2.408","2.408"
"19/11/2011","Stoke","QPR","2","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.995","1.995"
"19/11/2011","Sunderland","Fulham","0","0","D","2.3","3.25","3.2","2.401","3.456","3.399","-0.599","0.599"
"19/11/2011","Swansea","Man_United","0","1","A","6.5","4.2","1.5","7.445","4.575","1.545","0.124","-0.124"
"19/11/2011","West_Brom","Bolton","2","1","H","2","3.4","3.8","2.079","3.636","4.097","0.946","-0.946"
"19/11/2011","Wigan","Blackburn","3","3","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.381","0.381"
"20/11/2011","Chelsea","Liverpool","1","2","A","1.83","3.5","4.5","1.893","3.737","4.900","-0.971","0.971"
"21/11/2011","Tottenham","Aston_Villa","2","0","H","1.57","4","6","1.615","4.308","6.721","1.980","-1.980"
"26/11/2011","Arsenal","Fulham","1","1","D","1.44","4.2","8","1.481","4.568","9.450","2.340","-2.340"
"26/11/2011","Bolton","Everton","0","2","A","3.1","3.25","2.38","3.270","3.438","2.479","-1.065","1.065"
"26/11/2011","Chelsea","Wolves","3","0","H","1.22","6","15","1.247","6.711","20.409","-0.618","0.618"
"26/11/2011","Man_United","Newcastle","1","1","D","1.4","4.5","8.5","1.436","4.898","10.041","-1.752","1.752"
"26/11/2011","Norwich","QPR","2","1","H","2.1","3.4","3.5","2.186","3.631","3.745","-0.582","0.582"
"26/11/2011","Stoke","Blackburn","3","1","H","1.83","3.5","4.5","1.893","3.737","4.900","0.911","-0.911"
"26/11/2011","Sunderland","Wigan","1","2","A","1.67","3.6","5.5","1.726","3.871","6.159","-0.254","0.254"
"26/11/2011","West_Brom","Tottenham","1","3","A","4","3.6","1.91","4.294","3.836","1.975","-0.590","0.590"
"27/11/2011","Liverpool","Man_City","1","1","D","2.75","3.2","2.63","2.900","3.405","2.767","-2.197","2.197"
"27/11/2011","Swansea","Aston_Villa","0","0","D","2.2","3.25","3.4","2.295","3.461","3.632","0.147","-0.147"
"03/12/2011","Aston_Villa","Man_United","0","1","A","5","3.6","1.73","5.513","3.858","1.788","-1.174","1.174"
"03/12/2011","Blackburn","Swansea","4","2","H","2.1","3.4","3.5","2.186","3.631","3.745","0.052","-0.052"
"03/12/2011","Man_City","Norwich","5","1","H","1.17","7","17","1.196","8.060","24.981","1.679","-1.679"
"03/12/2011","Newcastle","Chelsea","0","3","A","3.5","3.4","2.1","3.745","3.631","2.186","2.056","-2.056"
"03/12/2011","QPR","West_Brom","1","1","D","2.25","3.3","3.25","2.347","3.513","3.457","0.409","-0.409"
"03/12/2011","Tottenham","Bolton","3","0","H","1.3","5","12","1.330","5.480","15.195","3.187","-3.187"
"03/12/2011","Wigan","Arsenal","0","4","A","6","4","1.57","6.721","4.308","1.615","-2.000","2.000"
"04/12/2011","Everton","Stoke","0","1","A","1.67","3.6","5.5","1.726","3.871","6.159","0.755","-0.755"
"04/12/2011","Wolves","Sunderland","2","1","H","2.4","3.3","3","2.506","3.504","3.168","1.490","-1.490"
"05/12/2011","Fulham","Liverpool","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","1.240","-1.240"
"10/12/2011","Arsenal","Everton","1","0","H","1.53","4","6.5","1.576","4.332","7.424","1.854","-1.854"
"10/12/2011","Bolton","Aston_Villa","1","2","A","2.5","3.3","2.88","2.609","3.493","3.026","-0.934","0.934"
"10/12/2011","Liverpool","QPR","1","0","H","1.33","5","10","1.361","5.473","12.091","0.175","-0.175"
"10/12/2011","Man_United","Wolves","4","1","H","1.22","6","15","1.247","6.711","20.409","0.150","-0.150"
"10/12/2011","Norwich","Newcastle","4","2","H","2.4","3.4","2.88","2.517","3.639","3.050","-0.318","0.318"
"10/12/2011","Swansea","Fulham","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.054","0.054"
"10/12/2011","West_Brom","Wigan","1","2","A","1.67","3.8","5.25","1.720","4.070","5.780","-1.510","1.510"
"11/12/2011","Stoke","Tottenham","2","1","H","3.75","3.5","2","4.013","3.728","2.072","-0.741","0.741"
"11/12/2011","Sunderland","Blackburn","2","1","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.813","0.813"
"12/12/2011","Chelsea","Man_City","2","1","H","2.4","3.3","3","2.506","3.504","3.168","0.375","-0.375"
"17/12/2011","Blackburn","West_Brom","1","2","A","2.38","3.3","3","2.492","3.519","3.180","-0.711","0.711"
"17/12/2011","Everton","Norwich","1","1","D","1.62","3.75","6","1.666","4.003","6.676","-1.209","1.209"
"17/12/2011","Fulham","Bolton","2","0","H","1.62","3.75","6","1.666","4.003","6.676","0.644","-0.644"
"17/12/2011","Newcastle","Swansea","0","0","D","1.8","3.6","4.5","1.862","3.857","4.909","-0.256","0.256"
"17/12/2011","Wigan","Chelsea","1","1","D","9","4.75","1.36","10.854","5.221","1.396","0.408","-0.408"
"17/12/2011","Wolves","Stoke","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.405","1.405"
"18/12/2011","Aston_Villa","Liverpool","0","2","A","4.2","3.4","1.91","4.556","3.629","1.980","0.318","-0.318"
"18/12/2011","Man_City","Arsenal","1","0","H","1.73","3.75","4.5","1.799","4.092","5.002","-0.151","0.151"
"18/12/2011","QPR","Man_United","0","2","A","7.5","4.33","1.44","8.791","4.731","1.482","-1.016","1.016"
"18/12/2011","Tottenham","Sunderland","1","0","H","1.36","4.75","9","1.396","5.221","10.854","2.487","-2.487"
"20/12/2011","Blackburn","Bolton","1","2","A","2.1","3.4","3.5","2.186","3.631","3.745","-0.638","0.638"
"20/12/2011","Wolves","Norwich","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-1.040","1.040"
"21/12/2011","Aston_Villa","Arsenal","1","2","A","5","3.6","1.73","5.513","3.858","1.788","-1.069","1.069"
"21/12/2011","Everton","Swansea","1","0","H","1.57","3.75","6.5","1.619","4.040","7.424","0.585","-0.585"
"21/12/2011","Fulham","Man_United","0","5","A","5","3.6","1.73","5.513","3.858","1.788","-0.856","0.856"
"21/12/2011","Man_City","Stoke","3","0","H","1.22","6","15","1.247","6.711","20.409","-1.777","1.777"
