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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
load|data 1,1,2 1,931,8 19,756,1 19,935,8 11,22,289 1,45,211 1,36,2 211,46,2 149,592,11 149,593,289 11,689,1 289,690,1 289,691,211 549,2843,277 844,2844,549 844,2845,277 549,2846,296 277,2847,296 11,22,1689 1,953,768 1,36,2 768,954,2 296,1897,11 296,1898,1689 11,2284,1 1689,2285,1 1689,2848,768 11,22,284 11,22,1690 211,2450,80 211,2849,296 80,861,296 1,2453,211 1,188,80 80,189,2 296,863,2 149,224,11 149,225,284 11,1432,11 284,1433,11 284,1434,1690 11,1016,1 1690,1017,1 1690,2850,211 296,2851,89 2,2852,89 2,2667,1691 89,2853,1691 89,2495,8 1691,2669,8 1691,2670,311 8,545,311 1,2671,149 1,2672,11 8,28,2 311,546,2 308,51,1 308,2854,149 1,53,308 1,54,1 311,2569,2 2,56,2 1265,2448,1 1265,2855,308 768,2856,80 2,2857,80 2,2858,1265 80,1900,1265 80,2452,1 2,2859,80 2,2857,80 2,2860,1692 80,186,1692 1,2861,296 1,2862,11 80,189,2 1692,190,2 19,332,1 19,2863,296 24,2864,19 24,2865,1 277,2866,24 296,2867,24 296,2868,19 1692,2869,8 2,2870,8 237,2871,844 237,2872,549 276,696,296 276,697,277 296,698,277 296,882,149 277,716,149 277,717,11 211,718,24 2,719,24 2,2873,237 24,2874,237 24,2875,844 8,59,8 8,297,19 8,298,19 8,1172,1 1,2876,276 8,2877,276 8,2878,296 2,2879,8 8,2880,8 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|answers 1,1,2 13,16,4 13,255,361 4,256,361 4,182,8 361,257,8 11,22,797 11,22,169 1,36,2 1693,38,11 1693,39,797 11,480,11 797,481,11 797,482,169 11,40,1 169,41,1 169,731,2 16,16,4 16,17,1693 4,18,1693 4,43,11 1,732,8 2,21,8 8,59,8 8,60,13 8,61,13 8,62,4 361,1945,16 8,221,16 8,222,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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 52,857,53 1694,16,4 1694,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 280,538,8 280,569,187 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 8,28,2 285,29,2 149,38,11 149,39,284 11,480,11 284,481,11 284,482,163 11,40,1 163,41,1 163,483,280 296,16,4 296,17,149 4,18,149 4,43,11 285,959,187 2,21,187 11,22,381 1,35,296 1,36,2 296,37,2 1694,291,11 1694,292,381 11,293,1 381,294,1 381,880,296 296,341,187 2,50,187 1,35,296 1,36,2 296,37,2 19,47,1 19,340,296 296,341,8 2,50,8 187,59,286 187,60,296 286,61,296 286,62,4 2,69,1694 187,70,1694 187,306,11 2,72,19 187,70,19 187,71,1 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 27,721,149 149,1470,1694 8,221,1694 8,222,4 53,1475,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,1131,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 69,84,26 69,85,326 26,86,326 28,87,69 28,88,26 26,89,8 326,90,8 149,164,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,508,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,69 326,1879,663 8,1880,663 8,208,66 663,1881,66 663,1881,992 66,210,992 66,211,149 992,211,149 992,212,8 149,2881,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
predict 1,1,2 29,91,11 29,92,33 11,93,33 31,94,29 31,95,11 11,96,28 33,97,28 33,98,1695 28,99,1695 28,100,8 1695,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,1696 28,99,1696 28,100,8 1696,101,8 338,84,26 338,85,1697 26,86,1697 28,87,338 28,88,26 26,330,4 1697,331,4 126,264,24 126,307,655 24,308,655 24,309,8 655,310,8 655,311,1698 8,271,1698 8,272,24 1698,264,24 1698,2570,927 24,1159,927 24,309,8 927,1160,8 927,2570,1699 8,271,1699 8,272,24 1699,264,24 1699,2570,927 24,1159,927 24,309,8 927,1160,8 927,2570,119 8,271,119 8,272,24 119,264,24 119,307,1700 24,308,1700 24,309,8 1700,310,8 1700,311,144 8,271,144 8,272,24 144,264,24 144,307,7 24,308,7 24,309,8 7,310,8 7,311,6 8,271,6 8,272,24 6,264,24 6,307,130 24,308,130 24,309,8 130,310,8 130,311,1701 8,271,1701 8,272,24 1701,264,24 1701,307,1490 24,308,1490 24,309,8 1490,310,8 1490,311,121 8,271,121 8,272,24 121,264,24 121,307,1490 24,308,1490 111,2882,126 111,2883,24 24,2884,112 1490,2885,112 1490,2886,8 112,2887,8 1,36,2 845,14,1 845,888,2 1702,16,4 1702,17,845 4,18,845 4,19,1 1,732,8 2,21,8 1,36,2 845,14,1 845,888,2 1703,16,4 1703,17,845 4,18,845 4,19,1 1,732,8 2,21,8 11,22,496 11,22,259 52,1300,7 52,130,53 7,1301,53 105,381,11 105,382,259 11,1308,52 259,1309,52 259,1310,7 1,53,105 1,390,11 7,1311,2 53,380,2 65,38,11 65,39,496 11,40,1 496,41,1 496,392,105 1440,16,4 1440,17,65 4,18,65 4,43,11 53,1933,8 2,21,8 52,363,1704 52,130,53 1704,364,53 11,22,645 1,36,2 263,1101,52 263,2888,1704 1704,2889,11 53,2890,11 53,2891,645 11,689,1 645,690,1 645,2579,2 52,363,1704 52,130,53 1704,364,53 263,647,52 263,1084,1704 1704,1085,188 53,1086,188 53,1087,1705 188,469,1705 52,457,263 52,1088,52 188,470,53 1705,460,53 11,22,108 263,132,52 263,461,263 1705,462,11 53,463,11 53,464,108 1706,16,4 1706,17,263 4,18,263 4,465,52 11,614,187 108,615,187 11,22,1580 456,2491,131 3,2,4 3,3,250 4,4,250 456,2695,8 131,358,8 131,359,3 8,8,3 8,9,4 1,2696,456 1,10,131 4,12,2 250,13,2 752,38,11 752,39,1580 11,40,1 1580,41,1 1580,2697,456 1018,16,4 1018,17,752 4,18,752 4,43,11 250,20,187
your|code|here 1,1,2 3,2,4 3,3,5 4,4,5 234,2,4 234,606,927 4,607,927 6,2,4 6,3,7 4,4,7 4,5,8 5,6,8 5,7,234 8,8,234 8,9,4 4,5,8 927,608,8 927,609,6 8,8,6 8,9,4 1,10,3 1,11,4 4,12,2 7,13,2 9,14,1 9,15,3 104,108,4 104,111,9 4,112,9 4,145,1 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 8,396,104 8,397,104 8,398,4 7,856,216 2,413,216 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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
