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linear|algebra 1,1,2 28,161,149 28,162,8 149,163,8 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 28,154,25 28,155,26 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,1095 28,99,1095 28,100,8 1095,101,8 29,91,11 29,92,33 11,93,33 34,165,8 34,166,918 8,167,918 31,94,29 31,95,11 11,96,28 33,97,28 33,327,34 28,172,34 28,173,8 8,328,8 918,329,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,477 28,99,477 28,100,8 477,101,8 31,168,29 31,169,28 29,170,28 29,830,208 28,99,208 28,100,8 208,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,3646 28,99,3646 28,726,292 3646,727,292 3646,101,8 292,728,8 8,59,8 8,193,28 8,194,28 8,750,149 149,511,28 8,346,28 8,509,64 65,196,28 8,197,28 8,198,25 26,1766,31 27,1767,31 27,1768,29 1095,440,31 8,214,31 8,441,29 918,2423,31 8,214,31 8,441,29 477,440,31 8,214,31 8,215,29 208,440,31 8,214,31 8,441,29 292,1958,8 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
lets|split|our|data|into|trainval 1,1,2 11,22,493 1,36,2 1552,38,11 1552,39,493 11,40,1 493,41,1 493,731,2 56,16,4 56,17,1552 4,18,1552 4,43,11 1,732,8 2,21,8 11,22,2076 56,38,11 56,39,2076 11,22,496 11,22,259 52,1300,7 52,130,53 7,1301,53 1549,262,11 1549,263,259 11,1927,52 259,1928,52 259,3337,7 7,2908,8 53,681,8 53,3338,2077 8,792,2077 1,3339,1549 1,3340,11 8,2076,2 2077,3341,2 1,2078,1 1,3342,1549 2077,2282,2 2,2081,2 65,38,11 65,39,496 11,40,1 496,41,1 496,2082,1 1549,16,4 1549,17,56 4,18,56 4,43,11 11,122,4 2076,123,4 2076,644,65 4,18,65 4,43,11 2,3343,8 2,21,8 1706,538,8 1706,569,334 8,570,334 1,35,1549 1,36,2 1549,37,2 845,51,1 845,1083,1549 1,53,845 1,54,1 1549,643,2 2,56,2 227,542,1 227,1073,845 52,129,1706 52,130,53 1706,131,53 2078,3344,80 2078,3345,334 80,3346,334 52,3347,2078 52,3348,80 80,3349,53 334,3350,53 54,132,52 54,133,1706 1706,3351,52 53,1090,52 53,3352,2078 334,3353,4 53,1981,4 53,3354,61 4,605,61 11,22,75 672,114,8 672,115,1548 8,116,1548 8,117,8 1548,114,8 1548,115,1549 8,116,1549 52,1707,672 52,950,8 8,685,53 1549,1708,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 1549,1709,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,1710,672 4,12,2 76,994,2 56,291,11 56,292,75 11,293,1 75,294,1 75,3355,52 76,1788,8 2,50,8 187,59,287 187,2124,54 287,2125,54 287,2126,52 4,1699,56 61,1700,56 61,1701,11 2,73,8 8,74,8 276,711,1706 276,712,8 8,713,277 334,714,277 334,715,227 277,716,227 277,883,1 2,1079,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,60,56 8,61,56 8,62,4 2,600,1549 8,221,1549 8,222,4 2,1080,276 8,723,276 8,724,1706 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
changing|the|orders 1,1,2 52,363,527 52,130,53 527,364,53 154,132,52 154,806,527 527,1081,4 53,828,4 53,829,6062 4,256,6062 4,182,8 6062,257,8 530,114,8 530,115,527 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 12367,287,8 12367,288,108 8,8,108 8,9,4 1,289,12367 1,27,8 4,12,2 115,290,2 537,291,11 537,292,114 11,293,1 114,294,1 114,295,12367 115,296,8 2,50,8 8,59,8 8,1123,154 8,1124,154 8,1125,52 6062,1945,531 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
changing|the|orders 1,1,2 11,22,993 52,363,994 52,130,53 994,364,53 152,376,52 152,1287,994 1,53,152 1,378,52 994,1288,2 53,380,2 326,291,11 326,292,993 11,293,1 993,294,1 993,1199,152 53,1312,8 2,50,8 8,59,8 8,322,326 8,323,326 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
use|the|next|code|cell|to|print|the|first|five|rows|of|the|data 1,1,2 11,22,413 1,953,435 1,36,2 435,954,2 263,291,11 263,292,413 11,293,1 413,294,1 413,955,435 435,956,8 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
imports 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 28,161,523 28,162,8 523,163,8 28,161,149 28,162,8 149,163,8 28,161,710 28,162,8 710,163,8 28,161,798 28,162,8 798,163,8 28,161,433 28,162,8 433,163,8 28,161,746 28,162,8 746,163,8 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 69,84,26 69,85,326 26,86,326 28,87,69 28,88,26 26,89,8 326,90,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,1342 26,86,1342 28,1936,66 28,1937,11 28,161,638 28,162,8 638,163,8 31,168,2760 31,169,28 2760,170,28 2760,6601,39 28,1275,39 28,100,8 39,1276,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,1274,39 28,1275,39 28,100,8 39,1276,8 221,91,11 221,92,983 11,93,983 31,94,221 31,95,11 11,96,28 983,97,28 983,98,984 28,99,984 28,726,203 984,727,203 984,101,8 203,728,8 203,91,11 203,92,950 11,93,950 11,156,26 950,157,26 950,158,950 26,86,950 28,159,203 28,160,11 26,89,8 950,90,8 203,1507,11 203,1508,197 11,1509,197 11,4799,11 197,1507,11 197,1508,198 11,1509,198 28,1510,203 28,1511,11 11,1512,8 198,1513,8 203,91,11 203,92,950 11,93,950 11,1200,11 950,91,11 950,92,1234 11,93,1234 11,156,26 1234,157,26 1234,158,12368 26,86,12368 28,159,203 28,160,11 26,1627,746 12368,1628,746 12368,90,8 746,728,8 11,22,747 1,45,268 1,36,2 268,46,2 746,30,11 746,31,747 11,32,1 747,33,1 747,415,268 28,161,149 28,162,8 149,163,8 28,161,523 28,162,8 523,163,8 28,161,1147 28,162,8 1147,163,8 28,2724,12369 28,161,807 28,162,8 807,163,8 12370,165,8 12370,166,888 8,167,888 8,326,8 888,165,8 888,166,758 8,167,758 8,326,8 758,165,8 758,166,12371 8,167,12371 31,168,12372 31,169,28 12372,170,28 12372,171,12370 28,172,12370 28,173,8 8,831,798 12371,832,798 12371,329,8 798,728,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 806,84,26 806,85,2279 26,86,2279 28,87,806 28,88,26 26,89,8 2279,90,8 25,84,26 25,85,748 26,86,748 28,87,25 28,88,26 26,1627,433 748,1628,433 748,90,8 433,728,8
model 1,1,2 1,35,254 1,36,2 254,37,2 7699,14,1 7699,355,254 7700,16,4 7700,17,7699 4,18,7699 4,19,1 254,44,8 2,21,8 8,59,8 8,60,7700 8,61,7700 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
data|preprocessing 1,1,2 11,22,765 2051,146,4 2051,1647,1488 4,1648,1488 1,149,2051 1,150,4 4,151,2 1488,1649,2 12373,291,11 12373,292,765 11,293,1 765,294,1 765,1201,2051 1488,4601,8 2,50,8 8,59,8 8,322,12373 8,323,12373 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
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 12374,287,8 12374,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,12374 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,12374 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 11,122,4 255,123,4 255,613,12375 4,181,12375 4,182,8 12375,183,8 257,135,8 257,136,258 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 12375,629,257 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 12376,287,8 12376,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,12376 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,12376 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 11,122,4 255,123,4 255,613,12377 4,181,12377 4,182,8 12377,183,8 257,135,8 257,136,258 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 12377,629,257 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
test 1,1,2 254,520,8 254,521,778 8,522,778 8,1558,8 778,520,8 778,521,5659 8,522,5659 8,1558,8 5659,520,8 5659,521,5660 8,522,5660 1,527,254 1,528,8 8,1336,2 5660,1337,2 11,22,333 52,363,5661 52,130,53 5661,364,53 254,2716,52 254,2717,5661 52,1294,254 52,2718,52 5661,6423,1124 53,2721,1124 254,38,11 254,39,333 11,824,52 333,825,52 333,2302,254 5659,135,8 5659,6424,635 8,3442,635 53,4127,4 1124,828,4 1124,6425,5659 4,6426,5659 4,3312,8 8,6427,53 635,6428,53 635,6429,4 53,6430,4 94,6431,61 94,6432,187 61,6433,187 52,363,5661 52,130,53 5661,364,53 254,2716,52 254,2717,5661 52,1294,254 52,2718,52 5661,6423,1124 53,2721,1124 254,132,52 254,1449,254 254,16,4 254,17,254 4,18,254 4,465,52 53,4127,4 1124,828,4 1124,829,5660 4,256,5660 4,2304,53 5660,6434,53 5660,257,187 53,6435,187 11,22,5662 254,1289,11 254,1290,5662 52,1294,254 52,1295,11 11,2300,53 5662,2301,53 254,132,52 254,1449,254 263,16,4 263,17,254 4,18,254 4,465,52 5662,4002,187 53,808,187 11,22,498 263,38,11 263,39,498 14,16,4 14,17,263 4,18,263 4,43,11 11,614,187 498,615,187 11,22,503 263,38,11 263,39,503 14,16,4 14,17,263 4,18,263 4,43,11 11,614,187 503,615,187 11,22,75 498,114,8 498,115,503 8,116,503 52,1707,498 52,950,8 8,685,53 503,1708,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 503,1709,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,1710,498 4,12,2 76,994,2 263,291,11 263,292,75 11,293,1 75,294,1 75,3355,52 76,1788,187 2,50,187 11,22,5661 254,451,11 254,452,5661 11,467,188 5661,468,188 5661,455,778 188,469,778 52,457,254 52,458,11 188,470,53 778,460,53 254,132,52 254,461,254 105,16,4 105,17,254 4,18,254 4,465,52 778,1443,187 53,808,187 11,22,75 498,114,8 498,115,503 8,116,503 52,1707,498 52,950,8 8,685,53 503,1708,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 503,1709,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,1710,498 4,12,2 76,994,2 105,291,11 105,292,75 11,293,1 75,294,1 75,3355,52 76,1788,187 2,50,187 11,22,75 448,2,4 448,809,76 4,810,76 5663,2,4 5663,606,268 4,607,268 174,2,4 174,3,61
