diff --git a/examples/meetup/nba_2013.csv b/examples/meetup/nba_2013.csv
new file mode 100755
index 00000000..c257c8a9
--- /dev/null
+++ b/examples/meetup/nba_2013.csv
@@ -0,0 +1,482 @@
+player,pos,age,bref_team_id,g,gs,mp,fg,fga,fg.,x3p,x3pa,x3p.,x2p,x2pa,x2p.,efg.,ft,fta,ft.,orb,drb,trb,ast,stl,blk,tov,pf,pts,season,season_end
+Quincy Acy,SF,23,TOT,63,0,847,66,141,0.468,4,15,0.266666666666667,62,126,0.492063492063492,0.482,35,53,0.66,72,144,216,28,23,26,30,122,171,2013-2014,2013
+Steven Adams,C,20,OKC,81,20,1197,93,185,0.503,0,0,NA,93,185,0.502702702702703,0.503,79,136,0.581,142,190,332,43,40,57,71,203,265,2013-2014,2013
+Jeff Adrien,PF,27,TOT,53,12,961,143,275,0.52,0,0,NA,143,275,0.52,0.52,76,119,0.639,102,204,306,38,24,36,39,108,362,2013-2014,2013
+Arron Afflalo,SG,28,ORL,73,73,2552,464,1011,0.459,128,300,0.426666666666667,336,711,0.472573839662447,0.522,274,336,0.815,32,230,262,248,35,3,146,136,1330,2013-2014,2013
+Alexis Ajinca,C,25,NOP,56,30,951,136,249,0.546,0,1,0,136,248,0.548387096774194,0.546,56,67,0.836,94,183,277,40,23,46,63,187,328,2013-2014,2013
+Cole Aldrich,C,25,NYK,46,2,330,33,61,0.541,0,0,NA,33,61,0.540983606557377,0.541,26,30,0.867,37,92,129,14,8,30,18,40,92,2013-2014,2013
+LaMarcus Aldridge,PF,28,POR,69,69,2498,652,1423,0.458,3,15,0.2,649,1408,0.4609375,0.459,296,360,0.822,166,599,765,178,63,68,123,147,1603,2013-2014,2013
+Lavoy Allen,PF,24,TOT,65,2,1072,134,300,0.447,2,13,0.153846153846154,132,287,0.45993031358885,0.45,33,50,0.66,119,192,311,71,24,33,44,126,303,2013-2014,2013
+Ray Allen,SG,38,MIA,73,9,1936,240,543,0.442,116,309,0.375404530744337,124,234,0.52991452991453,0.549,105,116,0.905,23,182,205,143,54,8,84,115,701,2013-2014,2013
+Tony Allen,SG,32,MEM,55,28,1278,204,413,0.494,11,47,0.234042553191489,193,366,0.527322404371585,0.507,76,121,0.628,79,129,208,94,90,19,90,121,495,2013-2014,2013
+Al-Farouq Aminu,SF,23,NOP,80,65,2045,234,494,0.474,13,48,0.270833333333333,221,446,0.495515695067265,0.487,91,137,0.664,129,367,496,114,82,38,88,147,572,2013-2014,2013
+Louis Amundson,PF,31,TOT,19,0,185,16,32,0.5,0,0,NA,16,32,0.5,0.5,6,24,0.25,28,27,55,6,9,11,14,49,38,2013-2014,2013
+Chris Andersen,C,35,MIA,72,0,1396,177,275,0.644,3,12,0.25,174,263,0.661596958174905,0.649,120,169,0.71,129,250,379,19,32,97,53,162,477,2013-2014,2013
+Alan Anderson,SF,31,BRK,78,26,1773,194,485,0.4,84,248,0.338709677419355,110,237,0.464135021097046,0.487,92,118,0.78,40,135,175,81,48,11,62,147,564,2013-2014,2013
+James Anderson,SG,24,PHI,80,62,2309,309,717,0.431,115,351,0.327635327635328,194,366,0.530054644808743,0.511,77,106,0.726,59,241,300,149,74,28,106,154,810,2013-2014,2013
+Ryan Anderson,PF,25,NOP,22,14,795,155,354,0.438,67,164,0.408536585365854,88,190,0.463157894736842,0.532,59,62,0.952,66,76,142,17,10,7,20,47,436,2013-2014,2013
+Giannis Antetokounmpo,SF,19,MIL,77,23,1897,173,418,0.414,41,118,0.347457627118644,132,300,0.44,0.463,138,202,0.683,78,261,339,150,60,61,122,173,525,2013-2014,2013
+Carmelo Anthony,PF,29,NYK,77,77,2982,743,1643,0.452,167,415,0.402409638554217,576,1228,0.469055374592834,0.503,459,541,0.848,145,477,622,242,95,51,198,224,2112,2013-2014,2013
+Joel Anthony,C,31,TOT,33,0,186,12,32,0.375,0,0,NA,12,32,0.375,0.375,4,8,0.5,15,23,38,2,3,12,3,17,28,2013-2014,2013
+Pero Antic,PF,31,ATL,50,26,925,123,294,0.418,56,171,0.327485380116959,67,123,0.544715447154472,0.514,50,66,0.758,57,152,209,58,19,12,55,126,352,2013-2014,2013
+Trevor Ariza,SF,28,WAS,77,77,2723,389,853,0.456,180,442,0.407239819004525,209,411,0.508515815085158,0.562,149,193,0.772,99,376,475,191,126,20,132,179,1107,2013-2014,2013
+Hilton Armstrong,C,29,GSW,15,1,97,9,19,0.474,0,0,NA,9,19,0.473684210526316,0.474,7,16,0.438,19,28,47,5,4,4,6,11,25,2013-2014,2013
+Darrell Arthur,SF,25,DEN,68,1,1161,162,410,0.395,24,64,0.375,138,346,0.398843930635838,0.424,53,62,0.855,52,158,210,61,39,47,58,185,401,2013-2014,2013
+Omer Asik,C,27,HOU,48,19,968,101,190,0.532,0,0,NA,101,190,0.531578947368421,0.532,78,126,0.619,101,277,378,25,14,37,59,92,280,2013-2014,2013
+D.J. Augustin,PG,26,TOT,71,9,1939,298,718,0.415,133,332,0.400602409638554,165,386,0.427461139896373,0.508,201,227,0.885,15,115,130,313,53,3,125,147,930,2013-2014,2013
+Gustavo Ayon,C,28,ATL,26,14,429,52,102,0.51,0,0,NA,52,102,0.509803921568627,0.51,8,20,0.4,42,83,125,28,25,10,29,47,112,2013-2014,2013
+Jeff Ayres,PF,26,SAS,73,10,952,101,174,0.58,0,0,NA,101,174,0.580459770114943,0.58,38,55,0.691,89,169,258,60,13,25,63,146,240,2013-2014,2013
+Chris Babb,SG,23,BOS,14,0,132,8,30,0.267,6,27,0.222222222222222,2,3,0.666666666666667,0.367,0,0,NA,4,13,17,3,6,0,3,13,22,2013-2014,2013
+Luke Babbitt,PF,24,NOP,27,2,473,60,154,0.39,36,95,0.378947368421053,24,59,0.406779661016949,0.506,14,18,0.778,18,70,88,29,7,11,15,52,170,2013-2014,2013
+Leandro Barbosa,PG,31,PHO,20,0,368,56,131,0.427,7,25,0.28,49,106,0.462264150943396,0.454,31,39,0.795,5,32,37,32,7,4,19,30,150,2013-2014,2013
+Jose Barea,PG,29,MIN,79,1,1471,254,656,0.387,73,231,0.316017316017316,181,425,0.425882352941176,0.443,79,100,0.79,16,138,154,303,26,0,125,129,660,2013-2014,2013
+Andrea Bargnani,C,28,NYK,42,39,1257,222,502,0.442,30,108,0.277777777777778,192,394,0.487309644670051,0.472,84,102,0.824,69,153,222,45,14,52,58,100,558,2013-2014,2013
+Harrison Barnes,SF,21,GSW,78,24,2204,271,679,0.399,66,190,0.347368421052632,205,489,0.419222903885481,0.448,130,181,0.718,66,245,311,116,65,20,84,158,738,2013-2014,2013
+Matt Barnes,SF,33,LAC,63,40,1735,231,527,0.438,97,283,0.342756183745583,134,244,0.549180327868853,0.53,66,90,0.733,60,232,292,125,56,28,85,185,625,2013-2014,2013
+Will Barton,SG,23,POR,41,0,387,65,156,0.417,10,33,0.303030303030303,55,123,0.447154471544715,0.449,26,32,0.813,16,58,74,33,9,7,18,31,166,2013-2014,2013
+Brandon Bass,PF,28,BOS,82,73,2266,352,725,0.486,2,6,0.333333333333333,350,719,0.486787204450626,0.487,205,239,0.858,161,309,470,87,36,71,102,190,911,2013-2014,2013
+Shane Battier,SF,35,MIA,73,56,1468,105,275,0.382,73,210,0.347619047619048,32,65,0.492307692307692,0.515,15,23,0.652,34,104,138,63,50,39,21,124,298,2013-2014,2013
+Nicolas Batum,SF,25,POR,82,82,2956,381,819,0.465,145,402,0.360696517412935,236,417,0.565947242206235,0.554,163,203,0.803,116,495,611,420,75,57,208,156,1070,2013-2014,2013
+Jerryd Bayless,PG,25,TOT,72,19,1686,248,617,0.402,76,212,0.358490566037736,172,405,0.424691358024691,0.464,94,118,0.797,22,123,145,194,60,9,82,161,666,2013-2014,2013
+Aron Baynes,C,27,SAS,53,4,491,71,163,0.436,0,0,NA,71,163,0.43558282208589,0.436,19,21,0.905,57,88,145,34,2,5,36,77,161,2013-2014,2013
+Kent Bazemore,SG,24,TOT,67,15,911,147,343,0.429,43,128,0.3359375,104,215,0.483720930232558,0.491,66,109,0.606,10,107,117,91,43,13,79,102,403,2013-2014,2013
+Bradley Beal,SG,20,WAS,73,73,2530,481,1149,0.419,138,343,0.402332361516035,343,806,0.425558312655087,0.479,149,189,0.788,54,219,273,243,71,18,128,153,1249,2013-2014,2013
+Michael Beasley,SF,25,MIA,55,2,831,177,355,0.499,21,54,0.388888888888889,156,301,0.518272425249169,0.528,61,79,0.772,31,141,172,42,23,21,57,93,436,2013-2014,2013
+Marco Belinelli,SF,27,SAS,80,25,2016,337,695,0.485,126,293,0.430034129692833,211,402,0.524875621890547,0.576,111,131,0.847,18,208,226,179,50,7,95,130,911,2013-2014,2013
+Anthony Bennett,SF,20,CLE,52,0,663,80,225,0.356,13,53,0.245283018867925,67,172,0.38953488372093,0.384,44,69,0.638,49,106,155,17,21,8,47,93,217,2013-2014,2013
+Patrick Beverley,SG,25,HOU,56,55,1751,199,481,0.414,92,255,0.36078431372549,107,226,0.473451327433628,0.509,83,102,0.814,72,124,196,151,77,23,66,174,573,2013-2014,2013
+Andris Biedrins,C,27,UTA,6,0,45,1,1,1,0,0,NA,1,1,1,1,1,6,0.167,2,15,17,0,0,0,2,6,3,2013-2014,2013
+Chauncey Billups,SG,37,DET,19,7,309,24,79,0.304,14,48,0.291666666666667,10,31,0.32258064516129,0.392,10,12,0.833,4,24,28,42,8,1,25,25,72,2013-2014,2013
+Bismack Biyombo,C,21,CHA,77,9,1072,88,144,0.611,0,0,NA,88,144,0.611111111111111,0.611,46,89,0.517,105,261,366,8,7,86,40,124,222,2013-2014,2013
+DeJuan Blair,PF,24,DAL,78,13,1214,210,393,0.534,0,2,0,210,391,0.537084398976982,0.534,77,121,0.636,139,229,368,70,60,21,77,192,497,2013-2014,2013
+Steve Blake,PG,33,TOT,55,28,1498,133,353,0.377,79,210,0.376190476190476,54,143,0.377622377622378,0.489,33,43,0.767,13,146,159,307,54,8,102,85,378,2013-2014,2013
+Andray Blatche,PF,27,BRK,73,7,1618,321,674,0.476,15,54,0.277777777777778,306,620,0.493548387096774,0.487,164,221,0.742,120,270,390,112,75,38,110,166,821,2013-2014,2013
+Eric Bledsoe,PG,24,PHO,43,40,1416,265,556,0.477,50,140,0.357142857142857,215,416,0.516826923076923,0.522,183,237,0.772,27,175,202,235,69,14,143,99,763,2013-2014,2013
+Vander Blue,SG,21,BOS,3,0,15,2,4,0.5,0,1,0,2,3,0.666666666666667,0.5,1,5,0.2,0,3,3,1,0,0,2,1,5,2013-2014,2013
+Keith Bogans,SG,33,BOS,6,0,55,3,6,0.5,3,6,0.5,0,0,NA,0.75,3,3,1,0,3,3,3,1,0,1,2,12,2013-2014,2013
+Andrew Bogut,C,29,GSW,67,67,1769,235,375,0.627,0,0,NA,235,375,0.626666666666667,0.627,22,64,0.344,182,489,671,112,47,121,97,210,492,2013-2014,2013
+Matt Bonner,PF,33,SAS,61,0,690,73,164,0.445,42,98,0.428571428571429,31,66,0.46969696969697,0.573,9,12,0.75,16,114,130,31,15,11,16,49,197,2013-2014,2013
+Trevor Booker,PF,26,WAS,72,45,1553,222,403,0.551,0,2,0,222,401,0.553615960099751,0.551,47,76,0.618,149,230,379,64,41,45,58,131,491,2013-2014,2013
+Carlos Boozer,PF,32,CHI,76,76,2141,447,980,0.456,0,2,0,447,978,0.457055214723926,0.456,148,193,0.767,137,495,632,118,53,22,154,216,1042,2013-2014,2013
+Chris Bosh,C,29,MIA,79,79,2531,492,953,0.516,74,218,0.339449541284404,418,735,0.568707482993197,0.555,223,272,0.82,98,424,522,87,80,78,125,192,1281,2013-2014,2013
+Avery Bradley,PG,23,BOS,60,58,1855,361,825,0.438,79,200,0.395,282,625,0.4512,0.485,90,112,0.804,48,178,226,85,63,11,96,145,891,2013-2014,2013
+Elton Brand,PF,34,ATL,73,15,1414,179,332,0.539,0,2,0,179,330,0.542424242424242,0.539,61,94,0.649,97,264,361,74,40,88,60,192,419,2013-2014,2013
+Corey Brewer,SF,27,MIN,81,81,2609,388,807,0.481,59,211,0.279620853080569,329,596,0.552013422818792,0.517,163,227,0.718,63,144,207,135,151,30,105,210,998,2013-2014,2013
+Ronnie Brewer,SF,28,TOT,24,3,160,3,15,0.2,1,8,0.125,2,7,0.285714285714286,0.233,0,2,0,2,12,14,10,6,1,2,4,7,2013-2014,2013