preprocessing 1,1,2 1707,264,24 1707,273,1708 24,274,1708 24,309,8 1708,491,8 1708,1035,1709 8,271,1709 8,272,24 1709,264,24 1709,273,1710 24,274,1710 24,309,8 1710,491,8 1710,1035,1711 8,271,1711 8,272,24 1711,264,24 1711,273,1712 24,274,1712 24,309,8 1712,491,8 1712,1035,1713 8,271,1713 8,272,24 1713,264,24 1713,273,1714 24,274,1714 24,309,8 1714,491,8 1714,1035,1715 8,271,1715 8,272,24 1715,264,24 1715,273,1716 24,274,1716 24,309,8 1716,491,8 1716,1035,1717 8,271,1717 8,272,24 1717,264,24 1717,273,1718 24,274,1718 24,309,8 1718,491,8 1718,1035,1719 8,271,1719 8,272,24 1719,264,24 1719,273,1720 24,274,1720 24,309,8 1720,491,8 1720,1035,1721 8,271,1721 8,272,24 1721,264,24 1721,273,1722 24,274,1722 24,309,8 1722,491,8 1722,1035,1723 8,271,1723 8,272,24 1723,264,24 1723,273,1724 24,274,1724 24,309,8 1724,491,8 1724,1035,1725 8,271,1725 8,272,24 1725,264,24 1725,273,1726 24,274,1726 24,309,8 1726,491,8 1726,1035,1727 8,271,1727 8,272,24 1727,264,24 1727,273,1728 24,274,1728 24,309,8 1728,491,8 1728,1035,1729 8,271,1729 8,272,24 1729,264,24 1729,273,1730 24,274,1730 24,309,8 1730,491,8 1730,1035,1731 8,271,1731 8,272,24 1731,264,24 1731,273,1732 24,274,1732 24,309,8 1732,491,8 1732,1035,1733 8,271,1733 8,272,24 1733,264,24 1733,273,1734 24,274,1734 24,309,8 1734,491,8 1734,1035,1735 8,271,1735 8,272,24 1735,264,24 1735,273,1736 24,274,1736 24,309,8 1736,491,8 1736,1035,1737 8,271,1737 8,272,24 1737,264,24 1737,273,1738 24,274,1738 24,309,8 1738,491,8 1738,1035,1739 8,271,1739 8,272,24 1739,264,24 1739,273,1740 24,274,1740 24,309,8 1740,491,8 1740,1035,1741 8,271,1741 8,272,24 1741,264,24 1741,273,1742 24,274,1742 24,309,8 1742,491,8 1742,1035,1743 8,271,1743 8,272,24 1743,264,24 1743,273,1744 24,274,1744 24,309,8 1744,491,8 1744,1035,1745 8,271,1745 8,272,24 1745,264,24 1745,273,1746 24,274,1746 24,309,8 1746,491,8 1746,1035,1747 8,271,1747 8,272,24 1747,264,24 1747,273,1748 24,274,1748 24,309,8 1748,491,8 1748,1035,1749 8,271,1749 8,272,24 1749,264,24 1749,273,1750 24,274,1750 24,309,8 1750,491,8 1750,1035,1751 8,271,1751 8,272,24 1751,264,24 1751,273,1752 24,274,1752 24,309,8 1752,491,8 1752,1035,1753 8,271,1753 8,272,24 1753,264,24 1753,273,1754 24,274,1754 24,309,8 1754,491,8 1754,1035,1755 8,271,1755 8,272,24 1755,264,24 1755,273,1756 24,274,1756 24,309,8 1756,491,8 1756,1035,1757 8,271,1757
changing|the|orders 1,1,2 263,520,8 263,521,14 8,522,14 8,1558,8 14,520,8 14,521,105 8,522,105 1,527,263 1,528,8 8,1336,2 105,1337,2 1,36,2 337,14,1 337,888,2 1758,16,4 1758,17,337 4,18,337 4,19,1 1,732,187 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 1758,291,11 1758,292,12 11,293,1 12,294,1 12,741,263 14,742,187 2,50,187 11,22,15 1,35,105 1,36,2 105,37,2 1758,38,11 1758,39,15 11,40,1 15,41,1 15,42,105 1759,16,4 1759,17,1758 4,18,1758 4,43,11 105,44,187 2,21,187 685,1411,1759 685,1412,8 1759,1413,8 187,59,287 187,60,1758 287,61,1758 287,62,4 2,69,1758 187,70,1758 187,306,11 2,881,1759 187,221,1759 187,222,4 2,1416,685 187,1417,685 187,1418,1759 1759,1419,8 8,74,8 22,75,1760 22,76,1 1760,77,1 1760,1591,263 105,1592,24 2,80,24 2,81,187 24,82,187 24,83,287 263,520,8 263,521,14 8,522,14 8,1558,8 14,520,8 14,521,105 8,522,105 1,527,263 1,528,8 8,1336,2 105,1337,2 231,2,4 231,606,1761 4,607,1761 126,2,4 126,3,655 4,4,655 3,2,4 3,3,250 4,4,250 123,2,4 123,3,467 4,4,467 234,2,4 234,606,1762 4,607,1762 1763,2,4 1763,3,311 4,4,311 877,2,4 877,3,315 4,4,315 1764,2,4 1764,3,621 4,4,621 925,2,4 925,3,125 4,4,125 1765,2,4 1765,3,621 4,4,621 1766,2,4 1766,2892,219 4,2893,219 1767,2,4 1767,2892,219 4,2893,219 6,2,4 6,2892,219 4,2893,219 876,2,4 876,2892,219 4,2893,219 144,2,4 144,3,61 4,4,61 424,2,4 424,2892,219 4,2893,219 1768,2,4 1768,285,115 4,286,115 1769,2,4 1769,606,1770 4,607,1770 1771,2,4 1771,3,466 4,4,466 1772,2,4 1772,2892,219 4,2893,219 1773,2,4 1773,3,1195 4,4,1195 4,5,8 1761,608,8 1761,609,126 8,8,126 8,9,4 4,5,8 655,6,8 655,7,3 8,8,3 8,9,4 4,5,8 250,6,8 250,7,123 8,8,123 8,9,4 4,5,8 467,6,8 467,7,234 8,8,234 8,9,4 4,5,8 1762,608,8 1762,609,1763 8,8,1763 8,9,4 4,5,8 311,6,8 311,7,877 8,8,877 8,9,4 4,5,8 315,6,8 315,7,1764 8,8,1764 8,9,4 4,5,8 621,6,8 621,7,925 8,8,925 8,9,4 4,5,8 125,6,8 125,7,1765 8,8,1765 8,9,4 4,5,8 621,6,8 621,7,1766
extra|tree 263,520,8 263,521,14 8,522,14 8,1558,8 14,520,8 14,521,105 8,522,105 1,527,263 1,528,8 8,1336,2 105,1337,2 1,36,2 337,14,1 337,888,2 1758,16,4 1758,17,337 4,18,337 4,19,1 1,732,187 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 1758,291,11 1758,292,12 11,293,1 12,294,1 12,741,263 14,742,187 2,50,187 11,22,15 1,35,105 1,36,2 105,37,2 1758,38,11 1758,39,15 11,40,1 15,41,1 15,42,105 1759,16,4 1759,17,1758 4,18,1758 4,43,11 105,44,187 2,21,187 685,1411,1759 685,1412,8 1759,1413,8 187,59,287 187,60,1758 287,61,1758 287,62,4 2,69,1758 187,70,1758 187,306,11 2,881,1759 187,221,1759 187,222,4 2,1416,685 187,1417,685 187,1418,1759 1759,1419,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1591,263 105,1592,24 2,80,24 2,81,187 24,82,187 24,83,287
xg|boost 263,520,8 263,521,14 8,522,14 8,1558,8 14,520,8 14,521,105 8,522,105 1,527,263 1,528,8 8,1336,2 105,1337,2 231,2,4 231,606,1761 4,607,1761 126,2,4 126,3,655 4,4,655 3,2,4 3,3,250 4,4,250 123,2,4 123,3,467 4,4,467 234,2,4 234,606,1762 4,607,1762 1763,2,4 1763,3,311 4,4,311 877,2,4 877,3,315 4,4,315 1764,2,4 1764,3,621 4,4,621 925,2,4 925,3,125 4,4,125 1765,2,4 1765,3,621 4,4,621 1766,2,4 1766,2892,219 4,2893,219 1767,2,4 1767,2892,219 4,2893,219 6,2,4 6,2892,219 4,2893,219 876,2,4 876,2892,219 4,2893,219 144,2,4 144,3,61 4,4,61 424,2,4 424,2892,219 4,2893,219 1768,2,4 1768,285,115 4,286,115 1769,2,4 1769,606,1770 4,607,1770 1771,2,4 1771,3,466 4,4,466 1772,2,4 1772,2892,219 4,2893,219 1773,2,4 1773,3,1195 4,4,1195 4,5,8 1761,608,8 1761,609,126 8,8,126 8,9,4 4,5,8 655,6,8 655,7,3 8,8,3 8,9,4 4,5,8 250,6,8 250,7,123 8,8,123 8,9,4 4,5,8 467,6,8 467,7,234 8,8,234 8,9,4 4,5,8 1762,608,8 1762,609,1763 8,8,1763 8,9,4 4,5,8 311,6,8 311,7,877 8,8,877 8,9,4 4,5,8 315,6,8 315,7,1764 8,8,1764 8,9,4 4,5,8 621,6,8 621,7,925 8,8,925 8,9,4 4,5,8 125,6,8 125,7,1765 8,8,1765 8,9,4 4,5,8 621,6,8 621,7,1766 8,8,1766 8,9,4 4,5,8 219,2894,8 219,2895,1767 8,8,1767 8,9,4 4,5,8 219,2894,8 219,2895,6 8,8,6 8,9,4 4,5,8 219,2894,8 219,2895,876 8,8,876 8,9,4 4,5,8 219,2894,8 219,2895,144 8,8,144 8,9,4 4,5,8 61,6,8 61,7,424 8,8,424 8,9,4 4,5,8 219,2894,8 219,2895,1768 8,8,1768 8,9,4 4,5,8 115,638,8 115,639,1769 8,8,1769 8,9,4 4,5,8 1770,608,8 1770,609,1771 8,8,1771 8,9,4 4,5,8 466,6,8 466,7,1772 8,8,1772 8,9,4 4,5,8 219,2894,8 219,2895,1773 8,8,1773 8,9,4 1,10,231 1,11,4 4,12,2 1195,13,2 336,14,1 336,15,231 1774,16,4 1774,17,336 4,18,336 4,19,1 1195,20,187 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 1774,291,11 1774,292,12 11,293,1 12,294,1 12,741,263 14,742,187