split|data|one|day 254,520,8 254,521,778 8,522,778 8,1558,8 778,520,8 778,521,5659 8,522,5659 8,1558,8 5659,520,8 5659,521,5660 8,522,5660 1,527,254 1,528,8 8,1336,2 5660,1337,2 11,22,333 52,363,5661 52,130,53 5661,364,53 254,2716,52 254,2717,5661 52,1294,254 52,2718,52 5661,6423,1124 53,2721,1124 254,38,11 254,39,333 11,824,52 333,825,52 333,2302,254 5659,135,8 5659,6424,635 8,3442,635 53,4127,4 1124,828,4 1124,6425,5659 4,6426,5659 4,3312,8 8,6427,53 635,6428,53 635,6429,4 53,6430,4 94,6431,61 94,6432,187 61,6433,187 52,363,5661 52,130,53 5661,364,53 254,2716,52 254,2717,5661 52,1294,254 52,2718,52 5661,6423,1124 53,2721,1124 254,132,52 254,1449,254 254,16,4 254,17,254 4,18,254 4,465,52 53,4127,4 1124,828,4 1124,829,5660 4,256,5660 4,2304,53 5660,6434,53 5660,257,187 53,6435,187 11,22,5662 254,1289,11 254,1290,5662 52,1294,254 52,1295,11 11,2300,53 5662,2301,53 254,132,52 254,1449,254 263,16,4 263,17,254 4,18,254 4,465,52 5662,4002,187 53,808,187 11,22,498 263,38,11 263,39,498 14,16,4 14,17,263 4,18,263 4,43,11 11,614,187 498,615,187 11,22,503 263,38,11 263,39,503 14,16,4 14,17,263 4,18,263 4,43,11 11,614,187 503,615,187 11,22,75 498,114,8 498,115,503 8,116,503 52,1707,498 52,950,8 8,685,53 503,1708,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 503,1709,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,1710,498 4,12,2 76,994,2 263,291,11 263,292,75 11,293,1 75,294,1 75,3355,52 76,1788,187 2,50,187 11,22,5661 254,451,11 254,452,5661 11,467,188 5661,468,188 5661,455,778 188,469,778 52,457,254 52,458,11 188,470,53 778,460,53 254,132,52 254,461,254 105,16,4 105,17,254 4,18,254 4,465,52 778,1443,187 53,808,187 11,22,75 498,114,8 498,115,503 8,116,503 52,1707,498 52,950,8 8,685,53 503,1708,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 503,1709,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,1710,498 4,12,2 76,994,2 105,291,11 105,292,75 11,293,1 75,294,1 75,3355,52 76,1788,187 2,50,187 11,22,75 448,2,4 448,809,76 4,810,76 5663,2,4 5663,606,268 4,607,268 174,2,4 174,3,61 4,4,61
plot|real|vs|prediction|country|fatalities 198,520,8 198,521,152 8,522,152 8,1558,8 152,520,8 152,521,5664 8,522,5664 8,1558,8 5664,520,8 5664,521,5665 8,522,5665 8,1558,8 5665,520,8 5665,521,5666 8,522,5666 8,1558,8 5666,520,8 5666,521,5667 8,522,5667 1,527,198 1,528,8 8,1336,2 5667,1337,2 11,22,333 52,363,5661 52,130,53 5661,364,53 11,22,3055 1,35,5666 1,36,2 5666,37,2 142,2448,1 142,2449,5666 5665,1214,80 5665,6436,142 80,6437,142 80,6438,1 5665,23,8 5665,3389,5665 8,1453,5665 8,1454,80 1,26,5665 1,27,8 5666,6439,2 2,6440,2 365,51,1 365,52,5665 1,53,365 1,54,1 2,6441,2 2,56,2 845,51,1 845,3435,365 1,53,845 1,54,1 2,3396,2 2,56,2 198,2160,52 198,2161,5661 5661,3924,11 53,3925,11 53,3926,3055 11,1847,1 3055,1848,1 3055,1849,845 1,5992,198 1,6442,52 2,6443,2 2,5995,2 52,4187,1 52,5996,198 2,5997,53 2,4190,53 11,22,503 198,38,11 198,39,333 11,824,52 333,825,52 333,6444,1 2,6445,11 53,463,11 53,464,503 4636,16,4 4636,17,198 4,18,198 4,43,11 11,614,187 503,615,187 11,22,333 52,363,1821 52,130,53 1821,364,53 152,647,52 152,1084,1821 1821,4298,188 53,4299,188 53,4300,5664 188,4064,5664 1,4301,152 1,4302,52 188,4303,2 5664,4304,2 52,363,638 52,130,53 638,364,53 11,22,3055 1,35,5666 1,36,2 5666,37,2 152,376,52 152,1287,638 638,2133,11 53,1306,11 53,1307,3055 11,383,1 3055,384,1 3055,642,5666 1,53,152 1,378,52 5666,643,2 2,56,2 5664,4313,1 2,4314,1 2,6446,152 52,4319,1 52,4320,152 2,4321,53 2,1297,53 52,363,503 52,130,53 503,364,53 152,38,11 152,39,333 11,824,52 333,825,52 333,6447,1 2,6448,52 53,1090,52 53,4341,503 5668,16,4 5668,17,152 4,18,152 4,43,11 503,807,187 53,808,187 1,35,5666 1,36,2 5666,37,2 142,758,1 142,1266,5666 7,589,8 7,1984,142 8,369,142 8,1267,1 1,971,7 1,27,8 5666,1268,2 2,1212,2 365,51,1 365,3449,7 1,53,365 1,54,1 2,1272,2 2,56,2 845,14,1 845,1659,365 5669,16,4 5669,17,845 4,18,845 4,19,1 2,393,187 2,21,187 318,531,8 318,532,318 8,533,318 1,1379,318 1,1380,8 8,1381,2 318,1382,2 317,135,8 317,3610,1 8,1689,1 8,1690,318 11,22,319 435,790,8 435,791,441 8,792,441 1,1653,435 1,1380,8 8,1381,2 441,1654,2 320,2,4 320,1383,1 4,1384,1 4,1655,435 61,589,8 61,970,311 8,545,311 8,139,8 311,589,8
preprocessing 1,1,2 1,447,56 1,1,2 56,448,2 52,363,1821 52,130,53 1821,364,53 56,1994,52 56,2545,1821 52,363,1819 52,130,53 1819,364,53 56,1994,52 56,2545,1819 1821,3830,80 53,1998,80 53,4930,89 80,2765,89 80,1771,80 89,2766,80 89,2767,56 80,2000,56 80,2001,52 2601,16,4 2601,2768,56 4,2004,56 4,2005,52 1819,2548,187 53,2007,187 187,59,286 187,60,2601 286,61,2601 286,62,4 53,2008,187 187,74,187 52,363,1821 52,130,53 1821,364,53 56,132,52 56,806,1821 2601,16,4 2601,17,56 4,18,56 4,465,52 1821,807,187 53,808,187 187,59,286 187,60,2601 286,61,2601 286,62,4 53,1319,187 187,74,187 3344,4707,24 3344,4708,187 24,4709,187 24,4710,286 187,4931,3342 187,4932,3342 187,4933,24 3342,4934,24 3342,4935,187 24,4709,187 24,4710,286 685,1411,2601 685,1412,8 2601,1413,8 187,59,287 187,4917,3344 287,4918,3344 287,4919,24 187,4920,685 187,4921,685 187,4922,2601 2601,1419,8 8,74,8 22,75,3554 22,76,1 3554,77,1 3554,1420,56 56,1421,24 2,80,24 2,81,187 24,82,187 24,83,287 52,363,499 52,130,53 499,364,53 6616,132,52 6616,806,499 11,22,1822 1,35,56 1,36,2 56,37,2 3554,332,1 3554,333,56 454,2949,56 454,2950,24 56,2951,24 56,2952,3554 24,2953,3554 24,2954,1 174,2,4 174,3,61 4,4,61 56,4936,8 2,2956,8 2,2957,174 8,8,174 8,9,4 1,2958,454 1,2959,56 4,12,2 61,13,2 6616,38,11 6616,39,1822 11,40,1 1822,41,1 1822,2961,454 499,1081,4 53,828,4 53,1144,6616 4,18,6616 4,43,11 61,20,8 2,21,8 52,363,499 52,130,53 499,364,53 11,22,1647 1,36,2 6616,647,52 6616,1084,499 499,3255,11 53,650,11 53,651,1647 11,2532,1 1647,2533,1 1647,2534,2 1,2535,188 2,2536,188 2,3256,115 188,2148,115 52,457,6616 52,1088,52 188,470,53 115,2151,53 6616,132,52 6616,461,6616 6616,16,4 6616,17,6616 4,18,6616 4,465,52 115,3257,8 53,808,8 11,22,413 1,36,2 6616,291,11 6616,292,413 11,293,1 413,294,1 413,394,2 1,395,8 2,50,8 8,59,8 8,1422,22 8,1423,22 8,1424,3554 8,4923,6616 8,4924,6616 8,4925,52 2,600,6616 8,221,6616 8,222,4 53,1167,6616 8,70,6616 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
func 1,447,56 1,1,2 56,448,2 52,363,1821 52,130,53 1821,364,53 56,1994,52 56,2545,1821 52,363,1819 52,130,53 1819,364,53 56,1994,52 56,2545,1819 1821,3830,80 53,1998,80 53,4930,89 80,2765,89 80,1771,80 89,2766,80 89,2767,56 80,2000,56 80,2001,52 2601,16,4 2601,2768,56 4,2004,56 4,2005,52 1819,2548,187 53,2007,187 187,59,286 187,60,2601 286,61,2601 286,62,4 53,2008,187 187,74,187 52,363,1821 52,130,53 1821,364,53 56,132,52 56,806,1821 2601,16,4 2601,17,56 4,18,56 4,465,52 1821,807,187 53,808,187 187,59,286 187,60,2601 286,61,2601 286,62,4 53,1319,187 187,74,187 3344,4707,24 3344,4708,187 24,4709,187 24,4710,286 187,4931,3342 187,4932,3342 187,4933,24 3342,4934,24 3342,4935,187 24,4709,187 24,4710,286 685,1411,2601 685,1412,8 2601,1413,8 187,59,287 187,4917,3344 287,4918,3344 287,4919,24 187,4920,685 187,4921,685 187,4922,2601 2601,1419,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1420,56 56,1421,24 2,80,24 2,81,187 24,82,187 24,83,287
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 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 27,1504,8 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
lets|split|our|data|into|trainval 1,1,2 935,520,8 935,521,10 8,522,10 8,1558,8 10,520,8 10,521,895 8,522,895 8,1558,8 895,520,8 895,521,198 8,522,198 1,527,935 1,528,8 8,1336,2 198,1337,2 1,36,2 11,22,1767 1,36,2 2669,47,1 2669,2174,2 1,2832,11 2,2563,11 2,2564,1767 11,293,1 1767,294,1 1767,394,2 1,395,187 2,50,187 11,22,10 935,38,11 935,39,10 11,122,4 10,123,4 10,4217,10 4,256,10 4,182,187 10,257,187 11,22,895 935,38,11 935,39,895 11,122,4 895,123,4 895,4217,895 4,256,895 4,182,187 895,257,187 11,22,198 935,38,11 935,39,198 11,673,4 198,674,4 198,7414,198 4,1821,198 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 11,22,895 935,592,11 935,593,895 11,22,7174 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7174 11,32,1 7174,33,1 7174,1651,5003 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7175 22,76,1 7175,77,1 7175,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7175 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 11,22,895 935,592,11 935,593,895 11,22,7175 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7175 11,32,1 7175,33,1 7175,1651,5003 935,520,8 935,521,1108 8,522,1108 8,1558,8 1108,520,8 1108,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7176 22,76,1 7176,77,1 7176,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7176 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 52,363,12378 52,130,53 12378,364,53 5003,132,52 5003,806,12378 12378,2183,4 53,1981,4 53,3354,7 4,605,7 264,135,8 264,136,20 8,137,20 11,22,198 52,1300,61 52,130,53 61,1301,53 52,1300,7 52,130,53 7,1301,53 935,262,11 935,263,198 11,1927,52 198,1928,52 198,3337,61 61,7491,52 53,2904,52 53,2907,7 11,22,198 52,1300,61
