{"text_format":"3","workbook":"xls","n_sheets":3,"sheets":["Coc81","Nasa93","Desharnais"],"read":"whole","date_system":"1900","formulas":"cached_only"}

{"sheet":"Coc81","index":0,"n_rows":52,"n_cols":20,"rows_kept":52,"merged":[[0,2,0,4],[0,5,0,7],[0,8,0,10],[0,11,0,13],[0,14,0,16],[0,17,0,19],[2,0,11,0],[12,0,21,0],[22,0,31,0],[32,0,41,0],[42,0,51,0],[42,5,51,7]],"flags":["formulas_cached_only"]}
[null,null,"h=1/sqrt(size)",null,null,"h=2",null,null,"h=4",null,null,"h=8",null,null,"h=16",null,null,"h=32"]
[null,null,"WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS"]
["UNIFORM","k=3",144,32,4,144,32,4,144,32,4,144,32,4,144,32,4,144,32,4]
[null,"k=5",127,48,5,127,48,5,127,48,5,127,48,5,127,48,5,127,48,5]
[null,"k=7",116,48,16,116,48,16,116,48,16,116,48,16,116,48,16,116,48,16]
[null,"k=9",113,28,39,113,28,39,113,28,39,113,28,39,113,28,39,113,28,39]
[null,"k=bestK",76,24,80,76,24,80,76,24,80,76,24,80,76,24,80,76,24,80]
[null,"k=3+kernel",74,51,55,74,51,55,74,51,55,74,51,55,74,51,55,74,51,55]
[null,"k=5+kernel",28,34,118,28,34,118,28,34,118,28,34,118,28,34,118,28,34,118]
[null,"k=7+kernel",12,41,127,12,41,127,12,41,127,12,41,127,12,41,127,12,41,127]
[null,"k=9+kernel",6,34,140,6,34,140,6,34,140,6,34,140,6,34,140,6,34,140]
[null,"k=bestK+kernel",16,32,132,16,32,132,16,32,132,16,32,132,16,32,132,16,32,132]
["TRIANGULAR","k=3",147,31,2,147,31,2,147,31,2,147,31,2,147,31,2,147,31,2]
[null,"k=5",132,46,2,132,46,2,132,46,2,132,46,2,132,46,2,132,46,2]
[null,"k=7",123,43,13,123,43,14,123,43,14,123,43,14,123,43,14,123,43,14]
[null,"k=9",116,23,40,116,23,41,116,23,41,116,23,41,116,23,41,116,23,41]
[null,"k=bestK",97,2,80,97,2,81,97,2,81,97,2,81,97,2,81,97,2,81]
[null,"k=3+kernel",78,17,85,78,17,85,78,17,85,78,17,85,78,17,85,78,17,85]
[null,"k=5+kernel",54,8,117,54,8,118,54,8,118,54,8,118,54,8,118,54,8,118]
[null,"k=7+kernel",22,23,134,22,23,135,22,23,135,22,23,135,22,23,135,22,23,135]
[null,"k=9+kernel",9,25,145,9,25,146,9,25,146,9,25,146,9,25,146,9,25,146]
[null,"k=bestK+kernel",0,22,157,0,22,158,0,22,158,0,22,158,0,22,158,0,22,158]
["EPANECHNIKOV","k=3",145,33,1,145,33,2,145,33,2,145,33,2,145,33,2,145,33,2]
[null,"k=5",139,38,2,139,38,3,139,38,3,139,38,3,139,38,3,139,38,3]
[null,"k=7",124,40,15,124,40,16,124,40,16,124,40,16,124,40,16,124,40,16]
[null,"k=9",116,18,45,116,18,46,116,18,46,116,18,46,116,18,46,116,18,46]
[null,"k=bestK",97,4,78,97,4,79,97,4,79,97,4,79,97,4,79,97,4,79]
[null,"k=3+kernel",79,16,85,79,16,85,79,16,85,79,16,85,79,16,85,79,16,85]
[null,"k=5+kernel",41,18,120,41,18,121,41,18,121,41,18,121,41,18,121,41,18,121]
[null,"k=7+kernel",10,42,127,10,42,128,10,42,128,10,42,128,10,42,128,10,42,128]
[null,"k=9+kernel",6,40,133,6,40,134,6,40,134,6,40,134,6,40,134,6,40,134]
[null,"k=bestK+kernel",2,29,148,2,29,149,2,29,149,2,29,149,2,29,149,2,29,149]
["GAUSSIAN","k=3",136,42,2,137,32,11,138,38,4,139,36,5,142,32,6,138,34,8]
[null,"k=5",130,48,2,129,40,11,133,44,3,131,44,5,132,42,6,128,45,7]
