Path: blob/master/lessons/lesson_11/data/hitters.csv
1904 views
"AtBat","Hits","HmRun","Runs","RBI","Walks","Years","CAtBat","CHits","CHmRun","CRuns","CRBI","CWalks","League","Division","PutOuts","Assists","Errors","Salary","NewLeague" 293,66,1,30,29,14,1,293,66,1,30,29,14,"A","E",446,33,20,NA,"A" 315,81,7,24,38,39,14,3449,835,69,321,414,375,"N","W",632,43,10,475,"N" 479,130,18,66,72,76,3,1624,457,63,224,266,263,"A","W",880,82,14,480,"A" 496,141,20,65,78,37,11,5628,1575,225,828,838,354,"N","E",200,11,3,500,"N" 321,87,10,39,42,30,2,396,101,12,48,46,33,"N","E",805,40,4,91.5,"N" 594,169,4,74,51,35,11,4408,1133,19,501,336,194,"A","W",282,421,25,750,"A" 185,37,1,23,8,21,2,214,42,1,30,9,24,"N","E",76,127,7,70,"A" 298,73,0,24,24,7,3,509,108,0,41,37,12,"A","W",121,283,9,100,"A" 323,81,6,26,32,8,2,341,86,6,32,34,8,"N","W",143,290,19,75,"N" 401,92,17,49,66,65,13,5206,1332,253,784,890,866,"A","E",0,0,0,1100,"A" 574,159,21,107,75,59,10,4631,1300,90,702,504,488,"A","E",238,445,22,517.143,"A" 202,53,4,31,26,27,9,1876,467,15,192,186,161,"N","W",304,45,11,512.5,"N" 418,113,13,48,61,47,4,1512,392,41,205,204,203,"N","E",211,11,7,550,"N" 239,60,0,30,11,22,6,1941,510,4,309,103,207,"A","E",121,151,6,700,"A" 196,43,7,29,27,30,13,3231,825,36,376,290,238,"N","E",80,45,8,240,"N" 183,39,3,20,15,11,3,201,42,3,20,16,11,"A","W",118,0,0,NA,"A" 568,158,20,89,75,73,15,8068,2273,177,1045,993,732,"N","W",105,290,10,775,"N" 190,46,2,24,8,15,5,479,102,5,65,23,39,"A","W",102,177,16,175,"A" 407,104,6,57,43,65,12,5233,1478,100,643,658,653,"A","W",912,88,9,NA,"A" 127,32,8,16,22,14,8,727,180,24,67,82,56,"N","W",202,22,2,135,"N" 413,92,16,72,48,65,1,413,92,16,72,48,65,"N","E",280,9,5,100,"N" 426,109,3,55,43,62,1,426,109,3,55,43,62,"A","W",361,22,2,115,"N" 22,10,1,4,2,1,6,84,26,2,9,9,3,"A","W",812,84,11,NA,"A" 472,116,16,60,62,74,6,1924,489,67,242,251,240,"N","W",518,55,3,600,"N" 629,168,18,73,102,40,18,8424,2464,164,1008,1072,402,"A","E",1067,157,14,776.667,"A" 587,163,4,92,51,70,6,2695,747,17,442,198,317,"A","E",434,9,3,765,"A" 324,73,4,32,18,22,7,1931,491,13,291,108,180,"N","E",222,3,3,708.333,"N" 474,129,10,50,56,40,10,2331,604,61,246,327,166,"N","W",732,83,13,750,"N" 550,152,6,92,37,81,5,2308,633,32,349,182,308,"N","W",262,329,16,625,"N" 513,137,20,90,95,90,14,5201,1382,166,763,734,784,"A","W",267,5,3,900,"A" 313,84,9,42,30,39,17,6890,1833,224,1033,864,1087,"A","W",127,221,7,NA,"A" 419,108,6,55,36,22,3,591,149,8,80,46,31,"N","W",226,7,4,110,"N" 517,141,27,70,87,52,9,3571,994,215,545,652,337,"N","W",1378,102,8,NA,"N" 583,168,17,83,80,56,5,1646,452,44,219,208,136,"A","E",109,292,25,612.5,"A" 204,49,6,23,25,12,7,1309,308,27,126,132,66,"A","W",419,46,5,300,"A" 379,106,10,38,60,30,14,6207,1906,146,859,803,571,"N","W",72,170,24,850,"N" 161,36,0,19,10,17,4,1053,244,3,156,86,107,"A","E",70,149,12,NA,"A" 268,60,5,24,25,15,2,350,78,5,34,29,18,"N","W",442,59,6,90,"N" 346,98,5,31,53,30,16,5913,1615,235,784,901,560,"A","E",0,0,0,NA,"A" 