init 935,520,8 935,521,10 8,522,10 8,1558,8 10,520,8 10,521,895 8,522,895 8,1558,8 895,520,8 895,521,198 8,522,198 1,527,935 1,528,8 8,1336,2 198,1337,2 1,36,2 11,22,1767 1,36,2 2669,47,1 2669,2174,2 1,2832,11 2,2563,11 2,2564,1767 11,293,1 1767,294,1 1767,394,2 1,395,187 2,50,187 11,22,10 935,38,11 935,39,10 11,122,4 10,123,4 10,4217,10 4,256,10 4,182,187 10,257,187 11,22,895 935,38,11 935,39,895 11,122,4 895,123,4 895,4217,895 4,256,895 4,182,187 895,257,187 11,22,198 935,38,11 935,39,198 11,673,4 198,674,4 198,7414,198 4,1821,198 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 11,22,895 935,592,11 935,593,895 11,22,7174 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7174 11,32,1 7174,33,1 7174,1651,5003 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7175 22,76,1 7175,77,1 7175,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7175 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 11,22,895 935,592,11 935,593,895 11,22,7175 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7175 11,32,1 7175,33,1 7175,1651,5003 935,520,8 935,521,1108 8,522,1108 8,1558,8 1108,520,8 1108,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7176 22,76,1 7176,77,1 7176,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7176 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 52,363,12378 52,130,53 12378,364,53 5003,132,52 5003,806,12378 12378,2183,4 53,1981,4 53,3354,7 4,605,7 264,135,8 264,136,20 8,137,20 11,22,198 52,1300,61 52,130,53 61,1301,53 52,1300,7 52,130,53 7,1301,53 935,262,11 935,263,198 11,1927,52 198,1928,52 198,3337,61 61,7491,52 53,2904,52 53,2907,7 11,22,198 52,1300,61 52,130,53
on|train|begin 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 11,22,895 935,592,11 935,593,895 11,22,7174 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7174 11,32,1 7174,33,1 7174,1651,5003 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7175 22,76,1 7175,77,1 7175,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7175 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 11,22,895 935,592,11 935,593,895 11,22,7175 1,35,5003 1,36,2 5003,37,2 2465,30,11 2465,31,7175 11,32,1 7175,33,1 7175,1651,5003 935,520,8 935,521,1108 8,522,1108 8,1558,8 1108,520,8 1108,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,7176 22,76,1 7176,77,1 7176,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187 187,59,235 187,297,2465 235,298,2465 235,299,11 5003,7486,22 2,7487,22 2,7488,7176 24,7489,187 187,7490,187 276,696,2465 276,697,277 2465,698,277 2465,882,935 277,716,935 277,717,11 11,1263,24 895,1264,24 895,1265,187 24,704,187 24,705,235 52,363,12378 52,130,53 12378,364,53 5003,132,52 5003,806,12378 12378,2183,4 53,1981,4 53,3354,7 4,605,7 264,135,8 264,136,20 8,137,20 11,22,198 52,1300,61 52,130,53 61,1301,53 52,1300,7 52,130,53 7,1301,53 935,262,11 935,263,198 11,1927,52 198,1928,52 198,3337,61 61,7491,52 53,2904,52 53,2907,7 11,22,198 52,1300,61 52,130,53 61,1301,53 52,1300,61 52,130,53 61,1301,53 935,262,11 935,263,198 11,1927,52 198,1928,52 198,3337,61 61,7491,52 53,2904,52 53,2907,61 7,7492,8 53,2687,8 53,2688,935 8,1668,935 8,2689,11 8,142,4 20,143,4 20,1670,935 4,1671,935 4,8179,11 11,22,10 11,22,15 1,35,264 1,36,2 264,37,2 935,38,11 935,39,10 11,480,11 10,481,11 10,482,15 11,40,1 15,41,1 15,42,264 133,16,4 133,17,935 4,18,935 4,43,11 264,44,187 2,21,187 11,22,899 11,22,3511 174,2,4 174,3,61 4,4,61 20,23,8 20,140,174 8,8,174 8,9,4 1,26,20 1,27,8 4,12,2
on|train|end 935,520,8 935,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,23 22,76,1 23,77,1 23,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187
on|epoch|end 935,520,8 935,521,1108 8,522,1108 8,1558,8 1108,520,8 1108,521,5003 8,522,5003 8,523,4 5003,524,4 5003,525,219 4,526,219 1,527,935 1,528,8 4,529,2 219,530,2 22,75,23 22,76,1 23,77,1 23,1591,935 219,7178,24 2,80,24 2,484,187 24,485,187
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 12379,287,8 12379,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,12379 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,12379 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 11,122,4 255,123,4 255,613,12380 4,181,12380 4,182,8 12380,183,8 257,135,8 257,136,258 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 12380,629,257 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
data|cleaning 1,1,2 1,35,4314 1,36,2 4314,37,2 4315,14,1 4315,355,4314 4316,16,4 4316,17,4315 4,18,4315 4,19,1 4314,44,8 2,21,8 8,59,8 8,60,4316 8,61,4316 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
set|up|code|checking 1,1,2 28,161,149 28,162,8 149,163,8 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 37,92,629 11,93,629 11,1200,11 629,91,11 629,92,557 11,93,557 31,94,37 31,95,11 11,96,28 557,97,28 557,1274,39 28,1275,39 28,100,8 39,1276,8 1,45,630 1,36,2 630,46,2 19,47,1 19,48,630 630,49,8 2,50,8 8,59,8 8,193,28 8,194,28 8,750,149 149,1320,237 8,1258,237 8,1321,549 8,1322,31 8,1323,31 8,1324,37 553,442,553 8,70,553 8,306,11 2,1277,31 8,214,31 8,441,37 39,1278,19 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
your|code|here 1,1,2 301,23,8 301,24,20 8,25,20 1,26,301 1,27,8 8,28,2 20,29,2 21,14,1 21,141,301 927,108,4 927,111,21 4,112,21 4,145,1 21,287,8 21,781,927 8,25,927 1,289,21 1,27,8 8,28,2 927,29,2 19,756,1 19,889,21 11,22,471 11,22,169 1,36,2 216,291,11 216,292,471 11,517,11 471,518,11 471,519,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,396,927 8,397,927 8,398,4 20,893,19 2,406,19 2,894,1 927,898,216 2,350,216 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
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
exploratory|data|analysis 1,1,2 11,22,357 1,36,2 11,22,533 1,36,2 154,291,11 154,292,357 11,293,1 357,294,1 357,394,2 1,2832,11 2,2563,11 2,2564,533 11,293,1 533,294,1 533,394,2 1,395,8 2,50,8 8,59,8 8,322,154 8,323,154 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
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|building 1,1,2 11,22,107 52,428,53 52,428,53 52,428,53 635,264,24 635,1961,52 24,1962,52 24,4366,53 52,4367,8 53,1965,8 53,1966,498 8,271,498 8,272,24 498,264,24 498,1961,52 24,1962,52 24,4366,53 52,4367,8 53,1965,8 53,1966,503 8,271,503 8,272,24 503,264,24 503,1961,52 24,1962,52 24,4366,53 111,275,635 111,276,24 52,4368,112 53,3147,112 1,279,111 1,280,635 53,3148,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 3358,108,4 3358,111,27 4,112,27 4,113,11 11,22,333 11,22,641 4855,451,11 4855,452,641 11,2630,188 641,2631,188 641,4369,641 188,4370,641 188,2634,8 641,4371,8 641,4372,24 8,2091,24 52,2637,4855 52,2638,11 8,822,53 24,2092,53 11,22,2050 11,22,645 1,36,2 4855,38,11 4855,39,333 11,824,52 333,825,52 333,2639,4855 24,4373,11 53,463,11 53,464,2050 11,480,11 2050,481,11 2050,482,645 11,40,1 645,41,1 645,731,2 3023,16,4 3023,17,4855 4,18,4855 4,43,11 1,732,187 2,21,187 11,22,333 11,22,641 4855,451,11 4855,452,641 11,4061,188 641,4062,188 641,4063,641 188,4064,641 1,4301,4855 1,4374,11 188,4303,2 641,4304,2 11,22,2050 4855,451,11 4855,452,2050 11,4375,188 2050,4376,188 2050,4377,2050 188,4378,2050 1,4309,4855 1,4379,11 188,4380,2 2050,4381,2 641,4382,1 2,4383,1 2,4384,4855 2050,114,8 2050,115,641 8,116,641 8,117,8 641,114,8 641,115,638 8,116,638 8,117,8 638,114,8 638,115,498 8,116,498 8,117,8 498,114,8 498,115,503 8,116,503 52,2706,2050 52,2707,8 8,2708,53 503,2709,53 2050,4385,8 2,3497,8 2,4386,52 8,2711,52 8,2712,2050 52,4387,1 52,4388,4855 503,2713,53 53,2714,53 4855,38,11 4855,39,333 11,824,52 333,825,52 333,5902,1 4856,16,4 4856,17,4855 4,18,4855 4,43,11 53,2715,187 53,808,187 11,22,333 24,817,8 24,818,498 8,819,498 52,820,24 52,821,8 8,822,53 498,823,53 4856,38,11 4856,39,333 11,824,52 333,825,52 333,826,24 4857,16,4 4857,17,4856 4,18,4856 4,43,11 498,3499,187 53,808,187 11,22,333 24,817,8 24,818,503 8,819,503 52,820,24 52,821,8 8,822,53 503,823,53 4856,38,11 4856,39,333 11,824,52 333,825,52 333,826,24 4857,16,4 4857,17,4856 4,18,4856 4,43,11 503,3499,187 53,808,187 11,22,333 2050,114,8 2050,115,641 8,116,641 8,117,8 641,114,8 641,115,638 8,116,638 52,2706,2050 52,2707,8 8,2708,53 638,2709,53 24,817,8 24,2710,52
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 28,87,25 28,88,26 26,89,8 27,90,8 69,84,26 69,85,800 26,86,800 28,87,69 28,88,26 26,1627,149 800,1628,149 800,90,8 149,728,8 280,538,8 280,569,187 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 8,509,69 149,1143,276 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
visualization 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 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 31,168,2819 31,169,28 2819,170,28 2819,830,734 28,99,734 28,100,8 734,101,8 976,164,8 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 28,161,1587 28,162,8 1587,163,8 28,161,746 28,162,8 746,163,8 11,22,747 1,45,268 1,36,2 268,46,2 746,291,11 746,292,747 11,293,1 747,294,1 747,1506,268 268,49,8 2,50,8 28,161,977 28,162,8 977,163,8 565,91,11 565,92,568 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 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 2,50,8 565,91,11 565,92,1042 11,93,1042 11,156,26 1042,157,26 1042,158,573 26,86,573 28,159,565 28,160,11 26,89,8 573,90,8 565,91,11 565,92,1619 11,93,1619 11,156,26 1619,157,26 1619,158,1620 26,86,1620 28,159,565 28,160,11 26,89,8 1620,90,8 565,91,11 565,92,570 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 28,161,149 28,162,8 149,163,8 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 27,721,149 149,511,28 8,346,28 8,347,66 68,729,31 8,214,31 8,215,2819 734,3315,663 8,1880,663 8,208,66 663,1881,66 663,1916,976 66,211,976 66,212,8 976,1499,28 8,346,28 8,509,25 27,508,28 8,346,28 8,509,69 326,508,28 8,346,28 8,510,1587 1587,511,28 8,346,28 8,510,746 746,1131,746 8,70,746 8,306,11 2,1514,28 8,346,28 8,510,977 977,511,28 8,346,28 8,347,565 569,1203,569 8,70,569 8,306,11 2,1514,28 8,346,28 8,347,565 573,508,28 8,346,28 8,347,565 1620,508,28 8,346,28 8,347,565 571,508,28 8,346,28 8,510,149 149,1472,8 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