+Aaron Brooks,PG,29,TOT,72,12,1557,233,581,0.401,96,248,0.387096774193548,137,333,0.411411411411411,0.484,83,95,0.874,43,97,140,233,52,13,117,146,645,2013-2014,2013
+MarShon Brooks,SG,25,TOT,35,0,316,57,125,0.456,13,25,0.52,44,100,0.44,0.508,32,44,0.727,10,44,54,25,14,4,24,21,159,2013-2014,2013
+Lorenzo Brown,SG,23,PHI,26,0,224,26,86,0.302,3,30,0.1,23,56,0.410714285714286,0.32,9,13,0.692,8,20,28,41,13,3,16,19,64,2013-2014,2013
+Shannon Brown,SG,28,TOT,29,1,251,24,66,0.364,0,2,0,24,64,0.375,0.364,15,21,0.714,7,21,28,9,13,0,18,24,63,2013-2014,2013
+Kobe Bryant,SG,35,LAL,6,6,177,31,73,0.425,3,16,0.1875,28,57,0.491228070175439,0.445,18,21,0.857,2,24,26,38,7,1,34,9,83,2013-2014,2013
+Chase Budinger,SF,25,MIN,41,8,751,100,254,0.394,42,120,0.35,58,134,0.432835820895522,0.476,32,39,0.821,19,84,103,31,19,2,24,58,274,2013-2014,2013
+Reggie Bullock,SF,22,LAC,43,0,395,43,121,0.355,22,73,0.301369863013699,21,48,0.4375,0.446,7,9,0.778,11,43,54,12,9,1,13,26,115,2013-2014,2013
+Trey Burke,PG,21,UTA,70,68,2262,341,897,0.38,111,336,0.330357142857143,230,561,0.409982174688057,0.442,102,113,0.903,37,171,208,396,42,6,131,145,895,2013-2014,2013
+Alec Burks,SG,22,UTA,78,12,2193,380,831,0.457,50,143,0.34965034965035,330,688,0.479651162790698,0.487,279,373,0.748,59,198,257,212,69,14,149,190,1089,2013-2014,2013
+Caron Butler,SF,33,TOT,56,13,1419,213,540,0.394,98,249,0.393574297188755,115,291,0.395189003436426,0.485,63,75,0.84,21,208,229,82,47,17,60,120,587,2013-2014,2013
+Jimmy Butler,SG,24,CHI,67,67,2591,275,693,0.397,68,240,0.283333333333333,207,453,0.456953642384106,0.446,260,338,0.769,87,243,330,175,127,36,102,106,878,2013-2014,2013
+Rasual Butler,SG,34,IND,50,2,378,51,110,0.464,26,62,0.419354838709677,25,48,0.520833333333333,0.582,8,14,0.571,6,35,41,17,7,9,11,30,136,2013-2014,2013
+Dwight Buycks,PG,24,TOR,14,0,146,15,48,0.313,5,17,0.294117647058824,10,31,0.32258064516129,0.365,8,9,0.889,4,19,23,10,8,0,10,11,43,2013-2014,2013
+Andrew Bynum,C,26,TOT,26,19,516,94,225,0.418,0,0,NA,94,225,0.417777777777778,0.418,37,49,0.755,53,92,145,29,6,29,34,31,225,2013-2014,2013
+Will Bynum,PG,31,DET,56,3,1054,184,430,0.428,20,62,0.32258064516129,164,368,0.445652173913043,0.451,97,121,0.802,24,75,99,216,39,7,103,121,485,2013-2014,2013
+Nick Calathes,SG,24,MEM,71,7,1173,142,311,0.457,19,61,0.311475409836066,123,250,0.492,0.487,44,72,0.611,23,114,137,207,66,8,101,117,347,2013-2014,2013
+Jose Calderon,SG,32,DAL,81,81,2468,341,748,0.456,191,425,0.449411764705882,150,323,0.464396284829721,0.584,52,63,0.825,29,163,192,377,69,11,103,136,925,2013-2014,2013
+Kentavious Caldwell-Pope,SG,20,DET,80,41,1583,182,460,0.396,59,185,0.318918918918919,123,275,0.447272727272727,0.46,47,61,0.77,38,118,156,55,75,12,28,145,470,2013-2014,2013
+Isaiah Canaan,PG,22,HOU,22,0,252,31,87,0.356,18,55,0.327272727272727,13,32,0.40625,0.46,21,29,0.724,7,17,24,22,8,4,21,25,101,2013-2014,2013
+DeMarre Carroll,SF,27,ATL,73,73,2341,302,642,0.47,97,268,0.361940298507463,205,374,0.548128342245989,0.546,109,141,0.773,107,296,403,134,108,21,79,188,810,2013-2014,2013
+Vince Carter,SG,37,DAL,81,0,1973,330,811,0.407,146,371,0.393530997304582,184,440,0.418181818181818,0.497,161,196,0.821,67,217,284,212,61,35,108,209,967,2013-2014,2013
+Michael Carter-Williams,PG,22,PHI,70,70,2414,427,1054,0.405,55,208,0.264423076923077,372,846,0.439716312056738,0.431,258,367,0.703,101,336,437,441,130,43,247,213,1167,2013-2014,2013
+Omri Casspi,PF,25,HOU,71,2,1283,173,410,0.422,61,176,0.346590909090909,112,234,0.478632478632479,0.496,83,122,0.68,55,205,260,88,44,14,72,100,490,2013-2014,2013
+Mario Chalmers,PG,27,MIA,73,73,2178,254,560,0.454,87,226,0.384955752212389,167,334,0.5,0.531,121,163,0.742,41,173,214,357,119,16,162,210,716,2013-2014,2013
+Tyson Chandler,C,31,NYK,55,55,1662,191,322,0.593,0,1,0,191,321,0.595015576323987,0.593,98,155,0.632,159,370,529,59,36,63,71,145,480,2013-2014,2013
+Wilson Chandler,SF,26,DEN,62,55,1927,307,738,0.416,122,351,0.347578347578348,185,387,0.478036175710594,0.499,110,152,0.724,58,236,294,114,46,31,79,193,846,2013-2014,2013
+Josh Childress,SF,30,NOP,4,0,24,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,3,3,2,1,0,1,1,0,2013-2014,2013
+Dionte Christmas,SF,27,PHO,31,0,198,22,62,0.355,9,31,0.290322580645161,13,31,0.419354838709677,0.427,18,24,0.75,13,25,38,8,2,3,6,19,71,2013-2014,2013
+Earl Clark,PF,26,TOT,54,17,768,97,261,0.372,41,122,0.336065573770492,56,139,0.402877697841727,0.45,22,34,0.647,22,121,143,18,17,25,31,67,257,2013-2014,2013
+Ian Clark,SG,22,UTA,23,0,172,26,67,0.388,11,31,0.354838709677419,15,36,0.416666666666667,0.47,5,7,0.714,3,16,19,15,8,2,14,24,68,2013-2014,2013
+Victor Claver,SF,25,POR,21,0,184,17,42,0.405,3,18,0.166666666666667,14,24,0.583333333333333,0.44,10,11,0.909,9,30,39,12,3,3,11,16,47,2013-2014,2013
+Norris Cole,PG,25,MIA,82,6,2014,207,500,0.414,60,174,0.344827586206897,147,326,0.450920245398773,0.474,53,68,0.779,17,143,160,248,77,5,127,156,527,2013-2014,2013
+Jason Collins,C,35,BRK,22,1,172,11,24,0.458,0,3,0,11,21,0.523809523809524,0.458,3,4,0.75,7,12,19,4,8,1,7,30,25,2013-2014,2013
+Darren Collison,PG,26,LAC,80,35,2069,324,694,0.467,71,189,0.375661375661376,253,505,0.500990099009901,0.518,192,224,0.857,47,141,188,297,93,15,132,150,911,2013-2014,2013
+Nick Collison,PF,33,OKC,81,0,1353,134,241,0.556,4,17,0.235294117647059,130,224,0.580357142857143,0.564,66,93,0.71,116,177,293,104,30,28,71,187,338,2013-2014,2013
+Mike Conley,PG,26,MEM,73,73,2446,463,1030,0.45,105,291,0.360824742268041,358,739,0.484438430311231,0.5,225,276,0.815,41,172,213,441,110,13,150,141,1256,2013-2014,2013
+Chris Copeland,SF,29,IND,41,0,265,55,117,0.47,33,79,0.417721518987342,22,38,0.578947368421053,0.611,10,14,0.714,7,25,32,18,3,7,14,38,153,2013-2014,2013
+DeMarcus Cousins,C,23,SAC,71,71,2298,591,1191,0.496,0,7,0,591,1184,0.499155405405405,0.496,432,595,0.726,218,613,831,207,109,91,251,270,1614,2013-2014,2013
+Robert Covington,SF,23,HOU,7,0,34,6,14,0.429,4,11,0.363636363636364,2,3,0.666666666666667,0.571,0,0,NA,2,3,5,0,2,0,1,3,16,2013-2014,2013
+Allen Crabbe,SG,21,POR,15,0,100,12,33,0.364,6,14,0.428571428571429,6,19,0.315789473684211,0.455,3,4,0.75,1,8,9,6,2,1,3,10,33,2013-2014,2013
+Jamal Crawford,SG,33,LAC,69,24,2094,421,1011,0.416,161,446,0.360986547085202,260,565,0.460176991150442,0.496,279,322,0.866,34,124,158,223,59,12,135,120,1282,2013-2014,2013
+Jordan Crawford,SG,25,TOT,81,35,1859,327,788,0.415,90,285,0.315789473684211,237,503,0.47117296222664,0.472,146,169,0.864,28,155,183,281,47,5,134,120,890,2013-2014,2013
+Jae Crowder,SF,23,DAL,78,8,1254,130,296,0.439,50,151,0.33112582781457,80,145,0.551724137931034,0.524,46,61,0.754,46,148,194,60,59,21,41,100,356,2013-2014,2013
+Dante Cunningham,SF,26,MIN,81,7,1635,236,509,0.464,0,5,0,236,504,0.468253968253968,0.464,38,67,0.567,112,218,330,83,62,58,42,146,510,2013-2014,2013
+Jared Cunningham,SG,22,TOT,13,0,80,6,21,0.286,1,7,0.142857142857143,5,14,0.357142857142857,0.31,13,16,0.813,1,5,6,8,3,0,2,16,26,2013-2014,2013
+Seth Curry,PG,23,TOT,2,0,13,1,3,0.333,1,1,1,0,2,0,0.5,0,0,NA,0,1,1,0,2,0,0,0,3,2013-2014,2013
+Stephen Curry,PG,25,GSW,78,78,2846,652,1383,0.471,261,615,0.424390243902439,391,768,0.509114583333333,0.566,308,348,0.885,46,288,334,666,128,14,294,194,1873,2013-2014,2013
+Samuel Dalembert,C,32,DAL,80,68,1614,214,377,0.568,0,1,0,214,376,0.569148936170213,0.568,101,137,0.737,200,341,541,38,41,94,90,210,529,2013-2014,2013
+Troy Daniels,SG,22,HOU,5,1,75,15,31,0.484,12,25,0.48,3,6,0.5,0.677,0,0,NA,0,4,4,5,0,0,3,6,42,2013-2014,2013
+Luigi Datome,SF,26,DET,34,0,238,34,97,0.351,7,39,0.179487179487179,27,58,0.46551724137931,0.387,8,10,0.8,14,32,46,11,6,1,11,20,83,2013-2014,2013
+Brandon Davies,PF,22,PHI,51,0,575,54,128,0.422,2,10,0.2,52,118,0.440677966101695,0.43,34,53,0.642,38,71,109,28,24,8,35,92,144,2013-2014,2013
+Anthony Davis,C,20,NOP,67,66,2358,522,1005,0.519,2,9,0.222222222222222,520,996,0.522088353413655,0.52,348,440,0.791,207,466,673,105,89,189,109,200,1394,2013-2014,2013
+Ed Davis,PF,24,MEM,63,4,956,155,290,0.534,0,0,NA,155,290,0.53448275862069,0.534,47,89,0.528,92,168,260,27,17,43,40,114,357,2013-2014,2013
+Glen Davis,PF,28,TOT,68,44,1662,271,593,0.457,4,11,0.363636363636364,267,582,0.458762886597938,0.46,95,137,0.693,108,243,351,77,58,29,76,159,641,2013-2014,2013
+Austin Daye,SF,25,TOT,22,1,148,24,68,0.353,12,37,0.324324324324324,12,31,0.387096774193548,0.441,6,10,0.6,5,22,27,8,4,4,5,18,66,2013-2014,2013
+Nando De Colo,SF,26,TOT,47,3,494,64,153,0.418,18,53,0.339622641509434,46,100,0.46,0.477,31,35,0.886,14,59,73,65,22,6,35,48,177,2013-2014,2013
+Dewayne Dedmon,C,24,TOT,31,6,390,38,83,0.458,0,0,NA,38,83,0.457831325301205,0.458,21,32,0.656,38,89,127,5,7,22,18,66,97,2013-2014,2013
+Matthew Dellavedova,SG,23,CLE,72,4,1271,122,296,0.412,57,155,0.367741935483871,65,141,0.460992907801418,0.508,38,48,0.792,29,94,123,187,33,5,60,121,339,2013-2014,2013
+Luol Deng,SF,28,TOT,63,63,2213,371,860,0.431,57,189,0.301587301587302,314,671,0.46795827123696,0.465,212,268,0.791,99,262,361,183,62,9,114,111,1011,2013-2014,2013
+DeMar DeRozan,SG,24,TOR,79,79,3017,604,1407,0.429,64,210,0.304761904761905,540,1197,0.451127819548872,0.452,519,630,0.824,51,292,343,313,86,28,176,197,1791,2013-2014,2013
+Boris Diaw,PF,31,SAS,79,24,1974,302,580,0.521,45,112,0.401785714285714,257,468,0.549145299145299,0.559,68,92,0.739,74,252,326,222,44,32,121,140,717,2013-2014,2013
+Gorgui Dieng,C,24,MIN,60,15,818,113,227,0.498,1,1,1,112,226,0.495575221238938,0.5,59,93,0.634,103,197,300,39,30,50,54,108,286,2013-2014,2013
+Toney Douglas,PG,27,TOT,51,17,675,73,190,0.384,31,102,0.303921568627451,42,88,0.477272727272727,0.466,25,34,0.735,18,69,87,68,19,5,34,81,202,2013-2014,2013
+Chris Douglas-Roberts,SF,27,CHA,49,8,1016,111,252,0.44,51,132,0.386363636363636,60,120,0.5,0.542,66,82,0.805,16,103,119,51,29,16,36,61,339,2013-2014,2013
+Goran Dragic,SG,27,PHO,76,75,2668,552,1093,0.505,122,299,0.408026755852843,430,794,0.541561712846348,0.561,316,416,0.76,69,176,245,447,104,22,213,206,1542,2013-2014,2013
+Andre Drummond,C,20,DET,81,81,2619,479,769,0.623,0,2,0,479,767,0.624511082138201,0.623,137,328,0.418,440,631,1071,35,101,131,110,273,1095,2013-2014,2013