241,61,1,34,12,14,1,241,61,1,34,12,14,"N","W",166,172,10,NA,"N" 181,41,1,15,21,33,2,232,50,4,20,29,45,"A","E",326,29,5,67.5,"A" 216,54,0,21,18,15,18,7318,1926,46,796,627,483,"N","W",103,84,5,NA,"N" 200,57,6,23,14,14,9,2516,684,46,371,230,195,"N","W",69,1,1,NA,"N" 217,46,7,32,19,9,4,694,160,32,86,76,32,"A","E",307,25,1,180,"A" 194,40,7,19,29,30,11,4183,1069,64,486,493,608,"A","E",325,22,2,NA,"A" 254,68,2,28,26,22,6,999,236,21,108,117,118,"A","E",359,30,4,305,"A" 416,132,7,57,49,33,3,932,273,24,113,121,80,"N","W",73,177,18,215,"N" 205,57,8,34,32,9,5,756,192,32,117,107,51,"A","E",58,4,4,247.5,"A" 542,140,12,46,75,41,16,7099,2130,235,987,1089,431,"A","E",697,61,9,NA,"A" 526,146,13,71,70,84,6,2648,715,77,352,342,289,"N","W",303,9,9,815,"N" 457,101,14,42,63,22,17,6521,1767,281,1003,977,619,"A","W",389,39,4,875,"A" 214,53,2,30,29,23,2,226,59,2,32,32,27,"N","E",109,7,3,70,"N" 19,7,0,1,2,1,4,41,13,1,3,4,4,"A","E",0,0,0,NA,"A" 591,168,19,80,72,39,9,4478,1307,113,634,563,319,"A","W",67,147,4,1200,"A" 403,101,12,45,53,39,12,5150,1429,166,747,666,526,"A","E",316,6,5,675,"A" 405,102,18,49,85,20,6,950,231,29,99,138,64,"N","W",161,10,3,415,"N" 244,58,9,28,25,35,4,1335,333,49,164,179,194,"N","W",142,14,2,340,"N" 235,61,3,24,39,21,14,3926,1029,35,441,401,333,"A","E",425,43,4,NA,"A" 313,78,6,32,41,12,12,3742,968,35,409,321,170,"N","W",106,206,7,416.667,"N" 627,177,25,98,81,70,6,3210,927,133,529,472,313,"A","E",240,482,13,1350,"A" 416,113,24,58,69,16,1,416,113,24,58,69,16,"A","E",203,70,10,90,"A" 155,44,6,21,23,15,16,6631,1634,98,698,661,777,"N","E",53,88,3,275,"N" 236,56,0,27,15,11,4,1115,270,1,116,64,57,"A","W",125,199,13,230,"A" 216,53,1,31,15,22,4,926,210,9,118,69,114,"N","W",73,152,11,225,"N" 24,3,0,1,0,2,3,159,28,0,20,12,9,"A","W",80,4,0,NA,"A" 585,139,31,93,94,62,17,7546,1982,315,1141,1179,727,"A","E",0,0,0,950,"A" 191,37,4,12,17,14,4,773,163,16,61,74,52,"N","E",391,38,8,NA,"N" 199,53,5,29,22,21,3,514,120,8,57,40,39,"A","W",152,3,5,75,"A" 521,142,20,67,86,45,4,815,205,22,99,103,78,"A","E",107,242,23,105,"A" 419,113,1,44,27,44,12,4484,1231,32,612,344,422,"A","E",211,2,1,NA,"A" 311,81,3,42,30,26,17,8247,2198,100,950,909,690,"N","W",153,223,10,320,"N" 138,31,8,18,21,38,3,244,53,12,33,32,55,"N","E",244,21,4,NA,"N" 512,131,26,69,96,52,14,5347,1397,221,712,815,548,"A","W",119,216,12,850,"A" 507,122,29,78,85,91,18,7761,1947,347,1175,1152,1380,"A","E",808,108,2,535,"A" 529,137,26,86,97,97,15,6661,1785,291,1082,949,989,"A","E",280,10,5,933.333,"A" 424,119,6,57,46,13,9,3651,1046,32,461,301,112,"A","E",224,286,8,850,"N" 351,97,4,55,29,39,4,1258,353,16,196,110,117,"N","W",226,7,3,210,"A" 195,55,5,24,33,30,8,1313,338,25,144,149,153,"N","E",83,2,1,NA,"N" 388,103,15,59,47,39,6,2174,555,80,285,274,186,"A","W",182,9,4,325,"A" 339,96,4,37,29,23,4,1064,290,11,123,108,55,"A","W",104,213,9,275,"A" 561,118,35,70,94,33,16,6677,1575,442,901,1210,608,"A","W",463,32,8,NA,"A" 