main|method 1,1,2 1,45,307 1,36,2 307,46,2 135,47,1 135,48,307 307,49,8 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
model 1,1,2 11,22,1975 1,36,2 10,291,11 10,292,1975 11,293,1 1975,294,1 1975,394,2 1,395,8 2,50,8 8,59,8 8,322,10 8,323,10 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
random|forest 1,1,2 11,22,7356 1,45,12381 1,36,2 12381,46,2 326,564,11 326,565,7356 11,566,1 7356,567,1 7356,4814,12381 317,135,8 317,136,318 8,137,318 11,22,319 744,790,8 744,791,744 8,792,744 1,1653,744 1,1380,8 8,1381,2 744,1654,2 320,2,4 320,1383,1 4,1384,1 4,1655,744 4786,2,4 4786,3,1188 4,4,1188 744,3330,8 2,2208,8 2,2209,4786 8,8,4786 8,9,4 1,10,320 1,11,4 4,12,2 1188,13,2 68,38,11 68,39,319 11,40,1 319,41,1 319,360,320 8,547,4 318,548,4 318,549,68 4,18,68 4,43,11 1188,20,187 2,21,187 779,2,4 779,285,115 4,286,115 3212,2,4 3212,285,115 4,286,115 1049,23,8 1049,140,779 8,8,779 8,9,4 4,5,8 115,638,8 115,639,3212 8,8,3212 8,9,4 1,26,1049 1,27,8 4,12,2 115,290,2 303,14,1 303,141,1049 12382,16,4 12382,17,303 4,18,303 4,19,1 115,591,187 2,21,187 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 12382,291,11 12382,292,12 11,293,1 12,294,1 12,741,263 14,742,187 2,50,187 11,22,1399 105,23,8 105,24,300 8,25,300 1,26,105 1,27,8 8,28,2 300,29,2 12382,291,11 12382,292,1399 11,293,1 1399,294,1 1399,741,105 300,742,187 2,50,187 11,22,12383 1,36,2 12382,291,11 12382,292,12383 11,293,1 12383,294,1 12383,394,2 1,395,8 2,50,8 187,59,287 187,551,317 287,552,317 287,553,8 2,600,12382 187,221,12382 187,222,4 2,69,12382 187,70,12382 187,306,11 2,72,12382 187,70,12382 187,306,11 2,72,12382 187,70,12382 187,306,11 2,73,8 8,74,8 299,4818,326 299,4819,11 12381,4820,24 2,4821,24 2,4822,187 24,748,187 24,749,287 8,59,8 8,2373,299 8,2374,299 8,4823,326 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
just|uncomment|them 1,1,2 646,108,4 646,109,445 4,110,445 11,22,42 1,35,646 1,36,2 646,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,646 419,16,4 419,17,27 4,18,27 4,43,11 646,44,8 2,21,8 52,363,10334 52,130,53 10334,364,53 419,132,52 419,806,10334 52,363,45 52,130,53 45,364,53 419,1111,52 419,1112,45 52,363,45 52,130,53 45,364,53 419,1111,52 419,1112,45 45,8222,39 53,8223,39 53,1115,419 39,3119,419 39,10004,52 10334,2183,4 53,1981,4 53,10005,419 4,1441,419 4,10006,52 52,129,55 52,130,53 55,131,53 419,132,52 419,133,55 420,108,4 420,111,419 4,112,419 4,134,52 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 8,396,646 8,397,646 8,398,4 4,623,419 445,3645,419 445,3646,4 2,2010,419 8,2011,419 8,2012,52 45,11357,420 53,11358,420 53,11359,4 55,1328,380 53,1329,380 53,1330,4 420,303,113 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
data|cleaning 1,1,2 1237,531,8 1237,532,1238 8,533,1238 52,669,1237 52,119,8 8,120,53 1238,3097,53 12384,16,4 12384,849,52 4,125,52 4,850,1237 1238,3098,8 53,128,8 52,363,12385 52,130,53 12385,364,53 274,132,52 274,806,12385 52,363,46 52,130,53 46,364,53 274,1994,52 274,2545,46 52,363,3069 52,130,53 3069,364,53 274,1994,52 274,2545,3069 46,3830,80 53,1998,80 53,1999,274 80,2000,274 80,2001,52 12385,1081,4 53,828,4 53,2003,274 4,2004,274 4,2005,52 3069,2548,187 53,2007,187 52,363,12386 52,130,53 12386,364,53 274,132,52 274,806,12386 52,363,321 52,130,53 321,364,53 274,1994,52 274,2545,321 52,363,47 52,130,53 47,364,53 274,1994,52 274,2545,47 52,363,48 52,130,53 48,364,53 274,1994,52 274,2545,48 321,3830,80 53,1998,80 53,1999,274 80,2000,274 80,2001,52 47,3830,80 53,1998,80 53,1999,274 80,2000,274 80,2001,52 12386,1081,4 53,828,4 53,2003,274 4,2004,274 4,2005,52 48,2548,187 53,2007,187 52,363,12387 52,130,53 12387,364,53 274,132,52 274,806,12387 52,363,3558 52,130,53 3558,364,53 274,1994,52 274,2545,3558 52,363,3558 52,130,53 3558,364,53 274,1994,52 274,2545,3558 52,363,47 52,130,53 47,364,53 274,1994,52 274,2545,47 52,363,48 52,130,53 48,364,53 274,1994,52 274,2545,48 3558,11360,80 53,11361,80 53,3785,274 80,3399,274 80,11362,52 3558,11360,80 53,11361,80 53,3785,274 80,3399,274 80,11362,52 47,11360,80 53,11361,80 53,3785,274 80,3399,274 80,11362,52 1,8527,274 1,11363,52 48,11364,2 53,11365,2 12387,2183,4 53,1981,4 53,3500,1 4,2317,1 4,11366,274 52,363,12388 52,130,53 12388,364,53 274,132,52 274,806,12388 52,363,49 52,130,53 49,364,53 274,1994,52 274,2545,49 52,363,3071 52,130,53 3071,364,53 274,1111,52 274,1112,3071 236,3512,39 236,3513,274 39,3514,274 39,11367,52 1,3516,236 1,3517,39 3071,11368,2 53,11369,2 52,363,8217 52,130,53 8217,364,53 274,1994,52 274,2545,8217 52,363,8218 52,130,53 8218,364,53 274,1111,52 274,1112,8218 236,3512,39 236,3513,274 39,3514,274 39,11367,52 1,3516,236 1,3517,39 8218,11368,2 53,11369,2 49,11360,80 53,11361,80 53,11370,1 80,3525,1 80,3526,236 53,11371,80 2,3523,80 2,11372,274 80,3399,274 80,11362,52 8217,11360,80 53,11361,80 53,11370,1 80,3525,1 80,3526,236 1,8527,274 1,11363,52 53,11373,2 2,11374,2 12388,2183,4 53,1981,4 53,3500,1 4,2317,1 4,11366,274 52,363,12389 52,130,53 12389,364,53 274,132,52 274,806,12389 52,363,3073 52,130,53 3073,364,53
model 1,1,2 797,520,8 797,521,973 8,522,973 1,527,797 1,528,8 8,1336,2 973,1337,2 11,22,721 11,22,481 11,22,1646 12390,2,4 12390,809,76 4,810,76 797,23,8 797,24,973 8,25,973 8,139,8 973,23,8 973,140,12390 8,8,12390 8,9,4 1,26,797 1,27,8 4,12,2 76,994,2 725,592,11 725,593,721 11,3279,11 721,3280,11 721,3281,481 11,3279,11 481,3280,11 481,3281,1646 11,689,1 1646,690,1 1646,2750,797 685,2986,725 685,3126,11 76,10575,8 2,2989,8 187,59,2995 187,3029,685 2995,3030,685 2995,4212,725 2,3005,8 8,74,8 22,75,3281 22,76,1 3281,77,1 3281,1591,797 973,1592,24 2,80,24 2,81,187 24,82,187 24,83,2995 8,59,8 8,1422,22 8,1423,22 8,1424,3281 8,1425,8 8,1426,8 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
calc|loss 797,520,8 797,521,973 8,522,973 1,527,797 1,528,8 8,1336,2 973,1337,2 11,22,721 11,22,481 11,22,1646 12390,2,4 12390,809,76 4,810,76 797,23,8 797,24,973 8,25,973 8,139,8 973,23,8 973,140,12390 8,8,12390 8,9,4 1,26,797 1,27,8 4,12,2 76,994,2 725,592,11 725,593,721 11,3279,11 721,3280,11 721,3281,481 11,3279,11 481,3280,11 481,3281,1646 11,689,1 1646,690,1 1646,2750,797 685,2986,725 685,3126,11 76,10575,8 2,2989,8 187,59,2995 187,3029,685 2995,3030,685 2995,4212,725 2,3005,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1591,797 973,1592,24 2,80,24 2,81,187 24,82,187 24,83,2995
linear|algebra 1,1,2 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,7561,663 149,7562,663 976,164,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,1342 26,86,1342 28,1936,66 28,1937,11 28,2724,3796 734,2413,8 734,2414,3744 8,2415,3744 28,2417,734 28,2418,8 8,2419,8 3744,2420,8 8,59,8 8,3604,28 8,3605,28 8,3842,25 26,199,28 27,200,28 27,721,149 149,6604,66 663,3014,66 663,5339,976 66,211,976 66,212,8 976,3773,28 8,197,28 8,1939,66 26,202,221 1342,203,221 1342,3152,28 221,3906,28 221,3907,3796 28,5544,2819 3796,5545,2819 3796,6019,28 2819,204,28 2819,4974,734 3744,6017,8 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 28,161,64 28,162,8 64,163,8 31,168,64 31,169,28 64,170,28 64,830,698 28,99,698 28,100,8 698,101,8 31,168,66 31,169,28 66,170,28 66,830,67 28,99,67 28,100,8 67,101,8 31,168,25 31,169,28 25,170,28 25,830,42 28,99,42 28,100,8 42,101,8 31,168,25 31,169,28 25,170,28 25,830,809 28,99,809 28,100,8 809,101,8 25,91,11 25,92,1619 11,93,1619 11,1200,11 1619,91,11 1619,92,1362 11,93,1362 31,94,25 31,95,11 11,96,28 1362,97,28 1362,98,7845 28,99,7845 28,100,8 7845,101,8 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 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 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,184 28,99,184 28,100,8 184,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,918 28,99,918 28,100,8 918,101,8 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,477 28,99,477 28,100,8 477,101,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,700 28,99,700 28,100,8 700,101,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,741 28,99,741 28,100,8 741,101,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,3951 28,99,3951 28,100,8 3951,101,8 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 29,91,11 29,92,1392 11,93,1392 31,94,29 31,95,11 11,96,28 1392,97,28 1392,98,6143 28,99,6143 28,100,8 6143,101,8 29,91,11 29,92,1158 11,93,1158 31,94,29 31,95,11 11,96,28 1158,97,28 1158,98,5772 28,99,5772 28,100,8 5772,101,8 29,91,11 29,92,346 11,93,346 31,94,29 31,95,11 11,96,28 346,97,28 346,98,346 28,99,346 28,100,8 346,101,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,9 28,99,9
