path_contexts_0.csv

define|and|fit|model 1,1,2 3,2,4 3,3,5 4,4,5 6,2,4 6,3,7 4,4,7 4,5,8 5,6,8 5,7,6 8,8,6 8,9,4 1,10,3 1,11,4 4,12,2 7,13,2 9,14,1 9,15,3 10,16,4 10,17,9 4,18,9 4,19,1 7,20,8 2,21,8 11,22,12 13,23,8 13,24,14 8,25,14 1,26,13 1,27,8 8,28,2 14,29,2 10,30,11 10,31,12 11,32,1 12,33,1 12,34,13 11,22,15 1,35,16 1,36,2 16,37,2 10,38,11 10,39,15 11,40,1 15,41,1 15,42,16 17,16,4 17,17,10 4,18,10 4,43,11 16,44,8 2,21,8 1,45,18 1,36,2 18,46,2 19,47,1 19,48,18 18,49,8 2,50,8 20,23,8 20,24,17 8,25,17 1,26,20 1,27,8 8,28,2 17,29,2 21,51,1 21,52,20 1,53,21 1,54,1 17,55,2 2,56,2 19,47,1 19,57,21 2,58,8 2,50,8 8,59,8 8,60,10 8,61,10 8,62,4 2,63,10 8,64,10 8,65,11 14,66,17 2,67,17 2,68,4 2,69,19 8,70,19 8,71,1 2,72,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
create|x 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,35 11,93,35 31,94,29 31,95,11 11,96,28 35,97,28 35,98,36 28,99,36 28,100,8 36,101,8 37,91,11 37,92,38 11,93,38 31,102,37 31,103,11 11,104,28 38,105,28 38,106,39 28,107,39 40,108,4 40,109,41 4,110,41 11,22,42 1,35,40 1,36,2 40,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,40 43,108,4 43,111,27 4,112,27 4,113,11 11,22,44 43,38,11 43,39,44 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 54,16,4 54,17,43 4,18,43 4,43,11 11,122,4 44,123,4 44,124,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 43,132,52 43,133,55 56,108,4 56,111,43 4,112,43 4,134,52 57,135,8 57,136,58 8,137,58 8,138,8 58,135,8 58,136,59 8,137,59 8,138,8 59,135,8 59,136,60 8,137,60 6,2,4 6,3,61 4,4,61 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,6 8,8,6 8,9,4 1,26,56 1,27,8 4,12,2 61,13,2 34,14,1 34,141,56 8,142,4 60,143,4 60,144,34 4,112,34 4,145,1 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 36,14,1 36,153,6 62,108,4 62,111,36 4,112,36 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 62,30,11 62,31,12 11,32,1 12,33,1 12,34,57 11,22,15 1,35,58 1,36,2 58,37,2 62,38,11 62,39,15 11,40,1 15,41,1 15,42,58 63,16,4 63,17,62 4,18,62 4,43,11 58,44,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 69,84,26 69,85,70 26,86,70 28,154,69 28,155,26 28,161,71 28,162,8 71,163,8 72,164,8 72,165,8 72,166,73 8,167,73 31,168,72 31,169,28 72,170,28 72,171,72 28,172,72 28,173,8 8,174,4 73,175,4 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 77,30,11 77,31,74 11,32,1 74,33,1 74,179,75 78,16,4 78,180,79 4,181,79 4,182,8 79,183,8 11,22,42 78,184,80 78,185,81 80,186,81 1,187,78 1,188,80 80,189,2 81,190,2 27,38,11 27,39,42 11,40,1 42,41,1 42,191,78 82,16,4 82,17,27 4,18,27 4,43,11 81,192,8 2,21,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,201,66 68,196,28 8,197,28 8,198,69 26,202,83 70,203,83 70,200,28 83,204,28 83,205,71 71,206,84 8,207,84 8,208,85 84,209,85 84,209,86 85,210,86 85,211,72 86,211,72 86,212,8 72,213,31 8,214,31 8,215,72 73,216,77 4,217,77 4,218,11 76,219,78 2,67,78 2,68,4 79,220,82 8,221,82 8,222,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
imports 1,1,2 11,22,87 88,224,11 88,225,87 11,226,89 87,227,89 87,228,90 89,229,90 11,22,91 92,224,11 92,225,91 93,230,89 93,231,92 89,232,92 89,233,11 89,234,94 90,235,94 90,236,93 94,237,93 94,238,89 95,239,88 95,240,11 24,241,95 24,242,88 96,243,24 96,244,95 11,245,8 91,246,8 8,59,8 8,247,84 8,248,84 8,249,91 84,209,91 84,209,97 91,210,97 91,250,96 97,250,96 97,251,24 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
data 1,1,2 98,16,4 98,252,99 4,253,99 4,182,8 99,254,8 100,16,4 100,255,101 4,256,101 4,182,8 101,257,8 8,59,8 8,60,98 8,61,98 8,62,4 99,258,100 8,221,100 8,222,4 101,259,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
create|x 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,35 11,93,35 31,94,29 31,95,11 11,96,28 35,97,28 35,98,102 28,99,102 28,260,4 102,261,4 11,22,42 1,35,40 1,36,2 40,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,40 43,108,4 43,111,27 4,112,27 4,113,11 11,22,44 43,38,11 43,39,44 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 54,16,4 54,17,43 4,18,43 4,43,11 11,122,4 44,123,4 44,124,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 43,132,52 43,133,55 56,108,4 56,111,43 4,112,43 4,134,52 57,135,8 57,136,58 8,137,58 8,138,8 58,135,8 58,136,59 8,137,59 8,138,8 59,135,8 59,136,60 8,137,60 6,2,4 6,3,61 4,4,61 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,6 8,8,6 8,9,4 1,26,56 1,27,8 4,12,2 61,13,2 34,14,1 34,141,56 8,142,4 60,143,4 60,144,34 4,112,34 4,145,1 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 36,14,1 36,153,6 62,108,4 62,111,36 4,112,36 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 62,30,11 62,31,12 11,32,1 12,33,1 12,34,57 11,22,15 1,35,58 1,36,2 58,37,2 62,38,11 62,39,15 11,40,1 15,41,1 15,42,58 63,16,4 63,17,62 4,18,62 4,43,11 58,44,8 2,21,8 63,23,8 63,24,60 8,25,60 1,26,63 1,27,8 8,28,2 60,29,2 21,14,1 21,141,63 103,16,4 103,17,21
generate|test|predictions 1,1,2 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 104,30,11 104,31,12 11,32,1 12,33,1 12,34,56 11,22,15 1,35,105 1,36,2 105,37,2 104,38,11 104,39,15 11,40,1 15,41,1 15,42,105 106,108,4 106,111,104 4,112,104 4,113,11 11,22,107 11,22,108 105,262,11 105,263,108 109,264,24 109,265,105 24,266,105 24,267,11 11,268,8 108,269,8 108,270,110 8,271,110 8,272,24 110,264,24 110,273,106 24,274,106 111,275,109 111,276,24 24,277,112 106,278,112 1,279,111 1,280,109 106,281,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 113,16,4 113,17,27 4,18,27 4,43,11 112,284,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 116,287,8 116,288,108 8,8,108 8,9,4 1,289,116 1,27,8 4,12,2 115,290,2 113,291,11 113,292,114 11,293,1 114,294,1 114,295,116 115,296,8 2,50,8 8,59,8 8,297,104 8,298,104 8,299,11 54,300,106 2,301,106 2,302,4 105,303,113 2,304,113 2,305,4 2,69,113 8,70,113 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
model 1,1,2 117,264,24 117,307,118 24,308,118 24,309,8 118,310,8 118,311,117 8,271,117 8,272,24 117,264,24 117,307,118 24,308,118 24,309,8 118,310,8 118,311,119 8,271,119 8,272,24 119,264,24 119,307,120 24,308,120 24,309,8 120,310,8 120,311,121 8,271,121 8,272,24 121,264,24 121,307,122 24,308,122 24,309,8 122,310,8 122,311,123 8,271,123 8,272,24 123,264,24 123,307,122 24,308,122 24,309,8 122,310,8 122,311,124 8,271,124 8,272,24 124,264,24 124,307,125 24,308,125 24,309,8 125,310,8 125,311,126 8,271,126 8,272,24 126,264,24 126,307,127 24,308,127 24,309,8 127,310,8 127,311,128 8,271,128 8,272,24 128,264,24 128,307,129 24,308,129 24,309,8 129,310,8 129,311,6 8,271,6 8,272,24 6,264,24 6,307,130 24,308,130 111,312,117 111,313,24 24,314,112 130,315,112 131,16,4 131,316,111 4,317,111 4,318,117 130,319,8 112,320,8 8,59,8 8,60,131 8,61,131 8,62,4 112,321,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
logistic|regression 1,1,2 11,22,114 108,2,4 108,285,115 4,286,115 132,287,8 132,288,108 8,8,108 8,9,4 1,289,132 1,27,8 4,12,2 115,290,2 133,291,11 133,292,114 11,293,1 114,294,1 114,295,132 115,296,8 2,50,8 8,59,8 8,322,133 8,323,133 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
main|method 1,1,2 1,45,134 1,36,2 134,46,2 135,47,1 135,48,134 134,49,8 2,50,8 8,59,8 8,322,135 8,323,135 8,325,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
train 1,1,2 29,91,11 29,92,32 11,93,32 136,165,8 136,166,137 8,167,137 8,326,8 137,165,8 137,166,138 8,167,138 31,94,29 31,95,11 11,96,28 32,97,28 32,327,136 28,172,136 28,173,8 8,328,8 138,329,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,139 26,86,139 28,159,66 28,160,11 26,330,4 139,331,4 11,22,140 1,35,141 1,36,2 141,37,2 142,332,1 142,333,141 143,2,4 143,334,142 4,335,142 4,336,1 144,2,4 144,3,61 4,4,61 145,23,8 145,140,143 8,8,143 8,9,4 141,337,8 2,338,8 2,339,144 8,8,144 8,9,4 1,26,145 1,27,8 4,12,2 61,13,2 10,30,11 10,31,140 11,32,1 140,33,1 140,34,145 1,35,146 1,36,2 146,37,2 19,47,1 19,340,146 146,341,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,29 138,345,28 8,346,28 8,347,66 139,348,10 4,217,10 4,218,11 61,349,19 2,350,19 2,351,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
check|your|answer 1,1,2 147,114,8 147,115,148 8,116,148 8,117,8 148,114,8 148,115,149 8,116,149 8,117,8 149,114,8 149,115,150 8,116,150 52,118,147 52,119,8 8,120,53 150,121,53 151,108,4 151,352,52 4,353,52 4,354,147 152,135,8 152,136,153 8,137,153 8,138,8 153,135,8 153,136,154 8,137,154 1,35,155 1,36,2 155,37,2 156,14,1 156,355,155 8,142,4 154,143,4 154,144,156 4,112,156 4,145,1 11,22,157 158,2,4 158,356,151 4,357,151 6,2,4 6,3,159 4,4,159 4,5,8 151,358,8 151,359,6 8,8,6 8,9,4 1,10,158 1,11,4 4,12,2 159,13,2 160,38,11 160,39,157 11,40,1 157,41,1 157,360,158 161,108,4 161,111,160 4,112,160 4,113,11 11,22,12 52,129,151 52,130,53 151,131,53 152,361,52 152,362,151 52,363,162 52,130,53 162,364,53 152,361,52 152,365,162 151,366,8 53,367,8 53,368,152 8,369,152 8,370,52 1,371,152 1,372,52 162,373,2 53,374,2 161,30,11 161,31,12 11,32,1 12,33,1 12,375,152 11,22,163 11,22,164 52,129,151 52,130,53 151,131,53 152,376,52 152,377,151 1,53,152 1,378,52 151,379,2 53,380,2 11,22,165 1,45,166 1,36,2 166,46,2 161,381,11 161,382,164 11,383,1 164,384,1 164,385,152 53,386,11 2,387,11 2,388,165 11,383,1 165,384,1 165,389,166 1,53,161 1,390,11 166,391,2 2,56,2 152,38,11 152,39,163 11,40,1 163,41,1 163,392,161 167,16,4 167,17,152 4,18,152 4,43,11 2,393,8 2,21,8 11,22,163 11,22,164 52,129,151 52,130,53 151,131,53 153,376,52 153,377,151 1,53,153 1,378,52 151,379,2 53,380,2 11,22,165 1,45,166 1,36,2 166,46,2 161,381,11 161,382,164 11,383,1 164,384,1 164,385,153 53,386,11 2,387,11 2,388,165 11,383,1 165,384,1 165,389,166 1,53,161 1,390,11 166,391,2 2,56,2 153,38,11 153,39,163 11,40,1 163,41,1 163,392,161 168,108,4 168,111,153 4,112,153 4,113,11 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,396,151 8,397,151 8,398,4 150,399,152 53,400,152 53,401,8 155,402,161 2,403,161 2,404,4 159,405,161 2,406,161 2,407,11 53,408,167 2,67,167 2,68,4 2,409,168 8,410,168 8,411,4 2,412,170 2,413,170 2,414,11 2,73,8 8,74,8