+Jared Dudley,SF,28,LAC,74,43,1729,196,447,0.438,81,225,0.36,115,222,0.518018018018018,0.529,38,58,0.655,36,124,160,104,41,10,56,146,511,2013-2014,2013
+Tim Duncan,C,37,SAS,74,74,2158,444,906,0.49,0,5,0,444,901,0.492785793562708,0.49,231,316,0.731,158,563,721,220,43,139,159,134,1119,2013-2014,2013
+Mike Dunleavy,SF,33,CHI,82,61,2584,333,774,0.43,123,324,0.37962962962963,210,450,0.466666666666667,0.51,140,164,0.854,46,299,345,186,64,46,108,163,929,2013-2014,2013
+Kevin Durant,SF,25,OKC,81,81,3122,849,1688,0.503,192,491,0.391038696537678,657,1197,0.548872180451128,0.56,703,805,0.873,58,540,598,445,103,59,285,174,2593,2013-2014,2013
+Shane Edwards,SF,26,CLE,2,0,12,1,3,0.333,0,0,NA,1,3,0.333333333333333,0.333,0,0,NA,1,1,2,0,0,0,1,1,2,2013-2014,2013
+Wayne Ellington,SG,26,DAL,45,1,393,55,126,0.437,25,59,0.423728813559322,30,67,0.447761194029851,0.536,10,11,0.909,8,35,43,19,16,2,11,33,145,2013-2014,2013
+Monta Ellis,PG,28,DAL,82,82,3023,576,1278,0.451,69,209,0.330143540669856,507,1069,0.474275023386342,0.478,339,430,0.788,38,257,295,471,141,23,264,197,1560,2013-2014,2013
+Melvin Ely,C,35,NOP,2,0,27,3,6,0.5,0,0,NA,3,6,0.5,0.5,0,0,NA,0,1,1,0,0,1,0,5,6,2013-2014,2013
+Jeremy Evans,SF,26,UTA,66,4,1209,175,332,0.527,0,2,0,175,330,0.53030303030303,0.527,51,75,0.68,120,190,310,44,42,46,40,139,401,2013-2014,2013
+Reggie Evans,PF,33,TOT,54,20,899,71,150,0.473,0,0,NA,71,150,0.473333333333333,0.473,72,130,0.554,115,219,334,21,37,3,58,119,214,2013-2014,2013
+Tyreke Evans,SF,24,NOP,72,22,2028,391,897,0.436,21,95,0.221052631578947,370,802,0.461346633416459,0.448,239,310,0.771,76,265,341,363,84,21,175,155,1042,2013-2014,2013
+Kenneth Faried,PF,24,DEN,80,77,2178,447,820,0.545,0,3,0,447,817,0.547123623011016,0.545,202,311,0.65,238,446,684,96,70,69,135,193,1096,2013-2014,2013
+Jordan Farmar,PG,27,LAL,41,5,912,151,364,0.415,70,160,0.4375,81,204,0.397058823529412,0.511,44,59,0.746,20,84,104,199,38,8,95,65,416,2013-2014,2013
+Vitor Faverani,C,25,BOS,37,8,488,64,147,0.435,12,40,0.3,52,107,0.485981308411215,0.476,24,37,0.649,42,86,128,16,14,27,41,74,164,2013-2014,2013
+Derrick Favors,PF,22,UTA,73,73,2201,390,747,0.522,0,1,0,390,746,0.522788203753351,0.522,190,284,0.669,199,438,637,91,75,108,129,236,970,2013-2014,2013
+Carrick Felix,SG,23,CLE,7,0,38,7,14,0.5,2,5,0.4,5,9,0.555555555555556,0.571,3,4,0.75,1,5,6,4,0,0,4,4,19,2013-2014,2013
+Raymond Felton,PG,29,NYK,65,65,2017,240,608,0.395,62,195,0.317948717948718,178,413,0.430992736077482,0.446,88,122,0.721,54,143,197,365,78,27,129,157,630,2013-2014,2013
+Landry Fields,SF,25,TOR,30,2,322,27,67,0.403,0,5,0,27,62,0.435483870967742,0.403,14,22,0.636,15,44,59,20,10,3,11,25,68,2013-2014,2013
+Derek Fisher,SG,39,OKC,81,0,1428,141,361,0.391,88,229,0.384279475982533,53,132,0.401515151515151,0.512,55,71,0.775,12,110,122,117,70,3,49,157,425,2013-2014,2013
+Evan Fournier,SG,21,DEN,76,4,1503,228,544,0.419,89,237,0.375527426160338,139,307,0.452768729641694,0.501,93,123,0.756,34,168,202,112,34,7,100,179,638,2013-2014,2013
+Randy Foye,SG,30,DEN,81,78,2485,361,875,0.413,189,498,0.379518072289157,172,377,0.456233421750663,0.521,157,185,0.849,36,196,232,287,67,39,145,205,1068,2013-2014,2013
+Jamaal Franklin,SG,22,MEM,21,0,161,16,39,0.41,5,11,0.454545454545455,11,28,0.392857142857143,0.474,2,2,1,4,19,23,6,4,2,11,23,39,2013-2014,2013
+Jimmer Fredette,SG,24,TOT,49,0,519,107,227,0.471,40,84,0.476190476190476,67,143,0.468531468531469,0.559,19,21,0.905,8,44,52,64,14,3,48,35,273,2013-2014,2013
+Joel Freeland,C,26,POR,52,0,727,77,162,0.475,0,2,0,77,160,0.48125,0.475,20,29,0.69,88,120,208,36,10,22,32,95,174,2013-2014,2013
+Channing Frye,PF,30,PHO,82,82,2312,336,778,0.432,160,432,0.37037037037037,176,346,0.508670520231214,0.535,78,95,0.821,73,343,416,98,60,63,89,245,910,2013-2014,2013
+Francisco Garcia,SF,32,HOU,55,4,1083,118,294,0.401,69,193,0.357512953367876,49,101,0.485148514851485,0.519,10,19,0.526,21,101,122,63,27,33,30,120,315,2013-2014,2013
+Kevin Garnett,C,37,BRK,54,54,1109,157,356,0.441,0,3,0,157,353,0.444759206798867,0.441,38,47,0.809,60,298,358,82,43,40,69,123,352,2013-2014,2013
+Diante Garrett,PG,25,UTA,71,0,1048,101,265,0.381,36,96,0.375,65,169,0.384615384615385,0.449,10,12,0.833,11,86,97,120,41,5,75,75,248,2013-2014,2013
+Marc Gasol,C,29,MEM,59,59,1970,336,711,0.473,2,11,0.181818181818182,334,700,0.477142857142857,0.474,185,241,0.768,84,340,424,215,59,76,111,150,859,2013-2014,2013
+Pau Gasol,C,33,LAL,60,60,1884,425,885,0.48,4,14,0.285714285714286,421,871,0.483352468427095,0.482,187,254,0.736,124,456,580,201,27,92,141,124,1041,2013-2014,2013
+Rudy Gay,SF,27,TOT,73,73,2531,537,1179,0.455,65,197,0.32994923857868,472,982,0.480651731160896,0.483,318,387,0.822,113,324,437,209,95,56,224,171,1457,2013-2014,2013
+Alonzo Gee,SF,26,CLE,65,24,1020,98,236,0.415,19,58,0.327586206896552,79,178,0.443820224719101,0.456,43,61,0.705,35,114,149,47,39,15,44,96,258,2013-2014,2013
+Paul George,SF,23,IND,80,80,2898,577,1362,0.424,182,500,0.364,395,862,0.458236658932715,0.49,401,464,0.864,64,478,542,283,151,22,224,198,1737,2013-2014,2013
+Taj Gibson,PF,28,CHI,82,8,2351,429,896,0.479,0,7,0,429,889,0.482564679415073,0.479,211,281,0.751,200,358,558,91,41,112,150,207,1069,2013-2014,2013
+Manu Ginobili,SG,36,SAS,68,3,1550,294,627,0.469,90,258,0.348837209302326,204,369,0.552845528455285,0.541,160,188,0.851,30,172,202,293,70,17,139,128,838,2013-2014,2013
+Rudy Gobert,C,21,UTA,45,0,434,36,74,0.486,0,0,NA,36,74,0.486486486486487,0.486,32,65,0.492,51,104,155,7,8,41,32,57,104,2013-2014,2013
+Ryan Gomes,SF,31,OKC,5,0,34,3,8,0.375,0,2,0,3,6,0.5,0.375,0,0,NA,0,4,4,1,0,0,1,5,6,2013-2014,2013
+Drew Gooden,C,32,WAS,22,0,395,76,143,0.531,7,17,0.411764705882353,69,126,0.547619047619048,0.556,24,27,0.889,37,77,114,15,10,7,17,53,183,2013-2014,2013
+Archie Goodwin,SG,19,PHO,52,0,533,76,167,0.455,5,36,0.138888888888889,71,131,0.541984732824427,0.47,37,55,0.673,25,62,87,20,20,11,44,45,194,2013-2014,2013
+Ben Gordon,SG,30,CHA,19,0,279,37,108,0.343,8,29,0.275862068965517,29,79,0.367088607594937,0.38,17,21,0.81,3,24,27,21,10,2,21,18,99,2013-2014,2013
+Eric Gordon,SG,25,NOP,64,64,2057,356,817,0.436,101,258,0.391472868217054,255,559,0.456171735241503,0.498,175,223,0.785,30,135,165,208,74,12,134,114,988,2013-2014,2013
+Marcin Gortat,C,29,WAS,81,80,2655,455,840,0.542,1,1,1,454,839,0.541120381406436,0.542,157,229,0.686,202,565,767,138,41,121,126,201,1068,2013-2014,2013
+Danny Granger,SF,30,TOT,41,2,847,116,307,0.378,43,128,0.3359375,73,179,0.407821229050279,0.448,63,67,0.94,31,102,133,41,12,17,46,62,338,2013-2014,2013
+Aaron Gray,C,29,TOT,37,6,355,27,61,0.443,0,1,0,27,60,0.45,0.443,11,20,0.55,42,69,111,22,10,8,31,64,65,2013-2014,2013
+Danny Green,SG,26,SAS,68,59,1651,218,505,0.432,132,318,0.415094339622642,86,187,0.459893048128342,0.562,50,63,0.794,25,204,229,104,65,61,76,107,618,2013-2014,2013
+Draymond Green,SF,23,GSW,82,12,1797,187,459,0.407,55,165,0.333333333333333,132,294,0.448979591836735,0.467,82,123,0.667,86,323,409,152,102,72,91,231,511,2013-2014,2013
+Gerald Green,SG,28,PHO,82,48,2330,448,1006,0.445,204,510,0.4,244,496,0.491935483870968,0.547,195,230,0.848,48,227,275,122,70,42,145,220,1295,2013-2014,2013
+Jeff Green,SF,27,BOS,82,82,2805,482,1171,0.412,135,396,0.340909090909091,347,775,0.447741935483871,0.469,283,356,0.795,54,326,380,138,57,47,165,180,1382,2013-2014,2013
+Willie Green,SG,32,LAC,55,9,869,102,271,0.376,41,121,0.338842975206612,61,150,0.406666666666667,0.452,28,34,0.824,12,66,78,50,22,11,34,96,273,2013-2014,2013
+Blake Griffin,PF,24,LAC,80,80,2863,718,1359,0.528,12,44,0.272727272727273,706,1315,0.536882129277567,0.533,482,674,0.715,192,565,757,309,92,51,224,265,1930,2013-2014,2013
+Jorge Gutierrez,PG,25,BRK,15,2,244,25,54,0.463,3,12,0.25,22,42,0.523809523809524,0.491,9,12,0.75,3,19,22,30,10,1,14,37,62,2013-2014,2013
+Jordan Hamilton,SF,23,TOT,60,12,1019,147,376,0.391,70,198,0.353535353535354,77,178,0.432584269662921,0.484,40,51,0.784,32,162,194,52,44,20,46,67,404,2013-2014,2013
+Justin Hamilton,C,23,TOT,8,0,72,9,20,0.45,3,9,0.333333333333333,6,11,0.545454545454545,0.525,5,5,1,4,3,7,0,5,0,4,8,26,2013-2014,2013
+Tyler Hansbrough,PF,28,TOR,64,4,978,93,196,0.474,0,2,0,93,194,0.479381443298969,0.474,126,185,0.681,120,167,287,17,28,19,47,132,312,2013-2014,2013
+Tim Hardaway,SG,21,NYK,81,1,1875,294,687,0.428,130,358,0.363128491620112,164,329,0.498480243161094,0.523,106,128,0.828,19,102,121,66,44,7,47,144,824,2013-2014,2013
+James Harden,SG,24,HOU,73,73,2777,549,1205,0.456,177,483,0.366459627329193,372,722,0.515235457063712,0.529,576,665,0.866,61,283,344,446,115,29,265,177,1851,2013-2014,2013
+Maurice Harkless,SF,20,ORL,80,41,1950,224,483,0.464,59,154,0.383116883116883,165,329,0.501519756838906,0.525,85,143,0.594,69,195,264,80,97,50,86,140,592,2013-2014,2013
+Josh Harrellson,C,24,DET,32,0,317,38,82,0.463,12,31,0.387096774193548,26,51,0.509803921568627,0.537,5,7,0.714,30,46,76,15,6,15,10,44,93,2013-2014,2013
+Al Harrington,PF,33,WAS,34,0,511,82,207,0.396,34,100,0.34,48,107,0.448598130841121,0.478,27,35,0.771,15,65,80,28,14,0,34,72,225,2013-2014,2013
+Devin Harris,PG,30,DAL,40,0,818,96,254,0.378,31,101,0.306930693069307,65,153,0.42483660130719,0.439,92,115,0.8,8,77,85,178,28,2,59,72,315,2013-2014,2013
+Elias Harris,SF,24,LAL,2,0,11,0,1,0,0,0,NA,0,1,0,0,0,0,NA,1,0,1,1,1,0,0,0,0,2013-2014,2013
+Manny Harris,SG,24,LAL,9,0,180,28,70,0.4,7,20,0.35,21,50,0.42,0.45,10,12,0.833,7,27,34,11,4,1,9,10,73,2013-2014,2013
+Mike Harris,PF,30,UTA,20,0,225,29,61,0.475,0,2,0,29,59,0.491525423728814,0.475,26,27,0.963,15,18,33,5,16,7,11,36,84,2013-2014,2013
+Tobias Harris,PF,21,ORL,61,36,1850,332,716,0.464,32,126,0.253968253968254,300,590,0.508474576271186,0.486,197,244,0.807,88,336,424,82,41,24,78,143,893,2013-2014,2013
+Udonis Haslem,PF,33,MIA,46,18,653,74,146,0.507,0,0,NA,74,146,0.506849315068493,0.507,25,44,0.568,42,133,175,13,11,15,24,79,173,2013-2014,2013
+Spencer Hawes,C,25,TOT,80,78,2470,403,883,0.456,128,308,0.415584415584416,275,575,0.478260869565217,0.529,119,152,0.783,131,529,660,240,44,94,173,237,1053,2013-2014,2013
+Chuck Hayes,C,30,TOT,61,1,754,56,130,0.431,0,1,0,56,129,0.434108527131783,0.431,20,25,0.8,69,141,210,35,34,12,33,95,132,2013-2014,2013