lgbm 263,520,8 263,521,14 8,522,14 8,1558,8 14,520,8 14,521,105 8,522,105 1,527,263 1,528,8 8,1336,2 105,1337,2 1775,2,4 1775,606,1776 4,607,1776 119,2,4 119,3,120 4,4,120 925,2,4 925,3,315 4,4,315 126,2,4 126,3,655 4,4,655 3,2,4 3,3,250 4,4,250 1777,2,4 1777,3,1050 4,4,1050 1698,2,4 1698,606,1778 4,607,1778 1779,2,4 1779,3,621 4,4,621 1780,2,4 1780,3,118 4,4,118 124,2,4 124,3,125 4,4,125 123,2,4 123,3,467 4,4,467 1781,2,4 1781,3,7 4,4,7 1051,2,4 1051,3,467 4,4,467 1782,2,4 1782,3,621 4,4,621 1783,2,4 1783,3,621 4,4,621 6,2,4 6,2892,219 4,2893,219 476,2,4 476,3,61 4,4,61 1784,2,4 1784,809,76 4,810,76 1785,2,4 1785,606,486 4,607,486 4,5,8 1776,608,8 1776,609,119 8,8,119 8,9,4 4,5,8 120,6,8 120,7,925 8,8,925 8,9,4 4,5,8 315,6,8 315,7,126 8,8,126 8,9,4 4,5,8 655,6,8 655,7,3 8,8,3 8,9,4 4,5,8 250,6,8 250,7,1777 8,8,1777 8,9,4 4,5,8 1050,6,8 1050,7,1698 8,8,1698 8,9,4 4,5,8 1778,608,8 1778,609,1779 8,8,1779 8,9,4 4,5,8 621,6,8 621,7,1780 8,8,1780 8,9,4 4,5,8 118,6,8 118,7,124 8,8,124 8,9,4 4,5,8 125,6,8 125,7,123 8,8,123 8,9,4 4,5,8 467,6,8 467,7,1781 8,8,1781 8,9,4 4,5,8 7,6,8 7,7,1051 8,8,1051 8,9,4 4,5,8 467,6,8 467,7,1782 8,8,1782 8,9,4 4,5,8 621,6,8 621,7,1783 8,8,1783 8,9,4 4,5,8 621,6,8 621,7,6 8,8,6 8,9,4 4,5,8 219,2894,8 219,2895,476 8,8,476 8,9,4 4,5,8 61,6,8 61,7,1784 8,8,1784 8,9,4 4,5,8 76,811,8 76,812,1785 8,8,1785 8,9,4 1,10,1775 1,11,4 4,12,2 486,640,2 339,14,1 339,15,1775 1786,16,4 1786,17,339 4,18,339 4,19,1 486,641,187 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 1786,291,11 1786,292,12 11,293,1 12,294,1 12,741,263 14,742,187 2,50,187 11,22,15 1,35,105 1,36,2 105,37,2 1786,38,11 1786,39,15 11,40,1 15,41,1 15,42,105 1787,16,4 1787,17,1786 4,18,1786 4,43,11 105,44,187 2,21,187
visualization 1,1,2 25,84,26 25,85,748 26,86,748 28,154,25 28,155,26 11,22,1042 565,38,11 565,39,1042 11,1488,26 1042,1489,26 573,164,8 565,91,11 565,92,319 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 28,161,1788 28,2742,4 1788,2743,4 11,22,42 1,45,1789 1,36,2 1789,46,2 27,291,11 27,292,42 11,293,1 42,294,1 42,1506,1789 1789,49,8 2,50,8 11,22,413 1,36,2 1790,381,11 1790,382,413 11,383,1 413,384,1 413,1155,2 1,53,1790 1,390,11 1,1157,2 2,56,2 19,756,1 19,757,1790 1,931,8 1,35,1349 8,2016,1349 19,756,1 19,935,8 1791,2896,8 1791,2897,53 8,2898,53 8,2899,8 53,2900,8 52,363,1792 52,130,53 1792,364,53 1790,647,52 1790,1084,1792 1792,1085,188 53,1086,188 53,2551,1790 188,2901,1790 52,457,1790 52,1088,52 188,470,53 1790,2553,53 52,363,1793 52,130,53 1793,364,53 52,1300,7 52,130,53 7,1301,53 1790,678,52 1790,2902,1790 1790,2903,52 53,2904,52 53,2905,1793 1793,2906,52 53,2904,52 53,2907,7 52,363,1792 52,130,53 1792,364,53 1790,647,52 1790,1084,1792 1792,1085,188 53,1086,188 53,2551,1790 188,2901,1790 52,457,1790 52,1088,52 188,470,53 1790,2553,53 52,363,1489 52,130,53 1489,364,53 52,1300,7 52,130,53 7,1301,53 1790,678,52 1790,2902,1790 1790,2903,52 53,2904,52 53,2905,1489 1489,2906,52 53,2904,52 53,2907,7 52,363,1792 52,130,53 1792,364,53 1790,647,52 1790,1084,1792 1792,1085,188 53,1086,188 53,2551,1790 188,2901,1790 52,457,1790 52,1088,52 188,470,53 1790,2553,53 52,363,1794 52,130,53 1794,364,53 52,1300,7 52,130,53 7,1301,53 1790,678,52 1790,2902,1790 1790,2903,52 53,2904,52 53,2905,1794 1794,2906,52 53,2904,52 53,2907,7 7,2908,8 53,681,8 53,2909,1790 8,1348,1790 8,2910,52 7,2908,8 53,681,8 53,2909,1790 8,1348,1790 8,2910,52 52,1351,1790 52,2911,52 7,2912,53 53,2913,53 1795,16,4 1795,849,52 4,125,52 4,1355,1790 53,2914,8 53,128,8 52,363,1792 52,130,53 1792,364,53 1790,647,52 1790,1084,1792 1792,1085,188 53,1086,188 53,2551,1755 188,2901,1755 52,457,1790 52,1088,52 188,470,53 1755,2553,53 52,363,1793 52,130,53 1793,364,53 52,1300,61 52,130,53 61,1301,53 1790,678,52 1790,2902,1790 1755,2903,52 53,2904,52 53,2905,1793 1793,2906,52 53,2904,52 53,2907,61 52,363,1792 52,130,53 1792,364,53 1790,647,52 1790,1084,1792 1792,1085,188 53,1086,188 53,2551,1755 188,2901,1755 52,457,1790 52,1088,52 188,470,53
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,1131,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
training 1,1,2 11,22,12 1796,23,8 1796,24,54 8,25,54 1,26,1796 1,27,8 8,28,2 54,29,2 10,291,11 10,292,12 11,293,1 12,294,1 12,741,1796 54,742,8 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
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 1797,287,8 1797,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,1797 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,1797 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 11,122,4 255,123,4 255,613,1798 4,181,1798 4,182,8 1798,183,8 257,135,8 257,136,258 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 1798,629,257 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
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
check|your|answer 1,1,2 1799,108,4 1799,109,1800 4,110,1800 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,396,1799 8,397,1799 8,398,4 4,1699,170 1800,2469,170 1800,2470,11 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 28,87,25 28,88,26 26,89,8 27,90,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,1015 26,86,1015 28,159,66 28,160,11 26,1627,149 1015,1628,149 1015,90,8 149,728,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,508,28 8,346,28 8,347,66 149,730,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
your|code|here 1,1,2 287,164,8 11,22,273 263,645,11 263,646,273 52,129,274 52,130,53 274,131,53 11,22,357 1,36,2 11,22,358 1,36,2 263,833,52 263,834,274 274,835,11 53,836,11 53,837,357 11,838,1 357,839,1 357,840,2 1,841,11 2,842,11 2,843,358 11,838,1 358,839,1 358,840,2 237,844,263 237,845,52 276,658,274 276,659,277 274,660,277 274,661,263 277,662,263 277,663,11 11,664,237 273,665,237 273,846,263 274,667,276 274,668,274 52,669,274 52,670,276 1,847,53 2,848,53 359,108,4 359,352,52 4,353,52 4,677,274 11,22,75 174,2,4 174,3,61 4,4,61 359,23,8 359,140,174 8,8,174 8,9,4 1,26,359 1,27,8 4,12,2 61,13,2 263,38,11 263,39,75 11,40,1 75,41,1 75,483,359 361,16,4 361,17,263 4,18,263 4,43,11 61,20,8 2,21,8 11,22,75 174,2,4 174,3,61 4,4,61 359,23,8 359,140,174 8,8,174 8,9,4 1,26,359 1,27,8 4,12,2 61,13,2 264,38,11 264,39,75 11,40,1 75,41,1 75,483,359 362,108,4 362,111,264 4,112,264 4,113,11 11,22,169 1,36,2 216,291,11 216,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,2247,287 8,2248,287 8,2249,8 287,2915,359 8,410,359 8,411,4 2,853,361 53,854,361 53,855,4 2,409,362 8,410,362 8,411,4 61,856,216 2,413,216 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