load|data 1,1,2 25,84,26 25,85,171 26,86,171 28,87,25 28,88,26 26,330,4 171,331,4 11,22,42 1,45,41 1,36,2 41,46,2 27,30,11 27,31,42 11,32,1 42,33,1 42,415,41 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,172 28,99,172 28,260,4 172,261,4 11,22,110 173,291,11 173,292,110 11,416,8 110,417,8 11,22,75 52,418,110 52,419,53 110,420,53 174,2,4 174,3,61 4,4,61 110,421,8 53,422,8 53,423,174 8,8,174 8,9,4 1,424,52 1,425,110 4,12,2 61,13,2 173,38,11 173,39,75 11,40,1 75,41,1 75,426,52 175,108,4 175,111,173 4,112,173 4,113,11 11,22,176 52,427,177 52,428,53 177,429,53 178,146,4 178,430,52 4,431,52 4,432,177 1,149,178 1,150,4 177,433,2 53,434,2 175,38,11 175,39,176 11,40,1 176,41,1 176,435,178 179,16,4 179,17,175 4,18,175 4,43,11 53,436,8 2,21,8 8,59,8 8,193,28 8,194,28 8,195,25 171,348,27 4,217,27 4,218,11 41,437,31 2,438,31 2,439,29 9,440,31 8,214,31 8,441,29 21,440,31 8,214,31 8,441,29 172,442,173 4,443,173 4,444,11 110,445,175 8,410,175 8,411,4 61,446,179 2,304,179 2,305,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
training 1,1,2 1,447,180 1,1,2 180,448,2 11,22,42 11,22,181 182,381,11 182,382,181 1,53,182 1,390,11 11,449,2 181,450,2 27,38,11 27,39,42 11,40,1 42,41,1 42,392,182 183,108,4 183,111,27 4,112,27 4,113,11 11,22,184 183,451,11 183,452,184 11,453,185 184,454,185 184,455,180 185,456,180 52,457,183 52,458,11 185,459,53 180,460,53 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 183,132,52 183,461,183 180,462,11 53,463,11 53,464,74 11,40,1 74,41,1 74,435,75 186,16,4 186,17,183 4,18,183 4,465,52 76,466,187 2,21,187 11,22,184 183,451,11 183,452,184 11,467,188 184,468,188 184,455,180 188,469,180 52,457,183 52,458,11 188,470,53 180,460,53 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 183,132,52 183,461,183 180,462,11 53,463,11 53,464,74 11,40,1 74,41,1 74,435,75 189,16,4 189,17,183 4,18,183 4,465,52 76,466,187 2,21,187 11,22,190 11,22,191 186,262,11 186,263,190 11,471,11 190,472,11 190,473,191 192,2,4 192,334,186 4,335,186 4,474,11 11,22,193 11,22,191 186,262,11 186,263,193 11,471,11 193,472,11 193,473,191 193,2,4 193,334,186 4,335,186 4,474,11 11,22,194 11,22,191 186,262,11 186,263,194 11,471,11 194,472,11 194,473,191 194,2,4 194,334,186 4,335,186 4,474,11 11,475,8 191,476,8 191,477,193 8,8,193 8,9,4 11,475,8 191,476,8 191,477,194 8,8,194 8,9,4 1,10,192 1,11,4 11,478,2 191,479,2 195,14,1 195,15,192 196,108,4 196,111,195 4,112,195 4,145,1 11,22,197 11,22,198 11,22,199 11,22,200 182,262,11 182,263,200 201,2,4 201,334,182 4,335,182 4,474,11 202,2,4 202,3,99 4,4,99 196,23,8 196,140,201 8,8,201 8,9,4 11,475,8 200,476,8 200,477,202 8,8,202 8,9,4 1,26,196 1,27,8 4,12,2 99,13,2 203,38,11 203,39,197 11,480,11 197,481,11 197,482,198 11,480,11 198,481,11 198,482,199 11,40,1 199,41,1 199,483,196 204,108,4 204,111,203 4,112,203 4,113,11 11,22,190 11,22,191 189,262,11 189,263,190 11,471,11 190,472,11 190,473,191 192,2,4 192,334,189 4,335,189 4,474,11 11,22,193 11,22,191 189,262,11 189,263,193 11,471,11 193,472,11 193,473,191 193,2,4
run 1,447,180 1,1,2 180,448,2 11,22,42 11,22,181 182,381,11 182,382,181 1,53,182 1,390,11 11,449,2 181,450,2 27,38,11 27,39,42 11,40,1 42,41,1 42,392,182 183,108,4 183,111,27 4,112,27 4,113,11 11,22,184 183,451,11 183,452,184 11,453,185 184,454,185 184,455,180 185,456,180 52,457,183 52,458,11 185,459,53 180,460,53 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 183,132,52 183,461,183 180,462,11 53,463,11 53,464,74 11,40,1 74,41,1 74,435,75 186,16,4 186,17,183 4,18,183 4,465,52 76,466,187 2,21,187 11,22,184 183,451,11 183,452,184 11,467,188 184,468,188 184,455,180 188,469,180 52,457,183 52,458,11 188,470,53 180,460,53 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 183,132,52 183,461,183 180,462,11 53,463,11 53,464,74 11,40,1 74,41,1 74,435,75 189,16,4 189,17,183 4,18,183 4,465,52 76,466,187 2,21,187 11,22,190 11,22,191 186,262,11 186,263,190 11,471,11 190,472,11 190,473,191 192,2,4 192,334,186 4,335,186 4,474,11 11,22,193 11,22,191 186,262,11 186,263,193 11,471,11 193,472,11 193,473,191 193,2,4 193,334,186 4,335,186 4,474,11 11,22,194 11,22,191 186,262,11 186,263,194 11,471,11 194,472,11 194,473,191 194,2,4 194,334,186 4,335,186 4,474,11 11,475,8 191,476,8 191,477,193 8,8,193 8,9,4 11,475,8 191,476,8 191,477,194 8,8,194 8,9,4 1,10,192 1,11,4 11,478,2 191,479,2 195,14,1 195,15,192 196,108,4 196,111,195 4,112,195 4,145,1 11,22,197 11,22,198 11,22,199 11,22,200 182,262,11 182,263,200 201,2,4 201,334,182 4,335,182 4,474,11 202,2,4 202,3,99 4,4,99 196,23,8 196,140,201 8,8,201 8,9,4 11,475,8 200,476,8 200,477,202 8,8,202 8,9,4 1,26,196 1,27,8 4,12,2 99,13,2 203,38,11 203,39,197 11,480,11 197,481,11 197,482,198 11,480,11 198,481,11 198,482,199 11,40,1 199,41,1 199,483,196 204,108,4 204,111,203 4,112,203 4,113,11 11,22,190 11,22,191 189,262,11 189,263,190 11,471,11 190,472,11 190,473,191 192,2,4 192,334,189 4,335,189 4,474,11 11,22,193 11,22,191 189,262,11 189,263,193 11,471,11 193,472,11 193,473,191 193,2,4 193,334,189
your|code|here 1,1,2 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,484,8 24,485,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
check|your|answer|run|this|code|cell|to|receive|credit 1,1,2 11,22,214 11,22,215 1,36,2 216,291,11 216,292,214 11,517,11 214,518,11 214,519,215 11,293,1 215,294,1 215,394,2 1,395,8 2,50,8 8,59,8 8,322,216 8,323,216 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
training 1,1,2 217,520,8 217,521,218 8,522,218 8,523,4 218,524,4 218,525,219 4,526,219 1,527,217 1,528,8 4,529,2 219,530,2 11,22,152 1,36,2 10,291,11 10,292,152 11,293,1 152,294,1 152,394,2 1,395,187 2,50,187 1,35,220 1,36,2 220,37,2 221,14,1 221,355,220 222,16,4 222,17,221 4,18,221 4,19,1 220,44,187 2,21,187 223,531,8 223,532,224 8,533,224 8,117,8 224,531,8 224,532,225 8,533,225 1,534,223 1,535,8 8,536,2 225,537,2 226,538,8 226,539,1 8,540,1 8,541,223 1,35,222 1,36,2 222,37,2 227,542,1 227,543,222 11,22,228 1,35,148 1,36,2 148,37,2 223,38,11 223,39,228 11,40,1 228,41,1 228,42,148 223,16,4 223,17,223 4,18,223 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 224,38,11 224,39,228 11,40,1 228,41,1 228,42,148 224,16,4 224,17,224 4,18,224 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 225,38,11 225,39,228 11,40,1 228,41,1 228,42,148 225,16,4 225,17,225 4,18,225 4,43,11 148,44,187 2,21,187 11,22,229 1,36,2 230,291,11 230,292,229 11,293,1 229,294,1 229,394,2 1,395,187 2,50,187 1,35,223 1,36,2 223,37,2 10,14,1 10,355,223 113,16,4 113,17,10 4,18,10 4,19,1 223,44,187 2,21,187 231,135,8 231,136,232 8,137,232 8,138,8 232,135,8 232,136,233 8,137,233 113,23,8 113,24,224 8,25,224 8,139,8 224,23,8 224,24,225 8,25,225 8,139,8 225,23,8 225,544,61 8,545,61 1,26,113 1,27,8 8,28,2 61,546,2 234,14,1 234,141,113 8,547,4 233,548,4 233,549,234 4,18,234 4,19,1 61,550,187 2,21,187 187,59,235 187,551,231 235,552,231 235,553,8 2,223,187 187,74,187 231,135,8 231,136,232 8,137,232 8,138,8 232,135,8 232,136,233 8,137,233 113,23,8 113,24,224 8,25,224 8,139,8 224,23,8 224,24,225 8,25,225 8,139,8 225,23,8 225,544,236 8,545,236 1,26,113 1,27,8 8,28,2 236,546,2 234,14,1 234,141,113 8,547,4 233,548,4 233,549,234 4,18,234 4,19,1 236,550,187 2,21,187 187,59,235 187,551,231 235,552,231 235,553,8 2,223,187 187,74,187 237,554,217 237,555,238 217,556,238 217,557,24 238,558,24 238,559,187 24,560,187 24,561,235 187,562,239
train 217,520,8 217,521,218 8,522,218 8,523,4 218,524,4 218,525,219 4,526,219 1,527,217 1,528,8 4,529,2 219,530,2 11,22,152 1,36,2 10,291,11 10,292,152 11,293,1 152,294,1 152,394,2 1,395,187 2,50,187 1,35,220 1,36,2 220,37,2 221,14,1 221,355,220 222,16,4 222,17,221 4,18,221 4,19,1 220,44,187 2,21,187 223,531,8 223,532,224 8,533,224 8,117,8 224,531,8 224,532,225 8,533,225 1,534,223 1,535,8 8,536,2 225,537,2 226,538,8 226,539,1 8,540,1 8,541,223 1,35,222 1,36,2 222,37,2 227,542,1 227,543,222 11,22,228 1,35,148 1,36,2 148,37,2 223,38,11 223,39,228 11,40,1 228,41,1 228,42,148 223,16,4 223,17,223 4,18,223 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 224,38,11 224,39,228 11,40,1 228,41,1 228,42,148 224,16,4 224,17,224 4,18,224 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 225,38,11 225,39,228 11,40,1 228,41,1 228,42,148 225,16,4 225,17,225 4,18,225 4,43,11 148,44,187 2,21,187 11,22,229 1,36,2 230,291,11 230,292,229 11,293,1 229,294,1 229,394,2 1,395,187 2,50,187 1,35,223 1,36,2 223,37,2 10,14,1 10,355,223 113,16,4 113,17,10 4,18,10 4,19,1 223,44,187 2,21,187 231,135,8 231,136,232 8,137,232 8,138,8 232,135,8 232,136,233 8,137,233 113,23,8 113,24,224 8,25,224 8,139,8 224,23,8 224,24,225 8,25,225 8,139,8 225,23,8 225,544,61 8,545,61 1,26,113 1,27,8 8,28,2 61,546,2 234,14,1 234,141,113 8,547,4 233,548,4 233,549,234 4,18,234 4,19,1 61,550,187 2,21,187 187,59,235 187,551,231 235,552,231 235,553,8 2,223,187 187,74,187 231,135,8 231,136,232 8,137,232 8,138,8 232,135,8 232,136,233 8,137,233 113,23,8 113,24,224 8,25,224 8,139,8 224,23,8 224,24,225 8,25,225 8,139,8 225,23,8 225,544,236 8,545,236 1,26,113 1,27,8 8,28,2 236,546,2 234,14,1 234,141,113 8,547,4 233,548,4 233,549,234 4,18,234 4,19,1 236,550,187 2,21,187 187,59,235 187,551,231 235,552,231 235,553,8 2,223,187 187,74,187 237,554,217 237,555,238 217,556,238 217,557,24 238,558,24 238,559,187 24,560,187 24,561,235 187,562,239 187,563,239