set|up|code|checking 1,1,2 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 37,92,629 11,93,629 11,1200,11 629,91,11 629,92,557 11,93,557 31,94,37 31,95,11 11,96,28 557,97,28 557,1274,39 28,1275,39 28,100,8 39,1276,8 1,45,630 1,36,2 630,46,2 19,47,1 19,48,630 630,49,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,37 553,442,553 8,70,553 8,306,11 2,1277,31 8,214,31 8,441,37 39,1278,19 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
random|forest 1,1,2 3,146,4 3,147,5 4,148,5 1,149,3 1,150,4 4,151,2 5,152,2 1095,14,1 1095,153,3 4131,16,4 4131,17,1095 4,18,1095 4,19,1 5,1652,8 2,21,8 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 4131,291,11 4131,292,12 11,293,1 12,294,1 12,741,263 14,742,8 2,50,8 11,22,15 1,35,105 1,36,2 105,37,2 4131,38,11 4131,39,15 11,40,1 15,41,1 15,42,105 133,16,4 133,17,4131 4,18,4131 4,43,11 105,44,8 2,21,8 11,22,1399 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 4131,291,11 4131,292,1399 11,293,1 1399,294,1 1399,741,263 14,742,8 2,50,8 11,22,1399 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 4131,224,11 4131,225,1399 11,1016,1 1399,1017,1 1399,2664,263 14,2665,39 2,2666,39 2,2667,5 39,2668,5 39,1532,8 5,2669,8 5,2670,311 8,545,311 1,2671,4131 1,2672,11 8,28,2 311,546,2 308,14,1 308,3580,4131 4211,16,4 4211,17,308 4,18,308 4,19,1 311,550,8 2,21,8 4211,164,8 8,59,8 8,60,4131 8,61,4131 8,62,4 2,69,4131 8,70,4131 8,306,11 2,881,133 8,221,133 8,222,4 2,69,4131 8,70,4131 8,306,11 2,881,4211 8,221,4211 8,222,4 2,983,4211 8,984,4211 8,985,8 4211,987,8 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 1439,114,8 1439,115,1029 8,116,1029 8,117,8 1029,114,8 1029,115,1246 8,116,1246 8,117,8 1246,114,8 1246,115,866 8,116,866 8,117,8 866,114,8 866,115,1437 8,116,1437 8,117,8 1437,114,8 52,118,1439 52,119,8 1437,121,53 8,120,53 3156,108,4 3156,352,52 4,353,52 4,354,1439 11,22,273 152,381,11 152,382,273 1,53,152 1,390,11 11,449,2 273,450,2 832,2448,1 832,2855,152 1,35,3156 1,36,2 3156,37,2 832,2448,1 832,2449,3156 52,3501,1303 52,3502,53 1303,3503,53 1,2281,52 1,3504,1303 1303,3505,2 53,2283,2 832,2448,1 832,11375,52 273,4281,94 2,4282,94 2,2858,832 94,5211,832 94,5212,1 3156,5210,94 2,4282,94 2,2858,832 94,5211,832 94,5212,1 1,2861,832 1,4284,1 53,11376,2 2,2455,2 845,14,1 845,5213,832 3900,16,4 3900,17,845 4,18,845 4,19,1 2,5214,8 2,21,8 3900,164,8 8,59,8 8,396,3156 8,397,3156 8,398,4 8,6701,3900 53,854,3900 53,855,4 2,983,3900 8,984,3900 8,985,8 3900,987,8 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 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 1946,108,4 1946,352,52 4,353,52 4,354,45 52,129,1946 52,130,53 1946,131,53 43,132,52 43,133,1946 56,108,4 56,111,43 4,112,43 4,134,52 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 8,396,1946 8,397,1946 8,398,4 51,3015,56 53,3016,56 53,3017,4 1946,5127,216 53,3758,216 53,4558,11 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
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
model 1,1,2 11,22,273 7700,381,11 7700,382,273 1,53,7700 1,390,11 11,449,2 273,450,2 845,47,1 845,57,7700 273,1054,8 2,50,8 8,59,8 8,322,845 8,323,845 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
check|your|answer|run|this|code|cell|to|receive|credit 1,1,2 11,22,797 11,22,215 1,36,2 216,291,11 216,292,797 11,517,11 797,518,11 797,519,215 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
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
xgboost 1,1,2 11,22,1078 1,35,11038 1,36,2 11038,37,2 1049,38,11 1049,39,1078 11,40,1 1078,41,1 1078,42,11038 12391,16,4 12391,17,1049 4,18,1049 4,43,11 11038,44,8 2,21,8 11,22,15 1,35,12391 1,36,2 12391,37,2 10,38,11 10,39,15 11,40,1 15,41,1 15,42,12391 301,16,4 301,17,10 4,18,10 4,43,11 12391,44,8 2,21,8 1,447,56 1,1,2 56,448,2 685,4081,7 685,1412,187 7,5173,187 187,59,286 187,3029,685 286,3030,685 286,5174,7 7,5175,187 187,74,187 685,4081,61 685,4038,8 61,4082,8 237,554,56 237,8121,12392 56,8122,12392 56,557,24 12392,5860,24 12392,5861,187 24,560,187 24,561,286 187,562,239 187,563,239 187,3139,24 239,3140,24 239,4052,685 24,4047,685 24,10530,61 187,59,287 187,2229,237 287,2230,237 287,8123,56 61,11377,8 8,4056,8 22,75,1274 22,76,1 1274,77,1 1274,1420,56 56,1421,24 2,80,24 2,81,187 24,82,187 24,83,287 11,22,764 1,35,301 1,36,2 301,37,2 11,22,1822 1,35,56 1,36,2 56,37,2 1274,332,1 1274,333,56 454,3042,56 454,3043,24 56,3044,24 56,3045,1274 24,3046,1274 24,4873,1 1,3048,454 1,3049,56 56,4559,2 2,3051,2 27,38,11 27,39,764 11,40,1 764,41,1 764,42,301 301,1427,11 2,1133,11 2,1134,1822 11,40,1 1822,41,1 1822,3861,454 301,16,4 301,17,27 4,18,27 4,43,11 2,4266,8 2,21,8 8,59,8 8,60,12391 8,61,12391 8,62,4 2,600,301 8,221,301 8,222,4 2,4365,22 8,1876,22 8,1877,1274 8,11378,301 8,1597,301 8,1598,4 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
predict|or 1,447,56 1,1,2 56,448,2 685,4081,7 685,1412,187 7,5173,187 187,59,286 187,3029,685 286,3030,685 286,5174,7 7,5175,187 187,74,187 685,4081,61 685,4038,8 61,4082,8 237,554,56 237,8121,12392 56,8122,12392 56,557,24 12392,5860,24 12392,5861,187 24,560,187 24,561,286 187,562,239 187,563,239 187,3139,24 239,3140,24 239,4052,685 24,4047,685 24,10530,61 187,59,287 187,2229,237 287,2230,237 287,8123,56 61,11377,8 8,4056,8 22,75,23 22,76,1 23,77,1 23,1420,56 56,1421,24 2,80,24 2,81,187 24,82,187 24,83,287
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 33,98,2705 28,99,2705 28,260,4 2705,261,4 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 42,611,445 105,108,4 105,111,27 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 56,291,11 56,292,446 11,293,1 446,294,1 446,890,174 76,1788,8 2,50,8 11,22,110 56,38,11 56,39,110 54,16,4 54,17,56 4,18,56 4,43,11 11,614,8 110,615,8 11,22,75 52,418,110 52,419,53 110,420,53 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 110,421,8 53,422,8 53,423,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,424,52 1,425,110 4,12,2 76,994,2 56,30,11 56,31,75 11,32,1 75,33,1 75,1935,52 11,22,273 56,645,11 56,646,273 52,129,274 52,130,53 274,131,53 11,22,357 1,36,2 11,22,358 1,36,2 56,833,52 56,834,274 274,835,11 53,836,11 53,837,357 11,838,1 357,839,1 357,840,2 1,841,11 2,842,11 2,843,358 11,838,1 358,839,1 358,840,2 237,844,56 237,845,52 276,658,274 276,659,277 274,660,277 274,661,56 277,662,56 277,663,11 11,664,237 273,665,237 273,846,56 274,667,276 274,668,274 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 11,22,75 174,2,4 174,3,61 4,4,61 448,2,4 448,809,76 4,810,76 359,23,8 359,140,174 8,8,174 8,9,4 4,5,8 61,6,8 61,7,448 8,8,448 8,9,4 1,26,359 1,27,8 4,12,2 76,994,2 56,291,11
exploratory|data|analysis 1,1,2 52,363,4989 52,130,53 4989,364,53 11,22,1288 1,36,2 11,22,108 52,1300,7 52,130,53 7,1301,53 152,361,52 152,365,4989 4989,3242,11 53,2828,11 53,2829,1288 11,1207,1 1288,1208,1 1288,2045,2 1,5335,11 2,2408,11 2,2409,108 11,873,52 108,874,52 108,1983,7 12393,287,8 12393,1210,152 8,369,152 8,370,52 1,289,12393 1,27,8 7,1985,2 53,374,2 19,47,1 19,783,12393 53,3064,8 2,50,8 52,363,545 52,130,53 545,364,53 11,22,1288 1,36,2 11,22,108 52,1300,7 52,130,53 7,1301,53 152,361,52 152,365,545 545,3242,11 53,2828,11 53,2829,1288 11,1207,1 1288,1208,1 1288,2045,2 1,5335,11 2,2408,11 2,2409,108 11,873,52 108,874,52 108,1983,7 12394,287,8 12394,1210,152 8,369,152 8,370,52 1,289,12394 1,27,8 7,1985,2 53,374,2 19,47,1 19,783,12394 53,3064,8 2,50,8 52,363,545 52,130,53 545,364,53 11,22,1288 1,36,2 11,22,108 52,1300,7 52,130,53 7,1301,53 152,361,52 152,365,545 545,3242,11 53,2828,11 53,2829,1288 11,1207,1 1288,1208,1 1288,2045,2 1,5335,11 2,2408,11 2,2409,108 11,873,52 108,874,52 108,1983,7 12394,287,8 12394,1210,152 8,369,152 8,370,52 1,289,12394 1,27,8 7,1985,2 53,374,2 19,47,1 19,783,12394 53,3064,8 2,50,8 52,363,545 52,130,53 545,364,53 11,22,1288 1,36,2 11,22,108 52,1300,7 52,130,53 7,1301,53 152,361,52 152,365,545 545,3242,11 53,2828,11 53,2829,1288 11,1207,1 1288,1208,1 1288,2045,2 1,5335,11 2,2408,11 2,2409,108 11,873,52 108,874,52 108,1983,7 12394,287,8 12394,1210,152 8,369,152 8,370,52 1,289,12394 1,27,8 7,1985,2 53,374,2 19,47,1 19,783,12394 53,3064,8 2,50,8 52,363,503 52,130,53 503,364,53 11,22,636 1,36,2 152,361,52 152,365,503 503,3242,11 53,2828,11 53,2829,636 11,1207,1 636,1208,1 636,2045,2 11,22,333 52,363,503 52,130,53 503,364,53 11,22,8157 1,36,2 152,2716,52 152,2717,503 503,2821,11 53,2822,11 53,2823,8157 11,1291,1 8157,1292,1 8157,1447,2 52,1294,152 52,2718,52 1,1448,53 2,1297,53 11,22,4989 152,871,11 152,872,333 11,873,52 333,874,52 333,11379,152 2,11380,11 53,2828,11 53,2829,4989 12395,287,8 12395,1210,152 8,369,152 8,370,52 1,1483,8 2,761,8 2,2254,12396 8,734,12396 8,139,8 12396,287,8 12396,1210,152 8,369,152 8,877,11 1,289,12395 1,27,8 11,1398,2 4989,1399,2 19,47,1 19,783,12395