[null,"k=7",116,57,7,117,41,22,122,47,11,119,46,15,122,41,17,116,50,14]
[null,"k=9",114,33,33,108,19,53,115,25,40,114,26,40,113,22,45,112,22,46]
[null,"k=bestK",95,7,78,78,27,75,88,16,76,70,32,78,95,4,81,76,27,77]
[null,"k=3+kernel",66,34,80,80,60,40,80,24,76,79,40,61,85,21,74,81,47,52]
[null,"k=5+kernel",27,39,114,59,13,108,61,3,116,61,14,105,60,5,115,59,13,108]
[null,"k=7+kernel",7,50,123,41,10,129,40,3,137,39,7,134,38,7,135,40,8,132]
[null,"k=9+kernel",4,53,123,20,10,150,19,4,157,20,6,154,20,7,153,20,7,153]
[null,"k=bestK+kernel",1,45,134,0,10,170,0,4,176,0,5,175,0,5,175,0,7,173]
["MENDES","k=3",143,37,0,"Mendes does not have a bandwidth. It assigns weights to k-NN's depending on their distance to test instance. If we have 3 neighbors a, b and c according to distances, then prediction is:\n(3*a + 2*b + 1*c)/6"]
[null,"k=5",128,50,2]
[null,"k=7",115,55,10]
[null,"k=9",101,46,33]
[null,"k=bestK",0,56,124]
[null,"k=3+kernel",88,25,67]
[null,"k=5+kernel",49,48,83]
[null,"k=7+kernel",28,59,93]
[null,"k=9+kernel",23,52,105]
[null,"k=bestK+kernel",0,22,158]

{"sheet":"Nasa93","index":1,"n_rows":52,"n_cols":17,"rows_kept":52,"merged":[[0,2,0,4],[0,5,0,7],[0,8,0,10],[0,11,0,13],[0,14,0,16],[2,0,11,0],[12,0,21,0],[22,0,31,0],[32,0,41,0],[42,0,51,0],[42,5,51,7]],"flags":["formulas_cached_only"]}
[null,null,"h=1/sqrt(size)",null,null,"h=2",null,null,"h=4",null,null,"h=8",null,null,"h=16"]
[null,null,"WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS"]
["UNIFORM","k=3",141,39,0,138,42,0,146,34,0,138,42,0,146,34,0]
[null,"k=5",135,45,0,127,52,1,130,49,1,129,51,0,133,46,1]
[null,"k=7",120,52,8,111,56,13,119,46,15,120,53,7,118,50,12]
[null,"k=9",119,32,29,105,50,25,116,36,28,120,39,21,114,35,31]
[null,"k=bestK",100,2,78,100,38,42,100,13,67,100,1,79,100,13,67]
[null,"k=3+kernel",76,4,100,80,0,100,80,0,100,80,0,100,80,0,100]
[null,"k=5+kernel",51,10,119,60,0,120,60,0,120,60,0,120,60,0,120]
[null,"k=7+kernel",27,18,135,40,0,140,40,0,140,40,0,140,40,0,140]
[null,"k=9+kernel",16,15,149,20,0,160,20,0,160,20,0,160,20,0,160]
[null,"k=bestK+kernel",2,9,169,0,0,180,0,0,180,0,0,180,0,0,180]
["TRIANGULAR","k=3",122,47,11,119,46,15,125,43,12,128,40,12,110,53,17]
[null,"k=5",115,52,13,107,57,16,115,54,11,120,49,11,98,63,19]
[null,"k=7",103,60,17,97,58,25,104,57,19,110,49,21,88,61,31]
[null,"k=9",99,41,40,91,52,37,104,46,30,109,35,36,83,36,61]
[null,"k=bestK",90,32,58,85,39,56,90,14,76,89,5,86,98,63,19]
[null,"k=3+kernel",91,44,45,71,68,41,50,57,73,55,62,63,77,77,26]
[null,"k=5+kernel",59,12,109,11,59,110,11,50,119,3,60,117,7,73,100]
[null,"k=7+kernel",32,20,128,6,67,107,15,53,112,9,61,110,2,77,101]
[null,"k=9+kernel",16,22,142,10,68,102,19,54,107,12,59,109,9,66,105]
[null,"k=bestK+kernel",0,16,164,17,58,105,37,32,111,33,44,103,7,73,100]
["EPANECHNIKOV","k=3",139,41,0,135,43,2,144,35,1,133,47,0,137,43,0]
[null,"k=5",126,54,0,118,61,1,133,47,0,124,55,1,121,58,1]
[null,"k=7",122,48,10,108,56,16,122,48,10,112,62,6,111,59,10]
[null,"k=9",121,41,18,103,56,21,119,31,30,112,49,19,112,53,15]