evaluate 217,520,8 217,521,218 8,522,218 8,523,4 218,524,4 218,525,219 4,526,219 1,527,217 1,528,8 4,529,2 219,530,2 11,22,240 1,36,2 10,291,11 10,292,240 11,293,1 240,294,1 240,394,2 1,395,187 2,50,187 231,16,4 231,252,7 4,253,7 4,182,187 7,254,187 241,16,4 241,252,7 4,253,7 4,182,187 7,254,187 242,16,4 242,252,7 4,253,7 4,182,187 7,254,187 243,16,4 243,252,7 4,253,7 4,182,187 7,254,187 11,22,244 1,36,2 203,564,11 203,565,244 11,566,1 244,567,1 244,568,2 223,538,8 223,569,224 8,570,224 8,571,8 224,538,8 224,569,225 8,570,225 11,22,228 1,35,148 1,36,2 148,37,2 223,38,11 223,39,228 11,40,1 228,41,1 228,42,148 223,16,4 223,17,223 4,18,223 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 224,38,11 224,39,228 11,40,1 228,41,1 228,42,148 224,16,4 224,17,224 4,18,224 4,43,11 148,44,187 2,21,187 11,22,228 1,35,148 1,36,2 148,37,2 225,38,11 225,39,228 11,40,1 228,41,1 228,42,148 225,108,4 225,111,225 4,112,225 4,113,11 1,35,223 1,36,2 223,37,2 10,572,1 10,573,223 223,574,237 2,575,237 2,576,217 237,577,217 237,578,245 217,579,245 217,580,238 245,581,238 113,16,4 113,582,10 4,583,10 4,584,1 245,585,24 238,586,24 238,587,187 24,588,187 231,135,8 231,136,232 8,137,232 8,138,8 232,135,8 232,136,233 8,137,233 246,2,4 246,285,115 4,286,115 113,23,8 113,24,224 8,25,224 8,139,8 224,23,8 224,24,225 8,25,225 8,139,8 225,23,8 225,544,61 8,545,61 8,139,8 61,589,8 61,590,246 8,8,246 8,9,4 1,26,113 1,27,8 4,12,2 115,290,2 234,14,1 234,141,113 8,547,4 233,548,4 233,549,234 4,18,234 4,19,1 115,591,187 2,21,187 11,22,198 231,592,11 231,593,198 241,594,247 241,595,231 247,596,231 247,597,11 11,598,187 198,599,187 11,22,198 232,592,11 232,593,198 242,594,247 242,595,232 247,596,232 247,597,11 11,598,187 198,599,187 11,22,198 233,592,11 233,593,198 243,594,247 243,595,233 247,596,233 247,597,11 11,598,187 198,599,187 187,59,235 187,60,223 235,61,223 235,62,4 2,600,224 187,221,224 187,222,4 2,409,225 187,410,225 187,411,4 148,303,113 2,304,113 2,305,4 24,601,248 187,602,248 187,603,231
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 253,287,8 253,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,253 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,253 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,256 4,181,256 4,182,8 256,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 256,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
check|your|answer 1,1,2 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,261 28,99,261 28,260,4 261,261,4 52,129,262 52,130,53 262,131,53 263,634,52 263,635,262 262,636,8 53,637,8 52,129,262 52,130,53 262,131,53 264,132,52 264,133,262 265,108,4 265,111,264 4,112,264 4,134,52 266,2,4 266,285,115 4,286,115 267,2,4 267,606,268 4,607,268 4,5,8 115,638,8 115,639,267 8,8,267 8,9,4 1,10,266 1,11,4 4,12,2 268,640,2 269,14,1 269,15,266 269,16,4 269,17,269 4,18,269 4,19,1 268,641,8 2,21,8 11,22,107 11,22,270 1,35,271 1,36,2 271,37,2 269,381,11 269,382,270 11,383,1 270,384,1 270,642,271 1,53,269 1,390,11 271,643,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,269 271,16,4 271,17,27 4,18,27 4,43,11 2,393,8 2,21,8 11,22,107 11,22,164 1,35,265 1,36,2 265,37,2 269,381,11 269,382,164 11,383,1 164,384,1 164,642,265 1,53,269 1,390,11 265,643,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,269 265,16,4 265,17,27 4,18,27 4,43,11 2,393,8 2,21,8 11,22,108 271,38,11 271,39,108 11,22,108 263,38,11 263,39,108 11,122,4 108,123,4 108,644,263 4,18,263 4,43,11 11,614,8 108,615,8 11,22,108 265,38,11 265,39,108 11,22,272 264,38,11 264,39,272 11,22,273 263,645,11 263,646,273 52,129,274 52,130,53 274,131,53 11,22,275 263,647,52 263,648,274 274,649,11 53,650,11 53,651,275 11,652,185 275,653,185 275,654,177 185,655,177 237,656,263 237,657,52 276,658,274 276,659,277 274,660,277 274,661,263 277,662,263 277,663,11 11,664,237 273,665,237 273,666,263 274,667,276 274,668,274 52,669,274 52,670,276 185,671,53 177,672,53 11,673,4 108,674,4 108,675,264 4,112,264 4,113,11 11,673,4 272,674,4 272,676,52 4,353,52 4,677,274 11,22,278 52,129,279 52,130,53 279,131,53 263,678,52 263,679,279 279,680,8 53,681,8 53,682,271 8,533,271 52,683,263 52,684,52 8,685,53 271,686,53 174,2,4 174,3,61 4,4,61 271,687,8 53,422,8 53,423,174 8,8,174 8,9,4 1,424,52 1,688,263 4,12,2 61,13,2 27,38,11 27,39,278 11,40,1 278,41,1 278,426,52 271,16,4 271,17,27 4,18,27 4,43,11 61,20,8 2,21,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
model 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,288 28,99,288 28,726,149 288,727,149 288,101,8 149,728,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,729,31 8,214,31 8,441,29 149,730,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
check|your|answer 1,1,2 11,22,169 1,36,2 290,38,11 290,39,169 11,40,1 169,41,1 169,731,2 291,16,4 291,17,290 4,18,290 4,43,11 1,732,8 2,21,8 8,59,8 8,60,291 8,61,291 8,62,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
test 1,1,2 28,161,292 28,162,8 292,163,8 293,287,8 293,733,294 8,734,294 1,289,293 1,27,8 8,28,2 294,735,2 295,332,1 295,736,293 294,737,26 2,738,26 2,739,296 26,740,296 11,22,297 298,23,8 298,24,296 8,25,296 1,26,298 1,27,8 8,28,2 296,29,2 292,291,11 292,292,297 11,293,1 297,294,1 297,741,298 296,742,8 2,50,8 187,59,287 187,322,292 287,323,292 287,324,11 2,73,8 8,74,8 299,743,295 299,744,1 26,745,24 296,746,24 296,747,187 24,748,187 24,749,287 8,59,8 8,193,28 8,194,28 8,750,292 292,751,299 8,752,299 8,753,295 8,754,8 8,755,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
random|forest 1,1,2 300,23,8 300,24,301 8,25,301 1,26,300 1,27,8 8,28,2 301,29,2 302,51,1 302,52,300 1,53,302 1,54,1 301,55,2 2,56,2 19,47,1 19,57,302 2,58,8 2,50,8 300,23,8 300,24,301 8,25,301 1,26,300 1,27,8 8,28,2 301,29,2 303,51,1 303,52,300 1,53,303 1,54,1 301,55,2 2,56,2 19,756,1 19,757,303 304,2,4 304,606,305 4,607,305 300,23,8 300,24,301 8,25,301 8,139,8 301,23,8 301,140,304 8,8,304 8,9,4 1,26,300 1,27,8 4,12,2 305,640,2 306,758,1 306,759,300 305,760,8 2,761,8 2,762,307 8,545,307 1,371,306 1,763,1 8,28,2 307,546,2 308,14,1 308,764,306 309,16,4 309,17,308 4,18,308 4,19,1 307,550,8 2,21,8 300,23,8 300,24,301 8,25,301 1,26,300 1,27,8 8,28,2 301,29,2 310,765,1 310,766,300 301,767,39 2,768,39 2,769,5 39,770,5 1,771,310 1,772,1 39,773,2 5,774,2 5,775,8 2,776,8 2,777,311 8,545,311 1,778,1 1,779,310 8,28,2 311,546,2 308,14,1 308,780,1 312,108,4 312,111,308 4,112,308 4,145,1 313,287,8 313,781,312 8,25,312 8,139,8 312,23,8 312,782,314 8,734,314 1,289,313 1,27,8 8,28,2 314,735,2 19,47,1 19,783,313 314,784,8 2,50,8 306,287,8 306,781,309 8,25,309 1,289,306 1,27,8 8,28,2 309,29,2 19,47,1 19,783,306 309,742,8 2,50,8 8,59,8 8,322,19 8,323,19 8,325,1 2,785,19 8,64,19 8,786,1 2,787,309 2,67,309 2,68,4 2,409,312 8,410,312 8,411,4 311,788,19 2,413,19 2,789,1 2,72,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
data|visualization 1,1,2 125,790,8 125,791,315 8,792,315 1,793,125 1,794,8 8,795,2 315,796,2 316,16,4 316,797,1 4,798,1 4,799,125 315,800,8 2,801,8 317,135,8 317,136,318 8,137,318 11,22,319 320,146,4 320,802,316 4,803,316 1,149,320 1,150,4 4,151,2 316,804,2 68,38,11 68,39,319 11,40,1 319,41,1 319,435,320 8,547,4 318,548,4 318,549,68 4,18,68 4,43,11 316,805,8 2,21,8 52,363,321 52,130,53 321,364,53 254,132,52 254,806,321 56,16,4 56,17,254 4,18,254 4,465,52 321,807,8 53,808,8 11,22,322 12,2,4 12,356,323 4,357,323 324,2,4 324,809,76 4,810,76 325,2,4 325,285,115 4,286,115 56,23,8 56,140,12 8,8,12 8,9,4 4,5,8 323,358,8 323,359,324 8,8,324 8,9,4 4,5,8 76,811,8 76,812,325 8,8,325 8,9,4 1,26,56 1,27,8 4,12,2 115,290,2 326,38,11 326,39,322 11,40,1 322,41,1 322,483,56 318,16,4 318,17,326 4,18,326 4,43,11 115,591,8 2,21,8 8,59,8 8,60,316 8,61,316 8,62,4 2,813,317 8,603,317 8,630,8 2,600,56 8,221,56 8,222,4 53,814,318 8,221,318 8,222,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 327,287,8 327,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,327 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,327 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,328 4,181,328 4,182,8 328,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 328,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 329,287,8 329,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,329 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,329 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,330 4,181,330 4,182,8 330,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 330,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