data|visualization 1,1,2 52,363,1801 52,130,53 1801,364,53 1802,647,52 1802,1084,1801 1801,2549,185 53,2550,185 53,2650,7 185,2916,7 52,457,1802 52,1088,52 185,459,53 7,2539,53 1802,132,52 1802,461,1802 1801,108,4 1801,111,1802 4,112,1802 4,134,52 317,135,8 317,136,1803 8,137,1803 11,22,319 489,790,8 489,791,315 8,792,315 1,1653,489 1,1380,8 8,1381,2 315,1654,2 320,2,4 320,1383,1 4,1384,1 4,1655,489 61,589,8 61,970,61 8,545,61 8,139,8 61,589,8 61,590,320 8,8,320 8,9,4 1,971,61 1,27,8 315,1656,2 2,1393,2 68,38,11 68,39,319 11,40,1 319,41,1 319,1015,61 8,547,4 1803,548,4 1803,549,68 4,18,68 4,43,11 2,1657,8 2,21,8 11,22,993 11,22,1801 1801,871,11 1801,872,1801 11,22,1801 11,22,1288 1,36,2 24,2256,768 52,911,24 52,1093,768 24,913,53 768,1094,53 11,22,108 1801,262,11 1801,263,1801 11,471,11 1801,472,11 1801,473,1288 11,907,1 1288,908,1 1288,1605,2 1,2917,52 2,2918,52 2,2919,24 768,2920,11 53,1603,11 53,1604,108 1804,2,4 1804,334,1801 4,335,1801 4,474,11 11,1394,8 1801,1395,8 1801,2807,1804 8,8,1804 8,9,4 1,371,1801 1,1397,11 11,478,2 108,479,2 326,291,11 326,292,993 11,293,1 993,294,1 993,1522,1801 108,2921,8 2,50,8 11,22,1491 1492,146,4 1492,147,1102 4,148,1102 1,149,1492 1,150,4 4,151,2 1102,152,2 68,291,11 68,292,1491 11,293,1 1491,294,1 1491,1201,1492 1102,2922,8 2,50,8 11,22,770 1,36,2 68,291,11 68,292,770 11,293,1 770,294,1 770,394,2 1,395,8 2,50,8 8,59,8 8,396,1801 8,397,1801 8,398,4 7,2923,317 53,2924,317 53,2925,8 2,69,326 8,70,326 8,306,11 2,72,68 8,70,68 8,306,11 2,72,68 8,70,68 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
just|uncomment|them 1,1,2 25,84,26 25,85,1805 26,86,1805 28,87,25 28,88,26 26,330,4 1805,331,4 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 55,16,4 55,849,52 4,125,52 4,126,45 51,127,8 53,128,8 52,129,55 52,130,53 55,131,53 419,132,52 419,133,55 420,108,4 420,111,419 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 8,193,28 8,194,28 8,195,25 1805,2926,445 4,2927,445 4,2928,419 445,2929,419 445,2930,4 646,303,55 2,304,55 2,305,4 53,852,420 8,410,420 8,411,4 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
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
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
random|forest 1,1,2 925,264,24 925,307,311 24,308,311 24,309,8 311,310,8 311,311,1806 8,271,1806 8,272,24 1806,264,24 1806,307,61 24,308,61 24,309,8 61,310,8 61,311,1698 8,271,1698 8,272,24 1698,264,24 1698,2570,1807 24,1159,1807 111,312,925 111,313,24 24,314,112 1807,1163,112 1808,16,4 1808,316,111 4,317,111 4,318,925 1807,1165,8 112,320,8 1809,16,4 1809,252,311 4,253,311 4,182,8 311,254,8 11,22,152 1808,23,8 1808,24,1659 8,25,1659 8,139,8 1659,23,8 1659,24,1809 8,25,1809 1,26,1808 1,27,8 8,28,2 1809,29,2 1049,38,11 1049,39,152 11,40,1 152,41,1 152,483,1808 1810,108,4 1810,111,1049 4,112,1049 4,113,11 11,22,15 1,35,1811 1,36,2 1811,37,2 1810,38,11 1810,39,15 11,40,1 15,41,1 15,42,1811 1812,16,4 1812,17,1810 4,18,1810 4,43,11 1811,44,8 2,21,8 8,59,8 8,60,1808 8,61,1808 8,62,4 112,2931,1809 8,221,1809 8,222,4 311,2932,1810 8,410,1810 8,411,4 1809,2933,1812 2,304,1812 2,305,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
feature|engineering 1,1,2 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,484,8 24,485,8
generate|test|predictions 1,1,2 11,22,12 56,23,8 56,24,54 8,25,54 1,26,56 1,27,8 8,28,2 54,29,2 104,30,11 104,31,12 11,32,1 12,33,1 12,34,56 11,22,15 1,35,105 1,36,2 105,37,2 104,38,11 104,39,15 11,40,1 15,41,1 15,42,105 106,108,4 106,111,104 4,112,104 4,113,11 11,22,107 11,22,108 105,262,11 105,263,108 109,264,24 109,265,105 24,266,105 24,267,11 11,268,8 108,269,8 108,270,110 8,271,110 8,272,24 110,264,24 110,273,106 24,274,106 111,275,109 111,276,24 24,277,112 106,278,112 1,279,111 1,280,109 106,281,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 113,16,4 113,17,27 4,18,27 4,43,11 112,284,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 116,287,8 116,288,108 8,8,108 8,9,4 1,289,116 1,27,8 4,12,2 115,290,2 113,291,11 113,292,114 11,293,1 114,294,1 114,295,116 115,296,8 2,50,8 8,59,8 8,297,104 8,298,104 8,299,11 54,300,106 2,301,106 2,302,4 105,303,113 2,304,113 2,305,4 2,69,113 8,70,113 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
your|code|here 1,1,2 29,91,11 29,92,882 11,93,882 31,94,29 31,95,11 11,96,28 882,97,28 882,98,1813 28,99,1813 28,260,4 1813,261,4 1,36,2 421,47,1 421,2174,2 1,395,8 2,50,8 11,22,107 11,22,270 1,35,263 1,36,2 263,37,2 1814,381,11 1814,382,270 11,383,1 270,384,1 270,642,263 1,53,1814 1,390,11 263,643,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,1814 884,16,4 884,17,27 4,18,27 4,43,11 2,393,8 2,21,8 11,22,107 11,22,164 1,35,264 1,36,2 264,37,2 1814,381,11 1814,382,164 11,383,1 164,384,1 164,642,264 1,53,1814 1,390,11 264,643,2 2,56,2 27,38,11 27,39,107 11,40,1 107,41,1 107,392,1814 885,108,4 885,111,27 4,112,27 4,113,11 886,1715,767 886,1716,887 767,1717,887 888,164,8 11,22,273 884,38,11 884,39,273 11,22,273 263,38,11 263,39,273 11,122,4 273,123,4 273,644,263 4,18,263 4,43,11 11,614,8 273,615,8 11,22,273 885,38,11 885,39,273 11,22,889 11,22,797 11,22,169 1,36,2 264,38,11 264,39,889 11,480,11 889,481,11 889,482,797 11,480,11 797,481,11 797,482,169 11,40,1 169,41,1 169,731,2 11,122,4 273,123,4 273,644,264 4,18,264 4,43,11 1,732,8 2,21,8 8,59,8 8,342,31 8,343,31 8,344,29 1813,442,421 4,443,421 4,2403,1 2,881,884 8,221,884 8,222,4 2,409,885 8,410,885 8,411,4 2,1721,890 2,1722,890 2,1722,891 890,210,891 890,211,886 891,211,886 891,1723,767 767,1724,892 887,1725,892 887,986,888 892,211,888 892,212,8 888,1726,884 8,627,884 8,628,11 273,1727,885 8,627,885 8,628,11 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
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
logistic|regression 1,1,2 1,45,1815 1,36,2 1815,46,2 19,47,1 19,48,1815 1815,49,8 2,50,8 11,22,310 300,23,8 300,24,1816 8,25,1816 1,26,300 1,27,8 8,28,2 1816,29,2 32,381,11 32,382,310 11,383,1 310,384,1 310,695,300 1,53,32 1,390,11 1816,55,2 2,56,2 19,47,1 19,57,32 2,58,8 2,50,8 1,931,8 1,45,8 8,2934,8 19,756,1 19,935,8 8,2935,2 24,943,8 24,2936,2 1817,243,24 1817,2937,8 8,2938,8 2,2939,8 11,22,302 300,23,8 300,24,1816 8,25,1816 1,26,300 1,27,8 8,28,2 1816,29,2 32,871,11 32,872,302 11,1207,1 302,1208,1 302,1209,300 1816,2940,8 2,761,8 1,371,32 1,1397,11 2,2941,8 8,2942,8 8,2942,8 8,2943,8 8,2944,2 8,2944,2 19,47,1 19,1400,32 8,2945,8 2,50,8 8,59,8 8,322,19 8,323,19 8,325,1 2,72,19 8,70,19 8,71,1 2,785,19 8,64,19 8,786,1 8,2946,1818 8,1174,1818 8,2947,1817 1818,250,1817 1818,251,24 2,2948,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 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