[null,"k=bestK",100,0,80,102,52,26,99,4,77,100,25,55,100,25,55]
[null,"k=3+kernel",77,3,100,0,22,158,0,22,158,0,15,165,0,7,173]
[null,"k=5+kernel",48,13,119,16,34,130,16,34,130,15,28,137,16,28,136]
[null,"k=7+kernel",21,24,135,24,44,112,26,42,112,27,32,121,24,36,120]
[null,"k=9+kernel",14,24,142,27,49,104,34,40,106,38,30,112,39,34,107]
[null,"k=bestK+kernel",2,12,166,42,33,105,39,33,108,61,13,106,57,23,100]
["GAUSSIAN","k=3",124,44,12,122,45,13,102,60,18,127,41,12,117,52,11]
[null,"k=5",113,54,13,113,54,13,92,70,18,119,50,11,114,56,10]
[null,"k=7",97,63,20,103,57,20,86,71,23,108,55,17,105,61,14]
[null,"k=9",90,53,37,105,46,29,83,66,31,108,38,34,107,52,21]
[null,"k=bestK",88,42,50,88,13,79,83,61,36,85,8,87,90,13,77]
[null,"k=3+kernel",92,48,40,60,52,68,75,60,45,50,47,83,50,46,84]
[null,"k=5+kernel",55,16,109,7,38,135,20,37,123,13,37,130,8,32,140]
[null,"k=7+kernel",23,33,124,16,50,114,17,56,107,16,48,116,17,49,114]
[null,"k=9+kernel",4,40,136,25,44,111,19,61,100,23,48,109,26,46,108]
[null,"k=bestK+kernel",0,35,145,44,35,101,24,56,100,48,34,98,47,31,102]
["MENDES","k=3",141,39,0,"Mendes does not have a bandwidth. It assigns weights to k-NN's depending on their distance to test instance. If we have 3 neighbors a, b and c according to distances, then prediction is:\n(3*a + 2*b + 1*c)/6"]
[null,"k=5",126,54,0]
[null,"k=7",115,53,12]
[null,"k=9",117,43,20]
[null,"k=bestK",97,16,67]
[null,"k=3+kernel",78,4,98]
[null,"k=5+kernel",49,14,117]
[null,"k=7+kernel",22,29,129]
[null,"k=9+kernel",19,19,142]
[null,"k=bestK+kernel",0,1,179]

{"sheet":"Desharnais","index":2,"n_rows":52,"n_cols":17,"rows_kept":52,"merged":[[0,2,0,4],[0,5,0,7],[0,8,0,10],[0,11,0,13],[0,14,0,16],[2,0,11,0],[12,0,21,0],[22,0,31,0],[32,0,41,0],[42,0,51,0],[42,5,51,7]],"flags":["formulas_cached_only"]}
[null,null,"h=1/sqrt(size)",null,null,"h=2",null,null,"h=4",null,null,"h=8",null,null,"h=16"]
[null,null,"WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS","WIN","TIE","LOSS"]
["UNIFORM","k=3",123,55,2,123,57,0,120,60,0,120,59,1,126,54,0]
[null,"k=5",124,56,0,121,59,0,118,62,0,119,61,0,121,59,0]
[null,"k=7",116,61,3,116,62,2,115,64,1,115,64,1,114,64,2]
[null,"k=9",116,53,11,115,56,9,115,59,6,115,59,6,115,50,15]
[null,"k=bestK",101,15,64,100,16,64,100,19,61,101,17,62,101,19,60]
[null,"k=3+kernel",79,1,100,80,0,100,80,0,100,80,0,100,80,0,100]
[null,"k=5+kernel",52,9,119,60,0,120,60,0,120,60,0,120,60,0,120]
[null,"k=7+kernel",26,21,133,40,0,140,40,0,140,40,0,140,40,0,140]
[null,"k=9+kernel",18,16,146,20,0,160,20,0,160,20,0,160,20,0,160]
[null,"k=bestK+kernel",0,3,177,0,0,180,0,0,180,0,0,180,0,0,180]
["TRIANGULAR","k=3","   120","    60","     0","   122","    58","     0","   122","    57","     1","   114","    65","     1","   112","    68","     0"]
[null,"k=5","   116","    64","     0","   122","    58","     0","   120","    60","     0","   108","    72","     0","   103","    77","     0"]