xgboost 1,1,2 11,22,42 1,45,331 1,36,2 331,46,2 27,38,11 27,39,42 11,40,1 42,41,1 42,815,331 332,16,4 332,17,27 4,18,27 4,43,11 331,816,8 2,21,8 11,22,333 24,817,8 24,818,334 8,819,334 52,820,24 52,821,8 8,822,53 334,823,53 332,38,11 332,39,333 11,824,52 333,825,52 333,826,24 334,827,4 53,828,4 53,829,133 4,256,133 4,182,8 133,257,8 8,59,8 8,60,332 8,61,332 8,62,4 2,626,332 8,627,332 8,628,11 133,259,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 69,84,26 69,85,326 26,86,326 28,87,69 28,88,26 26,89,8 326,90,8 31,168,335 31,169,28 335,170,28 335,830,336 28,99,336 28,100,8 336,101,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,337 28,99,337 28,100,8 337,101,8 31,168,338 31,169,28 338,170,28 338,830,339 28,99,339 28,100,8 339,101,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,340 28,99,340 28,100,8 340,101,8 29,91,11 29,92,341 11,93,341 342,165,8 342,166,343 8,167,343 31,94,29 31,95,11 11,96,28 341,97,28 341,327,342 28,172,342 28,173,8 8,328,8 343,329,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,345 28,99,345 28,100,8 345,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,346 11,93,346 347,165,8 347,166,348 8,167,348 31,94,29 31,95,11 11,96,28 346,97,28 346,327,347 28,172,347 28,173,8 8,328,8 348,329,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,349 28,99,349 28,100,8 349,101,8 350,91,11 350,92,351 11,93,351 269,165,8 269,166,352 8,167,352 31,94,350 31,95,11 11,96,28 351,97,28 351,327,269 28,172,269 28,173,8 8,831,149 352,832,149 352,329,8 149,728,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 353,287,8 353,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,353 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,353 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,354 4,181,354 4,182,8 354,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 354,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 355,287,8 355,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,355 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,355 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,356 4,181,356 4,182,8 356,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 356,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
your|code|here 1,1,2 11,22,273 263,645,11 263,646,273 52,129,274 52,130,53 274,131,53 11,22,357 1,36,2 11,22,358 1,36,2 263,833,52 263,834,274 274,835,11 53,836,11 53,837,357 11,838,1 357,839,1 357,840,2 1,841,11 2,842,11 2,843,358 11,838,1 358,839,1 358,840,2 237,844,263 237,845,52 276,658,274 276,659,277 274,660,277 274,661,263 277,662,263 277,663,11 11,664,237 273,665,237 273,846,263 274,667,276 274,668,274 52,669,274 52,670,276 1,847,53 2,848,53 359,16,4 359,849,52 4,125,52 4,850,274 2,851,8 53,128,8 11,22,273 264,645,11 264,646,273 52,129,274 52,130,53 274,131,53 11,22,357 1,36,2 11,22,358 1,36,2 264,833,52 264,834,274 274,835,11 53,836,11 53,837,357 11,838,1 357,839,1 357,840,2 1,841,11 2,842,11 2,843,358 11,838,1 358,839,1 358,840,2 237,844,264 237,845,52 276,658,274 276,659,277 274,660,277 274,661,264 277,662,264 277,663,11 11,664,237 273,665,237 273,846,264 274,667,276 274,668,274 52,669,274 52,670,276 1,847,53 2,848,53 360,108,4 360,352,52 4,353,52 4,677,274 11,22,75 174,2,4 174,3,61 4,4,61 359,23,8 359,140,174 8,8,174 8,9,4 1,26,359 1,27,8 4,12,2 61,13,2 263,38,11 263,39,75 11,40,1 75,41,1 75,483,359 361,16,4 361,17,263 4,18,263 4,43,11 61,20,8 2,21,8 11,22,75 174,2,4 174,3,61 4,4,61 360,23,8 360,140,174 8,8,174 8,9,4 1,26,360 1,27,8 4,12,2 61,13,2 264,38,11 264,39,75 11,40,1 75,41,1 75,483,360 362,108,4 362,111,264 4,112,264 4,113,11 11,22,169 1,36,2 216,291,11 216,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,60,359 8,61,359 8,62,4 53,852,360 8,410,360 8,411,4 2,853,361 53,854,361 53,855,4 2,409,362 8,410,362 8,411,4 61,856,216 2,413,216 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
training 1,1,2 52,857,53 363,108,4 363,352,52 4,353,52 4,858,53 1,35,364 1,36,2 364,37,2 365,542,1 365,543,364 10,287,8 10,781,366 8,25,366 1,289,10 1,27,8 8,28,2 366,29,2 19,47,1 19,783,10 366,742,187 2,50,187 367,859,80 367,860,366 80,861,366 1,862,367 1,188,80 80,189,2 366,863,2 368,47,1 368,864,367 366,865,187 2,50,187 11,22,259 94,866,61 52,867,94 52,868,61 94,869,53 61,870,53 369,871,11 369,872,259 11,873,52 259,874,52 259,875,94 370,23,8 370,876,369 8,369,369 8,877,11 1,26,370 1,27,8 61,878,2 53,374,2 371,14,1 371,141,370 10,16,4 10,17,371 4,18,371 4,19,1 53,879,187 2,21,187 372,2,4 372,356,373 4,357,373 374,23,8 374,24,10 8,25,10 8,139,8 10,23,8 10,140,372 8,8,372 8,9,4 1,26,374 1,27,8 4,12,2 373,610,2 375,14,1 375,141,374 376,16,4 376,17,375 4,18,375 4,19,1 373,612,187 2,21,187 377,2,4 377,3,159 4,4,159 376,23,8 376,24,378 8,25,378 8,139,8 378,23,8 378,140,377 8,8,377 8,9,4 1,26,376 1,27,8 4,12,2 159,13,2 379,14,1 379,141,376 380,16,4 380,17,379 4,18,379 4,19,1 159,20,187 2,21,187 11,22,381 1,35,380 1,36,2 380,37,2 363,291,11 363,292,381 11,293,1 381,294,1 381,880,380 380,341,8 2,50,8 187,59,287 187,322,19 287,323,19 287,325,1 2,72,368 187,70,368 187,71,1 2,881,10 187,221,10 187,222,4 2,600,376 187,221,376 187,222,4 2,600,380 187,221,380 187,222,4 2,69,363 187,70,363 187,306,11 2,73,8 8,74,8 276,696,366 276,697,277 366,698,277 366,882,365 277,716,365 277,883,1 364,884,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,396,363 8,397,363 8,398,4 52,885,276 53,886,276 53,887,366 8,709,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
data|cleaning 1,1,2 11,22,114 108,2,4 108,285,115 4,286,115 328,287,8 328,288,108 8,8,108 8,9,4 1,289,328 1,27,8 4,12,2 115,290,2 186,291,11 186,292,114 11,293,1 114,294,1 114,295,328 115,296,8 2,50,8 8,59,8 8,322,186 8,323,186 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
train 1,1,2 1,36,2 9,14,1 9,888,2 382,108,4 382,111,9 4,112,9 4,145,1 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 382,30,11 382,31,12 11,32,1 12,33,1 12,34,263 11,22,15 1,35,105 1,36,2 105,37,2 382,38,11 382,39,15 11,40,1 15,41,1 15,42,105 383,108,4 383,111,382 4,112,382 4,113,11 11,22,384 385,2,4 385,285,115 4,286,115 300,23,8 300,24,383 8,25,383 8,139,8 383,23,8 383,140,385 8,8,385 8,9,4 1,26,300 1,27,8 4,12,2 115,290,2 32,38,11 32,39,384 11,40,1 384,41,1 384,483,300 386,16,4 386,17,32 4,18,32 4,43,11 115,591,8 2,21,8 11,22,387 300,23,8 300,24,383 8,25,383 1,26,300 1,27,8 8,28,2 383,29,2 32,38,11 32,39,387 11,40,1 387,41,1 387,483,300 388,108,4 388,111,32 4,112,32 4,113,11 389,287,8 389,781,386 8,25,386 1,289,389 1,27,8 8,28,2 386,29,2 19,756,1 19,889,389 387,287,8 387,781,388 8,25,388 1,289,387 1,27,8 8,28,2 388,29,2 19,756,1 19,889,387 11,22,390 56,2,4 56,356,300 4,357,300 54,2,4 54,356,383 4,357,383 4,5,8 300,358,8 300,359,54 8,8,54 8,9,4 1,10,56 1,11,4 4,12,2 383,610,2 326,291,11 326,292,390 11,293,1 390,294,1 390,890,56 383,891,8 2,50,8 8,59,8 8,396,382 8,397,382 8,398,4 1,892,382 2,406,382 2,407,11 14,300,383 2,301,383 2,302,4 105,303,386 2,304,386 2,305,4 2,409,388 8,410,388 8,411,4 383,893,19 2,406,19 2,894,1 386,895,19 2,896,19 2,897,1 388,898,326 2,350,326 2,899,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plot 1,1,2 11,22,391 1,36,2 68,291,11 68,292,391 11,293,1 391,294,1 391,394,2 1,395,8 2,50,8 111,900,112 392,16,4 392,316,111 4,317,111 4,901,112 111,902,8 112,320,8 311,790,8 311,791,307 8,792,307 8,117,8 307,790,8 307,791,315 8,792,315 8,117,8 315,790,8 315,791,159 8,792,159 8,117,8 159,790,8 159,791,125 8,792,125 52,903,311 52,904,8 8,905,53 125,906,53 11,22,393 1,35,394 1,36,2 394,37,2 395,262,11 395,263,393 11,907,1 393,908,1 393,909,394 11,22,10 24,910,56 52,911,24 52,912,56 24,913,53 56,914,53 396,645,11 396,646,10 11,915,52 10,916,52 10,917,24 276,658,394 276,659,277 394,660,277 394,661,396 277,662,396 277,663,11 394,918,276 2,919,276 2,920,394 52,683,395 52,921,11 56,922,53 53,923,53 397,2,4 397,606,398 4,607,398 53,924,8 53,422,8 53,423,397 8,8,397 8,9,4 1,424,52 1,688,395 4,12,2 398,640,2 399,14,1 399,925,52 400,16,4 400,17,399 4,18,399 4,19,1 398,641,187 2,21,187 11,22,393 1,35,394 1,36,2 394,37,2 395,262,11 395,263,393 11,907,1 393,908,1 393,909,394 11,22,10 24,910,56 52,911,24 52,912,56 24,913,53 56,914,53 401,645,11 401,646,10 11,915,52 10,916,52 10,917,24 276,658,394 276,659,277 394,660,277 394,661,401 277,662,401 277,663,11 394,918,276 2,919,276 2,920,394 52,683,395 52,921,11 56,922,53 53,923,53 397,2,4 397,606,402 4,607,402 53,924,8 53,422,8 53,423,397 8,8,397 8,9,4 1,424,52 1,688,395 4,12,2 402,640,2 399,14,1 399,925,52 403,16,4 403,17,399 4,18,399 4,19,1 402,641,187 2,21,187 111,926,112 111,927,94 112,928,94 112,929,397 94,930,397 1,931,8 1,932,111 8,933,111 8,934,112 19,756,1 19,935,8 315,936,94 315,937,180 94,488,180 24,938,315 24,939,94 404,940,24 404,941,315 8,942,11 24,943,8 24,944,11 405,940,24 405,945,8 1,35,56 1,36,2 56,37,2 406,14,1 406,355,56 56,946,2 2,947,2 2,21,187 2,948,187 407,538,8 407,569,408 8,570,408 403,531,8 403,532,400 8,533,400 52,949,403 52,950,8 8,685,53 400,686,53 11,22,406 1,35,56 1,36,2 56,37,2 409,951,11 409,952,406 11,907,1 406,908,1 406,909,56 11,22,406 1,35,56 1,36,2 56,37,2 410,951,11 410,952,406 11,907,1