255,70,7,49,35,43,15,6311,1661,154,1019,608,820,"N","E",51,54,8,450,"N" 677,238,31,117,113,53,5,2223,737,93,349,401,171,"A","E",1377,100,6,1975,"A" 227,46,7,23,20,12,5,1325,324,44,156,158,67,"A","W",92,2,2,NA,"A" 614,163,29,89,83,75,11,5017,1388,266,813,822,617,"N","W",303,6,6,1900,"N" 329,83,9,50,39,56,9,3828,948,145,575,528,635,"A","W",276,6,2,600,"A" 637,174,31,89,116,56,14,6727,2024,247,978,1093,495,"N","W",278,9,9,1041.667,"N" 280,82,16,44,45,47,2,428,113,25,61,70,63,"A","E",148,4,2,110,"A" 155,41,12,21,29,22,16,5409,1338,181,746,805,875,"A","W",165,9,1,260,"A" 458,114,13,67,57,48,4,1350,298,28,160,123,122,"A","W",246,389,18,475,"A" 314,83,13,39,46,16,5,1457,405,28,156,159,76,"A","W",533,40,4,431.5,"A" 475,123,27,76,93,72,4,1810,471,108,292,343,267,"N","E",226,10,6,1220,"N" 317,78,7,35,35,32,1,317,78,7,35,35,32,"A","E",45,122,26,70,"A" 511,138,25,76,96,61,3,592,164,28,87,110,71,"A","W",157,7,8,145,"A" 278,69,3,24,21,29,8,2079,565,32,258,192,162,"N","W",142,210,10,NA,"N" 382,119,13,54,58,36,12,2133,594,41,287,294,227,"N","W",59,156,9,595,"N" 565,148,24,90,104,77,14,7287,2083,305,1135,1234,791,"A","E",292,9,5,1861.46,"A" 277,71,2,27,29,14,15,5952,1647,60,753,596,259,"N","W",360,32,5,NA,"N" 415,115,27,97,71,68,3,711,184,45,156,119,99,"N","W",274,2,7,300,"N" 424,110,15,70,47,36,7,2130,544,38,335,174,258,"N","W",292,6,3,490,"N" 495,151,17,61,84,78,10,5624,1679,275,884,1015,709,"A","E",1045,88,13,2460,"A" 524,132,9,69,47,54,2,972,260,14,123,92,90,"A","E",212,327,20,NA,"A" 233,49,2,41,23,18,8,1350,336,7,166,122,106,"A","E",102,132,10,375,"A" 395,106,16,48,56,35,10,2303,571,86,266,323,248,"A","E",709,41,7,NA,"A" 397,114,23,67,67,53,13,5589,1632,241,906,926,716,"A","E",244,2,4,NA,"A" 210,37,8,15,19,15,6,994,244,36,107,114,53,"A","E",40,115,15,NA,"A" 420,95,23,55,58,37,3,646,139,31,77,77,61,"N","W",206,10,7,NA,"N" 566,154,22,76,84,43,14,6100,1583,131,743,693,300,"A","W",316,439,10,750,"A" 641,198,31,101,108,41,5,2129,610,92,297,319,117,"A","E",269,17,10,1175,"A" 215,51,4,19,18,11,1,215,51,4,19,18,11,"A","E",116,5,12,70,"A" 441,128,16,70,73,80,14,6675,2095,209,1072,1050,695,"A","W",97,218,16,1500,"A" 325,76,16,33,52,37,5,1506,351,71,195,219,214,"N","W",726,87,3,385,"A" 490,125,24,81,105,62,13,6063,1646,271,847,999,680,"N","E",869,62,8,1925.571,"N" 574,152,31,91,101,64,3,985,260,53,148,173,95,"N","W",1253,111,11,215,"N" 284,64,14,30,42,24,18,7023,1925,348,986,1239,666,"N","E",96,4,4,NA,"N" 596,171,34,91,108,52,6,2862,728,107,361,401,224,"A","W",118,334,21,900,"A" 472,118,12,63,54,30,4,793,187,14,102,80,50,"A","W",228,377,26,155,"A" 283,77,14,45,47,26,16,6840,1910,259,915,1067,546,"A","W",144,6,5,700,"A" 408,94,4,42,36,66,9,3573,866,59,429,365,410,"N","W",282,487,19,535,"N" 327,85,3,30,44,20,8,2140,568,16,216,208,93,"A","E",91,185,12,362.5,"A" 370,96,21,49,46,60,15,6986,1972,231,1070,955,921,"N","E",137,5,9,733.333,"N" 354,77,16,36,55,41,20,8716,2172,384,1172,1267,1057,"N","W",83,174,16,200,"N" 