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
data|preprocessing 1,1,2 52,363,1819 52,130,53 1819,364,53 11,22,705 448,2,4 448,809,76 4,810,76 1820,23,8 1820,140,448 8,8,448 8,9,4 1,26,1820 1,27,8 4,12,2 76,994,2 152,634,52 152,1547,1819 1819,1548,11 53,1549,11 53,1550,705 11,293,1 705,294,1 705,741,1820 76,1788,8 2,50,8 52,363,1819 52,130,53 1819,364,53 152,132,52 152,806,1819 11,22,333 1819,114,8 1819,115,1821 8,116,1821 52,2706,1819 52,2707,8 8,2708,53 1821,2709,53 24,817,8 24,2710,52 8,2711,52 8,2712,1819 52,820,24 52,821,8 1821,2713,53 53,2714,53 11,22,1822 52,363,1819 52,130,53 1819,364,53 56,361,52 56,365,1819 52,363,1821 52,130,53 1821,364,53 56,361,52 56,365,1821 1819,1729,8 53,367,8 53,368,56 8,369,56 8,370,52 1,371,56 1,372,52 1821,373,2 53,374,2 1823,332,1 1823,2255,56 454,2949,56 454,2950,24 56,2951,24 56,2952,1823 24,2953,1823 24,2954,1 174,2,4 174,3,61 4,4,61 53,2955,8 2,2956,8 2,2957,174 8,8,174 8,9,4 1,2958,454 1,2959,56 4,12,2 61,13,2 152,38,11 152,39,333 11,824,52 333,825,52 333,826,24 53,2960,11 53,463,11 53,464,1822 11,40,1 1822,41,1 1822,2961,454 1819,1081,4 53,828,4 53,1144,152 4,18,152 4,43,11 61,20,8 2,21,8 52,363,1819 52,130,53 1819,364,53 11,22,705 448,2,4 448,809,76 4,810,76 1820,23,8 1820,140,448 8,8,448 8,9,4 1,26,1820 1,27,8 4,12,2 76,994,2 154,634,52 154,1547,1819 1819,1548,11 53,1549,11 53,1550,705 11,293,1 705,294,1 705,741,1820 76,1788,8 2,50,8 52,363,1819 52,130,53 1819,364,53 154,132,52 154,806,1819 11,22,333 1819,114,8 1819,115,1821 8,116,1821 52,2706,1819 52,2707,8 8,2708,53 1821,2709,53 24,817,8 24,2710,52 8,2711,52 8,2712,1819 52,820,24 52,821,8 1821,2713,53 53,2714,53 11,22,1822 52,363,1819 52,130,53 1819,364,53 56,361,52 56,365,1819 52,363,1821 52,130,53 1821,364,53 56,361,52 56,365,1821 1819,1729,8 53,367,8 53,368,56 8,369,56 8,370,52 1,371,56 1,372,52 1821,373,2 53,374,2 1823,332,1 1823,2255,56 454,2949,56 454,2950,24 56,2951,24 56,2952,1823 24,2953,1823 24,2954,1 174,2,4 174,3,61 4,4,61 53,2955,8 2,2956,8 2,2957,174 8,8,174 8,9,4 1,2958,454 1,2959,56 4,12,2 61,13,2 154,38,11 154,39,333 11,824,52 333,825,52 333,826,24 53,2960,11 53,463,11 53,464,1822 11,40,1
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 4,357,249 996,287,8 996,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,996 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,996 254,16,4 254,17,27 4,18,27 4,43,11 249,612,8 2,21,8 11,22,255 254,38,11 254,39,255 11,122,4 255,123,4 255,613,328 4,181,328 4,182,8 328,183,8 257,135,8 257,136,258 8,137,258 11,22,259 254,38,11 254,39,259 8,547,4 258,548,4 258,549,254 4,18,254 4,43,11 11,614,8 259,615,8 1,45,260 1,36,2 260,46,2 19,332,1 19,616,260 260,617,8 2,618,8 2,619,213 8,137,213 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 8,620,24 213,621,24 213,622,111 115,505,8 112,506,8 8,59,8 8,396,249 8,397,249 8,398,4 4,623,254 250,624,254 250,625,4 2,626,254 8,627,254 8,628,11 328,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
preprocessing 1,1,2 52,363,1824 52,130,53 1824,364,53 11,22,1825 1,36,2 154,634,52 154,1547,1824 1824,1548,11 53,1549,11 53,1550,1825 11,293,1 1825,294,1 1825,394,2 1,395,8 2,50,8 8,59,8 8,322,154 8,323,154 8,1556,52 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
model 1,1,2 254,16,4 254,255,1826 4,256,1826 4,182,8 1826,257,8 1339,91,11 1339,92,1340 11,93,1340 31,94,1339 31,95,11 11,96,28 1340,97,28 1340,98,1827 28,99,1827 28,100,8 1827,101,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,1828 28,162,8 1828,163,8 254,520,8 254,521,851 8,522,851 8,523,4 851,524,4 851,2962,1829 4,2963,1829 4,2964,8 1829,2965,8 1829,2966,285 8,522,285 8,523,4 285,524,4 285,2962,1830 4,2963,1830 1,527,254 1,528,8 4,529,2 1830,2967,2 11,22,114 108,146,4 108,2528,115 4,2529,115 1,149,108 1,150,4 4,151,2 115,2530,2 254,38,11 254,39,114 11,40,1 114,41,1 114,435,108 774,16,4 774,17,254 4,18,254 4,43,11 115,2558,187 2,21,187 11,22,1831 11,22,1832 1,36,2 774,381,11 774,382,1832 11,383,1 1832,384,1 1832,1155,2 1,53,774 1,390,11 1,1157,2 2,56,2 1828,38,11 1828,39,1831 11,40,1 1831,41,1 1831,392,774 214,16,4 214,17,1828 4,18,1828 4,43,11 2,393,187 2,21,187 11,22,1343 1,36,2 214,38,11 214,39,1343 11,40,1 1343,41,1 1343,731,2 1833,16,4 1833,17,214 4,18,214 4,43,11 1,732,187 2,21,187 1827,108,4 1827,109,1834 4,110,1834 111,1537,285 111,1538,112 285,1539,112 190,2968,89 190,2969,774 89,2970,774 24,2971,190 24,2972,89 198,243,24 198,2973,190 111,2974,1833 111,2975,112 1833,2976,112 1828,2977,8 1828,2978,111 8,2979,111 8,2980,1833 89,2981,767 774,2982,767 774,2983,1828 767,2984,1828 767,2985,8 1835,1331,187 11,22,406 1833,2,4 1833,356,1833 4,357,1833 851,2,4 851,356,851 4,357,851 285,2,4 285,356,285 4,357,285 4,5,8 1833,358,8 1833,359,851 8,8,851 8,9,4 4,5,8 851,358,8 851,359,285 8,8,285 8,9,4 1,10,1833 1,11,4 4,12,2 285,610,2 1827,38,11 1827,39,406 11,40,1 406,41,1 406,360,1833 1827,16,4 1827,17,1827 4,18,1827 4,43,11 285,612,187 2,21,187 1,35,1827 1,36,2 1827,37,2 1827,542,1 1827,543,1827 685,2986,1827 685,2987,1 1827,2988,8 2,2989,8 187,59,287 187,60,774 287,61,774 287,62,4 2,600,214 187,221,214 187,222,4 2,600,1833 187,221,1833 187,222,4 2,409,1827 187,410,1827 187,411,4 4,2990,111 1834,2991,111 1834,2992,285 285,2993,1836 112,2994,1836 112,2995,198 1836,2996,198 1836,2997,24 1833,2998,334