"21/12/2011","Newcastle","West_Brom","2","3","A","2","3.5","3.75","2.072","3.728","4.013","-2.649","2.649"
"21/12/2011","QPR","Sunderland","2","3","A","2.5","3.3","2.88","2.609","3.493","3.026","-0.215","0.215"
"21/12/2011","Wigan","Liverpool","0","0","D","7","4","1.5","8.129","4.345","1.546","0.812","-0.812"
"22/12/2011","Tottenham","Chelsea","1","1","D","2.6","3.4","2.7","2.716","3.600","2.825","0.813","-0.813"
"26/12/2011","Bolton","Newcastle","0","2","A","2.5","3.4","2.8","2.612","3.610","2.941","0.500","-0.500"
"26/12/2011","Chelsea","Fulham","1","1","D","1.3","5","12","1.330","5.480","15.195","-0.914","0.914"
"26/12/2011","Liverpool","Blackburn","1","1","D","1.25","5.5","13","1.281","6.164","17.439","-0.687","0.687"
"26/12/2011","Man_United","Wigan","5","0","H","1.14","7.5","21","1.166","8.776","35.414","-0.422","0.422"
"26/12/2011","Stoke","Aston_Villa","0","0","D","1.91","3.4","4.2","1.980","3.629","4.556","2.585","-2.585"
"26/12/2011","Sunderland","Everton","1","1","D","2.4","3.25","3","2.516","3.467","3.184","0.406","-0.406"
"26/12/2011","West_Brom","Man_City","0","0","D","7","4.5","1.44","8.129","4.941","1.482","0.755","-0.755"
"27/12/2011","Arsenal","Wolves","1","1","D","1.22","6","15","1.247","6.711","20.409","-0.080","0.080"
"27/12/2011","Norwich","Tottenham","0","2","A","4.5","3.6","1.8","4.909","3.857","1.862","-0.135","0.135"
"27/12/2011","Swansea","QPR","1","1","D","2","3.4","3.8","2.079","3.636","4.097","0.632","-0.632"
"30/12/2011","Liverpool","Newcastle","3","1","H","1.53","4","6.5","1.576","4.332","7.424","0.330","-0.330"
"31/12/2011","Arsenal","QPR","1","0","H","1.25","5.5","13","1.281","6.164","17.439","1.712","-1.712"
"31/12/2011","Bolton","Wolves","1","1","D","2.2","3.25","3.4","2.295","3.461","3.632","-0.048","0.048"
"31/12/2011","Chelsea","Aston_Villa","1","3","A","1.29","5","13","1.320","5.476","16.792","-2.245","2.245"
"31/12/2011","Man_United","Blackburn","2","3","A","1.13","8","26","1.151","9.186","44.798","0.278","-0.278"
"31/12/2011","Norwich","Fulham","1","1","D","2.6","3.25","2.75","2.732","3.460","2.899","-0.600","0.600"
"31/12/2011","Stoke","Wigan","2","2","D","1.67","3.6","5.5","1.726","3.871","6.159","0.854","-0.854"
"31/12/2011","Swansea","Tottenham","1","1","D","5.5","3.6","1.67","6.159","3.871","1.726","-0.177","0.177"
"01/01/2012","Sunderland","Man_City","1","0","H","6.5","4","1.53","7.424","4.332","1.576","2.020","-2.020"
"01/01/2012","West_Brom","Everton","0","1","A","2.6","3.25","2.75","2.732","3.460","2.899","0.668","-0.668"
"02/01/2012","Aston_Villa","Swansea","0","2","A","1.83","3.4","4.75","1.889","3.609","5.168","-0.002","0.002"
"02/01/2012","Blackburn","Stoke","1","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.484","1.484"
"02/01/2012","Fulham","Arsenal","2","1","H","4","3.5","1.91","4.343","3.760","1.985","0.711","-0.711"
"02/01/2012","QPR","Norwich","1","2","A","2.1","3.4","3.5","2.186","3.631","3.745","-1.706","1.706"
"02/01/2012","Wolves","Chelsea","1","2","A","6","4","1.57","6.721","4.308","1.615","0.212","-0.212"
"03/01/2012","Man_City","Liverpool","3","0","H","1.91","3.4","4.2","1.980","3.629","4.556","0.033","-0.033"
"03/01/2012","Tottenham","West_Brom","1","0","H","1.33","5","10","1.361","5.473","12.091","-0.701","0.701"
"03/01/2012","Wigan","Sunderland","1","4","A","2.63","3.25","2.75","2.754","3.442","2.886","-2.112","2.112"
"04/01/2012","Everton","Bolton","1","2","A","1.5","4","7","1.546","4.345","8.129","-0.917","0.917"
"04/01/2012","Newcastle","Man_United","3","0","H","5","3.6","1.73","5.513","3.858","1.788","0.319","-0.319"
"11/01/2012","Tottenham","Everton","2","0","H","1.53","3.8","7","1.578","4.110","8.131","1.078","-1.078"
"14/01/2012","Aston_Villa","Everton","1","1","D","2.4","3.25","3","2.516","3.467","3.184","-0.246","0.246"
"14/01/2012","Blackburn","Fulham","3","1","H","3","3.3","2.38","3.180","3.519","2.492","0.189","-0.189"
"14/01/2012","Chelsea","Sunderland","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-3.494","3.494"
"14/01/2012","Liverpool","Stoke","0","0","D","1.4","4.33","9","1.438","4.713","10.831","-1.598","1.598"
"14/01/2012","Man_United","Bolton","3","0","H","1.14","8","17","1.167","9.555","25.984","-0.980","0.980"
"14/01/2012","Tottenham","Wolves","1","1","D","1.25","5.5","13","1.281","6.164","17.439","0.761","-0.761"
"14/01/2012","West_Brom","Norwich","1","2","A","2","3.4","3.8","2.079","3.636","4.097","-0.137","0.137"
"15/01/2012","Newcastle","QPR","1","0","H","1.73","3.6","5","1.788","3.858","5.513","2.202","-2.202"
"15/01/2012","Swansea","Arsenal","3","2","H","4.75","3.5","1.8","5.174","3.725","1.858","2.015","-2.015"
"16/01/2012","Wigan","Man_City","0","1","A","9","4.33","1.4","10.831","4.713","1.438","-0.994","0.994"
"21/01/2012","Bolton","Liverpool","3","1","H","6","3.75","1.62","6.676","4.003","1.666","4.180","-4.180"
"21/01/2012","Everton","Blackburn","1","1","D","1.53","4","6.5","1.576","4.332","7.424","-2.009","2.009"
"21/01/2012","Fulham","Newcastle","5","2","H","2","3.4","3.8","2.079","3.636","4.097","-0.762","0.762"
"21/01/2012","Norwich","Chelsea","0","0","D","5.5","4","1.62","6.044","4.280","1.664","2.284","-2.284"
"21/01/2012","QPR","Wigan","3","1","H","2","3.4","3.8","2.079","3.636","4.097","0.209","-0.209"
"21/01/2012","Stoke","West_Brom","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","-1.538","1.538"
"21/01/2012","Sunderland","Swansea","2","0","H","1.91","3.4","4.2","1.980","3.629","4.556","1.571","-1.571"
"21/01/2012","Wolves","Aston_Villa","2","3","A","2.5","3.25","2.88","2.620","3.456","3.040","-1.678","1.678"
"22/01/2012","Arsenal","Man_United","1","2","A","2.8","3.4","2.5","2.941","3.610","2.612","-1.439","1.439"