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 411,287,8 411,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,411 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,411 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,412 4,181,412 4,182,8 412,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 412,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
submission 1,1,2 11,22,413 1,953,125 1,36,2 125,954,2 414,291,11 414,292,413 11,293,1 413,294,1 413,955,125 125,956,8 2,50,8 8,59,8 8,322,414 8,323,414 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
just|uncomment|them 1,1,2 415,114,8 415,115,416 8,116,416 8,117,8 416,114,8 416,115,417 8,116,417 8,117,8 417,114,8 417,115,418 8,116,418 8,117,8 418,114,8 418,115,45 8,116,45 8,117,8 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,415 52,119,8 8,120,53 51,121,53 55,16,4 55,849,52 4,125,52 4,126,415 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 419,132,52 419,133,55 420,16,4 420,17,419 4,18,419 4,465,52 55,957,8 53,808,8 1,36,2 421,14,1 421,888,2 422,16,4 422,17,421 4,18,421 4,19,1 1,732,8 2,21,8 11,22,270 1,35,420 1,36,2 420,37,2 422,38,11 422,39,270 11,40,1 270,41,1 270,42,420 420,108,4 420,111,422 4,112,422 4,113,11 11,22,15 1,35,420 1,36,2 420,37,2 423,38,11 423,39,15 11,40,1 15,41,1 15,42,420 380,108,4 380,111,423 4,112,423 4,113,11 11,22,107 11,22,109 419,262,11 419,263,109 109,264,24 109,265,419 24,266,419 24,267,11 11,268,8 109,269,8 109,270,110 8,271,110 8,272,24 110,264,24 110,273,380 24,274,380 111,275,109 111,276,24 24,277,112 380,278,112 1,279,111 1,280,109 380,281,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 113,16,4 113,17,27 4,18,27 4,43,11 112,284,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 116,287,8 116,288,108 8,8,108 8,9,4 1,289,116 1,27,8 4,12,2 115,290,2 113,291,11 113,292,114 11,293,1 114,294,1 114,295,116 115,296,8 2,50,8 8,59,8 8,60,55 8,61,55 8,62,4 53,958,420 8,221,420 8,222,4 53,814,422 8,221,422 8,222,4 2,409,420 8,410,420 8,411,4 420,402,380 2,403,380 2,404,4 420,303,113 2,304,113 2,305,4 2,69,113 8,70,113 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 424,2,4 424,3,425 4,4,425 6,2,4 6,3,61 4,4,61 4,5,8 425,6,8 425,7,6 8,8,6 8,9,4 1,10,424 1,11,4 4,12,2 61,13,2 9,14,1 9,15,424 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,57 59,742,8 2,50,8 11,22,15 1,35,58 1,36,2 58,37,2 423,38,11 423,39,15 11,40,1 15,41,1 15,42,58 383,16,4 383,17,423 4,18,423 4,43,11 58,44,8 2,21,8 60,23,8 60,24,383 8,25,383 1,26,60 1,27,8 8,28,2 383,29,2 21,14,1 21,141,60 426,16,4 426,17,21 4,18,21 4,19,1 383,959,8 2,21,8 1,35,426 1,36,2 426,37,2 19,47,1 19,340,426 426,341,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,856,423 2,413,423 2,414,11 2,881,383 8,221,383 8,222,4 2,600,426 8,221,426 8,222,4 2,69,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 9,14,1 9,153,6 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,56 54,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,960,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 1,36,2 9,14,1 9,888,2 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,56 54,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 1,961,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
input 1,1,2 11,22,107 427,114,8 427,115,428 8,116,428 8,117,8 428,114,8 428,115,429 8,116,429 52,962,427 52,963,8 8,964,53 429,965,53 429,966,39 53,967,39 53,968,307 39,969,307 430,114,8 430,115,431 8,116,431 8,117,8 431,114,8 431,115,432 8,116,432 52,962,430 52,963,8 8,964,53 432,965,53 432,966,39 53,967,39 53,968,307 39,969,307 11,22,433 11,22,434 7,589,8 7,970,435 8,545,435 8,139,8 435,589,8 435,970,436 8,545,436 1,971,7 1,27,8 8,28,2 436,546,2 65,262,11 65,263,433 11,471,11 433,472,11 433,473,434 11,907,1 434,908,1 434,972,7 437,264,24 437,973,52 24,974,52 24,975,427 39,976,8 307,977,8 307,978,438 8,271,438 8,272,24 438,264,24 438,973,52 24,974,52 24,975,430 39,976,8 307,977,8 307,978,439 8,271,439 8,272,24 439,264,24 439,265,65 24,266,65 24,267,11 111,275,437 111,276,24 436,979,112 2,980,112 1,279,111 1,280,437 2,981,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 254,108,4 254,111,27 4,112,27 4,113,11 11,22,107 427,114,8 427,115,429 8,116,429 8,117,8 429,114,8 429,115,440 8,116,440 52,962,427 52,963,8 8,964,53 440,965,53 440,966,39 53,967,39 53,968,311 39,969,311 430,114,8 430,115,432 8,116,432 52,962,430 52,963,8 8,964,53 432,965,53 432,966,39 53,967,39 53,968,307 39,969,307 11,22,433 11,22,434 7,589,8 7,970,435 8,545,435 8,139,8 435,589,8 435,970,441 8,545,441 1,971,7 1,27,8 8,28,2 441,546,2 65,262,11 65,263,433 11,471,11 433,472,11 433,473,434 11,907,1 434,908,1 434,972,7 442,264,24 442,973,52 24,974,52 24,975,427 39,976,8 311,977,8 311,978,443 8,271,443 8,272,24 443,264,24 443,973,52 24,974,52 24,975,430 39,976,8 307,977,8 307,978,439 8,271,439 8,272,24 439,264,24 439,265,65 24,266,65 24,267,11 111,275,442 111,276,24 441,979,112 2,980,112 1,279,111 1,280,442 2,981,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 254,16,4 254,17,27 4,18,27 4,43,11 112,284,8 2,21,8 254,164,8 254,164,8 8,59,8 8,396,254 8,397,254 8,398,4 112,982,254 2,304,254 2,305,4 2,983,254 8,984,254 8,985,8 254,986,254 8,984,254 8,985,8 254,987,8 8,74,8 22,75,23 22,76,1
read|the|data 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 11,22,42 1,45,41 1,36,2 41,46,2 27,38,11 27,39,42 11,40,1 42,41,1 42,815,41 444,16,4 444,17,27 4,18,27 4,43,11 41,816,8 2,21,8 11,22,42 1,45,445 1,36,2 445,46,2 27,38,11 27,39,42 11,40,1 42,41,1 42,815,445 419,108,4 419,111,27 4,112,27 4,113,11 11,22,446 174,2,4 174,3,7 4,4,7 52,427,110 52,428,53 110,429,53 447,2,4 447,988,52 4,989,52 4,990,110 448,2,4 448,809,76 4,810,76 4,5,8 7,6,8 7,7,447 8,8,447 8,9,4 110,991,8 53,992,8 53,993,448 8,8,448 8,9,4 1,10,174 1,11,4 4,12,2 76,994,2 444,30,11 444,31,446 11,32,1 446,33,1 446,995,174 11,22,449 444,38,11 444,39,449 11,22,273 444,645,11 444,646,273 52,129,274 52,130,53 274,131,53 11,22,357 1,36,2 11,22,358 1,36,2 444,833,52 444,834,274 274,835,11 53,836,11 53,837,357 11,838,1 357,839,1 357,840,2 1,841,11 2,842,11 2,843,358 11,838,1 358,839,1 358,840,2 237,844,444 237,845,52 276,658,274 276,659,277 274,660,277 274,661,444 277,662,444 277,663,11 11,664,237 273,665,237 273,846,444 274,667,276 274,668,274 52,669,274 52,670,276 1,847,53 2,848,53 334,16,4 334,17,444 4,18,444 4,43,11 11,122,4 449,123,4 449,124,52 4,125,52 4,850,274 2,851,8 53,128,8 11,22,75 109,114,8 109,115,110 8,116,110 52,996,109 52,997,8 8,998,53 110,999,53 110,1000,80 53,1001,80 53,1002,359 80,1003,359 174,2,4 174,3,61 4,4,61 80,1004,8 359,1005,8 359,1006,174 8,8,174 8,9,4 1,1007,52 1,1008,109 4,12,2 61,13,2 444,38,11 444,39,75 11,40,1 75,41,1 75,1009,52 450,16,4 450,17,444 4,18,444 4,43,11 61,20,8 2,21,8 11,22,75 52,1010,109 52,1011,53 109,1012,53 109,1013,80 53,1001,80 53,1002,359 80,1003,359 174,2,4 174,3,61 4,4,61 80,1004,8 359,1005,8 359,1006,174 8,8,174 8,9,4 1,1007,52 1,1014,109 4,12,2 61,13,2 419,38,11 419,39,75 11,40,1 75,41,1 75,1009,52 451,108,4 451,111,419 4,112,419 4,113,11 11,22,273 450,645,11 450,646,273 52,129,452 52,130,53 452,131,53 11,22,453 1,36,2 450,833,52 450,834,452 452,835,11 53,836,11
predict 1,1,2 11,22,433 11,22,434 7,589,8 7,970,250 8,545,250 8,139,8 250,589,8 250,970,5 8,545,5 1,971,7 1,27,8 8,28,2 5,546,2 65,38,11 65,39,433 11,480,11 433,481,11 433,482,434 11,40,1 434,41,1 434,1015,7 454,16,4 454,17,65 4,18,65 4,43,11 5,550,8 2,21,8 11,22,455 125,589,8 125,970,311 8,545,311 8,139,8 311,589,8 311,970,5 8,545,5 1,971,125 1,27,8 8,28,2 5,546,2 65,224,11 65,225,455 11,1016,1 455,1017,1 455,1018,125 125,1019,456 125,1020,65 456,1021,65 456,1022,11 5,1023,39 2,1024,39 2,1025,236 39,1026,236 454,16,4 454,1027,125 4,1028,125 4,1029,456 39,1030,8 236,1031,8 8,59,8 8,60,454 8,61,454 8,62,4 2,600,454 8,221,454 8,222,4 236,1032,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
model|building 1,1,2 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 457,38,11 457,39,12 11,40,1 12,41,1 12,483,263 458,16,4 458,17,457 4,18,457 4,43,11 14,959,8 2,21,8 8,59,8 8,60,458 8,61,458 8,62,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 9,14,1 9,153,6 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,56 54,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,960,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