create|download|link 254,520,8 254,521,851 8,522,851 8,523,4 851,524,4 851,2962,1829 4,2963,1829 4,2964,8 1829,2965,8 1829,2966,285 8,522,285 8,523,4 285,524,4 285,2962,1830 4,2963,1830 1,527,254 1,528,8 4,529,2 1830,2967,2 11,22,114 108,146,4 108,2528,115 4,2529,115 1,149,108 1,150,4 4,151,2 115,2530,2 254,38,11 254,39,114 11,40,1 114,41,1 114,435,108 774,16,4 774,17,254 4,18,254 4,43,11 115,2558,187 2,21,187 11,22,1831 11,22,1832 1,36,2 774,381,11 774,382,1832 11,383,1 1832,384,1 1832,1155,2 1,53,774 1,390,11 1,1157,2 2,56,2 1828,38,11 1828,39,1831 11,40,1 1831,41,1 1831,392,774 214,16,4 214,17,1828 4,18,1828 4,43,11 2,393,187 2,21,187 11,22,1343 1,36,2 214,38,11 214,39,1343 11,40,1 1343,41,1 1343,731,2 1833,16,4 1833,17,214 4,18,214 4,43,11 1,732,187 2,21,187 1827,108,4 1827,109,1834 4,110,1834 111,1537,285 111,1538,112 285,1539,112 190,2968,89 190,2969,774 89,2970,774 24,2971,190 24,2972,89 198,243,24 198,2973,190 111,2974,1833 111,2975,112 1833,2976,112 1828,2977,8 1828,2978,111 8,2979,111 8,2980,1833 89,2981,767 774,2982,767 774,2983,1828 767,2984,1828 767,2985,8 1835,1331,187 11,22,406 1833,2,4 1833,356,1833 4,357,1833 851,2,4 851,356,851 4,357,851 285,2,4 285,356,285 4,357,285 4,5,8 1833,358,8 1833,359,851 8,8,851 8,9,4 4,5,8 851,358,8 851,359,285 8,8,285 8,9,4 1,10,1833 1,11,4 4,12,2 285,610,2 1827,38,11 1827,39,406 11,40,1 406,41,1 406,360,1833 1827,16,4 1827,17,1827 4,18,1827 4,43,11 285,612,187 2,21,187 1,35,1827 1,36,2 1827,37,2 1827,542,1 1827,543,1827 685,2986,1827 685,2987,1 1827,2988,8 2,2989,8 187,59,287 187,60,774 287,61,774 287,62,4 2,600,214 187,221,214 187,222,4 2,600,1833 187,221,1833 187,222,4 2,409,1827 187,410,1827 187,411,4 4,2990,111 1834,2991,111 1834,2992,285 285,2993,1836 112,2994,1836 112,2995,198 1836,2996,198 1836,2997,24 1833,2998,334 112,2999,334 112,3000,1837 334,1177,1837 334,3001,1835 1837,3002,1835 1837,212,187 1835,3003,1827 187,221,1827 187,222,4 2,1416,685 187,1417,685 187,3004,1827 2,3005,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1591,254 1830,3006,24 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 27,90,8 210,486,94 210,487,211 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
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 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 4,1325,419 445,1326,419 445,1327,4 646,402,420 2,403,420 2,404,4 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
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 67,1839,68 26,1840,68 31,168,66 31,169,28 66,170,28 66,3007,67 28,1842,67 28,1843,26 26,3008,8 68,1846,8 69,84,26 69,85,326 26,86,326 28,87,69 28,88,26 26,3009,663 326,3010,663 149,164,8 280,538,8 280,569,187 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 19,47,1 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 26,1766,31 27,1767,31 27,3011,66 68,3012,28 8,346,28 8,509,69 326,3013,66 663,3014,66 663,3014,992 66,210,992 66,211,149 992,211,149 992,212,8 149,1882,276 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 1838,287,8 1838,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,1838 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,1838 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 11,122,4 255,123,4 255,613,1839 4,181,1839 4,182,8 1839,183,8 257,135,8 257,136,258 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 1839,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
feature|engineering 1,1,2 11,22,273 1840,381,11 1840,382,273 1,53,1840 1,390,11 11,449,2 273,450,2 142,47,1 142,57,1840 273,1054,8 2,50,8 8,59,8 8,322,142 8,323,142 8,325,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
save|test|predictions|to|file 1,1,2 11,22,107 11,22,108 105,262,11 105,263,108 109,264,24 109,265,105 24,266,105 24,267,11 11,268,8 108,269,8 108,270,110 8,271,110 8,272,24 110,264,24 110,273,106 24,274,106 111,275,109 111,276,24 24,277,112 106,278,112 1,279,111 1,280,109 106,281,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 113,16,4 113,17,27 4,18,27 4,43,11 112,284,8 2,21,8 11,22,114 108,2,4 108,285,115 4,286,115 116,287,8 116,288,108 8,8,108 8,9,4 1,289,116 1,27,8 4,12,2 115,290,2 113,291,11 113,292,114 11,293,1 114,294,1 114,295,116 115,296,8 2,50,8 8,59,8 8,60,113 8,61,113 8,62,4 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
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
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
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
fit|rfmodelonfulldata|on|all|data|from|the|training|data 1,1,2 6,146,4 6,147,61 4,148,61 1,149,6 1,150,4 4,151,2 61,152,2 9,14,1 9,153,6 423,108,4 423,111,9 4,112,9 4,145,1 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 423,291,11 423,292,12 11,293,1 12,294,1 12,741,57 59,742,8 2,50,8 8,59,8 8,396,423 8,397,423 8,398,4 61,960,423 2,413,423 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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
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 1841,287,8 1841,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,1841 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,1841 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 11,122,4 255,123,4 255,613,1842 4,181,1842 4,182,8 1842,183,8 257,135,8 257,136,258 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 1842,629,257 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
use|the|next|code|cell|to|print|the|first|five|rows|of|the|data 1,1,2 11,22,413 1,36,2 263,291,11 263,292,413 11,293,1 413,294,1 413,394,2 1,395,8 2,50,8 8,59,8 8,322,263 8,323,263 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
read|the|data 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,1843 28,99,1843 28,260,4 1843,261,4 11,22,42 1,45,41 1,36,2 41,46,2 27,30,11 27,31,42 11,32,1 42,33,1 42,415,41 11,22,110 152,38,11 152,39,110 59,16,4 59,17,152 4,18,152 4,43,11 11,614,8 110,615,8 45,114,8 45,115,415 8,116,415 8,117,8 415,114,8 415,115,46 8,116,46 8,117,8 46,114,8 46,115,51 8,116,51 52,118,45 52,119,8 8,120,53 51,121,53 1844,108,4 1844,352,52 4,353,52 4,354,45 52,129,1844 52,130,53 1844,131,53 152,132,52 152,133,1844 57,108,4 57,111,152 4,112,152 4,134,52 1,36,2 9,14,1 9,888,2 104,16,4 104,17,9 4,18,9 4,19,1 1,732,8 2,21,8 11,22,12 57,23,8 57,24,59 8,25,59 1,26,57 1,27,8 8,28,2 59,29,2 104,291,11 104,292,12 11,293,1 12,294,1 12,741,57 59,742,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 8,346,28 8,509,25 27,729,31 8,214,31 8,441,29 1843,1718,27 4,217,27 4,218,11 41,2947,59 2,67,59 2,68,4 110,2331,1844 8,410,1844 8,411,4 51,3015,57 53,3016,57 53,3017,4 1844,3018,104 53,1712,104 53,1713,4 2,69,104 8,70,104 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