"22/01/2012","Man_City","Tottenham","3","2","H","1.91","3.6","4","1.975","3.836","4.294","0.680","-0.680"
"31/01/2012","Everton","Man_City","1","0","H","4.33","3.5","1.85","4.720","3.750","1.918","0.262","-0.262"
"31/01/2012","Man_United","Stoke","2","0","H","1.33","5","10","1.361","5.473","12.091","0.833","-0.833"
"31/01/2012","Swansea","Chelsea","1","1","D","4","3.25","2","4.333","3.467","2.080","2.426","-2.426"
"31/01/2012","Tottenham","Wigan","3","1","H","1.22","6","15","1.247","6.711","20.409","0.176","-0.176"
"31/01/2012","Wolves","Liverpool","0","3","A","5","3.8","1.7","5.468","4.065","1.751","0.406","-0.406"
"01/02/2012","Aston_Villa","QPR","2","2","D","1.8","3.5","4.75","1.858","3.725","5.174","0.541","-0.541"
"01/02/2012","Blackburn","Newcastle","0","2","A","2.63","3.3","2.7","2.760","3.507","2.837","-1.461","1.461"
"01/02/2012","Bolton","Arsenal","0","0","D","5","3.75","1.7","5.504","4.026","1.755","3.223","-3.223"
"01/02/2012","Fulham","West_Brom","1","1","D","1.83","3.5","4.5","1.893","3.737","4.900","0.425","-0.425"
"01/02/2012","Sunderland","Norwich","3","0","H","1.91","3.5","4.2","1.969","3.705","4.498","1.478","-1.478"
"04/02/2012","Arsenal","Blackburn","7","1","H","1.29","5.5","11","1.317","6.030","13.345","-2.201","2.201"
"04/02/2012","Man_City","Fulham","3","0","H","1.3","5.5","10","1.329","6.068","12.051","0.454","-0.454"
"04/02/2012","Norwich","Bolton","2","0","H","2","3.5","3.75","2.072","3.728","4.013","0.431","-0.431"
"04/02/2012","QPR","Wolves","1","2","A","1.91","3.6","4","1.975","3.836","4.294","-0.598","0.598"
"04/02/2012","Stoke","Sunderland","0","1","A","2.25","3.25","3.3","2.347","3.457","3.513","-4.136","4.136"
"04/02/2012","West_Brom","Swansea","1","2","A","2.1","3.3","3.6","2.187","3.521","3.864","-2.552","2.552"
"04/02/2012","Wigan","Everton","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.210","-0.210"
"05/02/2012","Chelsea","Man_United","3","3","D","2.5","3.3","2.88","2.609","3.493","3.026","-0.805","0.805"
"05/02/2012","Newcastle","Aston_Villa","2","1","H","2","3.4","3.8","2.079","3.636","4.097","2.145","-2.145"
"06/02/2012","Liverpool","Tottenham","0","0","D","2","3.4","3.8","2.079","3.636","4.097","-0.774","0.774"
"11/02/2012","Blackburn","QPR","3","2","H","2.38","3.3","3","2.492","3.519","3.180","1.465","-1.465"
"11/02/2012","Bolton","Wigan","1","2","A","2","3.5","3.75","2.072","3.728","4.013","1.040","-1.040"
"11/02/2012","Everton","Chelsea","2","0","H","3.25","3.3","2.25","3.457","3.513","2.347","1.176","-1.176"
"11/02/2012","Fulham","Stoke","2","1","H","1.91","3.5","4","1.985","3.760","4.343","1.438","-1.438"
"11/02/2012","Man_United","Liverpool","2","1","H","1.85","3.6","4.33","1.908","3.826","4.661","2.394","-2.394"
"11/02/2012","Sunderland","Arsenal","1","2","A","3.5","3.4","2.1","3.745","3.631","2.186","3.158","-3.158"
"11/02/2012","Swansea","Norwich","2","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.039","1.039"
"11/02/2012","Tottenham","Newcastle","5","0","H","1.44","4.33","7.5","1.482","4.731","8.791","-2.436","2.436"
"12/02/2012","Aston_Villa","Man_City","0","1","A","5.5","3.6","1.67","6.159","3.871","1.726","-2.641","2.641"
"12/02/2012","Wolves","West_Brom","1","5","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.612","0.612"
"25/02/2012","Chelsea","Bolton","3","0","H","1.29","5.5","11","1.317","6.030","13.345","-1.170","1.170"
"25/02/2012","Man_City","Blackburn","3","0","H","1.17","7","17","1.196","8.060","24.981","0.437","-0.437"
"25/02/2012","Newcastle","Wolves","2","2","D","1.57","4","6","1.615","4.308","6.721","1.016","-1.016"
"25/02/2012","QPR","Fulham","0","1","A","2.63","3.25","2.75","2.754","3.442","2.886","-1.696","1.696"
"25/02/2012","West_Brom","Sunderland","4","0","H","2.4","3.25","3","2.516","3.467","3.184","-0.110","0.110"
"25/02/2012","Wigan","Aston_Villa","0","0","D","2.75","3.25","2.63","2.886","3.442","2.754","0.786","-0.786"
"26/02/2012","Arsenal","Tottenham","5","2","H","2.5","3.4","2.75","2.626","3.638","2.904","1.033","-1.033"
"26/02/2012","Norwich","Man_United","1","2","A","6.5","4","1.53","7.424","4.332","1.576","0.010","-0.010"
"26/02/2012","Stoke","Swansea","2","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.096","1.096"
"03/03/2012","Blackburn","Aston_Villa","1","1","D","2.38","3.4","3","2.473","3.594","3.150","0.536","-0.536"
"03/03/2012","Liverpool","Arsenal","1","2","A","2","3.5","3.75","2.072","3.728","4.013","-3.288","3.288"
"03/03/2012","Man_City","Bolton","2","0","H","1.13","8.5","21","1.152","9.910","32.385","1.105","-1.105"
"03/03/2012","QPR","Everton","1","1","D","3.1","3.25","2.38","3.270","3.438","2.479","-0.853","0.853"
"03/03/2012","Stoke","Norwich","1","0","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.817","0.817"
"03/03/2012","West_Brom","Chelsea","1","0","H","4.2","3.4","1.91","4.556","3.629","1.980","4.329","-4.329"
"03/03/2012","Wigan","Swansea","0","2","A","2.5","3.25","2.88","2.620","3.456","3.040","-0.704","0.704"
"04/03/2012","Fulham","Wolves","5","0","H","1.57","3.75","6.5","1.619","4.040","7.424","1.902","-1.902"
"04/03/2012","Newcastle","Sunderland","1","1","D","2.1","3.4","3.5","2.186","3.631","3.745","-1.122","1.122"
"04/03/2012","Tottenham","Man_United","1","3","A","2.88","3.4","2.4","3.050","3.639","2.517","-2.622","2.622"
"10/03/2012","Aston_Villa","Fulham","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","-1.599","1.599"
"10/03/2012","Bolton","QPR","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","1.611","-1.611"
"10/03/2012","Chelsea","Stoke","1","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.426","1.426"
"10/03/2012","Everton","Tottenham","1","0","H","2.88","3.25","2.5","3.040","3.456","2.620","1.449","-1.449"