539,139,5,93,58,69,5,1469,369,12,247,126,198,"A","W",462,9,7,400,"A" 340,84,11,62,33,47,5,1516,376,42,284,141,219,"N","E",185,8,4,400,"A" 510,126,2,42,44,35,11,5562,1578,44,703,519,256,"N","W",207,358,20,737.5,"N" 315,59,16,45,36,58,13,4677,1051,268,681,782,697,"A","W",0,0,0,NA,"A" 282,78,13,37,51,29,5,1649,453,73,211,280,138,"A","W",670,57,5,500,"A" 380,120,5,54,51,31,8,3118,900,92,444,419,240,"A","W",237,8,1,600,"A" 584,158,15,70,84,42,5,2358,636,58,265,316,134,"N","E",331,20,4,662.5,"N" 570,169,21,72,88,38,7,3754,1077,140,492,589,263,"A","W",295,15,5,950,"A" 306,104,14,50,58,25,7,2954,822,55,313,377,187,"N","E",116,222,15,750,"N" 220,54,10,30,39,31,5,1185,299,40,145,154,128,"N","E",50,136,20,297.5,"N" 278,70,7,22,37,18,18,7186,2081,190,935,1088,643,"A","W",0,0,0,325,"A" 445,99,1,46,24,29,4,618,129,1,72,31,48,"A","W",278,415,16,87.5,"A" 143,39,5,18,30,15,9,639,151,16,80,97,61,"N","W",138,15,1,175,"N" 185,40,4,23,11,18,3,524,125,7,58,37,47,"N","E",97,2,2,90,"N" 589,170,40,107,108,69,6,2325,634,128,371,376,238,"A","E",368,20,3,1237.5,"A" 343,103,6,48,36,40,15,4338,1193,70,581,421,325,"A","E",211,56,13,430,"A" 284,69,1,33,18,25,5,1407,361,6,139,98,111,"A","E",122,140,5,NA,"N" 438,103,2,65,32,71,2,440,103,2,67,32,71,"A","W",276,7,9,100,"N" 600,144,33,85,117,65,2,696,173,38,101,130,69,"A","W",319,4,14,165,"A" 663,200,29,108,121,32,4,1447,404,57,210,222,68,"A","E",241,8,6,250,"A" 232,55,9,34,23,45,12,4405,1213,194,702,705,625,"N","E",623,35,3,1300,"N" 479,133,10,48,72,55,17,7472,2147,153,980,1032,854,"N","W",237,5,4,773.333,"N" 209,45,0,38,19,42,10,3859,916,23,557,279,478,"A","W",132,205,5,NA,"A" 528,132,21,61,74,41,6,2641,671,97,273,383,226,"N","E",885,105,8,1008.333,"N" 160,39,8,18,31,22,14,2128,543,56,304,268,298,"A","E",33,3,0,275,"A" 599,183,10,80,74,32,5,2482,715,27,330,326,158,"A","E",231,374,18,775,"A" 497,136,7,58,38,26,11,3871,1066,40,450,367,241,"A","E",304,347,10,850,"A" 210,70,13,32,51,28,15,4040,1130,97,544,462,551,"A","E",0,0,0,365,"A" 225,61,5,32,26,26,11,1568,408,25,202,185,257,"A","W",132,9,0,NA,"A" 151,41,4,26,21,19,2,288,68,9,45,39,35,"A","W",28,56,2,95,"A" 278,86,4,33,38,45,1,278,86,4,33,38,45,"N","W",102,4,2,110,"N" 341,95,6,48,42,20,10,2964,808,81,379,428,221,"N","W",158,4,5,100,"N" 537,147,23,58,88,47,10,2744,730,97,302,351,174,"N","E",92,257,20,277.5,"N" 399,102,3,56,34,34,5,670,167,4,89,48,54,"A","W",211,9,3,80,"A" 309,94,5,37,32,26,13,4618,1330,57,616,522,436,"N","E",161,3,3,600,"N" 401,100,2,60,19,28,4,876,238,2,126,44,55,"N","E",193,11,4,NA,"N" 336,93,9,35,46,23,15,5779,1610,128,730,741,497,"A","W",0,0,0,NA,"A" 616,163,27,83,107,32,3,1437,377,65,181,227,82,"A","W",110,308,15,200,"A" 219,47,8,24,26,17,12,1188,286,23,100,125,63,"A","W",260,58,4,NA,"A" 579,174,7,67,78,58,6,3053,880,32,366,337,218,"N","E",280,479,5,657,"N" 165,39,2,13,9,16,3,196,44,2,18,10,18,"A","W",332,19,2,75,"N" 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