import|data 1,1,2 11,22,493 1,36,2 1845,38,11 1845,39,493 11,40,1 493,41,1 493,731,2 254,16,4 254,17,1845 4,18,1845 4,43,11 1,732,8 2,21,8 8,59,8 8,60,254 8,61,254 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 28,87,25 28,88,26 26,89,8 27,90,8 28,161,1846 28,2474,149 1846,2475,149 1846,163,8 149,728,8 280,538,8 280,569,187 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 8,510,1846 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 29,91,11 29,92,32 11,93,32 310,165,8 310,166,303 8,167,303 8,326,8 303,165,8 303,166,302 8,167,302 8,326,8 302,165,8 302,166,138 8,167,138 8,326,8 138,165,8 138,166,1847 8,167,1847 31,94,29 31,95,11 11,96,28 32,97,28 32,327,310 28,172,310 28,173,8 8,831,149 1847,832,149 1847,329,8 149,728,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 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 8,441,29 149,1143,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plot 1,1,2 11,22,42 275,2,4 275,606,177 4,607,177 1848,287,8 1848,288,275 8,8,275 8,9,4 1,289,1848 1,27,8 4,12,2 177,640,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,1848 1849,108,4 1849,111,27 4,112,27 4,113,11 1,447,1850 1,1,2 1850,448,2 1851,3019,277 1851,3020,1850 277,3021,1850 1852,3019,277 1852,3020,1850 277,3021,1850 1853,3019,277 1853,3020,1850 277,3021,1850 1854,3019,277 1854,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1852 788,3025,1852 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1853 788,3025,1853 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1854 788,3025,1854 788,3026,277 685,3027,1855 685,1412,187 1855,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1855 1855,3032,187 187,74,187 1856,3019,277 1856,3020,1850 277,3021,1850 1857,3019,277 1857,3020,1850 277,3021,1850 1856,3019,277 1856,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1857 788,3025,1857 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1856 788,3025,1856 788,3026,277 685,3027,1857 685,1412,187 1857,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1857 1857,3032,187 187,74,187 1858,3033,277 1858,3034,1850 277,3035,1850 685,3027,1859 685,1412,187 1859,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1859 1859,3032,187 187,74,187 1860,3033,277 1860,3034,1850 277,3035,1850 685,3027,1861 685,1412,187 1861,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1861 1861,3032,187 187,74,187 1862,3019,277 1862,3020,1850 277,3021,1850 1863,3019,277 1863,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1863 788,3025,1863 788,3026,277 685,3027,1863 685,1412,187 1863,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1863 1863,3032,187 187,74,187 1864,3033,277 1864,3034,1850 277,3035,1850 685,3027,1864 685,1412,187 1864,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1864 1864,3032,187 187,74,187 1865,3033,277 1865,3034,1850 277,3035,1850 685,3027,1866 685,1412,187 1866,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1866 1866,3032,187 187,74,187 1867,3033,277 1867,3034,1850 277,3035,1850 685,3027,1868 685,1412,187 1868,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1868 1868,3032,187 187,74,187 1869,3033,277 1869,3034,1850 277,3035,1850 685,3027,1869 685,1412,187 1869,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1869 1869,3032,187 187,74,187 52,363,1870 52,130,53 1870,364,53 1871,1101,52 1871,2888,1870 685,2986,1871 685,3036,52 1870,3037,4 53,3038,4 52,363,1870 52,130,53 1870,364,53 11,22,446 1,36,2 11,22,1822 11,22,1872 1,36,2 11,22,1873 1,36,2
txt|process 1,447,1850 1,1,2 1850,448,2 1851,3019,277 1851,3020,1850 277,3021,1850 1852,3019,277 1852,3020,1850 277,3021,1850 1853,3019,277 1853,3020,1850 277,3021,1850 1854,3019,277 1854,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1852 788,3025,1852 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1853 788,3025,1853 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1854 788,3025,1854 788,3026,277 685,3027,1855 685,1412,187 1855,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1855 1855,3032,187 187,74,187 1856,3019,277 1856,3020,1850 277,3021,1850 1857,3019,277 1857,3020,1850 277,3021,1850 1856,3019,277 1856,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1857 788,3025,1857 788,3026,277 277,3022,788 1850,3023,788 1850,3024,1856 788,3025,1856 788,3026,277 685,3027,1857 685,1412,187 1857,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1857 1857,3032,187 187,74,187 1858,3033,277 1858,3034,1850 277,3035,1850 685,3027,1859 685,1412,187 1859,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1859 1859,3032,187 187,74,187 1860,3033,277 1860,3034,1850 277,3035,1850 685,3027,1861 685,1412,187 1861,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1861 1861,3032,187 187,74,187 1862,3019,277 1862,3020,1850 277,3021,1850 1863,3019,277 1863,3020,1850 277,3021,1850 277,3022,788 1850,3023,788 1850,3024,1863 788,3025,1863 788,3026,277 685,3027,1863 685,1412,187 1863,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1863 1863,3032,187 187,74,187 1864,3033,277 1864,3034,1850 277,3035,1850 685,3027,1864 685,1412,187 1864,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1864 1864,3032,187 187,74,187 1865,3033,277 1865,3034,1850 277,3035,1850 685,3027,1866 685,1412,187 1866,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1866 1866,3032,187 187,74,187 1867,3033,277 1867,3034,1850 277,3035,1850 685,3027,1868 685,1412,187 1868,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1868 1868,3032,187 187,74,187 1869,3033,277 1869,3034,1850 277,3035,1850 685,3027,1869 685,1412,187 1869,3028,187 187,59,286 187,3029,685 286,3030,685 286,3031,1869 1869,3032,187 187,74,187 52,363,1870 52,130,53 1870,364,53 1871,1101,52 1871,2888,1870 685,2986,1871 685,3036,52 1870,3037,4 53,3038,4 52,363,1870 52,130,53 1870,364,53 11,22,446 1,36,2 11,22,1822 11,22,1872 1,36,2 11,22,1873 1,36,2 56,262,11 56,263,1872 11,907,1 1872,908,1 1872,1605,2 1,3039,11 2,3040,11 2,3041,1873 11,907,1 1873,908,1 1873,1605,2 454,3042,56 454,3043,24 56,3044,24 56,3045,56 24,3046,56 24,3047,11 1,3048,454 1,3049,56 1,3050,2 2,3051,2 1849,634,52