"10/03/2012","Sunderland","Liverpool","1","0","H","3.8","3.4","2","4.097","3.636","2.079","2.946","-2.946"
"10/03/2012","Wolves","Blackburn","0","2","A","2.38","3.3","3","2.492","3.519","3.180","-0.885","0.885"
"11/03/2012","Man_United","West_Brom","2","0","H","1.29","5.5","11","1.317","6.030","13.345","0.302","-0.302"
"11/03/2012","Norwich","Wigan","1","1","D","1.83","3.6","4.33","1.894","3.855","4.705","0.730","-0.730"
"11/03/2012","Swansea","Man_City","1","0","H","6","3.75","1.62","6.676","4.003","1.666","1.394","-1.394"
"12/03/2012","Arsenal","Newcastle","2","1","H","1.44","4.33","7.5","1.482","4.731","8.791","2.046","-2.046"
"13/03/2012","Liverpool","Everton","3","0","H","1.73","3.4","5.5","1.786","3.622","6.104","-1.935","1.935"
"17/03/2012","Fulham","Swansea","0","3","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.671","1.671"
"17/03/2012","Wigan","West_Brom","1","1","D","2.75","3.3","2.6","2.886","3.497","2.721","-1.958","1.958"
"18/03/2012","Newcastle","Norwich","1","0","H","1.8","3.6","4.5","1.862","3.857","4.909","-0.565","0.565"
"18/03/2012","Wolves","Man_United","0","5","A","9","5","1.33","11.097","5.586","1.368","-2.013","2.013"
"20/03/2012","Blackburn","Sunderland","2","0","H","2.4","3.4","2.88","2.517","3.639","3.050","1.072","-1.072"
"21/03/2012","Everton","Arsenal","0","1","A","3","3.4","2.3","3.199","3.658","2.415","-3.020","3.020"
"21/03/2012","Man_City","Chelsea","2","1","H","1.91","3.6","4","1.975","3.836","4.294","1.860","-1.860"
"21/03/2012","QPR","Liverpool","3","2","H","5","3.6","1.73","5.513","3.858","1.788","0.778","-0.778"
"21/03/2012","Tottenham","Stoke","1","1","D","1.4","4.5","8.5","1.436","4.898","10.041","-1.828","1.828"
"24/03/2012","Arsenal","Aston_Villa","3","0","H","1.33","5","10","1.361","5.473","12.091","3.640","-3.640"
"24/03/2012","Bolton","Blackburn","2","1","H","2.4","3.4","2.9","2.512","3.629","3.065","-0.734","0.734"
"24/03/2012","Chelsea","Tottenham","0","0","D","1.83","3.6","4.33","1.894","3.855","4.705","0.490","-0.490"
"24/03/2012","Liverpool","Wigan","1","2","A","1.29","5.5","11","1.317","6.030","13.345","-2.445","2.445"
"24/03/2012","Norwich","Wolves","2","1","H","1.73","3.75","4.75","1.787","4.028","5.205","1.514","-1.514"
"24/03/2012","Stoke","Man_City","1","1","D","6","3.75","1.62","6.676","4.003","1.666","0.426","-0.426"
"24/03/2012","Sunderland","QPR","3","1","H","2","3.4","3.8","2.079","3.636","4.097","0.837","-0.837"
"24/03/2012","Swansea","Everton","0","2","A","2.2","3.25","3.4","2.295","3.461","3.632","-0.141","0.141"
"25/03/2012","West_Brom","Newcastle","1","3","A","2.3","3.4","3.1","2.395","3.611","3.274","1.341","-1.341"
"26/03/2012","Man_United","Fulham","1","0","H","1.22","6","15","1.247","6.711","20.409","1.526","-1.526"
"31/03/2012","Aston_Villa","Chelsea","2","4","A","4.5","3.5","1.83","4.900","3.737","1.893","-0.262","0.262"
"31/03/2012","Everton","West_Brom","2","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.669","-0.669"
"31/03/2012","Fulham","Norwich","2","1","H","1.7","3.75","5","1.755","4.026","5.504","1.371","-1.371"
"31/03/2012","Man_City","Sunderland","3","3","D","1.22","6.5","12","1.249","7.413","15.532","-1.514","1.514"
"31/03/2012","QPR","Arsenal","2","1","H","5.5","4.2","1.57","6.140","4.563","1.618","-1.515","1.515"
"31/03/2012","Wigan","Stoke","2","0","H","2.63","3.25","2.75","2.754","3.442","2.886","-0.044","0.044"
"31/03/2012","Wolves","Bolton","2","3","A","2.3","3.4","3.1","2.395","3.611","3.274","-2.711","2.711"
"01/04/2012","Newcastle","Liverpool","2","0","H","2.88","3.4","2.4","3.050","3.639","2.517","2.879","-2.879"
"01/04/2012","Tottenham","Swansea","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-3.174","3.174"
"02/04/2012","Blackburn","Man_United","0","2","A","9","4.75","1.36","10.854","5.221","1.396","-1.534","1.534"
"06/04/2012","Swansea","Newcastle","0","2","A","2.4","3.4","2.88","2.517","3.639","3.050","-0.546","0.546"
"07/04/2012","Bolton","Fulham","0","3","A","2.6","3.3","2.75","2.721","3.497","2.886","0.882","-0.882"
"07/04/2012","Chelsea","Wigan","2","1","H","1.25","6","12","1.277","6.667","15.000","-0.828","0.828"
"07/04/2012","Liverpool","Aston_Villa","1","1","D","1.44","4.33","7.5","1.482","4.731","8.791","-1.969","1.969"
"07/04/2012","Norwich","Everton","2","2","D","3","3.3","2.4","3.168","3.504","2.506","-1.985","1.985"
"07/04/2012","Stoke","Wolves","2","1","H","1.57","4","6","1.615","4.308","6.721","1.542","-1.542"
"07/04/2012","Sunderland","Tottenham","0","0","D","3.3","3.4","2.2","3.499","3.612","2.287","2.082","-2.082"
"07/04/2012","West_Brom","Blackburn","3","0","H","1.91","3.6","4","1.975","3.836","4.294","-0.023","0.023"
"08/04/2012","Arsenal","Man_City","1","0","H","2.4","3.4","2.88","2.517","3.639","3.050","3.616","-3.616"
"08/04/2012","Man_United","QPR","2","0","H","1.17","7.5","15","1.196","8.688","20.647","1.029","-1.029"
"09/04/2012","Aston_Villa","Stoke","1","1","D","2.2","3.3","3.4","2.287","3.499","3.612","0.054","-0.054"
"09/04/2012","Everton","Sunderland","4","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.400","-0.400"
"09/04/2012","Fulham","Chelsea","1","1","D","3.5","3.4","2.1","3.745","3.631","2.186","0.137","-0.137"
"09/04/2012","Newcastle","Bolton","2","0","H","1.53","4.2","6","1.577","4.574","6.793","1.385","-1.385"
"09/04/2012","Tottenham","Norwich","1","2","A","1.29","5.5","11","1.317","6.030","13.345","-2.320","2.320"
"10/04/2012","Blackburn","Liverpool","2","3","A","3.5","3.4","2.1","3.745","3.631","2.186","1.778","-1.778"
"11/04/2012","Man_City","West_Brom","4","0","H","1.25","5.5","13","1.281","6.164","17.439","-0.988","0.988"