+Gordon Hayward,SF,23,UTA,77,77,2800,426,1032,0.413,85,280,0.303571428571429,341,752,0.453457446808511,0.454,311,381,0.816,62,329,391,400,110,40,212,155,1248,2013-2014,2013
+Gerald Henderson,SG,26,CHA,77,77,2461,403,930,0.433,40,115,0.347826086956522,363,815,0.445398773006135,0.455,235,309,0.761,31,279,310,199,51,32,113,159,1081,2013-2014,2013
+Xavier Henry,SF,22,LAL,43,5,908,144,345,0.417,28,81,0.345679012345679,116,264,0.439393939393939,0.458,116,177,0.655,25,89,114,51,44,7,57,79,432,2013-2014,2013
+John Henson,PF,23,MIL,70,23,1856,344,639,0.538,0,1,0,344,638,0.539184952978056,0.538,91,177,0.514,171,326,497,113,41,116,114,185,779,2013-2014,2013
+Roy Hibbert,C,27,IND,81,81,2409,331,754,0.439,2,5,0.4,329,749,0.439252336448598,0.44,207,269,0.77,202,336,538,91,29,182,148,269,871,2013-2014,2013
+J.J. Hickson,PF,25,DEN,69,52,1859,332,654,0.508,0,8,0,332,646,0.513931888544892,0.508,150,290,0.517,206,426,632,96,47,51,128,177,814,2013-2014,2013
+Nene Hilario,PF,31,WAS,53,37,1560,299,594,0.503,1,5,0.2,298,589,0.505942275042445,0.504,155,266,0.583,65,229,294,153,64,47,117,164,754,2013-2014,2013
+George Hill,PG,27,IND,76,76,2434,272,616,0.442,95,260,0.365384615384615,177,356,0.497191011235955,0.519,142,176,0.807,53,230,283,265,75,23,92,158,781,2013-2014,2013
+Jordan Hill,PF,26,LAL,72,32,1500,286,521,0.549,0,1,0,286,520,0.55,0.549,124,181,0.685,194,341,535,54,29,64,75,172,696,2013-2014,2013
+Solomon Hill,SF,22,IND,28,0,226,17,40,0.425,7,23,0.304347826086957,10,17,0.588235294117647,0.513,6,7,0.857,9,32,41,12,5,2,13,19,47,2013-2014,2013
+Kirk Hinrich,PG,33,CHI,73,61,2116,243,619,0.393,85,242,0.351239669421488,158,377,0.419098143236074,0.461,95,125,0.76,31,161,192,286,80,26,120,203,666,2013-2014,2013
+Jrue Holiday,PG,23,NOP,34,34,1143,203,454,0.447,30,77,0.38961038961039,173,377,0.458885941644562,0.48,51,63,0.81,28,114,142,268,56,12,105,92,487,2013-2014,2013
+Ryan Hollins,PF,29,LAC,61,0,482,53,72,0.736,0,0,NA,53,72,0.736111111111111,0.736,35,56,0.625,31,59,90,8,9,31,29,87,141,2013-2014,2013
+Scotty Hopson,SG,24,CLE,2,0,7,0,4,0,0,2,0,0,2,0,0,1,2,0.5,0,0,0,1,1,0,0,0,1,2013-2014,2013
+Al Horford,C,27,ATL,29,29,958,238,420,0.567,4,11,0.363636363636364,234,409,0.572127139364303,0.571,58,85,0.682,66,178,244,76,27,44,64,56,538,2013-2014,2013
+Dwight Howard,C,28,HOU,71,71,2396,473,800,0.591,2,7,0.285714285714286,471,793,0.593947036569987,0.593,349,638,0.547,231,635,866,131,60,128,229,240,1297,2013-2014,2013
+Robbie Hummel,SF,24,MIN,53,5,655,67,177,0.379,32,89,0.359550561797753,35,88,0.397727272727273,0.469,15,16,0.938,35,97,132,23,16,2,10,57,181,2013-2014,2013
+Kris Humphries,PF,28,BOS,69,30,1376,231,461,0.501,0,2,0,231,459,0.503267973856209,0.501,117,144,0.813,127,282,409,67,31,61,64,136,579,2013-2014,2013
+Serge Ibaka,PF,24,OKC,81,81,2666,524,978,0.536,23,60,0.383333333333333,501,918,0.545751633986928,0.548,156,199,0.784,224,485,709,85,39,219,123,233,1227,2013-2014,2013
+Andre Iguodala,SF,30,GSW,63,63,2040,220,458,0.48,62,175,0.354285714285714,158,283,0.558303886925795,0.548,86,132,0.652,53,240,293,263,95,18,100,103,588,2013-2014,2013
+Ersan Ilyasova,PF,26,MIL,55,47,1478,237,579,0.409,37,131,0.282442748091603,200,448,0.446428571428571,0.441,107,130,0.823,107,235,342,72,46,8,61,135,618,2013-2014,2013
+Kyrie Irving,PG,21,CLE,71,71,2496,532,1237,0.43,123,344,0.357558139534884,409,893,0.458006718924972,0.48,291,338,0.861,52,207,259,433,108,23,190,163,1478,2013-2014,2013
+Royal Ivey,SG,32,OKC,2,0,5,0,2,0,0,1,0,0,1,0,0,0,0,NA,0,1,1,0,0,0,0,1,0,2013-2014,2013
+Jarrett Jack,PG,30,CLE,80,31,2252,286,698,0.41,63,185,0.340540540540541,223,513,0.434697855750487,0.455,125,149,0.839,22,201,223,324,56,22,133,133,760,2013-2014,2013
+Reggie Jackson,PG,23,OKC,80,36,2277,403,916,0.44,83,245,0.338775510204082,320,671,0.476900149031297,0.485,158,177,0.893,43,270,313,331,85,9,168,142,1047,2013-2014,2013
+Stephen Jackson,SF,35,LAC,9,0,107,6,26,0.231,1,14,0.0714285714285714,5,12,0.416666666666667,0.25,2,4,0.5,2,8,10,5,6,1,6,11,15,2013-2014,2013
+Bernard James,C,28,DAL,30,0,146,11,23,0.478,0,1,0,11,22,0.5,0.478,6,11,0.545,15,27,42,3,3,8,10,24,28,2013-2014,2013
+Damion James,G,26,SAS,5,1,50,2,9,0.222,0,2,0,2,7,0.285714285714286,0.222,2,2,1,1,11,12,3,0,1,1,3,6,2013-2014,2013
+LeBron James,PF,29,MIA,77,77,2902,767,1353,0.567,116,306,0.379084967320261,651,1047,0.621776504297994,0.61,439,585,0.75,81,452,533,488,121,26,270,126,2089,2013-2014,2013
+Mike James,PG,38,CHI,11,0,77,5,21,0.238,1,5,0.2,4,16,0.25,0.262,0,2,0,0,7,7,17,2,0,5,11,11,2013-2014,2013
+Antawn Jamison,PF,37,LAC,22,0,248,29,92,0.315,8,41,0.195121951219512,21,51,0.411764705882353,0.359,18,25,0.72,9,46,55,7,9,3,7,29,84,2013-2014,2013
+Othyus Jeffers,SG,28,TOT,6,1,47,3,6,0.5,0,2,0,3,4,0.75,0.5,3,4,0.75,1,8,9,1,0,0,1,3,9,2013-2014,2013
+Al Jefferson,C,29,CHA,73,73,2553,700,1376,0.509,3,15,0.2,697,1361,0.512123438648053,0.51,191,277,0.69,156,636,792,155,67,79,124,176,1594,2013-2014,2013
+Richard Jefferson,SF,33,UTA,82,78,2213,294,654,0.45,123,301,0.408637873754153,171,353,0.484419263456091,0.544,120,162,0.741,18,201,219,130,56,14,94,168,831,2013-2014,2013
+John Jenkins,SG,22,ATL,13,0,158,16,42,0.381,4,18,0.222222222222222,12,24,0.5,0.429,4,4,1,3,19,22,11,1,1,11,11,40,2013-2014,2013
+Brandon Jennings,PG,24,DET,80,79,2728,423,1135,0.373,154,457,0.336980306345733,269,678,0.396755162241888,0.441,241,321,0.751,59,185,244,609,101,8,215,157,1241,2013-2014,2013
+Jonas Jerebko,PF,26,DET,64,0,741,98,208,0.471,31,74,0.418918918918919,67,134,0.5,0.546,43,59,0.729,51,124,175,39,21,6,43,85,270,2013-2014,2013
+Amir Johnson,PF,26,TOR,77,72,2214,344,612,0.562,20,66,0.303030303030303,324,546,0.593406593406593,0.578,91,143,0.636,172,333,505,115,56,88,123,271,799,2013-2014,2013
+Chris Johnson,SF,23,BOS,40,0,789,85,214,0.397,43,127,0.338582677165354,42,87,0.482758620689655,0.498,37,43,0.86,31,66,97,31,27,4,22,63,250,2013-2014,2013
+James Johnson,SF,26,MEM,52,4,956,143,308,0.464,22,87,0.252873563218391,121,221,0.547511312217195,0.5,76,90,0.844,60,106,166,111,42,57,66,102,384,2013-2014,2013
+Joe Johnson,SG,32,BRK,79,79,2575,462,1018,0.454,162,404,0.400990099009901,300,614,0.488599348534202,0.533,159,195,0.815,48,222,270,216,47,10,120,129,1245,2013-2014,2013
+Orlando Johnson,SG,24,TOT,45,0,392,36,113,0.319,9,47,0.191489361702128,27,66,0.409090909090909,0.358,19,26,0.731,9,46,55,20,6,2,15,26,100,2013-2014,2013
+Wesley Johnson,SF,26,LAL,79,62,2240,277,651,0.425,100,271,0.3690036900369,177,380,0.465789473684211,0.502,61,77,0.792,70,278,348,124,86,77,90,207,715,2013-2014,2013
+Darius Johnson-Odom,SG,24,PHI,3,0,15,0,7,0,0,3,0,0,4,0,0,0,2,0,0,2,2,1,1,0,2,3,0,2013-2014,2013
+James Jones,SF,33,MIA,20,6,236,31,68,0.456,28,54,0.518518518518518,3,14,0.214285714285714,0.662,7,11,0.636,2,21,23,9,3,4,4,6,97,2013-2014,2013
+Perry Jones,PF,22,OKC,62,7,764,83,181,0.459,22,61,0.360655737704918,61,120,0.508333333333333,0.519,28,42,0.667,28,86,114,26,14,19,21,62,216,2013-2014,2013
+Solomon Jones,PF,29,ORL,11,0,85,6,17,0.353,0,0,NA,6,17,0.352941176470588,0.353,2,4,0.5,8,8,16,2,2,2,2,12,14,2013-2014,2013
+Terrence Jones,PF,22,HOU,76,71,2078,386,712,0.542,31,101,0.306930693069307,355,611,0.5810147299509,0.564,118,195,0.605,162,366,528,87,53,99,71,139,921,2013-2014,2013
+DeAndre Jordan,C,25,LAC,82,82,2870,348,515,0.676,0,0,NA,348,515,0.675728155339806,0.676,160,374,0.428,331,783,1114,74,80,203,123,264,856,2013-2014,2013
+Cory Joseph,SG,22,SAS,68,19,936,126,265,0.475,12,38,0.315789473684211,114,227,0.502202643171806,0.498,79,96,0.823,32,75,107,114,35,14,43,84,343,2013-2014,2013
+Chris Kaman,C,31,LAL,39,13,736,176,346,0.509,0,3,0,176,343,0.513119533527697,0.509,52,68,0.765,54,175,229,58,11,40,74,93,404,2013-2014,2013
+Enes Kanter,C,21,UTA,80,37,2138,419,853,0.491,0,1,0,419,852,0.491784037558685,0.491,149,204,0.73,222,376,598,75,28,42,144,230,987,2013-2014,2013
+Sergey Karasev,SF,20,CLE,22,1,156,12,35,0.343,4,19,0.210526315789474,8,16,0.5,0.4,9,10,0.9,0,16,16,6,3,1,11,22,37,2013-2014,2013
+Ryan Kelly,PF,22,LAL,59,25,1312,157,371,0.423,48,142,0.338028169014085,109,229,0.475982532751092,0.488,110,135,0.815,42,177,219,95,32,45,47,147,472,2013-2014,2013
+Michael Kidd-Gilchrist,SF,20,CHA,62,62,1502,167,353,0.473,1,9,0.111111111111111,166,344,0.482558139534884,0.475,113,184,0.614,109,215,324,52,43,39,60,145,448,2013-2014,2013
+Andrei Kirilenko,PF,32,BRK,45,4,857,82,160,0.513,1,5,0.2,81,155,0.52258064516129,0.516,61,119,0.513,55,91,146,72,40,19,54,65,226,2013-2014,2013
+Brandon Knight,PG,22,MIL,72,69,2400,461,1092,0.422,110,338,0.325443786982249,351,754,0.46551724137931,0.473,259,323,0.802,46,209,255,352,69,17,188,146,1291,2013-2014,2013
+Kyle Korver,SG,32,ATL,71,71,2408,289,609,0.475,185,392,0.471938775510204,104,217,0.47926267281106,0.626,87,94,0.926,22,260,282,208,70,24,102,147,850,2013-2014,2013
+Kosta Koufos,C,24,MEM,80,22,1349,227,459,0.495,0,0,NA,227,459,0.494553376906318,0.495,60,93,0.645,160,258,418,39,32,71,67,182,514,2013-2014,2013
+Viacheslav Kravtsov,C,26,PHO,20,0,59,8,15,0.533,0,0,NA,8,15,0.533333333333333,0.533,4,8,0.5,9,8,17,1,0,1,6,7,20,2013-2014,2013
+Ognjen Kuzmic,C,23,GSW,21,0,92,5,13,0.385,0,0,NA,5,13,0.384615384615385,0.385,5,11,0.455,10,11,21,2,3,4,10,17,15,2013-2014,2013
+Doron Lamb,SG,22,ORL,53,0,695,63,160,0.394,36,90,0.4,27,70,0.385714285714286,0.506,29,36,0.806,8,41,49,43,11,1,27,54,191,2013-2014,2013
+Jeremy Lamb,SG,21,OKC,78,0,1538,263,609,0.432,88,247,0.356275303643725,175,362,0.483425414364641,0.504,51,64,0.797,27,162,189,115,56,26,61,143,665,2013-2014,2013
+Carl Landry,PF,30,SAC,18,1,233,31,60,0.517,0,0,NA,31,60,0.516666666666667,0.517,14,17,0.824,15,42,57,5,3,1,9,34,76,2013-2014,2013
+Shane Larkin,PG,21,DAL,48,0,489,52,137,0.38,12,38,0.315789473684211,40,99,0.404040404040404,0.423,16,25,0.64,11,31,42,71,26,1,39,46,132,2013-2014,2013
+Ty Lawson,PG,26,DEN,62,61,2222,347,806,0.431,72,202,0.356435643564356,275,604,0.455298013245033,0.475,324,406,0.798,40,175,215,543,100,10,200,113,1090,2013-2014,2013
+Ricky Ledo,SG,21,DAL,11,0,33,6,17,0.353,3,8,0.375,3,9,0.333333333333333,0.441,4,4,1,0,2,2,2,1,0,2,2,19,2013-2014,2013