visualization 1,1,2 11,22,391 744,790,8 744,791,489 8,792,489 1,1653,744 1,1380,8 8,1381,2 489,1654,2 320,146,4 320,1673,1 4,1674,1 4,1675,744 1,149,320 1,150,4 489,1676,2 2,1677,2 68,291,11 68,292,391 11,293,1 391,294,1 391,1201,320 2,1678,8 2,50,8 11,22,847 54,2,4 54,606,6908 4,607,6908 56,2,4 56,606,2289 4,607,2289 198,2,4 198,356,6909 4,357,6909 4,5,8 6908,608,8 6908,609,56 8,8,56 8,9,4 4,5,8 2289,608,8 2289,609,198 8,8,198 8,9,4 1,10,54 1,11,4 4,12,2 6909,610,2 326,291,11 326,292,847 11,293,1 847,294,1 847,890,54 6909,891,8 2,50,8 8,59,8 8,322,68 8,323,68 8,324,11 2,72,326 8,70,326 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 29,92,32 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 4,18,21 4,19,1 60,959,8 2,21,8 11,22,406 1,35,103 1,36,2 103,37,2 3483,1269,11 3483,1270,406 11,383,1
training 1,1,2 9690,2,4 9690,3,924 4,4,924 144,2,4 144,285,115 4,286,115 12397,23,8 12397,24,12398 8,25,12398 8,139,8 12398,23,8 12398,24,12399 8,25,12399 8,139,8 12399,23,8 12399,140,9690 8,8,9690 8,9,4 4,5,8 924,6,8 924,7,144 8,8,144 8,9,4 1,26,12397 1,27,8 4,12,2 115,290,2 9693,14,1 9693,141,12397 12400,16,4 12400,17,9693 4,18,9693 4,19,1 115,591,8 2,21,8 8,59,8 8,60,12400 8,61,12400 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
blend 1,1,2 1,45,498 1,36,2 498,46,2 19,47,1 19,48,498 498,49,8 2,50,8 159,790,8 159,791,909 8,792,909 8,117,8 909,790,8 909,791,1082 8,792,1082 8,117,8 1082,790,8 1082,791,2934 8,792,2934 8,117,8 2934,790,8 2934,791,1080 8,792,1080 8,117,8 1080,790,8 1080,791,130 8,792,130 52,903,159 52,904,8 8,905,53 130,906,53 52,129,727 52,130,53 727,131,53 1641,361,52 1641,362,727 5757,287,8 5757,1210,1641 8,369,1641 8,370,52 727,366,8 53,367,8 53,2502,8012 8,734,8012 1,289,5757 1,27,8 8,28,2 8012,735,2 19,47,1 19,783,5757 8012,784,8 2,50,8 187,59,287 187,322,19 287,323,19 287,325,1 2,73,8 8,74,8 276,696,727 276,697,277 727,698,277 727,5590,52 277,5591,52 277,5592,159 130,5593,24 53,5594,24 53,5595,187 24,704,187 24,705,287 8,59,8 8,322,19 8,323,19 8,325,1 2,5771,276 8,723,276 8,1934,727 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
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
data|cleaning 1,1,2 52,363,638 52,130,53 638,364,53 152,132,52 152,806,638 11,22,754 52,363,638 52,130,53 638,364,53 152,376,52 152,1287,638 1,53,152 1,378,52 638,1288,2 53,380,2 27,38,11 27,39,754 11,40,1 754,41,1 754,392,152 638,1081,4 53,828,4 53,1144,27 4,18,27 4,43,11 53,1933,8 2,21,8 52,363,638 52,130,53 638,364,53 154,132,52 154,806,638 11,22,754 52,363,638 52,130,53 638,364,53 154,376,52 154,1287,638 1,53,154 1,378,52 638,1288,2 53,380,2 27,38,11 27,39,754 11,40,1 754,41,1 754,392,154 638,1081,4 53,828,4 53,1144,27 4,18,27 4,43,11 53,1933,8 2,21,8 52,363,1821 52,130,53 1821,364,53 152,132,52 152,806,1821 52,363,1821 52,130,53 1821,364,53 11,22,1140 1,35,1265 1,36,2 1265,37,2 152,132,52 152,806,1821 1821,1166,11 53,463,11 53,464,1140 11,40,1 1140,41,1 1140,42,1265 1821,1081,4 53,828,4 53,1144,152 4,18,152 4,465,52 1265,44,8 2,21,8 52,363,1821 52,130,53 1821,364,53 154,132,52 154,806,1821 52,363,1821 52,130,53 1821,364,53 11,22,1140 1,35,1265 1,36,2 1265,37,2 154,132,52 154,806,1821 1821,1166,11 53,463,11 53,464,1140 11,40,1 1140,41,1 1140,42,1265 1821,1081,4 53,828,4 53,1144,154 4,18,154 4,465,52 1265,44,8 2,21,8 8,59,8 8,1123,152 8,1124,152 8,1125,52 2,626,154 8,627,154 8,1169,52 2,626,152 8,627,152 8,1169,52 2,626,154 8,627,154 8,1169,52 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
check|your|answer 1,1,2 1,447,3498 1,1,2 3498,448,2 4102,1331,187 3498,23,8 3498,544,311 8,545,311 1,26,3498 1,27,8 8,28,2 311,546,2 308,542,1 308,4621,3498 685,3626,308 685,4208,1 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 187,59,287 187,3128,4102 287,3129,4102 287,2249,187 4102,3182,685 187,3183,685 187,3636,308 311,5473,170 2,5474,170 2,5475,11 2,73,8 8,74,8 22,75,4104 22,76,1 4104,77,1 4104,1420,3498 3498,1421,24 2,80,24 2,81,187 24,82,187 24,83,287 8,59,8 8,1422,22 8,1423,22 8,1424,4104 8,1425,8 8,1426,8 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
round|to|two|places 1,447,3498 1,1,2 3498,448,2 4102,1331,187 3498,23,8 3498,544,311 8,545,311 1,26,3498 1,27,8 8,28,2 311,546,2 308,542,1 308,4621,3498 685,3626,308 685,4208,1 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 187,59,287 187,3128,4102 287,3129,4102 287,2249,187 4102,3182,685 187,3183,685 187,3636,308 311,5473,170 2,5474,170 2,5475,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1420,3498 3498,1421,24 2,80,24 2,81,187 24,82,187 24,83,287
data|cleaning 1,1,2 52,363,190 52,130,53 190,364,53 934,132,52 934,806,190 52,363,190 52,130,53 190,364,53 11,22,1265 11,22,1940 3853,2,4 3853,809,76 4,810,76 12401,287,8 12401,733,8 8,734,8 8,139,8 8,287,8 8,288,3853 8,8,3853 8,9,4 1,289,12401 1,27,8 4,12,2 76,994,2 934,132,52 934,806,190 190,1166,11 53,463,11 53,464,1265 11,480,11 1265,481,11 1265,482,1940 11,40,1 1940,41,1 1940,611,12401 190,1081,4 53,828,4 53,1144,934 4,18,934 4,465,52 76,1072,8 2,21,8 52,363,190 52,130,53 190,364,53 414,132,52 414,806,190 52,363,190 52,130,53 190,364,53 11,22,1265 11,22,1940 3853,2,4 3853,809,76 4,810,76 12401,287,8 12401,733,8 8,734,8 8,139,8 8,287,8 8,288,3853 8,8,3853 8,9,4 1,289,12401 1,27,8 4,12,2 76,994,2 414,132,52 414,806,190 190,1166,11 53,463,11 53,464,1265 11,480,11 1265,481,11 1265,482,1940 11,40,1 1940,41,1 1940,611,12401 190,1081,4 53,828,4 53,1144,414 4,18,414 4,465,52 76,1072,8 2,21,8 8,59,8 8,1123,934 8,1124,934 8,1125,52 2,626,414 8,627,414 8,1169,52 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
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
linear|algebra 1,1,2 28,161,746 28,162,8 746,163,8 11,22,2193 2550,2,4 2550,606,268 4,607,268 994,2,4 994,356,2551 4,357,2551 4,5,8 268,608,8 268,609,994 8,8,994 8,9,4 1,10,2550 1,11,4 4,12,2 2551,610,2 746,291,11 746,292,2193 11,293,1 2193,294,1 2193,890,2550 2551,891,8 2,50,8 1338,84,26 1338,85,725 26,86,725 28,87,1338 28,88,26 26,89,8 725,90,8 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 29,92,197 11,93,197 31,94,29 31,95,11 11,96,28 197,97,28 197,98,483 28,99,483 28,100,8 483,101,8 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 8,750,746 746,1131,746 8,70,746 8,306,11 2,1514,28 8,346,28 8,509,1338 725,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,509,25 27,729,31 8,214,31 8,441,29 483,507,28 8,346,28 8,510,149 149,1131,19 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
feature|engineering 1,1,2 11,22,15 1,35,105 1,36,2 105,37,2 10,38,11 10,39,15 11,40,1 15,41,1 15,42,105 301,16,4 301,17,10 4,18,10 4,43,11 105,44,8 2,21,8 8,59,8 8,60,301 8,61,301 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
set|up|code|checking 1,1,2 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 37,92,629 11,93,629 11,1200,11 629,91,11 629,92,557 11,93,557 31,94,37 31,95,11 11,96,28 557,97,28 557,1274,39 28,1275,39 28,100,8 39,1276,8 1,45,630 1,36,2 630,46,2 19,47,1 19,48,630 630,49,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,37 553,442,553 8,70,553 8,306,11 2,1277,31 8,214,31 8,441,37 39,1278,19 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 40,109,551 4,110,551 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
feature|engineering 1,1,2 521,2835,1301 521,2836,8 1301,2837,8 8,59,8 8,3543,521 8,3544,521 8,6493,1301 1301,2839,8 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
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 12402,287,8 12402,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,12402 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,12402 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 11,122,4 255,123,4 255,613,12403 4,181,12403 4,182,8 12403,183,8 257,135,8 257,136,258 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 12403,629,257 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 12404,287,8 12404,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,12404 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,12404 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 11,122,4 255,123,4 255,613,12405 4,181,12405 4,182,8 12405,183,8 257,135,8 257,136,258 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 12405,629,257 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
submission 1,1,2 11,22,273 186,381,11 186,382,273 1,53,186 1,390,11 11,449,2 273,450,2 19,47,1 19,57,186 273,1054,8 2,50,8 11,22,273 1301,381,11 1301,382,273 1,53,1301 1,390,11 11,449,2 273,450,2 19,47,1 19,57,1301 273,1054,8 2,50,8 8,59,8 8,322,19 8,323,19 8,325,1 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
predict 1,1,2 11,22,2708 174,2,4 174,3,61 4,4,61 1812,23,8 1812,140,174 8,8,174 8,9,4 1,26,1812 1,27,8 4,12,2 61,13,2 65,38,11 65,39,2708 11,40,1 2708,41,1 2708,483,1812 4146,16,4 4146,17,65 4,18,65 4,43,11 61,20,8 2,21,8 8,59,8 8,60,4146 8,61,4146 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
main|method 1,1,2 1,45,436 1,36,2 436,46,2 135,47,1 135,48,436 436,49,8 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
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
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