"11/04/2012","QPR","Swansea","3","0","H","2.1","3.4","3.5","2.186","3.631","3.745","1.130","-1.130"
"11/04/2012","Wigan","Man_United","1","0","H","9","4.75","1.36","10.854","5.221","1.396","1.405","-1.405"
"11/04/2012","Wolves","Arsenal","0","3","A","7","4.5","1.44","8.129","4.941","1.482","-2.860","2.860"
"14/04/2012","Norwich","Man_City","1","6","A","6","4.2","1.53","6.793","4.574","1.577","1.167","-1.167"
"14/04/2012","Sunderland","Wolves","0","0","D","1.5","4.2","6.5","1.545","4.575","7.445","0.096","-0.096"
"14/04/2012","Swansea","Blackburn","3","0","H","1.91","3.5","4","1.985","3.760","4.343","0.638","-0.638"
"14/04/2012","West_Brom","QPR","1","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.649","1.649"
"15/04/2012","Man_United","Aston_Villa","4","0","H","1.22","6.5","13","1.246","7.298","16.636","0.675","-0.675"
"16/04/2012","Arsenal","Wigan","1","2","A","1.25","6","12","1.277","6.667","15.000","-2.612","2.612"
"21/04/2012","Arsenal","Chelsea","0","0","D","2","3.6","3.6","2.077","3.857","3.857","0.100","-0.100"
"21/04/2012","Aston_Villa","Sunderland","0","0","D","2.3","3.3","3.2","2.392","3.493","3.381","-0.338","0.338"
"21/04/2012","Blackburn","Norwich","2","0","H","2.1","3.4","3.5","2.186","3.631","3.745","-1.060","1.060"
"21/04/2012","Bolton","Swansea","1","1","D","2.2","3.3","3.4","2.287","3.499","3.612","1.943","-1.943"
"21/04/2012","Fulham","Wigan","2","1","H","1.91","3.6","4","1.975","3.836","4.294","-2.371","2.371"
"21/04/2012","Newcastle","Stoke","3","0","H","1.67","3.75","5.5","1.715","3.986","6.022","3.942","-3.942"
"21/04/2012","QPR","Tottenham","1","0","H","4","3.6","1.91","4.294","3.836","1.975","3.895","-3.895"
"22/04/2012","Liverpool","West_Brom","0","1","A","1.44","4.33","7.5","1.482","4.731","8.791","-3.766","3.766"
"22/04/2012","Man_United","Everton","4","4","D","1.3","5","11","1.335","5.557","14.112","-1.509","1.509"
"22/04/2012","Wolves","Man_City","0","2","A","12","6.5","1.22","15.532","7.413","1.249","-0.136","0.136"
"24/04/2012","Aston_Villa","Bolton","1","2","A","1.91","3.5","4","1.985","3.760","4.343","-2.851","2.851"
"28/04/2012","Everton","Fulham","4","0","H","1.83","3.5","4.5","1.893","3.737","4.900","0.613","-0.613"
"28/04/2012","Norwich","Liverpool","0","3","A","3.8","3.4","2","4.097","3.636","2.079","1.214","-1.214"
"28/04/2012","Stoke","Arsenal","1","1","D","4.33","3.6","1.83","4.705","3.855","1.894","0.712","-0.712"
"28/04/2012","Sunderland","Bolton","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-2.243","2.243"
"28/04/2012","Swansea","Wolves","4","4","D","1.53","4","6.5","1.576","4.332","7.424","-0.156","0.156"
"28/04/2012","West_Brom","Aston_Villa","0","0","D","2.1","3.4","3.5","2.186","3.631","3.745","3.003","-3.003"
"28/04/2012","Wigan","Newcastle","4","0","H","2.8","3.4","2.5","2.941","3.610","2.612","0.400","-0.400"
"29/04/2012","Chelsea","QPR","6","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.984","1.984"
"29/04/2012","Tottenham","Blackburn","2","0","H","1.36","5","8","1.398","5.559","9.533","-0.942","0.942"
"30/04/2012","Man_City","Man_United","1","0","H","2.1","3.5","3.4","2.186","3.745","3.631","1.295","-1.295"
"01/05/2012","Liverpool","Fulham","0","1","A","1.62","4","5.5","1.664","4.280","6.044","-3.227","3.227"
"01/05/2012","Stoke","Everton","1","1","D","2.75","3.25","2.6","2.899","3.460","2.732","-1.545","1.545"
"02/05/2012","Bolton","Tottenham","1","4","A","4","3.6","1.91","4.294","3.836","1.975","-0.044","0.044"
"02/05/2012","Chelsea","Newcastle","0","2","A","1.5","4.33","6.5","1.540","4.677","7.316","-2.982","2.982"
"05/05/2012","Arsenal","Norwich","3","3","D","1.22","6.5","12","1.249","7.413","15.532","-1.552","1.552"
"06/05/2012","Aston_Villa","Tottenham","1","1","D","4.2","3.75","1.83","4.524","4.006","1.889","-0.453","0.453"
"06/05/2012","Bolton","West_Brom","2","2","D","2","3.5","3.75","2.072","3.728","4.013","-1.938","1.938"
"06/05/2012","Fulham","Sunderland","2","1","H","1.83","3.6","4.33","1.894","3.855","4.705","4.110","-4.110"
"06/05/2012","Man_United","Swansea","2","0","H","1.17","7","17","1.196","8.060","24.981","-0.097","0.097"
"06/05/2012","Newcastle","Man_City","0","2","A","5","4","1.67","5.443","4.278","1.717","0.335","-0.335"
"06/05/2012","QPR","Stoke","1","0","H","1.83","3.75","4.2","1.889","4.006","4.524","2.206","-2.206"
"06/05/2012","Wolves","Everton","0","0","D","5","3.75","1.7","5.504","4.026","1.755","-0.325","0.325"
"07/05/2012","Blackburn","Wigan","0","1","A","2.4","3.5","2.88","2.499","3.715","3.024","-3.564","3.564"
"08/05/2012","Liverpool","Chelsea","4","1","H","2.1","3.5","3.4","2.186","3.745","3.631","0.775","-0.775"
"13/05/2012","Chelsea","Blackburn","2","1","H","1.3","5.5","10","1.329","6.068","12.051","-0.547","0.547"
"13/05/2012","Everton","Newcastle","3","1","H","2.2","3.5","3.2","2.289","3.730","3.391","-0.285","0.285"
"13/05/2012","Man_City","QPR","3","2","H","1.13","9","19","1.151","10.540","27.473","0.499","-0.499"
"13/05/2012","Norwich","Aston_Villa","2","0","H","2.2","3.4","3.25","2.295","3.632","3.461","2.525","-2.525"
"13/05/2012","Stoke","Bolton","2","2","D","2.38","3.5","2.88","2.485","3.731","3.035","-0.662","0.662"
"13/05/2012","Sunderland","Man_United","0","1","A","7","4.5","1.44","8.129","4.941","1.482","-0.911","0.911"
"13/05/2012","Swansea","Liverpool","1","0","H","3.4","3.5","2.1","3.631","3.745","2.186","0.132","-0.132"
"13/05/2012","Tottenham","Fulham","2","0","H","1.4","4.5","8.5","1.436","4.898","10.041","-1.942","1.942"
"13/05/2012","West_Brom","Arsenal","2","3","A","5","4","1.67","5.443","4.278","1.717","2.332","-2.332"
"13/05/2012","Wigan","Wolves","3","2","H","1.57","4","6","1.615","4.308","6.721","4.105","-4.105"