logistic|regression 1,1,2 459,135,8 459,136,460 8,137,460 11,22,461 462,23,8 462,24,14 8,25,14 1,26,462 1,27,8 8,28,2 14,29,2 463,38,11 463,39,461 11,40,1 461,41,1 461,483,462 8,142,4 460,143,4 460,144,463 4,112,463 4,113,11 1,36,2 464,14,1 464,888,2 465,108,4 465,111,464 4,112,464 4,145,1 118,790,8 118,791,127 8,792,127 8,117,8 127,790,8 127,791,466 8,792,466 8,117,8 466,790,8 466,791,467 8,792,467 52,1033,118 52,119,8 8,120,53 467,1034,53 468,16,4 468,849,52 4,125,52 4,799,118 467,800,8 53,128,8 469,114,8 469,115,469 8,116,469 52,118,469 52,119,8 8,120,53 469,121,53 470,16,4 470,849,52 4,125,52 4,126,469 469,127,8 53,128,8 471,264,24 471,273,468 24,274,468 24,309,8 468,491,8 468,1035,470 8,271,470 8,272,24 470,264,24 470,273,470 24,274,470 111,1036,471 111,1037,24 24,1038,112 470,1039,112 52,1040,111 52,1041,471 470,1042,53 112,1043,53 472,108,4 472,352,52 4,353,52 4,1044,111 473,2,4 473,356,465 4,357,465 472,2,4 472,356,472 4,357,472 474,2,4 474,606,313 4,607,313 475,2,4 475,3,125 4,4,125 94,1045,61 476,2,4 476,1046,94 4,1047,94 4,1048,61 4,5,8 465,358,8 465,359,472 8,8,472 8,9,4 4,5,8 472,358,8 472,359,474 8,8,474 8,9,4 4,5,8 313,608,8 313,609,475 8,8,475 8,9,4 4,5,8 125,6,8 125,7,476 8,8,476 8,9,4 1,10,473 1,11,4 94,1049,2 61,1050,2 477,14,1 477,15,473 478,16,4 478,17,477 4,18,477 4,19,1 61,1051,8 2,21,8 11,22,12 459,23,8 459,24,460 8,25,460 1,26,459 1,27,8 8,28,2 460,29,2 478,38,11 478,39,12 11,40,1 12,41,1 12,483,459 478,108,4 478,111,478 4,112,478 4,113,11 11,22,479 11,22,308 1,953,307 1,36,2 307,954,2 478,381,11 478,382,479 11,692,11 479,693,11 479,694,308 11,383,1 308,384,1 308,1052,307 1,53,478 1,390,11 307,1053,2 2,56,2 19,47,1 19,57,478 2,58,8 2,50,8 11,22,480 478,381,11 478,382,480 1,53,478 1,390,11 11,449,2 480,450,2 19,47,1 19,57,478 480,1054,8 2,50,8 8,59,8 8,1055,459 8,1056,459 8,1057,8 14,1058,465 2,403,465 2,404,4 1,1059,468 2,304,468 2,305,4 53,958,470 8,221,470 8,222,4 53,852,472 8,410,472 8,411,4
model 1,1,2 29,91,11 29,92,33 11,93,33 34,165,8 34,166,184 8,167,184 31,94,29 31,95,11 11,96,28 33,97,28 33,327,34 28,172,34 28,173,8 8,328,8 184,329,8 52,857,53 481,16,4 481,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 52,857,53 404,16,4 404,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 1,953,311 1,36,2 311,954,2 365,542,1 365,1062,311 130,1063,80 130,937,482 80,1064,482 6,2,4 6,1065,130 4,1066,130 4,1067,80 483,2,4 483,809,76 4,810,76 315,589,8 315,590,6 8,8,6 8,9,4 80,1068,8 482,1069,8 482,1070,483 8,8,483 8,9,4 1,971,315 1,27,8 4,12,2 76,994,2 184,14,1 184,1071,315 184,16,4 184,17,184 4,18,184 4,19,1 76,1072,187 2,21,187 484,531,8 484,532,485 8,533,485 1,534,484 1,535,8 8,536,2 485,537,2 184,538,8 184,539,1 8,540,1 8,541,484 11,22,486 1,35,59 1,36,2 59,37,2 184,381,11 184,382,486 11,383,1 486,384,1 486,642,59 1,53,184 1,390,11 59,643,2 2,56,2 227,542,1 227,1073,184 1,45,487 1,36,2 487,46,2 19,47,1 19,48,487 487,49,187 2,50,187 1,45,487 1,36,2 487,46,2 19,47,1 19,48,487 487,49,187 2,50,187 10,135,8 10,136,231 8,137,231 488,589,8 488,970,489 8,545,489 1,971,488 1,27,8 8,28,2 489,546,2 490,14,1 490,1071,488 8,547,4 231,548,4 231,549,490 4,18,490 4,19,1 489,550,187 2,21,187 11,22,381 1,35,10 1,36,2 10,37,2 404,291,11 404,292,381 11,293,1 381,294,1 381,880,10 10,341,187 2,50,187 184,23,8 184,24,231 8,25,231 1,26,184 1,27,8 8,28,2 231,29,2 19,47,1 19,1074,184 231,742,187 2,50,187 11,22,381 1,35,231 1,36,2 231,37,2 481,291,11 481,292,381 11,293,1 381,294,1 381,880,231 231,341,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,72,19 187,70,19 187,71,1 2,1075,10 187,603,10 187,630,8 2,69,404 187,70,404 187,306,11 2,72,19 187,70,19 187,71,1 2,72,481 187,70,481 187,306,11 2,73,8 8,74,8 276,711,184 276,712,8 485,1076,277 2,1077,277 2,1078,227 277,716,227 277,883,1 2,1079,24 2,719,24 2,720,187 24,704,187 24,705,286 187,59,287 187,60,184 287,61,184 287,62,4 2,1080,276 187,723,276 187,724,184 8,709,8 8,710,8
preprocessing 1,1,2 11,22,491 1,35,492 1,36,2 492,37,2 493,38,11 493,39,491 11,40,1 491,41,1 491,42,492 492,16,4 492,17,493 4,18,493 4,43,11 492,44,8 2,21,8 52,363,494 52,130,53 494,364,53 492,132,52 492,806,494 494,1081,4 53,828,4 53,1082,7 4,253,7 4,182,8 7,254,8 52,363,495 52,130,53 495,364,53 492,132,52 492,806,495 495,1081,4 53,828,4 53,1082,7 4,253,7 4,182,8 7,254,8 11,22,496 1,35,492 1,36,2 492,37,2 142,51,1 142,1083,492 1,53,142 1,54,1 492,643,2 2,56,2 65,38,11 65,39,496 11,40,1 496,41,1 496,392,142 497,16,4 497,17,65 4,18,65 4,43,11 2,393,8 2,21,8 52,363,498 52,130,53 498,364,53 52,363,499 52,130,53 499,364,53 492,647,52 492,1084,499 499,1085,188 53,1086,188 53,1087,500 188,469,500 52,457,492 52,1088,52 188,470,53 500,460,53 11,22,191 492,132,52 492,806,498 498,1089,52 53,1090,52 53,1091,492 500,462,11 53,463,11 53,464,191 501,16,4 501,17,492 4,18,492 4,465,52 11,614,187 191,615,187 61,1092,24 52,1093,61 52,911,24 61,1094,53 24,913,53 501,132,52 501,1095,61 94,1045,61 24,1096,94 24,1097,61 52,911,24 52,1098,94 94,1099,53 61,1100,53 501,1101,52 501,1102,24 24,1103,502 53,1104,502 53,1105,501 502,1106,501 502,1107,52 61,1108,187 53,1109,187 52,363,494 52,130,53 494,364,53 52,363,499 52,130,53 499,364,53 492,647,52 492,1084,499 499,1085,188 53,1086,188 53,1087,500 188,469,500 52,457,492 52,1088,52 188,470,53 500,460,53 492,132,52 492,806,494 494,1089,52 53,1090,52 53,1091,492 500,1110,4 53,828,4 53,829,501 4,256,501 4,182,187 501,257,187 52,363,503 52,130,53 503,364,53 52,363,499 52,130,53 499,364,53 492,647,52 492,1084,499 499,1085,188 53,1086,188 53,1087,500 188,469,500 52,457,492 52,1088,52 188,470,53 500,460,53 11,22,191 492,132,52 492,806,503 503,1089,52 53,1090,52 53,1091,492 500,462,11 53,463,11 53,464,191 501,16,4 501,17,492 4,18,492 4,465,52 11,614,187 191,615,187 61,1092,24 52,1093,61 52,911,24 61,1094,53 24,913,53 501,132,52 501,1095,61 94,1045,61 24,1096,94 24,1097,61 52,911,24 52,1098,94 94,1099,53 61,1100,53 501,1101,52 501,1102,24 24,1103,502 53,1104,502 53,1105,501 502,1106,501 502,1107,52 61,1108,187 53,1109,187 52,363,495 52,130,53 495,364,53 52,363,499 52,130,53 499,364,53
feature|engineering 1,1,2 52,363,504 52,130,53 504,364,53 152,132,52 152,806,504 52,363,505 52,130,53 505,364,53 152,1111,52 152,1112,505 52,363,506 52,130,53 506,364,53 152,1111,52 152,1112,506 505,1113,89 53,1114,89 53,1115,152 89,1116,152 89,1117,52 504,1081,4 53,828,4 53,1118,152 4,1119,152 4,1120,52 506,1121,8 53,1122,8 8,59,8 8,1123,152 8,1124,152 8,1125,52 53,1126,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
your|code|here 1,1,2 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,507 28,99,507 28,260,4 507,261,4 267,2,4 267,606,268 4,607,268 266,2,4 266,285,115 4,286,115 4,5,8 268,608,8 268,609,266 8,8,266 8,9,4 1,10,267 1,11,4 4,12,2 115,290,2 269,47,1 269,1127,267 115,296,8 2,50,8 11,22,107 11,22,270 52,129,262 52,130,53 262,131,53 263,376,52 263,377,262 1,53,263 1,378,52 262,379,2 53,380,2 508,381,11 508,382,270 11,383,1 270,384,1 270,385,263 1,53,508 1,390,11 53,1128,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,508 509,16,4 509,17,27 4,18,27 4,43,11 2,393,8 2,21,8 11,22,107 11,22,164 52,129,262 52,130,53 262,131,53 264,376,52 264,377,262 1,53,264 1,378,52 262,379,2 53,380,2 508,381,11 508,382,164 11,383,1 164,384,1 164,385,264 1,53,508 1,390,11 53,1128,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,508 510,108,4 510,111,27 4,112,27 4,113,11 11,22,108 509,38,11 509,39,108 11,22,108 263,38,11 263,39,108 11,122,4 108,123,4 108,644,263 4,18,263 4,43,11 11,614,8 108,615,8 11,22,108 510,38,11 510,39,108 11,22,511 264,38,11 264,39,511 11,22,75 174,2,4 174,3,61 4,4,61 512,23,8 512,140,174 8,8,174 8,9,4 1,26,512 1,27,8 4,12,2 61,13,2 263,38,11 263,39,75 11,40,1 75,41,1 75,483,512 11,122,4 108,123,4 108,644,264 4,18,264 4,43,11 11,122,4 511,123,4 511,644,263 4,18,263 4,43,11 61,20,8 2,21,8 11,22,75 174,2,4 174,3,61 4,4,61 512,23,8 512,140,174 8,8,174 8,9,4 1,26,512 1,27,8 4,12,2 61,13,2 264,38,11 264,39,75 11,40,1 75,41,1 75,483,512 513,108,4 513,111,264 4,112,264 4,113,11 11,22,278 514,531,8 514,532,509 8,533,509 52,949,514 52,950,8 8,685,53 509,686,53 174,2,4 174,3,61 4,4,61 509,687,8 53,422,8 53,423,174 8,8,174 8,9,4 1,424,52 1,1129,514 4,12,2 61,13,2 27,38,11 27,39,278 11,40,1 278,41,1 278,426,52 271,16,4 271,17,27 4,18,27 4,43,11 61,20,8 2,21,8 11,22,278 513,531,8 513,532,510 8,533,510 52,949,513 52,950,8 8,685,53 510,686,53 174,2,4
check|your|answers 1,1,2 11,22,176 52,427,177 52,428,53 177,429,53 178,146,4 178,430,52 4,431,52 4,432,177 1,149,178 1,150,4 177,433,2 53,434,2 263,38,11 263,39,176 11,40,1 176,41,1 176,435,178 515,16,4 515,17,263 4,18,263 4,43,11 53,436,8 2,21,8 11,22,176 52,427,177 52,428,53 177,429,53 178,146,4 178,430,52 4,431,52 4,432,177 1,149,178 1,150,4 177,433,2 53,434,2 264,38,11 264,39,176 11,40,1 176,41,1 176,435,178 516,108,4 516,111,264 4,112,264 4,113,11 11,22,169 1,36,2 216,291,11 216,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,60,515 8,61,515 8,62,4 2,409,516 8,410,516 8,411,4 53,1130,216 2,413,216 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 9,14,1 9,153,6 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,56 54,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,960,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,1131,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
train 1,1,2 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,484,8 24,485,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 517,287,8 517,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,517 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,517 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,518 4,181,518 4,182,8 518,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 518,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