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 31,168,860 31,169,28 860,170,28 860,830,861 28,99,861 28,726,149 861,727,149 861,101,8 149,728,8 280,538,8 280,569,187 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 27,729,31 8,214,31 8,215,860 149,1143,276 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
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 12406,91,11 12406,92,198 11,93,198 11,156,26 198,157,26 198,158,12407 26,86,12407 28,159,12406 28,160,11 26,89,8 12407,90,8 1428,1838,26 1428,1839,1996 26,1840,1996 31,168,1428 31,169,28 1428,170,28 1428,3007,1428 28,1842,1428 28,1843,26 26,3008,8 1996,1846,8 572,1838,26 572,1839,573 26,1840,573 31,168,565 31,169,28 565,170,28 565,3007,572 28,1842,572 28,1843,26 26,3008,8 573,1846,8 566,1838,26 566,1839,567 26,1840,567 31,168,565 31,169,28 565,170,28 565,3007,566 28,1842,566 28,1843,26 26,3008,8 567,1846,8 565,91,11 565,92,319 11,93,319 31,94,565 31,95,11 11,96,28 319,97,28 319,98,1373 28,99,1373 28,100,8 1373,101,8 69,84,26 69,85,70 26,86,70 28,154,69 28,155,26 11,22,33 29,30,11 29,31,33 12408,2413,8 12408,2414,2307 8,2415,2307 28,6083,12408 28,6084,8 28,2724,12409 149,164,8 280,538,8 280,569,187 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 19,756,1 19,757,149 31,168,565 31,169,28 565,170,28 565,830,568 28,99,568 28,100,8 568,101,8 187,59,286 187,297,19 286,298,19 286,1172,1 2,5209,31 2,438,31 2,4263,565 568,1517,8 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 11,22,574 1,36,2 568,291,11 568,292,574 11,293,1 574,294,1 574,394,2 1,395,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,508,28 8,346,28 8,347,12406 12407,729,31 8,214,31 8,215,1428 1996,4000,31 8,214,31 8,215,565 573,4000,31 8,214,31 8,215,565 567,4000,31 8,214,31 8,441,565 1373,2402,28
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
load|data 1,1,2 766,108,4 766,109,5398 4,110,5398 284,16,4 284,180,12410 4,181,12410 4,182,8 12410,183,8 11,22,3061 284,184,80 284,185,12411 80,186,12411 1,187,284 1,188,80 80,189,2 12411,190,2 27,38,11 27,39,3061 11,40,1 3061,41,1 3061,191,284 254,108,4 254,111,27 4,112,27 4,113,11 1,35,296 1,931,8 296,7316,8 19,756,1 19,1595,296 52,857,53 12412,108,4 12412,352,52 4,353,52 4,858,53 891,11381,185 891,11382,766 185,11383,766 11,22,381 1,35,891 1,36,2 891,37,2 12412,262,11 12412,263,381 11,907,1 381,908,1 381,909,891 24,2864,12412 24,11384,11 185,11385,24 766,11386,24 766,11387,12412 237,11388,891 237,11389,185 276,696,891 276,697,277 891,698,277 891,699,254 277,700,254 277,701,24 254,702,24 254,11390,237 24,2874,237 24,11391,891 1,35,12412 1,36,2 12412,37,2 19,756,1 19,1595,12412 11,22,1389 9570,2,4 9570,3,61 4,4,61 6,2,4 6,3,130 4,4,130 4,5,8 61,6,8 61,7,6 8,8,6 8,9,4 1,10,9570 1,11,4 4,12,2 130,13,2 11,22,74 75,146,4 75,176,76 4,177,76 1,149,75 1,150,4 4,151,2 76,178,2 254,38,11 254,39,1389 11,40,1 1389,41,1 1389,360,9570 130,4258,11 2,1133,11 2,1134,74 11,40,1 74,41,1 74,435,75 254,108,4 254,111,254 4,112,254 4,113,11 1,35,296 1,931,8 296,7316,8 19,756,1 19,1595,296 52,129,766 52,130,53 766,131,53 11,22,1288 1,36,2 11,22,765 11,22,3493 1,36,2 254,634,52 254,635,766 766,2463,11 53,1549,11 53,1550,1288 11,293,1 1288,294,1 1288,394,2 1,2832,11 2,2563,11 2,2564,765 11,517,11 765,518,11 765,519,3493 11,293,1 3493,294,1 3493,394,2 1,395,8 2,50,8 8,59,8 8,396,766 8,397,766 8,398,4 4,623,284 5398,3645,284 5398,3646,4 12410,3961,254 8,410,254 8,411,4 12411,11392,19 2,406,19 2,894,1 296,6109,12412 8,4515,12412 8,11393,4 52,885,276 53,886,276 53,887,891 891,11394,19 2,11395,19 2,11396,1 12412,6109,254 2,301,254 2,302,4 76,11397,19 2,406,19 2,894,1 296,1600,254 8,11398,254 8,11399,52 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 1,1,2 691,114,8 691,115,1629 8,116,1629 8,117,8 1629,114,8 1629,115,636 8,116,636 52,1735,691 52,1736,8 8,1737,53 636,1738,53 691,114,8 691,115,1631 8,116,1631 8,117,8 1631,114,8 1631,115,1629 8,116,1629 8,117,8 1629,114,8 1629,115,636 8,116,636 52,1735,691 52,1736,8 8,1737,53 636,1738,53 691,114,8 691,115,1631 8,116,1631 8,117,8 1631,114,8 1631,115,533 8,116,533 52,1735,691 52,1736,8 8,1737,53 533,1738,53 52,427,453 52,428,53 453,429,53 52,427,691 52,428,53 691,429,53 52,427,691 52,428,53 691,429,53 691,114,8 691,115,1631 8,116,1631 52,1735,691 52,1736,8 8,1737,53 1631,1738,53 52,427,691 52,428,53 691,429,53 52,427,691 52,428,53 691,429,53 52,427,691 52,428,53 691,429,53 12413,264,24 12413,1961,52 24,1962,52 24,3552,691 636,3553,8 53,1965,8 53,1966,1653 8,271,1653 8,272,24 1653,264,24 1653,1961,52 24,1962,52 24,3552,691 636,3553,8 53,1965,8 53,1966,5998 8,271,5998 8,272,24 5998,264,24 5998,1961,52 24,1962,52 24,3552,691 533,3553,8 53,1965,8 53,1966,615 8,271,615 8,272,24 615,264,24 615,1961,52 24,1962,52 24,5553,453 453,5554,8 53,1965,8 53,1966,7111 8,271,7111 8,272,24 7111,264,24 7111,1961,52 24,1962,52 24,5553,691 691,5554,8 53,1965,8 53,1966,2596 8,271,2596 8,272,24 2596,264,24 2596,1961,52 24,1962,52 24,5553,691 691,5554,8 53,1965,8 53,1966,12414 8,271,12414 8,272,24 12414,264,24 12414,1961,52 24,1962,52 24,3552,691 1631,3553,8 53,1965,8 53,1966,5674 8,271,5674 8,272,24 5674,264,24 5674,1961,52 24,1962,52 24,5553,691 691,5554,8 53,1965,8 53,1966,5675 8,271,5675 8,272,24 5675,264,24 5675,1961,52 24,1962,52 24,5553,691 691,5554,8 53,1965,8 53,1966,5676 8,271,5676 8,272,24 5676,264,24 5676,1961,52 24,1962,52 24,5553,691 111,312,12413 111,313,24 691,11400,112 53,3554,112 1951,16,4 1951,316,111 4,317,111 4,318,12413 53,5097,8 112,320,8 11,22,1143 2050,114,8 2050,115,7109 8,116,7109 8,117,8 7109,114,8 7109,115,750 8,116,750 52,2396,2050 52,2278,8 8,2279,53 750,2397,53 1,2281,52 1,2398,2050 750,2399,2 53,2283,2 11,22,1951 1,35,1951 1,36,2 1951,37,2 2784,38,11 2784,39,1143 11,40,1 1143,41,1 1143,2556,52 53,2557,11 2,1133,11 2,1134,1951 11,40,1 1951,41,1 1951,42,1951 2558,16,4 2558,17,2784 4,18,2784 4,43,11 1951,44,8 2,21,8 11,22,273 2558,38,11 2558,39,273 11,22,108 52,1300,7
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
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 11,22,797 11,22,215 1,36,2 216,291,11 216,292,797 11,517,11 797,518,11 797,519,215 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
plot 1,1,2 1,36,2 700,14,1 700,888,2 12415,108,4 12415,111,700 4,112,700 4,145,1 52,363,12416 52,130,53 12416,364,53 11,22,191 11,22,699 94,1457,61 94,1458,8 61,1459,8 61,1460,61 8,545,61 1,1461,94 1,1462,61 8,28,2 61,546,2 12417,132,52 12417,806,12416 12416,1166,11 53,463,11 53,464,191 11,480,11 191,481,11 191,482,699 11,40,1 699,41,1 699,1464,94 56,16,4 56,17,12417 4,18,12417 4,465,52 61,550,8 2,21,8 11,22,1007 52,363,12418 52,130,53 12418,364,53 11,22,191 12417,376,52 12417,1287,12418 12418,2133,11 53,1306,11 53,1307,191 1,53,12417 1,378,52 11,449,2 191,450,2 11,22,699 94,1457,61 94,1458,8 61,1459,8 61,1460,61 8,545,61 1,1461,94 1,1462,61 8,28,2 61,546,2 65,38,11 65,39,1007 11,40,1 1007,41,1 1007,392,12417 191,5638,11 2,1133,11 2,1134,699 11,40,1 699,41,1 699,1464,94 54,108,4 54,111,65 4,112,65 4,113,11 263,135,8 263,136,105 8,137,105 8,138,8 105,135,8 105,136,14 8,137,14 8,138,8 14,135,8 14,136,300 8,137,300 582,2,4 582,3,622 4,4,622 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,582 8,8,582 8,9,4 1,26,56 1,27,8 4,12,2 622,13,2 34,14,1 34,141,56 8,547,4 300,548,4 300,549,34 4,18,34 4,19,1 622,20,8 2,21,8 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 12415,30,11 12415,31,12 11,32,1 12,33,1 12,34,263 11,22,15 1,35,105 1,36,2 105,37,2 12415,38,11 12415,39,15 11,40,1 15,41,1 15,42,105 133,16,4 133,17,12415 4,18,12415 4,43,11 105,44,8 2,21,8 300,23,8 300,24,133 8,25,133 1,26,300 1,27,8 8,28,2 133,29,2 384,14,1 384,141,300 4489,16,4 4489,17,384 4,18,384 4,19,1 133,959,8 2,21,8 4489,23,8 4489,782,296 8,734,296 1,26,4489 1,27,8 8,28,2 296,735,2 406,758,1 406,759,4489 384,287,8 384,1210,406 8,369,406 8,1267,1 1,289,384 1,27,8 296,5850,2 2,1212,2 19,47,1 19,783,384 2,1213,8 2,50,8 300,23,8 300,24,133 8,25,133 1,26,300 1,27,8 8,28,2 133,29,2 387,758,1 387,759,300 133,2940,8 2,761,8 2,2254,296 8,734,296 1,371,387 1,763,1 8,28,2 296,735,2 406,758,1 406,5124,387 387,287,8 387,1210,406 8,369,406 8,1267,1
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 43,16,4 43,17,27 4,18,27 4,43,11 40,44,8 2,21,8 11,22,705 1,953,7 1,36,2 7,954,2 43,38,11 43,39,705 11,40,1 705,41,1 705,1660,7 43,108,4 43,111,43 4,112,43 4,113,11 11,22,44 43,38,11 43,39,44 417,114,8 417,115,45 8,116,45 8,117,8 45,114,8 45,115,415 8,116,415 8,117,8 415,114,8 415,115,416 8,116,416 8,117,8 416,114,8 416,115,46 8,116,46 8,117,8 46,114,8 46,115,3069 8,116,3069 8,117,8 3069,114,8 3069,115,794 8,116,794 8,117,8 794,114,8 794,115,3558 8,116,3558 8,117,8 3558,114,8 3558,115,3558 8,116,3558 8,117,8 3558,114,8 3558,115,6203 8,116,6203 8,117,8 6203,114,8 6203,115,321 8,116,321 8,117,8 321,114,8 321,115,47 8,116,47 8,117,8 47,114,8 47,115,48 8,116,48 8,117,8 48,114,8 48,115,3070 8,116,3070 8,117,8 3070,114,8 3070,115,718 8,116,718 8,117,8 718,114,8 718,115,8217 8,116,8217 8,117,8 8217,114,8 8217,115,8218 8,116,8218 8,117,8 8218,114,8 8218,115,49 8,116,49 8,117,8 49,114,8 49,115,50 8,116,50 8,117,8 50,114,8 50,115,1046 8,116,1046 8,117,8 1046,114,8 1046,115,51 8,116,51 8,117,8 51,114,8 51,115,1602 8,116,1602 8,117,8 1602,114,8 1602,115,793 8,116,793 8,117,8 793,114,8 793,115,1043 8,116,1043 8,117,8 1043,114,8 1043,115,1044 8,116,1044 8,117,8 1044,114,8 1044,115,1045 8,116,1045 8,117,8 1045,114,8 1045,115,3076 8,116,3076 8,117,8 3076,114,8