I think the array is a little different from the one you provided me with the last time (the one in the thread that you are referencing). This time around I'm not seeking to create a new variable. Also, I want to create a table for each team consisting goal-info on 19 games. So for instance for Arsenal I first want a table containing goal-info on game 1-19, then a table containing goal-info on game 2-20 and so on. This way each interval contains goal-info on 19 matches (arsenal playing at home everyone of them) moving one observation at the time. Thus I want each iteration to create a new dateset - for instance "Arsenal_1", "Arsenal_2" etc. I am not sure how to do this.

Thanks!!

/Frederik

Taasby · Posted 10-12-2020 09:28 AM

Hi Kurt

I got the date-thing sorted out now. Thus my data looks like this (a subset of it):

"Date","HomeTeam","AwayTeam","FTHG","FTAG","FTR","B365H","B365D","B365A","B365H_True","B365D_True","B365A_True","HomeTeam_hotness","AwayTeam_hotness"
"14/08/2010","Aston_Villa","West_Ham","3","0","H","2","3.3","4","2.073","3.504","4.304","0.750","-0.750"
"14/08/2010","Blackburn","Everton","1","0","H","2.88","3.25","2.5","3.040","3.456","2.620","1.053","-1.053"
"14/08/2010","Bolton","Fulham","0","0","D","2.2","3.3","3.4","2.287","3.499","3.612","-0.160","0.160"
"14/08/2010","Chelsea","West_Brom","6","0","H","1.17","7","17","1.196","8.060","24.981","0.204","-0.204"
"14/08/2010","Sunderland","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.198","0.198"
"14/08/2010","Tottenham","Man_City","0","0","D","2.4","3.3","3","2.506","3.504","3.168","-0.083","0.083"
"14/08/2010","Wigan","Blackpool","0","4","A","1.83","3.5","4.5","1.893","3.737","4.900","-1.324","1.324"
"14/08/2010","Wolves","Stoke","2","1","H","2.3","3.25","3.2","2.401","3.456","3.399","0.878","-0.878"
"15/08/2010","Liverpool","Arsenal","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","-0.053","0.053"
"16/08/2010","Man_United","Newcastle","3","0","H","1.25","5.5","15","1.276","6.037","19.800","0.267","-0.267"
"21/08/2010","Arsenal","Blackpool","6","0","H","1.17","7","19","1.193","7.928","27.854","-0.927","0.927"
"21/08/2010","Birmingham","Blackburn","2","1","H","2.2","3.25","3.4","2.295","3.461","3.632","-0.090","0.090"
"21/08/2010","Everton","Wolves","1","1","D","1.5","4","7","1.546","4.345","8.129","-1.489","1.489"
"21/08/2010","Stoke","Tottenham","1","2","A","3.4","3.3","2.2","3.612","3.499","2.287","-0.735","0.735"
"21/08/2010","West_Brom","Sunderland","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","1.364","-1.364"
"21/08/2010","West_Ham","Bolton","1","3","A","2.25","3.3","3.25","2.347","3.513","3.457","-0.932","0.932"
"21/08/2010","Wigan","Chelsea","0","6","A","15","6","1.22","20.409","6.711","1.247","-0.939","0.939"
"22/08/2010","Fulham","Man_United","2","2","D","6","4","1.57","6.721","4.308","1.615","-0.023","0.023"
"22/08/2010","Newcastle","Aston_Villa","6","0","H","3.2","3.25","2.3","3.399","3.456","2.401","0.554","-0.554"
"23/08/2010","Man_City","Liverpool","3","0","H","2.38","3.25","3.1","2.479","3.438","3.270","0.968","-0.968"
"28/08/2010","Blackburn","Arsenal","1","2","A","6","4","1.57","6.721","4.308","1.615","0.033","-0.033"
"28/08/2010","Blackpool","Fulham","2","2","D","3.2","3.25","2.3","3.399","3.456","2.401","1.308","-1.308"
"28/08/2010","Chelsea","Stoke","2","0","H","1.11","9","23","1.133","10.797","40.030","1.076","-1.076"
"28/08/2010","Man_United","West_Ham","3","0","H","1.14","8","19","1.164","9.370","29.106","0.431","-0.431"
"28/08/2010","Tottenham","Wigan","0","1","A","1.25","5.75","13","1.277","6.371","16.673","-0.982","0.982"
"28/08/2010","Wolves","Newcastle","1","1","D","2.4","3.2","3.1","2.504","3.387","3.275","-0.289","0.289"
"29/08/2010","Aston_Villa","Everton","1","0","H","2.5","3.25","2.88","2.620","3.456","3.040","2.077","-2.077"
"29/08/2010","Bolton","Birmingham","2","2","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.230","0.230"
"29/08/2010","Liverpool","West_Brom","1","0","H","1.22","6","15","1.247","6.711","20.409","-1.019","1.019"
"29/08/2010","Sunderland","Man_City","1","0","H","4.5","3.5","1.83","4.900","3.737","1.893","0.257","-0.257"
"11/09/2010","Arsenal","Bolton","4","1","H","1.25","5.5","13","1.281","6.164","17.439","0.675","-0.675"
"11/09/2010","Everton","Man_United","3","3","D","4.2","3.4","1.91","4.556","3.629","1.980","-0.810","0.810"
"11/09/2010","Fulham","Wolves","2","1","H","1.83","3.5","4.5","1.893","3.737","4.900","-0.227","0.227"
"11/09/2010","Man_City","Blackburn","1","1","D","1.33","5","10","1.361","5.473","12.091","-1.146","1.146"
"11/09/2010","Newcastle","Blackpool","0","2","A","1.57","4","6","1.615","4.308","6.721","-1.586","1.586"
"11/09/2010","West_Brom","Tottenham","1","1","D","3.75","3.25","2.1","4.003","3.438","2.177","1.358","-1.358"