feature|engineering 1,1,2 11,22,381 519,2,4 519,285,115 4,286,115 154,23,8 154,140,519 8,8,519 8,9,4 1,26,154 1,27,8 4,12,2 115,290,2 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 152,38,11 152,39,381 11,40,1 381,41,1 381,483,154 115,1132,11 2,1133,11 2,1134,74 11,40,1 74,41,1 74,435,75 520,16,4 520,17,152 4,18,152 4,43,11 76,466,8 2,21,8 152,538,8 152,569,154 8,570,154 521,1135,152 521,1136,8 8,1137,8 154,1138,8 11,22,522 1,36,2 523,291,11 523,292,522 11,293,1 522,294,1 522,394,2 1,395,8 2,50,8 8,59,8 8,60,520 8,61,520 8,62,4 2,1139,521 8,1140,521 8,1141,152 154,1142,523 8,70,523 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,1131,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 524,287,8 524,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,524 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,524 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,525 4,181,525 4,182,8 525,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 525,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,464 28,99,464 28,100,8 464,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,526 28,99,526 28,726,149 526,727,149 526,101,8 149,728,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,508,28 8,346,28 8,347,66 68,729,31 8,214,31 8,441,29 464,440,31 8,214,31 8,441,29 149,1143,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
use|the|next|code|cell|to|print|the|first|five|rows|of|the|data 1,1,2 11,22,413 1,36,2 263,291,11 263,292,413 11,293,1 413,294,1 413,394,2 1,395,8 2,50,8 8,59,8 8,322,263 8,323,263 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 9,14,1 9,153,6 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,56 54,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,960,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
changing|the|orders 1,1,2 52,363,527 52,130,53 527,364,53 154,132,52 154,806,527 52,363,528 52,130,53 528,364,53 529,132,52 529,806,528 527,1081,4 53,828,4 53,1144,529 4,18,529 4,465,52 528,807,8 53,808,8 530,114,8 530,115,527 8,116,527 52,1145,530 52,1146,8 8,1147,53 527,1148,53 52,1149,52 52,1150,530 527,1151,53 53,1152,53 154,132,52 154,1153,52 531,16,4 531,17,154 4,18,154 4,465,52 53,1154,8 53,808,8 11,22,532 1,36,2 11,22,533 1,36,2 531,381,11 531,382,532 11,383,1 532,384,1 532,1155,2 1,1156,11 2,387,11 2,388,533 11,383,1 533,384,1 533,1155,2 1,53,531 1,390,11 1,1157,2 2,56,2 19,47,1 19,57,531 2,58,8 2,50,8 11,22,534 447,2,4 447,606,530 4,607,530 535,2,4 535,606,536 4,607,536 448,2,4 448,285,115 4,286,115 4,5,8 530,608,8 530,609,535 8,8,535 8,9,4 4,5,8 536,608,8 536,609,448 8,8,448 8,9,4 1,10,447 1,11,4 4,12,2 115,290,2 531,38,11 531,39,534 11,40,1 534,41,1 534,360,447 537,16,4 537,17,531 4,18,531 4,43,11 115,591,8 2,21,8 61,1158,24 61,311,538 24,1159,538 24,309,8 538,1160,8 538,307,7 8,1161,7 8,272,24 7,1158,24 7,311,539 24,1159,539 111,1162,61 111,313,24 24,314,112 539,1163,112 540,16,4 540,316,111 4,317,111 4,1164,61 539,1165,8 112,320,8 52,363,527 52,130,53 527,364,53 537,132,52 537,806,527 52,363,527 52,130,53 527,364,53 11,22,541 1,35,540 1,36,2 540,37,2 537,132,52 537,806,527 527,1166,11 53,463,11 53,464,541 11,40,1 541,41,1 541,42,540 527,1081,4 53,828,4 53,1144,537 4,18,537 4,465,52 540,44,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 542,287,8 542,288,108 8,8,108 8,9,4 1,289,542 1,27,8 4,12,2 115,290,2 537,291,11 537,292,114 11,293,1 114,294,1 114,295,542 115,296,8 2,50,8 8,59,8 8,1123,154 8,1124,154 8,1125,52 53,814,531 8,221,531 8,222,4 53,1167,19 8,70,19 8,71,1 2,881,537 8,221,537 8,222,4 2,600,540 8,221,540 8,222,4 112,1168,537 8,627,537 8,1169,52 2,69,537 8,70,537 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
use|the|next|code|cell|to|print|the|first|five|rows|of|the|data 1,1,2 11,22,413 1,36,2 263,291,11 263,292,413 11,293,1 413,294,1 413,394,2 1,395,8 2,50,8 8,59,8 8,322,263 8,323,263 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
blend 1,1,2 1,45,543 19,756,1 19,1170,543 544,1171,2 544,183,8 2,948,8 1,45,543 19,756,1 19,1170,543 544,1171,2 544,183,8 2,948,8 8,59,8 8,297,19 8,298,19 8,1172,1 1,1173,545 543,1174,545 543,1175,546 545,1176,546 545,210,498 546,1177,498 546,1178,544 498,1179,544 498,1180,2 2,1181,19 8,64,19 8,786,1 1,1173,545 543,1174,545 543,1175,546 545,1176,546 545,210,503 546,1177,503 546,1178,544 503,1179,544 503,1180,2 2,1182,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
create|x 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,35 11,93,35 31,94,29 31,95,11 11,96,28 35,97,28 35,98,547 28,99,547 28,726,149 547,727,149 547,101,8 149,728,8 11,22,284 11,22,548 1,45,41 1,36,2 41,46,2 149,1183,11 149,1184,284 11,1185,11 284,1186,11 284,1187,548 11,1188,1 548,1189,1 548,1190,41 549,1191,149 549,1192,11 11,22,550 551,287,8 551,733,41 8,734,41 1,289,551 1,27,8 8,28,2 41,735,2 149,291,11 149,292,550 11,293,1 550,294,1 550,295,551 41,784,187 2,50,187 11,22,550 552,287,8 552,733,445 8,734,445 1,289,552 1,27,8 8,28,2 445,735,2 149,291,11 149,292,550 11,293,1 550,294,1 550,295,552 445,784,8 2,50,8 187,59,287 187,322,149 287,323,149 287,324,11 2,72,149 187,70,149 187,306,11 2,73,8 8,74,8 237,1193,549 237,1194,149 41,1195,24 2,1196,24 2,1197,187 24,560,187 24,561,287 37,91,11 37,92,38 11,93,38 31,94,37 31,95,11 11,96,28 38,97,28 38,98,553 28,99,553 28,100,8 553,101,8 11,22,554 1,36,2 555,51,1 555,1198,2 1,53,555 1,54,1 1,1157,2 2,56,2 553,291,11 553,292,554 11,293,1 554,294,1 554,1199,555 2,58,8 2,50,8 37,91,11 37,92,556 11,93,556 11,1200,11 556,91,11 556,92,557 11,93,557 31,102,37 31,103,11 11,104,28 557,105,28 557,106,39 28,107,39 40,108,4 40,109,41 4,110,41 11,22,42 1,35,40 1,36,2 40,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,40 43,108,4 43,111,27 4,112,27 4,113,11 11,22,44 43,38,11 43,39,44 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53
main|method 1,1,2 1,45,311 1,36,2 311,46,2 135,47,1 135,48,311 311,49,8 2,50,8 8,59,8 8,322,135 8,323,135 8,325,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 558,287,8 558,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,558 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,558 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,559 4,181,559 4,182,8 559,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 559,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
import|data 1,1,2 11,22,453 1,36,2 198,291,11 198,292,453 11,293,1 453,294,1 453,394,2 1,395,8 2,50,8 8,59,8 8,322,198 8,323,198 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 560,287,8 560,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,560 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,560 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,561 4,181,561 4,182,8 561,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 561,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
create|x 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,35 11,93,35 31,94,29 31,95,11 11,96,28 35,97,28 35,98,36 28,99,36 28,100,8 36,101,8 37,91,11 37,92,38 11,93,38 31,102,37 31,103,11 11,104,28 38,105,28 38,106,39 28,107,39 40,108,4 40,109,41 4,110,41 11,22,42 1,35,40 1,36,2 40,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,40 43,108,4 43,111,27 4,112,27 4,113,11 11,22,44 43,38,11 43,39,44 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 54,16,4 54,17,43 4,18,43 4,43,11 11,122,4 44,123,4 44,124,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 43,132,52 43,133,55 56,108,4 56,111,43 4,112,43 4,134,52 57,135,8 57,136,58 8,137,58 8,138,8 58,135,8 58,136,59 8,137,59 8,138,8 59,135,8 59,136,60 8,137,60 6,2,4 6,3,61 4,4,61 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,6 8,8,6 8,9,4 1,26,56 1,27,8 4,12,2 61,13,2 34,14,1 34,141,56 8,142,4 60,143,4 60,144,34 4,112,34 4,145,1 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 36,14,1 36,153,6 62,108,4 62,111,36 4,112,36 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 62,30,11 62,31,12 11,32,1 12,33,1 12,34,57 11,22,15 1,35,58 1,36,2 58,37,2 62,38,11 62,39,15 11,40,1 15,41,1 15,42,58 63,16,4 63,17,62 4,18,62 4,43,11 58,44,8
specify|none|if|want|to|read|whole|file 1,1,2 249,108,4 249,604,250 4,605,250 11,22,42 251,2,4 251,606,8 4,607,8 252,2,4 252,356,249 4,357,249 562,287,8 562,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,562 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,562 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,563 4,181,563 4,182,8 563,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 563,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