+Courtney Lee,SG,28,TOT,79,47,1973,295,614,0.48,72,194,0.371134020618557,223,420,0.530952380952381,0.539,99,112,0.884,29,158,187,115,65,28,73,127,761,2013-2014,2013
+David Lee,PF,30,GSW,69,67,2288,513,981,0.523,0,1,0,513,980,0.523469387755102,0.523,231,296,0.78,182,461,643,147,48,26,152,206,1257,2013-2014,2013
+Alex Len,C,20,PHO,42,3,362,33,78,0.423,0,0,NA,33,78,0.423076923076923,0.423,20,31,0.645,39,60,99,4,4,18,26,68,86,2013-2014,2013
+Kawhi Leonard,SF,22,SAS,66,65,1923,337,645,0.522,69,182,0.379120879120879,268,463,0.578833693304536,0.576,101,126,0.802,76,336,412,133,114,50,80,127,844,2013-2014,2013
+Meyers Leonard,C,21,POR,40,0,355,41,91,0.451,0,6,0,41,85,0.482352941176471,0.451,16,21,0.762,26,85,111,18,7,5,15,76,98,2013-2014,2013
+Jon Leuer,PF,24,MEM,49,0,642,121,246,0.492,23,49,0.469387755102041,98,197,0.49746192893401,0.539,37,47,0.787,37,121,158,20,18,13,27,63,302,2013-2014,2013
+Rashard Lewis,SF,34,MIA,60,6,971,98,236,0.415,46,134,0.343283582089552,52,102,0.509803921568627,0.513,26,33,0.788,24,86,110,57,53,8,35,90,268,2013-2014,2013
+DeAndre Liggins,SG,25,MIA,1,0,1,1,1,1,0,0,NA,1,1,1,1,0,0,NA,1,0,1,0,0,0,0,0,2,2013-2014,2013
+Damian Lillard,PG,23,POR,82,82,2937,553,1304,0.424,218,554,0.393501805054152,335,750,0.446666666666667,0.508,371,426,0.871,35,253,288,457,64,22,193,197,1695,2013-2014,2013
+Jeremy Lin,PG,25,HOU,71,33,2054,295,662,0.446,82,229,0.358078602620087,213,433,0.491916859122402,0.508,218,265,0.823,34,153,187,294,68,27,176,166,890,2013-2014,2013
+Shaun Livingston,PG,28,BRK,76,54,1974,235,487,0.483,1,6,0.166666666666667,234,481,0.486486486486487,0.484,158,191,0.827,67,179,246,245,93,31,105,172,629,2013-2014,2013
+Brook Lopez,C,25,BRK,17,17,533,129,229,0.563,0,1,0,129,228,0.565789473684211,0.563,94,115,0.817,39,63,102,16,9,30,28,52,352,2013-2014,2013
+Robin Lopez,C,25,POR,82,82,2603,355,644,0.551,0,1,0,355,643,0.552099533437014,0.551,198,242,0.818,326,374,700,73,25,139,84,196,908,2013-2014,2013
+Kevin Love,PF,25,MIN,77,77,2797,650,1421,0.457,190,505,0.376237623762376,460,916,0.502183406113537,0.524,520,633,0.821,224,739,963,341,59,35,196,136,2010,2013-2014,2013
+Kyle Lowry,PG,27,TOR,79,79,2862,457,1080,0.423,190,500,0.38,267,580,0.460344827586207,0.511,313,385,0.813,88,281,369,586,121,15,194,267,1417,2013-2014,2013
+John Lucas,PG,31,UTA,42,6,591,62,190,0.326,25,84,0.297619047619048,37,106,0.349056603773585,0.392,10,16,0.625,12,27,39,42,14,0,22,41,159,2013-2014,2013
+Shelvin Mack,PG,23,ATL,73,11,1490,209,501,0.417,62,184,0.33695652173913,147,317,0.463722397476341,0.479,64,74,0.865,21,139,160,271,50,2,89,100,544,2013-2014,2013
+Ian Mahinmi,C,27,IND,77,1,1248,91,189,0.481,0,1,0,91,188,0.484042553191489,0.481,90,145,0.621,107,150,257,24,41,72,58,207,272,2013-2014,2013
+Shawn Marion,SF,35,DAL,76,76,2409,341,708,0.482,58,162,0.358024691358025,283,546,0.518315018315018,0.523,51,65,0.785,132,365,497,124,90,37,95,125,791,2013-2014,2013
+Kendall Marshall,PG,22,LAL,54,45,1564,170,419,0.406,71,178,0.398876404494382,99,241,0.410788381742739,0.49,19,36,0.528,15,140,155,477,48,4,150,76,430,2013-2014,2013
+Cartier Martin,SF,29,TOT,59,6,870,111,264,0.42,59,151,0.390728476821192,52,113,0.460176991150442,0.532,48,65,0.738,13,97,110,33,27,7,34,71,329,2013-2014,2013
+Kenyon Martin,PF,36,NYK,32,15,633,63,123,0.512,0,1,0,63,122,0.516393442622951,0.512,11,19,0.579,36,98,134,50,25,27,26,85,137,2013-2014,2013
+Kevin Martin,SG,30,MIN,68,68,2177,440,1023,0.43,115,297,0.387205387205387,325,726,0.447658402203857,0.486,303,340,0.891,34,169,203,121,66,6,106,123,1298,2013-2014,2013
+Roger Mason,SG,33,MIA,25,2,260,25,67,0.373,17,48,0.354166666666667,8,19,0.421052631578947,0.5,7,7,1,1,21,22,19,6,1,9,26,74,2013-2014,2013
+Wesley Matthews,SG,27,POR,82,82,2780,445,1009,0.441,201,511,0.393346379647749,244,498,0.48995983935743,0.541,252,301,0.837,51,238,289,197,76,14,110,176,1343,2013-2014,2013
+Jason Maxiell,PF,30,ORL,34,13,488,47,105,0.448,0,0,NA,47,105,0.447619047619048,0.448,15,31,0.484,28,58,86,9,8,20,14,47,109,2013-2014,2013
+Eric Maynor,PG,26,TOT,31,0,327,32,101,0.317,12,37,0.324324324324324,20,64,0.3125,0.376,6,11,0.545,9,30,39,52,9,3,29,17,82,2013-2014,2013
+O.J. Mayo,SG,26,MIL,52,23,1346,224,550,0.407,84,227,0.370044052863436,140,323,0.43343653250774,0.484,76,88,0.864,24,100,124,113,28,13,95,111,608,2013-2014,2013
+Luc Mbah a Moute,PF,27,TOT,64,7,1003,87,193,0.451,4,17,0.235294117647059,83,176,0.471590909090909,0.461,46,67,0.687,56,90,146,36,30,14,40,68,224,2013-2014,2013
+Ray McCallum,PG,22,SAC,45,10,897,113,300,0.377,22,59,0.372881355932203,91,241,0.377593360995851,0.413,32,43,0.744,18,61,79,120,22,9,39,69,280,2013-2014,2013
+C.J. McCollum,SG,22,POR,38,0,476,74,178,0.416,30,80,0.375,44,98,0.448979591836735,0.5,23,34,0.676,7,41,48,27,14,2,35,53,201,2013-2014,2013
+JaVale McGee,C,26,DEN,5,5,79,17,38,0.447,0,0,NA,17,38,0.447368421052632,0.447,1,1,1,10,7,17,2,1,7,8,16,35,2013-2014,2013
+Ben McLemore,SG,20,SAC,82,55,2187,255,679,0.376,95,297,0.31986531986532,160,382,0.418848167539267,0.446,115,143,0.804,53,182,235,82,45,18,96,201,720,2013-2014,2013
+Josh McRoberts,PF,26,CHA,78,78,2360,247,566,0.436,105,291,0.360824742268041,142,275,0.516363636363636,0.529,62,85,0.729,85,288,373,333,58,46,83,189,661,2013-2014,2013
+Jodie Meeks,SG,26,LAL,77,70,2556,413,892,0.463,162,404,0.400990099009901,251,488,0.514344262295082,0.554,221,258,0.857,30,164,194,138,111,4,111,119,1209,2013-2014,2013
+Gal Mekel,PG,25,DAL,31,1,292,30,86,0.349,5,20,0.25,25,66,0.378787878787879,0.378,8,12,0.667,5,22,27,63,4,1,31,31,73,2013-2014,2013
+Khris Middleton,SF,22,MIL,82,64,2460,376,854,0.44,120,290,0.413793103448276,256,564,0.453900709219858,0.511,118,137,0.861,60,250,310,169,83,20,123,243,990,2013-2014,2013
+C.J. Miles,SG,26,CLE,51,34,984,178,409,0.435,83,211,0.393364928909953,95,198,0.47979797979798,0.537,64,75,0.853,18,85,103,52,46,15,44,103,503,2013-2014,2013
+Andre Miller,SG,37,TOT,58,2,982,106,231,0.459,11,21,0.523809523809524,95,210,0.452380952380952,0.483,60,77,0.779,28,102,130,197,34,9,61,75,283,2013-2014,2013
+Darius Miller,SF,23,NOP,45,7,723,73,166,0.44,25,77,0.324675324675325,48,89,0.539325842696629,0.515,29,36,0.806,9,43,52,43,24,9,22,88,200,2013-2014,2013
+Mike Miller,SF,33,MEM,82,4,1707,213,443,0.481,107,233,0.459227467811159,106,210,0.504761904761905,0.602,46,56,0.821,30,177,207,130,26,5,77,95,579,2013-2014,2013
+Quincy Miller,SF,21,DEN,52,16,789,94,256,0.367,30,94,0.319148936170213,64,162,0.395061728395062,0.426,39,55,0.709,36,111,147,26,22,32,48,70,257,2013-2014,2013
+Patrick Mills,PG,25,SAS,81,2,1527,309,666,0.464,135,318,0.424528301886792,174,348,0.5,0.565,73,82,0.89,34,135,169,149,68,9,63,114,826,2013-2014,2013
+Paul Millsap,PF,28,ATL,74,73,2482,483,1047,0.461,76,212,0.358490566037736,407,835,0.487425149700599,0.498,286,391,0.731,154,473,627,232,129,78,185,210,1328,2013-2014,2013
+Tony Mitchell,PF,21,DET,21,0,79,5,12,0.417,1,1,1,4,11,0.363636363636364,0.458,11,19,0.579,15,11,26,2,6,3,4,9,22,2013-2014,2013
+Nazr Mohammed,C,36,CHI,80,1,562,54,126,0.429,0,0,NA,54,126,0.428571428571429,0.429,16,30,0.533,66,109,175,20,14,30,37,77,124,2013-2014,2013
+Greg Monroe,PF,23,DET,82,82,2690,504,1015,0.497,0,1,0,504,1014,0.497041420118343,0.497,241,367,0.657,256,504,760,171,91,47,166,205,1249,2013-2014,2013
+E'Twaun Moore,SG,24,ORL,79,3,1506,195,456,0.428,57,161,0.354037267080745,138,295,0.467796610169492,0.49,52,68,0.765,29,107,136,112,60,13,55,106,499,2013-2014,2013
+Darius Morris,PG,23,TOT,27,0,313,39,96,0.406,12,38,0.315789473684211,27,58,0.46551724137931,0.469,17,26,0.654,7,19,26,44,13,0,27,33,107,2013-2014,2013
+Marcus Morris,SF,24,PHO,82,1,1800,288,651,0.442,99,260,0.380769230769231,189,391,0.483375959079284,0.518,121,159,0.761,84,235,319,88,72,18,95,157,796,2013-2014,2013
+Markieff Morris,PF,24,PHO,81,0,2153,411,845,0.486,34,108,0.314814814814815,377,737,0.511533242876526,0.507,259,327,0.792,139,346,485,144,68,51,147,232,1115,2013-2014,2013
+Anthony Morrow,SG,28,NOP,76,9,1426,238,520,0.458,88,195,0.451282051282051,150,325,0.461538461538462,0.542,72,87,0.828,29,111,140,59,38,12,51,102,636,2013-2014,2013
+Donatas Motiejunas,PF,23,HOU,62,3,952,131,296,0.443,21,84,0.25,110,212,0.518867924528302,0.478,58,96,0.604,60,165,225,34,20,21,49,132,341,2013-2014,2013
+Arnett Moultrie,PF,23,PHI,12,2,187,16,38,0.421,0,0,NA,16,38,0.421052631578947,0.421,4,5,0.8,11,24,35,2,8,4,7,22,36,2013-2014,2013
+Timofey Mozgov,C,27,DEN,82,30,1770,285,545,0.523,4,24,0.166666666666667,281,521,0.539347408829175,0.527,196,260,0.754,171,357,528,62,27,100,122,213,770,2013-2014,2013
+Shabazz Muhammad,SG,21,MIN,37,0,290,57,124,0.46,3,11,0.272727272727273,54,113,0.47787610619469,0.472,26,40,0.65,24,29,53,6,8,1,16,24,143,2013-2014,2013
+Byron Mullens,C,24,TOT,45,0,414,73,165,0.442,33,89,0.370786516853933,40,76,0.526315789473684,0.542,10,20,0.5,24,68,92,14,15,11,27,64,189,2013-2014,2013
+Erik Murphy,C,23,CHI,24,0,62,3,13,0.231,0,3,0,3,10,0.3,0.231,0,0,NA,2,6,8,2,0,4,2,7,6,2013-2014,2013
+Toure' Murry,PG,24,NYK,51,0,373,56,129,0.434,5,12,0.416666666666667,51,117,0.435897435897436,0.453,23,39,0.59,13,31,44,49,19,1,34,46,140,2013-2014,2013
+Mike Muscala,C,22,ATL,20,0,215,31,73,0.425,0,3,0,31,70,0.442857142857143,0.425,14,14,1,17,35,52,7,3,10,12,29,76,2013-2014,2013
+Hamady N'Diaye,C,27,SAC,14,0,74,3,9,0.333,0,0,NA,3,9,0.333333333333333,0.333,0,1,0,5,13,18,3,0,4,3,15,6,2013-2014,2013
+Steve Nash,PG,39,LAL,15,10,313,36,94,0.383,8,24,0.333333333333333,28,70,0.4,0.426,22,24,0.917,4,25,29,86,7,2,31,18,102,2013-2014,2013
+Gary Neal,SG,29,TOT,52,3,1114,193,471,0.41,68,180,0.377777777777778,125,291,0.429553264604811,0.482,94,105,0.895,10,80,90,83,18,0,64,65,548,2013-2014,2013
+Nemanja Nedovic,SG,22,GSW,24,0,142,8,39,0.205,3,18,0.166666666666667,5,21,0.238095238095238,0.244,7,8,0.875,3,12,15,13,0,1,13,13,26,2013-2014,2013
+Jameer Nelson,PG,31,ORL,68,68,2179,294,747,0.394,136,391,0.347826086956522,158,356,0.443820224719101,0.485,96,112,0.857,29,202,231,476,52,5,166,146,820,2013-2014,2013
+Andrew Nicholson,PF,24,ORL,76,5,1174,180,420,0.429,28,89,0.314606741573034,152,331,0.459214501510574,0.462,47,57,0.825,53,202,255,25,18,23,51,150,435,2013-2014,2013