"11/09/2010","West_Ham","Chelsea","1","3","A","10","5","1.33","12.091","5.473","1.361","-1.521","1.521"
"11/09/2010","Wigan","Sunderland","1","1","D","2.5","3.25","2.88","2.620","3.456","3.040","0.300","-0.300"
"12/09/2010","Birmingham","Liverpool","0","0","D","3.1","3.2","2.4","3.275","3.387","2.504","0.630","-0.630"
"13/09/2010","Stoke","Aston_Villa","2","1","H","2.5","3.25","2.88","2.620","3.456","3.040","-0.368","0.368"
"18/09/2010","Aston_Villa","Bolton","1","1","D","1.8","3.6","4.5","1.862","3.857","4.909","0.298","-0.298"
"18/09/2010","Blackburn","Fulham","1","1","D","2","3.3","4","2.073","3.504","4.304","0.285","-0.285"
"18/09/2010","Everton","Newcastle","0","1","A","1.62","3.75","6","1.666","4.003","6.676","-2.758","2.758"
"18/09/2010","Stoke","West_Ham","1","1","D","1.91","3.4","4.2","1.980","3.629","4.556","0.512","-0.512"
"18/09/2010","Sunderland","Arsenal","1","1","D","5.5","3.7","1.67","6.066","3.948","1.719","-0.336","0.336"
"18/09/2010","Tottenham","Wolves","3","1","H","1.4","4.5","8.5","1.436","4.898","10.041","-0.532","0.532"
"18/09/2010","West_Brom","Birmingham","3","1","H","2.25","3.3","3.25","2.347","3.513","3.457","1.401","-1.401"
"19/09/2010","Chelsea","Blackpool","4","0","H","1.1","9","26","1.124","10.922","52.890","-0.443","0.443"
"19/09/2010","Man_United","Liverpool","3","2","H","1.7","3.5","5.5","1.755","3.744","6.126","0.716","-0.716"
"19/09/2010","Wigan","Man_City","0","2","A","5","3.6","1.73","5.513","3.858","1.788","0.341","-0.341"
"25/09/2010","Arsenal","West_Brom","2","3","A","1.22","6","15","1.247","6.711","20.409","-2.755","2.755"
"25/09/2010","Birmingham","Wigan","0","0","D","1.83","3.5","4.5","1.893","3.737","4.900","-0.672","0.672"
"25/09/2010","Blackpool","Blackburn","1","2","A","3.2","3.25","2.3","3.399","3.456","2.401","0.738","-0.738"
"25/09/2010","Fulham","Everton","0","0","D","2.75","3.2","2.63","2.900","3.405","2.767","1.591","-1.591"
"25/09/2010","Liverpool","Sunderland","2","2","D","1.44","4.33","7.5","1.482","4.731","8.791","-1.129","1.129"
"25/09/2010","Man_City","Chelsea","1","0","H","3.6","3.3","2.1","3.864","3.521","2.187","-0.198","0.198"
"25/09/2010","West_Ham","Tottenham","1","0","H","3.5","3.4","2.1","3.745","3.631","2.186","0.970","-0.970"
"26/09/2010","Bolton","Man_United","2","2","D","7.5","4","1.5","8.571","4.286","1.538","0.425","-0.425"
"26/09/2010","Newcastle","Stoke","1","2","A","1.91","3.4","4.2","1.980","3.629","4.556","-0.222","0.222"
"26/09/2010","Wolves","Aston_Villa","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-1.043","1.043"
"02/10/2010","Birmingham","Everton","0","2","A","2.88","3.1","2.63","3.025","3.269","2.751","0.373","-0.373"
"02/10/2010","Stoke","Blackburn","1","0","H","2.25","3.2","3.4","2.340","3.384","3.609","1.847","-1.847"
"02/10/2010","Sunderland","Man_United","0","0","D","5","3.5","1.75","5.526","3.750","1.810","1.433","-1.433"
"02/10/2010","Tottenham","Aston_Villa","2","1","H","1.91","3.5","4","1.985","3.760","4.343","-0.061","0.061"
"02/10/2010","West_Brom","Bolton","1","1","D","2.1","3.25","3.75","2.177","3.438","4.003","1.759","-1.759"
"02/10/2010","West_Ham","Fulham","1","1","D","2.25","3.25","3.3","2.347","3.457","3.513","0.500","-0.500"
"02/10/2010","Wigan","Wolves","2","0","H","2.25","3.25","3.3","2.347","3.457","3.513","2.137","-2.137"
"03/10/2010","Chelsea","Arsenal","2","0","H","1.73","3.6","5","1.788","3.858","5.513","1.478","-1.478"
"03/10/2010","Liverpool","Blackpool","1","2","A","1.33","5","10","1.361","5.473","12.091","-3.205","3.205"
"03/10/2010","Man_City","Newcastle","2","1","H","1.44","4","8.5","1.484","4.361","10.315","0.812","-0.812"
"16/10/2010","Arsenal","Birmingham","2","1","H","1.29","5.5","11","1.317","6.030","13.345","1.063","-1.063"
"16/10/2010","Aston_Villa","Chelsea","0","0","D","5","3.6","1.73","5.513","3.858","1.788","0.042","-0.042"
"16/10/2010","Bolton","Stoke","2","1","H","2.2","3.2","3.5","2.289","3.391","3.730","-1.695","1.695"
"16/10/2010","Fulham","Tottenham","1","2","A","2.88","3.25","2.5","3.040","3.456","2.620","-0.854","0.854"
"16/10/2010","Man_United","West_Brom","2","2","D","1.25","5.75","12","1.281","6.459","15.564","-2.619","2.619"
"16/10/2010","Newcastle","Wigan","2","2","D","1.83","3.5","4.5","1.893","3.737","4.900","-1.747","1.747"
"16/10/2010","Wolves","West_Ham","1","1","D","2.25","3.2","3.4","2.340","3.384","3.609","-1.437","1.437"
"17/10/2010","Blackpool","Man_City","2","3","A","5.5","4","1.62","6.044","4.280","1.664","0.352","-0.352"
"17/10/2010","Everton","Liverpool","2","0","H","2.4","3.25","3","2.516","3.467","3.184","1.817","-1.817"
"18/10/2010","Blackburn","Sunderland","0","0","D","2.1","3.3","3.6","2.187","3.521","3.864","-0.613","0.613"