modelling 1,1,2 52,857,53 9114,16,4 9114,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 11,22,605 934,592,11 934,593,605 5507,3033,277 5507,3034,727 277,3035,727 11,22,381 1,45,5507 1,36,2 5507,46,2 9114,291,11 9114,292,381 11,293,1 381,294,1 381,1506,5507 5507,49,187 2,50,187 187,59,286 187,322,9114 286,323,9114 286,324,11 2,73,187 187,74,187 5505,3033,277 5505,3034,727 277,3035,727 11,22,381 1,45,5505 1,36,2 5505,46,2 9114,291,11 9114,292,381 11,293,1 381,294,1 381,1506,5505 5505,49,187 2,50,187 187,59,286 187,322,9114 286,323,9114 286,324,11 2,73,187 187,74,187 11,22,381 1,45,5506 1,36,2 5506,46,2 9114,30,11 9114,31,381 11,32,1 381,33,1 381,415,5506 52,857,53 9115,16,4 9115,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 187,59,286 187,297,9114 286,298,9114 286,299,11 5506,2947,9115 2,67,9115 2,68,4 53,4118,8 8,74,8 237,4992,5507 237,5628,277 277,5629,24 727,2616,24 727,2617,187 24,560,187 24,561,286 187,5176,3803 187,5177,3803 187,7285,5505 3803,7286,5505 3803,7287,277 277,5629,24 727,2616,24 727,2617,187 24,560,187 24,561,286 187,562,239 187,563,239 187,3139,24 239,3140,24 239,3141,187 24,560,187 24,561,286 187,59,287 187,2229,237 287,2230,237 287,4995,5507 8,2243,8 8,2244,8 276,696,727 276,697,277 727,698,277 727,882,934 277,716,934 277,717,11 11,1263,24 605,1264,24 605,1265,187 24,704,187 24,705,287 11,22,605 414,592,11 414,593,605 5507,3033,277 5507,3034,727 277,3035,727 11,22,381 1,45,5507 1,36,2 5507,46,2 9115,291,11 9115,292,381 11,293,1 381,294,1 381,1506,5507 5507,49,187 2,50,187 187,59,286 187,322,9115 286,323,9115 286,324,11 2,73,187 187,74,187 5505,3033,277 5505,3034,727 277,3035,727 11,22,381 1,45,5505 1,36,2 5505,46,2 9115,291,11 9115,292,381 11,293,1 381,294,1 381,1506,5505 5505,49,187 2,50,187 187,59,286 187,322,9115 286,323,9115 286,324,11 2,73,187 187,74,187 11,22,381 1,45,5506 1,36,2 5506,46,2 9115,291,11 9115,292,381 11,293,1 381,294,1 381,1506,5506 5506,49,8 2,50,8 187,59,286 187,322,9115 286,323,9115 286,324,11 2,73,8 8,74,8 237,4992,5507 237,5628,277 277,5629,24 727,2616,24 727,2617,187 24,560,187 24,561,286 187,5176,3803 187,5177,3803 187,7285,5505 3803,7286,5505 3803,7287,277 277,5629,24 727,2616,24 727,2617,187 24,560,187 24,561,286 187,562,239 187,563,239 187,3139,24 239,3140,24 239,3141,187 24,560,187
check|your|answer 1,1,2 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 63,108,4 63,111,62 4,112,62 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 8,396,63 8,397,63 8,398,4 58,2698,216 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
just|uncomment|them 1,1,2 646,108,4 646,109,445 4,110,445 11,22,42 1,35,646 1,36,2 646,37,2 27,38,11 27,39,42 11,40,1 42,41,1 42,42,646 419,108,4 419,111,27 4,112,27 4,113,11 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 12339,108,4 12339,352,52 4,353,52 4,354,45 52,129,12339 52,130,53 12339,131,53 419,132,52 419,133,12339 420,108,4 420,111,419 4,112,419 4,134,52 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 8,396,646 8,397,646 8,398,4 4,1325,419 445,1326,419 445,1327,4 646,402,12339 2,403,12339 2,404,4 51,3015,420 53,3016,420 53,3017,4 12339,1328,380 53,1329,380 53,1330,4 420,303,113 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
prediction 1,1,2 11,22,75 52,418,109 52,419,53 109,420,53 174,2,4 174,3,61 4,4,61 109,421,8 53,422,8 53,423,174 8,8,174 8,9,4 1,424,52 1,425,109 4,12,2 61,13,2 8172,38,11 8172,39,75 11,40,1 75,41,1 75,426,52 4385,16,4 4385,17,8172 4,18,8172 4,43,11 61,20,8 2,21,8 8,59,8 8,60,4385 8,61,4385 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
input 1,1,2 1,45,211 1,36,2 211,46,2 19,47,1 19,48,211 211,49,8 2,50,8 11,22,1271 61,790,8 61,791,311 8,792,311 8,117,8 311,790,8 311,791,307 8,792,307 8,117,8 307,790,8 307,791,99 8,792,99 8,117,8 99,790,8 99,791,315 8,792,315 52,2277,61 52,2278,8 8,2279,53 315,2280,53 1,2281,52 1,2079,61 315,2282,2 53,2283,2 65,38,11 65,39,1271 11,40,1 1271,41,1 1271,2556,52 797,16,4 797,17,65 4,18,65 4,43,11 53,2757,8 2,21,8 11,22,1271 99,790,8 99,791,315 8,792,315 8,117,8 315,790,8 315,791,441 8,792,441 8,117,8 441,790,8 441,791,159 8,792,159 8,117,8 159,790,8 159,791,744 8,792,744 52,2277,99 52,2278,8 8,2279,53 744,2280,53 1,2281,52 1,2079,99 744,2282,2 53,2283,2 65,38,11 65,39,1271 11,40,1 1271,41,1 1271,2556,52 214,16,4 214,17,65 4,18,65 4,43,11 53,2757,8 2,21,8 797,164,8 1,45,215 1,36,2 215,46,2 4472,47,1 4472,48,215 215,49,8 2,50,8 11,22,6743 11,22,323 797,1227,94 797,1467,214 94,930,214 1,187,797 1,1230,94 94,1231,2 214,863,2 65,38,11 65,39,6743 11,480,11 6743,481,11 6743,482,323 11,40,1 323,41,1 323,191,797 1171,16,4 1171,17,65 4,18,65 4,43,11 214,6773,8 2,21,8 1171,164,8 8,59,8 8,322,19 8,323,19 8,325,1 2,881,797 8,221,797 8,222,4 2,600,214 8,221,214 8,222,4 2,983,797 8,984,797 8,985,8 797,2881,4472 8,70,4472 8,71,1 2,881,1171 8,221,1171 8,222,4 2,983,1171 8,984,1171 8,985,8 1171,987,8 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
set|up|code|checking 1,1,2 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 37,92,629 11,93,629 11,1200,11 629,91,11 629,92,557 11,93,557 31,94,37 31,95,11 11,96,28 557,97,28 557,1274,39 28,1275,39 28,100,8 39,1276,8 1,45,630 1,36,2 630,46,2 19,47,1 19,48,630 630,49,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,37 553,442,553 8,70,553 8,306,11 2,1277,31 8,214,31 8,441,37 39,1278,19 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 67,1838,26 67,1839,1015 26,1840,1015 31,2311,66 31,2312,28 66,2313,28 66,2725,67 28,2726,67 28,2727,26 1338,3149,26 11,22,404 721,30,11 721,31,404 10,2413,8 10,2414,2631 8,2415,2631 28,2417,10 28,2418,8 8,2419,8 2631,2420,8 721,91,11 721,92,722 11,93,722 211,165,8 211,166,9045 8,167,9045 8,326,8 9045,165,8 9045,166,2061 8,167,2061 8,326,8 2061,165,8 2061,166,723 8,167,723 31,94,721 31,95,11 11,96,28 722,97,28 722,327,211 28,172,211 28,173,8 8,328,8 723,329,8 721,91,11 721,92,722 11,93,722 11,1200,11 722,91,11 722,92,38 11,93,38 454,165,8 454,166,1192 8,167,1192 31,94,721 31,95,11 11,96,28 38,97,28 38,327,454 28,172,454 28,173,8 8,328,8 1192,329,8 721,91,11 721,92,722 11,93,722 11,1200,11 722,91,11 722,92,2604 11,93,2604 31,94,721 31,95,11 11,96,28 2604,97,28 2604,98,2778 28,99,2778 28,100,8 2778,101,8 721,91,11 721,92,895 11,93,895 1527,165,8 1527,166,896 8,167,896 31,94,721 31,95,11 11,96,28 895,97,28 895,327,1527 28,172,1527 28,173,8 8,328,8 896,329,8 2630,1838,26 2630,1839,482 26,1840,482 31,168,721 31,169,28 721,170,28 721,3007,2630 28,1842,2630 28,1843,26 26,3008,8 482,1846,8 721,91,11 721,92,2413 11,93,2413 31,94,721 31,95,11 11,96,28 2413,97,28 2413,98,1196 28,99,1196 28,100,8 1196,101,8 721,91,11 721,92,208 11,93,208 11,1200,11 208,91,11 208,92,734 11,93,734 3642,165,8 3642,166,9046 8,167,9046 8,326,8 9046,165,8 9046,166,4613 8,167,4613 8,326,8 4613,165,8 4613,166,3675 8,167,3675 31,94,721 31,95,11 11,96,28 734,97,28 734,327,3642 28,172,3642 28,173,8 8,328,8 3675,329,8 721,91,11 721,92,481 11,93,481 31,102,721 31,103,11 11,104,28 481,105,28 481,1764,12419 28,1765,12419 11,22,208 29,30,11 29,31,208 751,2413,8 751,2414,269 8,2415,269 28,2417,751 28,2418,8 8,2419,8 269,2420,8 31,2311,29 31,2312,28 29,2313,28 29,2314,12420 28,1765,12420 335,3149,26 149,164,8 28,161,523 28,162,8 523,163,8 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
model|building 1,1,2 186,164,8 8,59,8 8,2247,186 8,2248,186 8,2249,8 186,987,8 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
have|missing|values 1,1,2 855,108,4 855,604,856 4,605,856 857,108,4 857,604,307 4,605,307 858,108,4 858,604,859 4,605,859 11,22,797 11,22,169 1,36,2 216,291,11 216,292,797 11,517,11 797,518,11 797,519,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,396,855 8,397,855 8,398,4 4,1325,857 856,1697,857 856,1698,4 4,1325,858 307,1697,858 307,1698,4 4,1699,216 859,1700,216 859,1701,11 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
import|data 1,1,2 109,114,8 109,115,2606 8,116,2606 8,117,8 2606,114,8 2606,115,5403 8,116,5403 8,117,8 5403,114,8 5403,115,675 8,116,675 8,117,8 675,114,8 675,115,970 8,116,970 8,117,8 970,114,8 970,115,638 8,116,638 8,117,8 638,114,8 638,115,5404 8,116,5404 8,117,8 5404,114,8 5404,115,5405 8,116,5405 8,117,8 5405,114,8 5405,115,5406 8,116,5406 8,117,8 5406,114,8 5406,115,5407 8,116,5407 8,117,8 5407,114,8 5407,115,5408 8,116,5408 52,1145,109 52,1146,8 8,1147,53 5408,1148,53 52,1149,52 52,1150,109 5408,1151,53 53,1152,53 4862,132,52 4862,1153,52 2611,108,4 2611,111,4862 4,112,4862 4,134,52 11,22,75 174,2,4 174,3,61 4,4,61 109,287,8 109,288,174 8,8,174 8,9,4 1,289,109 1,27,8 4,12,2 61,13,2 2611,38,11 2611,39,75 11,40,1 75,41,1 75,611,109 2611,16,4 2611,17,2611 4,18,2611 4,43,11 61,20,8 2,21,8 8,59,8 8,396,2611 8,397,2611 8,398,4 53,6245,2611 53,1712,2611 53,1713,4 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