+Joakim Noah,C,28,CHI,80,80,2820,380,800,0.475,0,2,0,380,798,0.476190476190476,0.475,247,335,0.737,282,618,900,431,99,121,194,245,1007,2013-2014,2013
+Steve Novak,PF,30,TOR,54,1,540,60,146,0.411,52,122,0.426229508196721,8,24,0.333333333333333,0.589,6,6,1,8,50,58,13,12,4,5,44,178,2013-2014,2013
+Dirk Nowitzki,PF,35,DAL,80,80,2628,633,1273,0.497,131,329,0.398176291793313,502,944,0.531779661016949,0.549,338,376,0.899,40,458,498,216,73,45,117,165,1735,2013-2014,2013
+James Nunnally,SF,23,TOT,13,0,165,15,46,0.326,8,25,0.32,7,21,0.333333333333333,0.413,6,9,0.667,1,18,19,8,6,2,7,11,44,2013-2014,2013
+Jermaine O'Neal,PF,35,GSW,44,13,883,125,248,0.504,0,0,NA,125,248,0.504032258064516,0.504,99,132,0.75,85,157,242,25,14,40,52,102,349,2013-2014,2013
+Kyle O'Quinn,C,23,ORL,69,19,1188,186,371,0.501,0,3,0,186,368,0.505434782608696,0.501,57,83,0.687,100,264,364,78,39,88,78,165,429,2013-2014,2013
+Greg Oden,C,26,MIA,23,6,212,27,49,0.551,0,0,NA,27,49,0.551020408163265,0.551,13,23,0.565,23,31,54,1,7,13,12,52,67,2013-2014,2013
+Victor Oladipo,PG,21,ORL,80,44,2487,392,936,0.419,74,226,0.327433628318584,318,710,0.447887323943662,0.458,248,318,0.78,43,286,329,327,129,37,256,210,1106,2013-2014,2013
+Kelly Olynyk,C,22,BOS,70,9,1400,234,502,0.466,40,114,0.350877192982456,194,388,0.5,0.506,99,122,0.811,140,225,365,109,35,27,106,227,607,2013-2014,2013
+Arinze Onuaku,PF,26,TOT,5,0,30,1,5,0.2,0,0,NA,1,5,0.2,0.2,1,2,0.5,2,6,8,3,0,0,1,3,3,2013-2014,2013
+Daniel Orton,C,23,PHI,22,4,251,21,47,0.447,0,0,NA,21,47,0.446808510638298,0.447,23,30,0.767,16,45,61,15,6,16,18,38,65,2013-2014,2013
+Travis Outlaw,SF,29,SAC,63,4,1065,130,326,0.399,41,117,0.35042735042735,89,209,0.425837320574163,0.462,42,52,0.808,36,132,168,48,20,19,26,94,343,2013-2014,2013
+Zaza Pachulia,C,29,MIL,53,43,1325,149,349,0.427,0,1,0,149,348,0.42816091954023,0.427,110,130,0.846,141,192,333,136,45,14,92,124,408,2013-2014,2013
+Jannero Pargo,PG,34,CHA,29,0,242,52,118,0.441,24,60,0.4,28,58,0.482758620689655,0.542,8,11,0.727,1,19,20,52,14,1,26,17,136,2013-2014,2013
+Tony Parker,PG,31,SAS,68,68,1997,456,914,0.499,25,67,0.373134328358209,431,847,0.508854781582054,0.513,197,243,0.811,17,138,155,388,36,9,151,86,1134,2013-2014,2013
+Chandler Parsons,SF,25,HOU,74,74,2783,466,987,0.472,130,351,0.37037037037037,336,636,0.528301886792453,0.538,164,221,0.742,69,340,409,298,88,29,144,168,1226,2013-2014,2013
+Patrick Patterson,PF,24,TOT,65,13,1533,225,489,0.46,55,151,0.364238410596026,170,338,0.502958579881657,0.516,50,71,0.704,117,225,342,78,55,37,65,159,555,2013-2014,2013
+Chris Paul,PG,28,LAC,62,62,2171,406,870,0.467,78,212,0.367924528301887,328,658,0.498480243161094,0.511,295,345,0.855,38,230,268,663,154,4,145,157,1185,2013-2014,2013
+Nikola Pekovic,C,28,MIN,54,54,1663,379,701,0.541,0,0,NA,379,701,0.540656205420827,0.541,186,249,0.747,206,262,468,50,30,23,84,129,944,2013-2014,2013
+Kendrick Perkins,C,29,OKC,62,62,1207,87,193,0.451,0,1,0,87,192,0.453125,0.451,37,67,0.552,82,223,305,67,26,32,90,177,211,2013-2014,2013
+Paul Pierce,SF,36,BRK,75,68,2098,321,712,0.451,112,300,0.373333333333333,209,412,0.507281553398058,0.529,256,310,0.826,26,322,348,178,86,31,153,190,1010,2013-2014,2013
+Dexter Pittman,C,25,ATL,2,0,3,0,1,0,0,0,NA,0,1,0,0,0,2,0,3,0,3,0,0,0,0,0,0,2013-2014,2013
+Mason Plumlee,PF,23,BRK,70,22,1275,199,302,0.659,0,3,0,199,299,0.665551839464883,0.659,122,195,0.626,99,209,308,60,49,55,77,171,520,2013-2014,2013
+Miles Plumlee,C,25,PHO,80,79,1964,286,553,0.517,0,0,NA,286,553,0.517179023508137,0.517,74,132,0.561,198,428,626,43,50,90,111,185,646,2013-2014,2013
+Quincy Pondexter,SG,25,MEM,15,2,270,31,79,0.392,11,34,0.323529411764706,20,45,0.444444444444444,0.462,21,26,0.808,10,16,26,20,5,1,15,18,94,2013-2014,2013
+Otto Porter,SF,20,WAS,37,0,319,33,91,0.363,4,21,0.19047619047619,29,70,0.414285714285714,0.385,8,12,0.667,21,36,57,10,8,1,14,26,78,2013-2014,2013
+Josh Powell,F,31,HOU,1,0,19,2,6,0.333,0,0,NA,2,6,0.333333333333333,0.333,0,0,NA,0,5,5,0,0,1,1,1,4,2013-2014,2013
+Phil Pressey,PG,22,BOS,75,11,1132,78,253,0.308,28,106,0.264150943396226,50,147,0.340136054421769,0.364,29,45,0.644,20,85,105,241,68,5,87,97,213,2013-2014,2013
+A.J. Price,SG,27,MIN,28,0,99,19,46,0.413,6,22,0.272727272727273,13,24,0.541666666666667,0.478,0,2,0,1,9,10,13,1,0,7,5,44,2013-2014,2013
+Ronnie Price,SG,30,ORL,31,2,377,28,92,0.304,9,43,0.209302325581395,19,49,0.387755102040816,0.353,9,13,0.692,8,35,43,66,25,2,26,50,74,2013-2014,2013
+Pablo Prigioni,PG,36,NYK,66,27,1283,88,191,0.461,65,140,0.464285714285714,23,51,0.450980392156863,0.631,11,12,0.917,36,93,129,228,67,2,60,132,252,2013-2014,2013
+Tayshaun Prince,SF,33,MEM,76,76,1948,200,492,0.407,20,69,0.289855072463768,180,423,0.425531914893617,0.427,34,60,0.567,32,202,234,119,39,19,41,63,454,2013-2014,2013
+Miroslav Raduljica,C,26,MIL,48,2,465,68,126,0.54,0,0,NA,68,126,0.53968253968254,0.54,45,55,0.818,54,54,108,23,7,13,28,84,181,2013-2014,2013
+Anthony Randolph,PF,24,DEN,43,5,527,68,176,0.386,18,61,0.295081967213115,50,115,0.434782608695652,0.438,52,69,0.754,20,102,122,32,26,19,39,64,206,2013-2014,2013
+Shavlik Randolph,PF,30,PHO,14,0,95,7,14,0.5,0,0,NA,7,14,0.5,0.5,6,11,0.545,7,18,25,1,3,1,5,15,20,2013-2014,2013
+Zach Randolph,PF,32,MEM,79,79,2705,560,1198,0.467,2,20,0.1,558,1178,0.473684210526316,0.468,250,337,0.742,265,530,795,200,54,23,183,210,1372,2013-2014,2013
+J.J. Redick,SG,29,LAC,35,34,987,181,398,0.455,73,185,0.394594594594595,108,213,0.507042253521127,0.546,97,106,0.915,9,65,74,78,28,3,42,65,532,2013-2014,2013
+Glen Rice,SG,23,WAS,11,1,109,11,37,0.297,5,17,0.294117647058824,6,20,0.3,0.365,5,7,0.714,4,16,20,7,6,1,9,7,32,2013-2014,2013
+Luke Ridnour,PG,32,TOT,61,14,1141,126,327,0.385,37,108,0.342592592592593,89,219,0.406392694063927,0.442,17,26,0.654,23,74,97,176,32,8,66,92,306,2013-2014,2013
+Austin Rivers,SG,21,NOP,69,4,1339,192,474,0.405,36,99,0.363636363636364,156,375,0.416,0.443,110,173,0.636,26,103,129,160,45,9,77,134,530,2013-2014,2013
+Andre Roberson,PF,22,OKC,40,16,399,33,68,0.485,2,13,0.153846153846154,31,55,0.563636363636364,0.5,7,10,0.7,36,58,94,15,19,10,19,74,75,2013-2014,2013
+Brian Roberts,PG,28,NOP,72,42,1667,244,581,0.42,64,178,0.359550561797753,180,403,0.446650124069479,0.475,125,133,0.94,17,119,136,234,43,7,95,132,677,2013-2014,2013
+Nate Robinson,PG,29,DEN,44,1,866,164,383,0.428,58,154,0.376623376623377,106,229,0.462882096069869,0.504,71,85,0.835,21,60,81,112,36,4,58,92,457,2013-2014,2013
+Thomas Robinson,PF,22,POR,70,0,873,141,293,0.481,0,1,0,141,292,0.482876712328767,0.481,57,101,0.564,105,202,307,34,23,20,57,131,339,2013-2014,2013
+Rajon Rondo,PG,27,BOS,30,30,998,141,350,0.403,26,90,0.288888888888889,115,260,0.442307692307692,0.44,42,67,0.627,22,142,164,294,40,2,99,65,350,2013-2014,2013
+Derrick Rose,PG,25,CHI,10,10,311,58,164,0.354,16,47,0.340425531914894,42,117,0.358974358974359,0.402,27,32,0.844,9,23,32,43,5,1,34,15,159,2013-2014,2013
+Terrence Ross,SG,22,TOR,81,62,2159,318,751,0.423,161,408,0.394607843137255,157,343,0.457725947521866,0.531,82,98,0.837,43,209,252,79,64,27,88,183,879,2013-2014,2013
+Ricky Rubio,PG,23,MIN,82,82,2638,255,670,0.381,44,133,0.330827067669173,211,537,0.39292364990689,0.413,227,283,0.802,61,281,342,704,191,11,221,218,781,2013-2014,2013
+Brandon Rush,SG,28,UTA,38,0,418,30,90,0.333,16,47,0.340425531914894,14,43,0.325581395348837,0.422,3,5,0.6,5,39,44,24,5,9,20,31,79,2013-2014,2013
+Robert Sacre,C,24,LAL,65,13,1089,143,300,0.477,0,0,NA,143,300,0.476666666666667,0.477,64,94,0.681,82,172,254,51,24,47,44,134,350,2013-2014,2013
+John Salmons,SG,34,TOT,78,8,1726,150,413,0.363,63,163,0.386503067484663,87,250,0.348,0.439,40,52,0.769,20,143,163,147,47,19,54,124,403,2013-2014,2013
+Larry Sanders,C,25,MIL,23,20,584,76,162,0.469,0,1,0,76,161,0.472049689440994,0.469,26,55,0.473,60,105,165,19,18,40,26,74,178,2013-2014,2013
+Dennis Schröder,PG,20,ATL,49,0,641,72,188,0.383,10,42,0.238095238095238,62,146,0.424657534246575,0.41,29,43,0.674,5,55,60,93,17,0,61,54,183,2013-2014,2013
+Luis Scola,PF,33,IND,82,2,1399,263,560,0.47,1,7,0.142857142857143,262,553,0.47377938517179,0.471,99,136,0.728,86,305,391,81,26,16,108,164,626,2013-2014,2013
+Mike Scott,PF,25,ATL,80,6,1482,301,628,0.479,62,200,0.31,239,428,0.558411214953271,0.529,103,132,0.78,62,222,284,75,30,7,79,121,767,2013-2014,2013
+Thabo Sefolosha,SG,29,OKC,61,61,1584,141,340,0.415,48,152,0.315789473684211,93,188,0.49468085106383,0.485,53,69,0.768,50,170,220,94,79,17,55,90,383,2013-2014,2013
+Kevin Seraphin,C,24,WAS,53,1,578,111,220,0.505,0,0,NA,111,220,0.504545454545455,0.505,27,31,0.871,53,75,128,17,3,26,41,103,249,2013-2014,2013
+Ramon Sessions,PG,27,TOT,83,19,2214,330,769,0.429,35,124,0.282258064516129,295,645,0.457364341085271,0.452,326,404,0.807,38,165,203,340,49,9,148,90,1021,2013-2014,2013
+Mustafa Shakur,PG,29,OKC,3,0,11,0,3,0,0,1,0,0,2,0,0,1,2,0.5,0,0,0,4,0,0,2,2,1,2013-2014,2013
+Tornike Shengelia,SF,22,TOT,26,0,154,13,28,0.464,0,6,0,13,22,0.590909090909091,0.464,3,8,0.375,4,12,16,14,3,1,12,18,29,2013-2014,2013
+Iman Shumpert,SG,23,NYK,74,58,1962,183,484,0.378,76,228,0.333333333333333,107,256,0.41796875,0.457,53,71,0.746,81,227,308,129,92,13,79,209,495,2013-2014,2013
+Alexey Shved,SG,25,MIN,63,0,664,76,237,0.321,30,102,0.294117647058824,46,135,0.340740740740741,0.384,68,90,0.756,21,60,81,68,26,16,48,36,250,2013-2014,2013
+Henry Sims,C,23,TOT,46,25,875,130,274,0.474,0,1,0,130,273,0.476190476190476,0.474,90,121,0.744,104,133,237,52,28,20,41,116,350,2013-2014,2013
+Kyle Singler,SF,25,DET,82,36,2337,269,602,0.447,94,246,0.382113821138211,175,356,0.491573033707865,0.525,152,184,0.826,116,187,303,75,61,38,79,211,784,2013-2014,2013
+Chris Singleton,SF,24,WAS,25,0,250,25,67,0.373,7,19,0.368421052631579,18,48,0.375,0.425,18,25,0.72,18,37,55,6,9,3,17,25,75,2013-2014,2013
+Peyton Siva,SG,23,DET,24,0,224,18,57,0.316,7,25,0.28,11,32,0.34375,0.377,11,15,0.733,2,12,14,34,9,1,18,27,54,2013-2014,2013
+Donald Sloan,SG,26,IND,48,1,392,44,117,0.376,10,42,0.238095238095238,34,75,0.453333333333333,0.419,12,20,0.6,4,40,44,50,10,1,22,19,110,2013-2014,2013
+Chris Smith,PG,26,NYK,2,0,2,0,0,NA,0,0,NA,0,0,NA,NA,0,0,NA,0,0,0,0,0,0,0,0,0,2013-2014,2013