[null,"k=7","   102","    76","     2","   115","    63","     2","   114","    65","     1","   100","    79","     1","   100","    76","     4"]
[null,"k=9","   101","    64","    15","   111","    56","    13","   104","    69","     7","   100","    70","    10","   100","    65","    15"]
[null,"k=bestK","    96","    48","    36","   100","    25","    55","   101","    27","    52","   100","    70","    10","   104","    76","     0"]
[null,"k=3+kernel","     0","     0","   180","     2","    34","   144","     0","    44","   136","     0","    46","   134","     0","    47","   133"]
[null,"k=5+kernel","    20","    15","   145","     3","    53","   124","     5","    59","   116","     3","    65","   112","     8","    66","   106"]
[null,"k=7+kernel","    33","    50","    97","    14","    53","   113","    12","    62","   106","    11","    63","   106","    16","    64","   100"]
[null,"k=9+kernel","    36","    49","    95","    23","    54","   103","    17","    61","   102","    19","    61","   100","    26","    53","   101"]
[null,"k=bestK+kernel","    39","    48","    93","    42","    38","   100","    27","    52","   101","    19","    61","   100","     3","    64","   113"]
["EPANECHNIKOV","k=3",132,48,0,130,50,0,126,54,0,123,57,0,123,57,0]
[null,"k=5",118,61,1,126,53,1,118,61,1,120,60,0,123,57,0]
[null,"k=7",116,56,8,119,59,2,105,73,2,114,65,1,117,60,3]
[null,"k=9",114,57,9,118,49,13,100,68,12,114,53,13,110,61,9]
[null,"k=bestK",103,12,65,93,10,77,100,46,34,100,23,57,100,19,61]
[null,"k=3+kernel",80,0,100,1,26,153,0,21,159,0,12,168,0,18,162]
[null,"k=5+kernel",57,2,121,9,41,130,10,43,127,12,36,132,11,36,133]
[null,"k=7+kernel",34,8,138,23,42,115,18,59,103,23,42,115,21,49,110]
[null,"k=9+kernel",20,8,152,34,35,111,29,51,100,35,36,109,30,46,104]
[null,"k=bestK+kernel",0,0,180,49,31,100,32,48,100,54,26,100,47,33,100]
["GAUSSIAN","k=3",121,59,0,122,58,0,126,54,0,126,54,0,123,57,0]
[null,"k=5",121,59,0,115,65,0,120,60,0,119,61,0,115,64,1]
[null,"k=7",117,62,1,113,65,2,118,59,3,113,65,2,113,65,2]
[null,"k=9",115,55,10,109,63,8,118,53,9,113,55,12,108,65,7]
[null,"k=bestK",100,17,63,101,29,50,98,12,70,100,23,57,102,27,51]
[null,"k=3+kernel",80,0,100,0,17,163,0,21,159,0,19,161,0,14,166]
[null,"k=5+kernel",54,4,122,10,30,140,10,44,126,10,38,132,10,36,134]
[null,"k=7+kernel",35,11,134,25,36,119,20,48,112,17,45,118,23,43,114]
[null,"k=9+kernel",20,7,153,36,36,108,32,36,112,31,37,112,33,40,107]
[null,"k=bestK+kernel",0,0,180,59,21,100,50,29,101,65,15,100,55,25,100]
["MENDES","k=3",126,54,0,"Mendes does not have a bandwidth. It assigns weights to k-NN's depending on their distance to test instance. If we have 3 neighbors a, b and c according to distances, then prediction is:\n(3*a + 2*b + 1*c)/6"]
[null,"k=5",120,60,0]
[null,"k=7",115,62,3]
[null,"k=9",116,55,9]
[null,"k=bestK",101,13,66]
[null,"k=3+kernel",80,0,100]
[null,"k=5+kernel",50,10,120]
[null,"k=7+kernel",24,25,131]
[null,"k=9+kernel",16,19,145]
[null,"k=bestK+kernel",0,6,174]