define|and|fit|model 1,1,2 3,2,4 3,3,5 4,4,5 6,2,4 6,3,7 4,4,7 4,5,8 5,6,8 5,7,6 8,8,6 8,9,4 1,10,3 1,11,4 4,12,2 7,13,2 9,14,1 9,15,3 10,16,4 10,17,9 4,18,9 4,19,1 7,20,8 2,21,8 11,22,12 13,23,8 13,24,14 8,25,14 1,26,13 1,27,8 8,28,2 14,29,2 10,30,11 10,31,12 11,32,1 12,33,1 12,34,13 11,22,15 1,35,16 1,36,2 16,37,2 10,38,11 10,39,15 11,40,1 15,41,1 15,42,16 17,16,4 17,17,10 4,18,10 4,43,11 16,44,8 2,21,8 1,45,564 1,36,2 564,46,2 19,47,1 19,48,564 564,49,8 2,50,8 20,23,8 20,24,17 8,25,17 1,26,20 1,27,8 8,28,2 17,29,2 21,51,1 21,52,20 1,53,21 1,54,1 17,55,2 2,56,2 19,47,1 19,57,21 2,58,8 2,50,8 8,59,8 8,60,10 8,61,10 8,62,4 2,63,10 8,64,10 8,65,11 14,66,17 2,67,17 2,68,4 2,69,19 8,70,19 8,71,1 2,72,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 565,91,11 565,92,566 11,93,566 11,156,26 566,157,26 566,158,567 26,86,567 28,159,565 28,160,11 26,89,8 567,90,8 565,91,11 565,92,568 11,93,568 11,156,26 568,157,26 568,158,569 26,86,569 28,159,565 28,160,11 26,89,8 569,90,8 565,91,11 565,92,570 11,93,570 11,156,26 570,157,26 570,158,571 26,86,571 28,159,565 28,160,11 26,89,8 571,90,8 565,91,11 565,92,572 11,93,572 11,156,26 572,157,26 572,158,573 26,86,573 28,159,565 28,160,11 26,89,8 573,90,8 11,22,574 575,146,4 575,176,76 4,177,76 1,149,575 1,150,4 4,151,2 76,178,2 569,291,11 569,292,574 11,293,1 574,294,1 574,1201,575 76,1202,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,201,565 567,508,28 8,346,28 8,347,565 569,508,28 8,346,28 8,347,565 571,508,28 8,346,28 8,347,565 573,1203,569 8,70,569 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
read|the|data 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,576 28,99,576 28,260,4 576,261,4 11,22,42 577,2,4 577,606,109 4,607,109 41,287,8 41,288,577 8,8,577 8,9,4 1,289,41 1,27,8 4,12,2 109,640,2 27,291,11 27,292,42 11,293,1 42,294,1 42,295,41 109,1204,8 2,50,8 11,22,42 577,2,4 577,606,109 4,607,109 445,287,8 445,288,577 8,8,577 8,9,4 1,289,445 1,27,8 4,12,2 109,640,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,445 578,108,4 578,111,27 4,112,27 4,113,11 11,22,110 579,38,11 579,39,110 54,16,4 54,17,579 4,18,579 4,43,11 11,614,8 110,615,8 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 55,16,4 55,849,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 11,22,493 1,36,2 579,132,52 579,133,55 55,1205,11 53,463,11 53,464,493 11,40,1 493,41,1 493,731,2 56,16,4 56,17,579 4,18,579 4,465,52 1,732,8 2,21,8 52,129,55 52,130,53 55,131,53 11,22,493 1,36,2 578,132,52 578,133,55 55,1205,11 53,463,11 53,464,493 11,40,1 493,41,1 493,731,2 105,108,4 105,111,578 4,112,578 4,134,52 263,135,8 263,136,264 8,137,264 8,138,8 264,135,8 264,136,14 8,137,14 8,138,8 14,135,8 14,136,20 8,137,20 580,2,4 580,3,581 4,4,581 582,2,4 582,3,583 4,4,583 6,2,4 6,3,7 4,4,7 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,580 8,8,580 8,9,4 4,5,8 581,6,8 581,7,582 8,8,582 8,9,4 4,5,8 583,6,8 583,7,6 8,8,6 8,9,4 1,26,56 1,27,8 4,12,2 7,13,2 34,14,1 34,141,56 8,547,4 20,548,4 20,549,34 4,18,34 4,19,1 7,20,8 2,21,8 8,59,8 8,193,28 8,194,28 8,195,25 27,729,31 8,214,31 8,441,29 576,442,27 4,443,27 4,444,11 2,1206,578 8,410,578
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
logistic|regression 1,1,2 1,36,2 464,14,1 464,888,2 10,16,4 10,17,464 4,18,464 4,19,1 1,732,8 2,21,8 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 10,291,11 10,292,12 11,293,1 12,294,1 12,741,57 59,742,8 2,50,8 11,22,15 1,35,420 1,36,2 420,37,2 10,38,11 10,39,15 11,40,1 15,41,1 15,42,420 584,16,4 584,17,10 4,18,10 4,43,11 420,44,8 2,21,8 11,22,310 584,23,8 584,24,585 8,25,585 1,26,584 1,27,8 8,28,2 585,29,2 32,871,11 32,872,310 11,1207,1 310,1208,1 310,1209,584 586,287,8 586,1210,32 8,369,32 8,877,11 1,289,586 1,27,8 585,1211,2 2,1212,2 19,47,1 19,783,586 2,1213,8 2,50,8 8,59,8 8,60,10 8,61,10 8,62,4 2,69,10 8,70,10 8,306,11 2,881,584 8,221,584 8,222,4 2,69,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
feature|engineering 1,1,2 587,114,8 587,115,588 8,116,588 8,117,8 588,114,8 588,115,589 8,116,589 8,117,8 589,114,8 589,115,590 8,116,590 52,118,587 52,119,8 8,120,53 590,121,53 55,16,4 55,849,52 4,125,52 4,126,587 590,127,8 53,128,8 591,114,8 591,115,592 8,116,592 8,117,8 592,114,8 592,115,593 8,116,593 8,117,8 593,114,8 593,115,594 8,116,594 8,117,8 594,114,8 594,115,595 8,116,595 8,117,8 595,114,8 595,115,596 8,116,596 8,117,8 596,114,8 596,115,597 8,116,597 52,118,591 52,119,8 8,120,53 597,121,53 55,16,4 55,849,52 4,125,52 4,126,591 597,127,8 53,128,8 598,114,8 598,115,599 8,116,599 8,117,8 599,114,8 599,115,600 8,116,600 52,118,598 52,119,8 8,120,53 600,121,53 55,16,4 55,849,52 4,125,52 4,126,598 600,127,8 53,128,8 601,114,8 601,115,602 8,116,602 8,117,8 602,114,8 602,115,603 8,116,603 8,117,8 603,114,8 603,115,604 8,116,604 52,118,601 52,119,8 8,120,53 604,121,53 55,16,4 55,849,52 4,125,52 4,126,601 604,127,8 53,128,8 605,114,8 605,115,109 8,116,109 8,117,8 109,114,8 109,115,606 8,116,606 8,117,8 606,114,8 606,115,607 8,116,607 8,117,8 607,114,8 607,115,608 8,116,608 52,118,605 52,119,8 8,120,53 608,121,53 55,16,4 55,849,52 4,125,52 4,126,605 608,127,8 53,128,8 11,22,493 1,36,2 609,38,11 609,39,493 11,40,1 493,41,1 493,731,2 610,16,4 610,17,609 4,18,609 4,43,11 1,732,8 2,21,8 52,363,608 52,130,53 608,364,53 609,132,52 609,806,608 54,16,4 54,17,609 4,18,609 4,465,52 608,807,8 53,808,8 11,22,75 55,1214,80 55,1215,55 80,1003,55 80,1216,80 55,1214,80 55,1215,55 80,1003,55 80,1216,80 55,1214,80 55,1215,55 80,1003,55 80,1216,80 55,1214,80 55,1215,55 80,1003,55 174,2,4 174,3,61 4,4,61 80,1004,8 55,1005,8 55,1006,174 8,8,174 8,9,4 1,1217,55 1,1218,80 4,12,2 61,13,2 610,38,11 610,39,75 11,40,1 75,41,1 75,1219,55 56,16,4 56,17,610 4,18,610 4,43,11 61,20,8 2,21,8 8,59,8 8,60,55 8,61,55 8,62,4 53,958,55 8,221,55 8,222,4 53,958,55 8,221,55 8,222,4 53,958,55 8,221,55 8,222,4 53,958,55 8,221,55 8,222,4 53,958,610 8,221,610 8,222,4
training 1,1,2 52,857,53 611,16,4 611,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 52,857,53 612,16,4 612,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 52,857,53 613,16,4 613,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 614,16,4 614,252,7 4,253,7 4,182,8 7,254,8 11,22,615 186,592,11 186,593,615 616,135,8 616,136,617 8,137,617 8,138,8 617,135,8 617,136,618 8,137,618 619,2,4 619,606,152 4,607,152 615,23,8 615,140,619 8,8,619 8,9,4 1,26,615 1,27,8 4,12,2 152,640,2 620,14,1 620,141,615 8,547,4 618,548,4 618,549,620 4,18,620 4,19,1 152,641,187 2,21,187 616,1220,188 616,1221,621 188,1222,621 1,1223,616 1,1224,188 188,1225,2 621,1226,2 617,1227,94 617,1228,622 94,1229,622 1,187,617 1,1230,94 94,1231,2 622,1232,2 623,1233,1 623,1234,617 1,1235,623 1,1236,1 622,1237,118 2,1238,118 2,1239,2 118,1240,2 621,1241,624 2,1242,624 2,1243,1 624,1244,1 624,1245,623 614,594,247 614,1246,61 247,1247,61 247,1248,187 61,1249,187 187,59,286 187,60,614 286,61,614 286,1250,247 61,1251,187 187,74,187 237,1252,1 237,1253,616 118,1254,24 2,1255,24 2,1256,187 24,560,187 24,561,286 11,22,381 1,35,616 1,36,2 616,37,2 611,291,11 611,292,381 11,293,1 381,294,1 381,880,616 616,341,187 2,50,187 11,22,381 1,35,617 1,36,2 617,37,2 612,291,11 612,292,381 11,293,1 381,294,1 381,880,617 617,341,187 2,50,187 11,22,381 1,35,618 1,36,2 618,37,2 613,291,11 613,292,381 11,293,1 381,294,1 381,880,618 618,341,8 2,50,8 187,59,287 187,551,616 287,552,616 287,553,8 2,1257,237 187,1258,237 187,1259,1 187,1260,611 187,1261,611 187,1262,11 2,72,612 187,70,612 187,306,11 2,72,613 187,70,613 187,306,11 2,73,8 8,74,8 276,696,615 276,697,277 615,698,277 615,882,186 277,716,186 277,717,11 11,1263,24 615,1264,24 615,1265,187 24,704,187 24,705,287 11,22,406 1,35,186 1,36,2 186,37,2 142,758,1 142,1266,186 614,23,8 614,876,142 8,369,142 8,1267,1 1,26,614 1,27,8 186,1268,2 2,1212,2 625,1269,11 625,1270,406 11,383,1 406,384,1 406,695,614 1,1271,625 1,390,11 2,1272,2 2,56,2 19,47,1 19,1273,625 2,58,8 2,50,8 8,59,8 8,60,611 8,61,611 8,62,4 53,958,612 8,221,612 8,222,4 53,958,613 8,221,613
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
submission 1,1,2 11,22,42 1,45,626 1,36,2 626,46,2 27,38,11 27,39,42 11,40,1 42,41,1 42,815,626 627,16,4 627,17,27 4,18,27 4,43,11 626,816,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 628,287,8 628,288,108 8,8,108 8,9,4 1,289,628 1,27,8 4,12,2 115,290,2 627,291,11 627,292,114 11,293,1 114,294,1 114,295,628 115,296,8 2,50,8 8,59,8 8,60,627 8,61,627 8,62,4 2,69,627 8,70,627 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
create|x 1,1,2 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9 28,100,8 9,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,21 28,99,21 28,100,8 21,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,34 28,99,34 28,100,8 34,101,8 29,91,11 29,92,35 11,93,35 31,94,29 31,95,11 11,96,28 35,97,28 35,98,36 28,99,36 28,100,8 36,101,8 37,91,11 37,92,38 11,93,38 31,102,37 31,103,11 11,104,28 38,105,28 38,106,39 28,107,39 40,108,4 40,109,41 4,110,41 11,22,42 1,35,40 1,36,2 40,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,40 43,108,4 43,111,27 4,112,27 4,113,11 11,22,44 43,38,11 43,39,44 45,114,8 45,115,46 8,116,46 8,117,8 46,114,8 46,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 54,16,4 54,17,43 4,18,43 4,43,11 11,122,4 44,123,4 44,124,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 43,132,52 43,133,55 56,108,4 56,111,43 4,112,43 4,134,52 57,135,8 57,136,58 8,137,58 8,138,8 58,135,8 58,136,59 8,137,59 8,138,8 59,135,8 59,136,60 8,137,60 6,2,4 6,3,61 4,4,61 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,6 8,8,6 8,9,4 1,26,56 1,27,8 4,12,2 61,13,2 34,14,1 34,141,56 8,142,4 60,143,4 60,144,34 4,112,34 4,145,1 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 36,14,1 36,153,6 62,108,4 62,111,36 4,112,36 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 62,30,11 62,31,12 11,32,1 12,33,1 12,34,57 11,22,15 1,35,58 1,36,2 58,37,2 62,38,11 62,39,15 11,40,1 15,41,1 15,42,58 63,16,4 63,17,62 4,18,62 4,43,11 58,44,8