I think the array is a little different from the one you provided me with the last time (the one in the thread that you are referencing). This time around I'm not seeking to create a new variable. Also, I want to create a table for each team consisting goal-info on 19 games. So for instance for Arsenal I first want a table containing goal-info on game 1-19, then a table containing goal-info on game 2-20 and so on. This way each interval contains goal-info on 19 matches (arsenal playing at home everyone of them) moving one observation at the time. Thus I want each iteration to create a new dateset - for instance "Arsenal_1", "Arsenal_2" etc. I am not sure how to do this.

Thanks!!

/Frederik

Kurt_Bremser · Posted 10-12-2020 10:21 AM

Filling the array follows the same pattern. What you do with it will be different.

I suggest to actually name the variables in the array (e.g. game1-game19), so that they end up in the output dataset, and start outputting as soon as the 19th game for a team is reached.

Instead if lots of micro-datasets with 19 obs each, you get one dataset with 19 variables.

Depending on what you intend to do with the numbers, it might be better to run the analysis on the original dataset, while the rolling window is rolling, without creating intermediate datasets.

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

Taasby · Posted 10-13-2020 07:25 AM

Hi Kurt

Thanks for the advice - I think it would make sense to actually create such variables!

Let me try to elaborate on what I am aiming to do: I got 3.800 observations on Premier League matches for the last 10 seasons. Due to relegation and promotion the data contains info on 36 different teams which have played at least 19 home games and at most 190 home games. For each team I want a rolling window of 19 homegames including info on goals scored and goals conceded AND the sum and average of goals scored and goals conceded in that particular window. I then want to do the exact same thing for away games. This should give me the following two tabels (for 1 home-window and 1 away-window):

From here I will create a third table multiplying some of the numbers for each row in the two tables above - I guess I will cross that bridge when I get there. For now I am trying to make SAS get me tables like the above.

/Frederik

Kurt_Bremser · Posted 10-13-2020 08:17 AM

Your tables show just one observation per team, so you don't really use a rolling window, you have one window starting at game 1 and ending with game 19.

Is it (maybe) your goal to create the average for each single season, so that you end up with (number of seasons played) observations for every team?

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

Taasby · Posted 10-13-2020 08:34 AM

Hi Kurt

Thanks for your time once again!

Observing a given game - say Arsenal vs. Liverpool - I aim to have the goals-info on the previous 19 homegames for Arsenal and the previous 19 away games for Liverpool in a manner like the tables above. I shall use these tables to get a sense of the relative strengths of the teams before the game:

This I will then (by the Poisson distribution) use to obtain probabilities of different scorelines like this:

Best, Frederik

Kurt_Bremser · Posted 10-13-2020 08:49 AM

So, in the end, you still have one observation per game, and a running average.

data avg;
set games;
by team;
array window{0:18} _temporary_;
if first.team
then do;
  do count = 0 to 18;
    window{count} = .;
  end;
  count = 1;
end;
else count + 1;
window{mod(count,19)} = score;
score_avg = sum(of window{*}) / min(count,19);
drop count;
run;

This will add the average score of up to 19 games, including the current one, to each game.

Maxims of Maximally Efficient SAS Programmers
How to convert datasets to data steps
The macro for direct download as ZIP
How to post code
Please vote for Provide Sequential Search Capability for Hash Objects
How to deal with locked files on UNIX

Taasby · Posted 10-13-2020 09:34 AM

Hi Kurt

Running this code I get missing values for score and score_avg. The error messages are that these variables fails to initialise...

data avg;
set PL_Poisson_1;
by HomeTeam;
array window{0:18} _temporary_;
if first.team
then do;
  do count = 0 to 18;
    window{count} = .;
  end;
  count = 1;
end;
else count + 1;
window{mod(count,19)} = score;
score_avg = sum(of window{*}) / min(count,19);
drop count;
run;

/Frederik

Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Re: Running summation on fixed number of observations

Classroom Training Available!