+Greg Smith,C,23,HOU,11,0,100,18,28,0.643,0,0,NA,18,28,0.642857142857143,0.643,2,5,0.4,11,16,27,0,1,2,5,17,38,2013-2014,2013
+Ish Smith,PG,25,PHO,70,1,1006,119,281,0.423,1,23,0.0434782608695652,118,258,0.457364341085271,0.425,22,39,0.564,31,98,129,179,49,13,65,66,261,2013-2014,2013
+J.R. Smith,SF,28,NYK,74,37,2421,396,955,0.415,189,480,0.39375,207,475,0.435789473684211,0.514,90,138,0.652,35,261,296,219,65,20,108,196,1071,2013-2014,2013
+Jason Smith,PF,27,NOP,31,27,830,131,282,0.465,0,0,NA,131,282,0.464539007092199,0.465,39,50,0.78,51,130,181,29,11,29,28,100,301,2013-2014,2013
+Josh Smith,SF,28,DET,77,76,2730,517,1233,0.419,70,265,0.264150943396226,447,968,0.461776859504132,0.448,160,301,0.532,102,418,520,252,105,110,199,197,1264,2013-2014,2013
+Tony Snell,SG,22,CHI,77,12,1231,129,336,0.384,57,178,0.320224719101124,72,158,0.455696202531646,0.469,31,41,0.756,19,105,124,68,29,15,44,84,346,2013-2014,2013
+James Southerland,SF,23,TOT,4,0,30,5,15,0.333,3,6,0.5,2,9,0.222222222222222,0.433,1,2,0.5,0,8,8,0,1,2,1,3,14,2013-2014,2013
+Marreese Speights,C,26,GSW,79,3,982,195,442,0.441,8,31,0.258064516129032,187,411,0.454987834549878,0.45,110,134,0.821,101,189,290,32,10,34,66,148,508,2013-2014,2013
+Tiago Splitter,C,29,SAS,59,50,1271,181,346,0.523,0,3,0,181,343,0.527696793002915,0.523,121,173,0.699,123,240,363,90,29,31,75,117,483,2013-2014,2013
+D.J. Stephens,SG,23,MIL,3,0,15,3,7,0.429,0,0,NA,3,7,0.428571428571429,0.429,1,1,1,1,4,5,0,0,0,0,0,7,2013-2014,2013
+Lance Stephenson,SG,23,IND,78,78,2752,427,870,0.491,86,244,0.352459016393443,341,626,0.544728434504792,0.54,140,197,0.711,95,463,558,359,54,7,210,195,1080,2013-2014,2013
+Greg Stiemsma,C,28,NOP,55,20,1007,70,122,0.574,0,1,0,70,121,0.578512396694215,0.574,19,32,0.594,72,154,226,36,35,57,44,169,159,2013-2014,2013
+Julyan Stone,SG,25,TOR,21,0,120,7,17,0.412,2,8,0.25,5,9,0.555555555555556,0.471,2,3,0.667,2,18,20,12,3,0,5,13,18,2013-2014,2013
+Amar'e Stoudemire,C,31,NYK,65,21,1466,311,558,0.557,0,0,NA,311,558,0.557347670250896,0.557,150,203,0.739,112,208,320,34,23,37,91,159,772,2013-2014,2013
+Rodney Stuckey,SG,27,DET,73,5,1950,372,853,0.436,24,88,0.272727272727273,348,765,0.454901960784314,0.45,244,292,0.836,39,130,169,152,54,10,125,131,1012,2013-2014,2013
+Jared Sullinger,PF,21,BOS,74,44,2041,384,899,0.427,56,208,0.269230769230769,328,691,0.474674384949349,0.458,158,203,0.778,241,360,601,118,35,49,119,251,982,2013-2014,2013
+Jeffery Taylor,SF,24,CHA,26,8,629,82,218,0.376,18,67,0.26865671641791,64,151,0.423841059602649,0.417,26,47,0.553,15,45,60,22,13,5,25,62,208,2013-2014,2013
+Tyshawn Taylor,PG,23,BRK,23,3,270,31,91,0.341,3,12,0.25,28,79,0.354430379746835,0.357,24,30,0.8,3,12,15,36,12,1,31,29,89,2013-2014,2013
+Jeff Teague,PG,25,ATL,79,79,2542,456,1040,0.438,74,225,0.328888888888889,382,815,0.468711656441718,0.474,318,376,0.846,34,174,208,528,89,17,232,158,1304,2013-2014,2013
+Marquis Teague,SG,20,TOT,40,3,443,38,119,0.319,5,18,0.277777777777778,33,101,0.326732673267327,0.34,26,35,0.743,1,39,40,58,10,5,39,46,107,2013-2014,2013
+Mirza Teletovic,SF,28,BRK,72,7,1396,221,529,0.418,136,349,0.389684813753582,85,180,0.472222222222222,0.546,44,62,0.71,60,206,266,57,29,23,54,143,622,2013-2014,2013
+Garrett Temple,SG,27,WAS,75,0,638,51,141,0.362,6,29,0.206896551724138,45,112,0.401785714285714,0.383,30,43,0.698,21,47,68,72,35,11,42,72,138,2013-2014,2013
+Jason Terry,PG,36,BRK,35,0,570,55,152,0.362,39,103,0.378640776699029,16,49,0.326530612244898,0.49,10,15,0.667,4,33,37,56,13,0,27,48,159,2013-2014,2013
+Hasheem Thabeet,C,26,OKC,23,0,192,13,23,0.565,0,0,NA,13,23,0.565217391304348,0.565,1,5,0.2,9,31,40,1,4,9,14,47,27,2013-2014,2013
+Adonis Thomas,SF,20,TOT,6,1,37,6,14,0.429,1,5,0.2,5,9,0.555555555555556,0.464,1,1,1,0,3,3,3,0,0,1,6,14,2013-2014,2013
+Isaiah Thomas,PG,24,SAC,72,54,2497,496,1096,0.453,127,364,0.348901098901099,369,732,0.504098360655738,0.51,346,407,0.85,47,163,210,454,93,8,213,185,1465,2013-2014,2013
+Lance Thomas,SF,25,NOP,5,0,42,2,9,0.222,0,0,NA,2,9,0.222222222222222,0.222,2,4,0.5,2,5,7,3,0,0,2,4,6,2013-2014,2013
+Malcolm Thomas,PF,25,TOT,8,0,63,7,16,0.438,1,4,0.25,6,12,0.5,0.469,0,2,0,5,16,21,2,0,3,9,5,15,2013-2014,2013
+Hollis Thompson,SF,22,PHI,77,41,1742,171,372,0.46,67,167,0.401197604790419,104,205,0.507317073170732,0.55,52,73,0.712,73,174,247,73,53,12,60,144,461,2013-2014,2013
+Jason Thompson,PF,27,SAC,82,61,2007,251,496,0.506,0,0,NA,251,496,0.506048387096774,0.506,84,145,0.579,153,374,527,53,32,56,95,251,586,2013-2014,2013
+Klay Thompson,SG,23,GSW,81,81,2868,559,1259,0.444,223,535,0.416822429906542,336,724,0.464088397790055,0.533,147,185,0.795,38,211,249,181,74,37,135,234,1488,2013-2014,2013
+Tristan Thompson,PF,22,CLE,82,82,2594,363,761,0.477,0,1,0,363,760,0.477631578947368,0.477,235,339,0.693,269,485,754,72,42,35,108,188,961,2013-2014,2013
+Marcus Thornton,SG,26,TOT,72,27,1741,252,639,0.394,109,316,0.34493670886076,143,323,0.442724458204334,0.48,90,112,0.804,57,141,198,77,58,11,67,110,703,2013-2014,2013
+Jamaal Tinsley,PG,35,UTA,8,5,110,4,20,0.2,1,15,0.0666666666666667,3,5,0.6,0.225,0,0,NA,2,9,11,23,2,0,9,10,9,2013-2014,2013
+Anthony Tolliver,PF,28,CHA,64,9,1298,129,307,0.42,102,247,0.412955465587045,27,60,0.45,0.586,33,41,0.805,33,135,168,42,19,15,23,82,393,2013-2014,2013
+P.J. Tucker,SF,28,PHO,81,81,2490,265,615,0.431,74,191,0.387434554973822,191,424,0.450471698113208,0.491,156,201,0.776,161,368,529,141,110,23,102,204,760,2013-2014,2013
+Ronny Turiaf,PF,31,MIN,31,10,606,64,107,0.598,0,0,NA,64,107,0.598130841121495,0.598,21,50,0.42,55,119,174,24,8,50,24,65,149,2013-2014,2013
+Hedo Turkoglu,SF,34,LAC,38,0,392,42,109,0.385,22,50,0.44,20,59,0.338983050847458,0.486,9,18,0.5,11,78,89,33,19,10,16,50,115,2013-2014,2013
+Evan Turner,SF,25,TOT,81,56,2457,434,1021,0.425,50,156,0.320512820512821,384,865,0.44393063583815,0.45,213,262,0.813,62,346,408,262,67,7,189,195,1131,2013-2014,2013
+Jeremy Tyler,C,22,NYK,41,0,398,60,116,0.517,0,0,NA,60,116,0.517241379310345,0.517,26,48,0.542,38,71,109,8,6,20,26,70,146,2013-2014,2013
+Ekpe Udoh,PF,26,MIL,42,14,804,57,143,0.399,0,0,NA,57,143,0.398601398601399,0.399,30,47,0.638,61,87,148,31,15,44,38,96,144,2013-2014,2013
+Beno Udrih,SG,31,TOT,41,12,643,78,178,0.438,19,42,0.452380952380952,59,136,0.433823529411765,0.492,25,30,0.833,10,49,59,116,23,4,47,50,200,2013-2014,2013
+Jonas Valanciunas,C,21,TOR,81,81,2282,359,676,0.531,0,1,0,359,675,0.531851851851852,0.531,198,260,0.762,226,488,714,57,24,71,136,249,916,2013-2014,2013
+Anderson Varejao,C,31,CLE,65,29,1800,227,459,0.495,0,7,0,227,452,0.502212389380531,0.495,92,135,0.681,187,442,629,140,69,39,72,164,546,2013-2014,2013
+Jarvis Varnado,PF,25,TOT,24,0,339,36,60,0.6,0,0,NA,36,60,0.6,0.6,27,52,0.519,19,44,63,13,10,29,10,62,99,2013-2014,2013
+Greivis Vasquez,SG,27,TOT,79,23,1779,277,658,0.421,109,289,0.377162629757785,168,369,0.455284552845528,0.504,95,108,0.88,20,153,173,323,31,5,128,143,758,2013-2014,2013
+Jan Vesely,PF,23,TOT,54,1,776,89,173,0.514,0,0,NA,89,173,0.514450867052023,0.514,19,56,0.339,81,110,191,21,53,35,36,121,197,2013-2014,2013
+Charlie Villanueva,PF,29,DET,20,0,180,35,92,0.38,14,56,0.25,21,36,0.583333333333333,0.457,8,14,0.571,6,28,34,6,4,5,7,16,92,2013-2014,2013
+Nikola Vucevic,C,23,ORL,57,57,1812,353,696,0.507,0,0,NA,353,696,0.507183908045977,0.507,105,137,0.766,185,441,626,104,60,47,112,169,811,2013-2014,2013
+Sasha Vujacic,SG,29,LAC,2,0,10,2,5,0.4,1,2,0.5,1,3,0.333333333333333,0.5,0,0,NA,0,3,3,0,1,0,3,1,5,2013-2014,2013
+Dwyane Wade,SG,32,MIA,54,53,1775,415,761,0.545,9,32,0.28125,406,729,0.556927297668038,0.551,189,258,0.733,60,181,241,252,79,29,161,106,1028,2013-2014,2013
+Dion Waiters,SG,22,CLE,70,24,2072,430,993,0.433,92,250,0.368,338,743,0.454912516823688,0.479,161,235,0.685,32,163,195,209,63,17,154,153,1113,2013-2014,2013
+Kemba Walker,PG,23,CHA,73,73,2614,449,1143,0.393,109,327,0.333333333333333,340,816,0.416666666666667,0.441,282,337,0.837,39,267,306,447,86,32,169,128,1289,2013-2014,2013
+John Wall,PG,23,WAS,82,82,2980,579,1337,0.433,108,308,0.350649350649351,471,1029,0.457725947521866,0.473,317,394,0.805,38,295,333,721,149,40,295,219,1583,2013-2014,2013
+Gerald Wallace,SF,31,BOS,58,16,1416,116,230,0.504,19,64,0.296875,97,166,0.58433734939759,0.546,47,101,0.465,36,176,212,143,73,14,97,79,298,2013-2014,2013
+Casper Ware,PG,24,PHI,9,0,116,18,42,0.429,7,21,0.333333333333333,11,21,0.523809523809524,0.512,5,6,0.833,0,9,9,10,8,0,5,11,48,2013-2014,2013
+C.J. Watson,PG,29,IND,63,5,1193,146,334,0.437,53,145,0.36551724137931,93,189,0.492063492063492,0.516,69,88,0.784,19,82,101,107,60,8,60,66,414,2013-2014,2013
+Earl Watson,PG,34,POR,24,0,161,3,11,0.273,2,7,0.285714285714286,1,4,0.25,0.364,4,4,1,5,10,15,28,5,1,17,33,12,2013-2014,2013
+Maalik Wayns,PG,22,LAC,2,0,9,1,2,0.5,0,0,NA,1,2,0.5,0.5,0,0,NA,0,2,2,2,2,0,0,4,2,2013-2014,2013
+Martell Webster,SF,27,WAS,78,13,2157,254,587,0.433,146,372,0.39247311827957,108,215,0.502325581395349,0.557,105,125,0.84,38,184,222,97,41,15,58,150,759,2013-2014,2013
+David West,PF,33,IND,80,80,2472,458,939,0.488,4,15,0.266666666666667,454,924,0.491341991341991,0.49,198,251,0.789,120,422,542,223,61,74,133,186,1118,2013-2014,2013
+Russell Westbrook,PG,25,OKC,46,46,1412,346,791,0.437,68,214,0.317757009345794,278,577,0.481802426343154,0.48,242,293,0.826,55,208,263,319,88,7,177,104,1002,2013-2014,2013
+D.J. White,PF,27,CHA,2,0,10,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,2,2,0,1,0,0,1,0,2013-2014,2013
+Royce White,PF,22,SAC,3,0,9,0,1,0,0,0,NA,0,1,0,0,0,0,NA,0,0,0,0,0,0,0,2,0,2013-2014,2013
+Deron Williams,PG,29,BRK,64,58,2059,322,716,0.45,98,268,0.365671641791045,224,448,0.5,0.518,173,216,0.801,15,153,168,392,93,13,143,148,915,2013-2014,2013
+Derrick Williams,SF,22,TOT,78,15,1820,206,482,0.427,26,99,0.262626262626263,180,383,0.469973890339426,0.454,186,259,0.718,71,252,323,56,48,20,76,114,624,2013-2014,2013
+Elliot Williams,SG,24,PHI,67,2,1157,140,337,0.415,37,125,0.296,103,212,0.485849056603774,0.47,87,119,0.731,30,100,130,72,35,3,68,126,404,2013-2014,2013
+Louis Williams,PG,27,ATL,60,7,1445,197,493,0.4,79,231,0.341991341991342,118,262,0.450381679389313,0.48,152,179,0.849,10,114,124,210,45,4,92,65,625,2013-2014,2013
+Marvin Williams,PF,27,UTA,66,50,1674,231,526,0.439,84,234,0.358974358974359,147,292,0.503424657534247,0.519,57,73,0.781,82,252,334,78,54,31,53,151,603,2013-2014,2013
+Mo Williams,PG,31,POR,74,0,1834,280,672,0.417,83,225,0.368888888888889,197,447,0.440715883668904,0.478,78,89,0.876,42,111,153,321,55,10,149,197,721,2013-2014,2013
+Reggie Williams,SF,27,OKC,3,0,17,5,9,0.556,1,3,0.333333333333333,4,6,0.666666666666667,0.611,0,0,NA,0,0,0,1,1,0,2,1,11,2013-2014,2013
+Shawne Williams,PF,27,LAL,36,13,751,73,192,0.38,42,129,0.325581395348837,31,63,0.492063492063492,0.49,14,20,0.7,25,142,167,30,19,30,21,93,202,2013-2014,2013
+Jeff Withey,C,23,NOP,58,4,684,69,129,0.535,0,1,0,69,128,0.5390625,0.535,52,73,0.712,49,101,150,26,15,50,20,73,190,2013-2014,2013
+Nate Wolters,PG,22,MIL,58,31,1309,170,389,0.437,18,62,0.290322580645161,152,327,0.464831804281346,0.46,59,90,0.656,33,116,149,187,35,15,57,67,417,2013-2014,2013
+Metta World Peace,SF,34,NYK,29,1,388,56,141,0.397,17,54,0.314814814814815,39,87,0.448275862068966,0.457,10,16,0.625,18,41,59,17,24,8,19,44,139,2013-2014,2013
+Brandan Wright,C,26,DAL,58,0,1077,224,331,0.677,0,0,NA,224,331,0.676737160120846,0.677,77,106,0.726,102,142,244,31,32,55,35,94,525,2013-2014,2013
+Chris Wright,SF,25,MIL,8,0,126,21,35,0.6,0,1,0,21,34,0.617647058823529,0.6,6,15,0.4,10,10,20,5,7,5,5,17,48,2013-2014,2013
+Dorell Wright,SF,28,POR,68,13,984,111,297,0.374,69,202,0.341584158415842,42,95,0.442105263157895,0.49,52,69,0.754,29,162,191,64,23,16,39,62,343,2013-2014,2013
+Tony Wroten,SG,20,PHI,72,16,1765,345,808,0.427,40,188,0.212765957446809,305,620,0.491935483870968,0.452,209,326,0.641,69,159,228,217,78,16,204,151,939,2013-2014,2013
+Nick Young,SG,28,LAL,64,9,1810,387,889,0.435,135,350,0.385714285714286,252,539,0.467532467532468,0.511,235,285,0.825,29,137,166,95,46,12,95,156,1144,2013-2014,2013
+Thaddeus Young,PF,25,PHI,79,78,2718,582,1283,0.454,90,292,0.308219178082192,492,991,0.496468213925328,0.489,163,229,0.712,166,310,476,182,167,36,165,213,1417,2013-2014,2013
+Cody Zeller,C,21,CHA,82,3,1416,172,404,0.426,0,1,0,172,403,0.426799007444169,0.426,146,200,0.73,118,235,353,92,40,41,87,170,490,2013-2014,2013
+Tyler Zeller,C,24,CLE,70,9,1049,156,290,0.538,0,1,0,156,289,0.539792387543253,0.538,87,121,0.719,103,179,282,36,18,38,60,137,399,2013-2014,2013
\ No newline at end of file
diff --git a/examples/meetup/nba_analysis.ipynb b/examples/meetup/nba_analysis.ipynb
new file mode 100644
index 00000000..35719447
--- /dev/null
+++ b/examples/meetup/nba_analysis.ipynb
@@ -0,0 +1,283 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(481,31)"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "using DataFrames\n",
+ "\n",
+ "# load the table\n",
+ "df = readtable(joinpath(Pkg.dir(\"Plots\"), \"examples\", \"meetup\", \"nba_2013.csv\"))\n",
+ "size(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
| player | pos | age | bref_team_id | g | gs | mp | fg | fga | fg_ | x3p | x3pa | x3p_ | x2p | x2pa | x2p_ | efg_ | ft | fta | ft_ | orb | drb | trb | ast | stl | blk | tov | pf | pts | season | season_end |
|---|
| 1 | Quincy Acy | SF | 23 | TOT | 63 | 0 | 847 | 66 | 141 | 0.468 | 4 | 15 | 0.266666666666667 | 62 | 126 | 0.492063492063492 | 0.482 | 35 | 53 | 0.66 | 72 | 144 | 216 | 28 | 23 | 26 | 30 | 122 | 171 | 2013-2014 | 2013 |
|---|
"
+ ],
+ "text/plain": [
+ "1x31 DataFrames.DataFrame\n",
+ "| Row | player | pos | age | bref_team_id | g | gs | mp | fg | fga |\n",
+ "|-----|--------------|------|-----|--------------|----|----|-----|----|-----|\n",
+ "| 1 | \"Quincy Acy\" | \"SF\" | 23 | \"TOT\" | 63 | 0 | 847 | 66 | 141 |\n",
+ "\n",
+ "| Row | fg_ | x3p | x3pa | x3p_ | x2p | x2pa | x2p_ | efg_ | ft |\n",
+ "|-----|-------|-----|------|----------|-----|------|----------|-------|----|\n",
+ "| 1 | 0.468 | 4 | 15 | 0.266667 | 62 | 126 | 0.492063 | 0.482 | 35 |\n",
+ "\n",
+ "| Row | fta | ft_ | orb | drb | trb | ast | stl | blk | tov | pf | pts |\n",
+ "|-----|-----|------|-----|-----|-----|-----|-----|-----|-----|-----|-----|\n",
+ "| 1 | 53 | 0.66 | 72 | 144 | 216 | 28 | 23 | 26 | 30 | 122 | 171 |\n",
+ "\n",
+ "| Row | season | season_end |\n",
+ "|-----|-------------|------------|\n",
+ "| 1 | \"2013-2014\" | 2013 |"
+ ]
+ },
+ "execution_count": 2,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# show the first row\n",
+ "df[1,:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "31-element Array{Symbol,1}:\n",
+ " :player \n",
+ " :pos \n",
+ " :age \n",
+ " :bref_team_id\n",
+ " :g \n",
+ " :gs \n",
+ " :mp \n",
+ " :fg \n",
+ " :fga \n",
+ " :fg_ \n",
+ " :x3p \n",
+ " :x3pa \n",
+ " :x3p_ \n",
+ " â‹® \n",
+ " :ft_ \n",
+ " :orb \n",
+ " :drb \n",
+ " :trb \n",
+ " :ast \n",
+ " :stl \n",
+ " :blk \n",
+ " :tov \n",
+ " :pf \n",
+ " :pts \n",
+ " :season \n",
+ " :season_end "
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# get the header names\n",
+ "nms = names(df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "OnlineStat: OnlineStats.CovarianceMatrix{OnlineStats.EqualWeighting}\n",
+ " * μ: [39.61330561330561,39.28066528066528,218.62785862785864,26.50935550935551,516.5821205821206]\n",
+ " * Σ: 5x5 Array{Float64,2}:\n",
+ " 2586.3 1047.38 1863.08 10.8057 15678.2 \n",
+ " 1047.38 1209.9 4028.25 -4.13492 13048.6 \n",
+ " 1863.08 4028.25 40142.7 -11.3142 68420.4 \n",
+ " 10.8057 -4.13492 -11.3142 17.6254 -23.5221 \n",
+ " 15678.2 13048.6 68420.4 -23.5221 2.21297e5\n",
+ " * nobs: 481"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# many algorithms with online (streaming) implementations\n",
+ "using OnlineStats\n",
+ "\n",
+ "# create a matrix from the columns of the dataframe\n",
+ "cnames = [:x3p,:stl,:trb,:age,:pts]\n",
+ "M = Matrix{Float64}(df[cnames])\n",
+ "\n",
+ "# compute the covariance (uses EqualWeighting by default... should match classic covariance calculations)\n",
+ "C = CovarianceMatrix(M)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "[Plots.jl] Switched to backend: gadfly"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Subplot{Plots.GadflyPackage() p=25 n=25}"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n"
+ ]
+ }
+ ],
+ "source": [
+ "# choose the package Gadfly as the backend for Plots\n",
+ "using Plots\n",
+ "gadfly()\n",
+ "\n",
+ "# do a correlation scatter plot\n",
+ "corrplot(M, cor(C), labels = cnames)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Clustering.KmeansResult{Float64}(5x5 Array{Float64,2}:\n",
+ " 128.583 9.04124 81.55 32.6316 36.8947\n",
+ " 92.0556 10.6495 69.075 65.5526 41.3308\n",
+ " 400.528 57.5825 289.275 643.316 240.466 \n",
+ " 26.0 26.3814 26.9 25.7895 26.8045\n",
+ " 1567.75 99.5412 883.688 1092.58 454.985 ,[2,5,5,1,5,2,1,5,3,5 … 5,2,5,2,5,3,3,1,5,5],[30391.9,45882.0,14602.5,78974.7,19160.4,5248.01,150702.0,29600.3,42014.3,5721.47 … 10229.1,1858.62,6363.53,4165.91,16355.7,8667.77,86349.9,35528.0,15286.6,6772.79],[36,194,80,38,133],[36.0,194.0,80.0,38.0,133.0],1.5403008988576995e7,6,true)"
+ ]
+ },
+ "execution_count": 18,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# plot players by cluster\n",
+ "using Clustering\n",
+ "kmmodel = kmeans(M', 5)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ "Plot{Plots.GadflyPackage() n=5}"
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# reduce to 2 dimensions\n",
+ "using MultivariateStats\n",
+ "pcamodel = pca(C, maxoutdim=2)\n",
+ "xy = transform(pcamodel, M')'\n",
+ "x, y = xy[:,1], xy[:,2];\n",
+ "\n",
+ "# plot a scatter plot, grouping by the clusters obtained in kmeans\n",
+ "scatter(x, y, group = assignments(kmmodel), marker=:auto)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Julia 0.4.0-rc4",
+ "language": "julia",
+ "name": "julia-0.4"
+ },
+ "language_info": {
+ "file_extension": ".jl",
+ "mimetype": "application/julia",
+ "name": "julia",
+ "version": "0.4.0"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 0
+}
diff --git a/src/args.jl b/src/args.jl
index 5efc3ebf..f3e3cf5e 100644
--- a/src/args.jl
+++ b/src/args.jl
@@ -488,7 +488,7 @@ function extractGroupArgs(v::AVec, args...)
error("Too many group labels. n=$n Is that intended?")
end
groupIds = Vector{Int}[filter(i -> v[i] == glab, 1:length(v)) for glab in groupLabels]
- GroupBy(groupLabels, groupIds)
+ GroupBy(map(string, groupLabels), groupIds)
end
diff --git a/src/backends/pyplot.jl b/src/backends/pyplot.jl
index 7404b171..045c14e5 100644
--- a/src/backends/pyplot.jl
+++ b/src/backends/pyplot.jl
@@ -365,22 +365,22 @@ function addPyPlotTicks(ticks, isx::Bool)
end
function updatePlotItems(plt::Plot{PyPlotPackage}, d::Dict)
- fig = plt.o
+ figorax = plt.o
# title and axis labels
haskey(d, :title) && PyPlot.title(d[:title])
haskey(d, :xlabel) && PyPlot.xlabel(d[:xlabel])
if haskey(d, :ylabel)
- ax = getLeftAxis(fig)
+ ax = getLeftAxis(figorax)
ax[:set_ylabel](d[:ylabel])
end
if haskey(d, :yrightlabel)
- ax = getRightAxis(fig)
+ ax = getRightAxis(figorax)
ax[:set_ylabel](d[:yrightlabel])
end
# scales
- ax = getLeftAxis(fig)
+ ax = getLeftAxis(figorax)
haskey(d, :xscale) && applyPyPlotScale(ax, d[:xscale], true)
haskey(d, :yscale) && applyPyPlotScale(ax, d[:yscale], false)
diff --git a/src/recipes.jl b/src/recipes.jl
index c385d187..5c450163 100644
--- a/src/recipes.jl
+++ b/src/recipes.jl
@@ -59,7 +59,8 @@ end
"Do a correlation plot"
function corrplot{T<:Real,S<:Real}(mat::AMat{T}, corrmat::AMat{S};
- colors = :redsblues, kw...)
+ colors = :redsblues,
+ labels = nothing, kw...)
m = size(mat,2)
# might be a mistake?
@@ -76,13 +77,19 @@ function corrplot{T<:Real,S<:Real}(mat::AMat{T}, corrmat::AMat{S};
idx = p.layout[i,j]
if i==j
# histogram on diagonal
- plt = histogram(mat[:,i], c=:black)
+ plt = histogram(mat[:,i], c=:black, leg=false)
i > 1 && plot!(yticks = :none)
else
# scatter plots off-diagonal, color determined by correlation
c = RGBA(RGB(getColorZ(cgrad, corrmat[i,j])), 0.3)
- plt = scatter(mat[:,j], mat[:,i], w=0, ms=3, c=c)
+ plt = scatter(mat[:,j], mat[:,i], w=0, ms=3, c=c, leg=false)
end
+
+ if labels != nothing && length(labels) >= m
+ i == m && xlabel!(string(labels[j]))
+ j == 1 && ylabel!(string(labels[i]))
+ end
+
# replace the plt
p.plts[idx] = plt
end