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 28,87,25 28,88,26 26,89,8 27,90,8 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,700 28,99,700 28,100,8 700,101,8 29,91,11 29,92,32 11,93,32 387,165,8 387,166,384 8,167,384 31,94,29 31,95,11 11,96,28 32,97,28 32,327,387 28,172,387 28,173,8 8,328,8 384,329,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,751 28,99,751 28,100,8 751,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,349 28,99,349 28,100,8 349,101,8 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 28,100,8 9,101,8 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 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 149,164,8 280,538,8 280,569,187 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 19,47,1 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 8,441,29 700,440,31 8,214,31 8,441,29 384,2423,31 8,214,31 8,441,29 751,440,31 8,214,31 8,441,29 349,440,31 8,214,31 8,441,29 9,507,28 8,346,28 8,509,69 326,508,28 8,346,28 8,347,66 68,1879,663 8,1880,663 8,208,66 663,1881,66
logistic|regression 1,1,2 29,91,11 29,92,344 11,93,344 31,94,29 31,95,11 11,96,28 344,97,28 344,98,464 28,99,464 28,100,8 464,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,303 28,99,303 28,100,8 303,101,8 29,91,11 29,92,32 11,93,32 31,94,29 31,95,11 11,96,28 32,97,28 32,98,1874 28,99,1874 28,260,4 1874,261,4 1,36,2 464,47,1 464,2174,2 1,395,8 2,50,8 11,22,12 263,23,8 263,24,14 8,25,14 1,26,263 1,27,8 8,28,2 14,29,2 10,30,11 10,31,12 11,32,1 12,33,1 12,34,263 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 11,22,1399 105,23,8 105,24,300 8,25,300 1,26,105 1,27,8 8,28,2 300,29,2 10,38,11 10,39,1399 11,40,1 1399,41,1 1399,483,105 1399,108,4 1399,111,10 4,112,10 4,113,11 1,35,1399 1,36,2 1399,37,2 1265,2448,1 1265,2449,1399 313,2450,80 313,2451,1265 80,1900,1265 80,2452,1 1,2453,313 1,188,80 1399,2454,2 2,2455,2 19,47,1 19,2456,313 2,2457,8 2,50,8 300,23,8 300,24,301 8,25,301 1,26,300 1,27,8 8,28,2 301,29,2 303,51,1 303,52,300 1,53,303 1,54,1 301,55,2 2,56,2 19,47,1 19,57,303 2,58,8 2,50,8 300,23,8 300,24,301 8,25,301 1,26,300 1,27,8 8,28,2 301,29,2 302,51,1 302,52,300 1,53,302 1,54,1 301,55,2 2,56,2 19,47,1 19,57,302 2,58,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,29 464,440,31 8,214,31 8,441,29 303,440,31 8,214,31 8,441,29 1874,442,464 4,443,464 4,2403,1 2,785,10 8,64,10 8,65,11 14,66,301 2,67,301 2,68,4 2,409,1399 8,410,1399 8,411,4 300,1955,19 2,413,19 2,789,1 2,72,19 8,70,19 8,71,1 2,72,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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
process|queries 1,1,2 52,1300,311 52,130,53 311,1301,53 1047,376,52 1047,1941,311 1,53,1047 1,378,52 311,1311,2 53,380,2 1048,47,1 1048,57,1047 53,1312,8 2,50,8 8,59,8 8,322,1048 8,323,1048 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
submission 1,1,2 11,22,107 11,22,1875 52,363,109 52,130,53 109,364,53 154,678,52 154,1601,109 11,22,691 174,2,4 174,3,7 4,4,7 363,23,8 363,140,174 8,8,174 8,9,4 1,26,363 1,27,8 4,12,2 7,13,2 24,817,8 24,3052,7 8,3053,7 52,820,24 52,821,8 8,822,53 7,3054,53 65,262,11 65,263,691 11,907,1 691,908,1 691,3055,363 7,3056,52 2,2918,52 2,3057,24 109,264,24 109,265,154 24,266,154 24,1606,52 109,1607,8 53,1608,8 53,1609,584 8,271,584 8,272,24 584,264,24 584,265,65 24,266,65 24,267,11 111,275,109 111,276,24 7,3058,112 53,3059,112 1,279,111 1,280,109 53,3060,2 112,282,2 27,38,11 27,39,107 11,480,11 107,481,11 107,482,1875 11,40,1 1875,41,1 1875,283,111 627,108,4 627,111,27 4,112,27 4,113,11 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 4,12,2 115,290,2 627,291,11 627,292,114 11,293,1 114,294,1 114,295,116 115,296,8 2,50,8 8,59,8 8,396,627 8,397,627 8,398,4 112,3061,627 2,413,627 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
your|code|here 1,1,2 3,2,4 3,3,1876 4,4,1876 234,2,4 234,606,927 4,607,927 6,2,4 6,3,7 4,4,7 4,5,8 1876,6,8 1876,7,234 8,8,234 8,9,4 4,5,8 927,608,8 927,609,6 8,8,6 8,9,4 1,10,3 1,11,4 4,12,2 7,13,2 9,14,1 9,15,3 104,108,4 104,111,9 4,112,9 4,145,1 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 8,396,104 8,397,104 8,398,4 7,856,216 2,413,216 2,414,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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 8,59,8 8,193,28 8,194,28 8,195,64 65,508,28 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
model 1,1,2 29,91,11 29,92,33 11,93,33 34,165,8 34,166,184 8,167,184 31,94,29 31,95,11 11,96,28 33,97,28 33,327,34 28,172,34 28,173,8 8,328,8 184,329,8 52,857,53 481,16,4 481,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 52,857,53 404,16,4 404,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 1,953,61 1,36,2 61,954,2 365,542,1 365,1062,61 130,1063,80 130,937,482 80,1064,482 6,2,4 6,1065,130 4,1066,130 4,1067,80 483,2,4 483,809,76 4,810,76 315,589,8 315,590,6 8,8,6 8,9,4 80,1068,8 482,1069,8 482,1070,483 8,8,483 8,9,4 1,971,315 1,27,8 4,12,2 76,994,2 184,14,1 184,1071,315 184,16,4 184,17,184 4,18,184 4,19,1 76,1072,187 2,21,187 484,531,8 484,532,485 8,533,485 1,534,484 1,535,8 8,536,2 485,537,2 184,538,8 184,539,1 8,540,1 8,541,484 11,22,486 1,35,59 1,36,2 59,37,2 184,381,11 184,382,486 11,383,1 486,384,1 486,642,59 1,53,184 1,390,11 59,643,2 2,56,2 227,542,1 227,1073,184 1,45,487 1,36,2 487,46,2 19,47,1 19,48,487 487,49,187 2,50,187 1,45,487 1,36,2 487,46,2 19,47,1 19,48,487 487,49,187 2,50,187 1877,2,4 1877,3,315 4,4,315 131,2,4 131,356,131 4,357,131 4,5,8 315,6,8 315,7,131 8,8,131 8,9,4 1,10,1877 1,11,4 4,12,2 131,610,2 1878,14,1 1878,15,1877 10,16,4 10,17,1878 4,18,1878 4,19,1 131,612,187 2,21,187 11,22,12 52,129,484 52,130,53 484,131,53 57,361,52 57,362,484 11,22,191 52,129,484 52,130,53 484,131,53 1879,871,11 1879,872,191 11,873,52 191,874,52 191,3062,484 484,366,8 53,367,8 53,368,1879 8,369,1879 8,877,11 1,371,57 1,372,52 484,3063,2 53,374,2 10,291,11 10,292,12 11,293,1 12,294,1 12,1522,57 53,3064,187 2,50,187 11,22,15 52,129,485 52,130,53 485,131,53 57,376,52 57,377,485 1,53,57 1,378,52 485,379,2 53,380,2 10,38,11 10,39,15 11,40,1 15,41,1 15,392,57 1812,16,4 1812,17,10 4,18,10 4,43,11 53,1933,187 2,21,187 11,22,691 52,129,485 52,130,53 485,131,53 59,1994,52 59,1996,485 485,3065,94 53,2653,94 53,3066,1812 94,2509,1812 1,3067,59 1,3068,52 94,3069,2 1812,3070,2 1812,3071,456 2,3072,456 2,3073,311 456,3074,311 1,3075,1
have|missing|values 1,1,2 855,108,4 855,604,856 4,605,856 857,108,4 857,604,307 4,605,307 922,1769,80 922,1280,441 80,1770,441 80,1771,80 441,1769,80 441,1280,923 80,1770,923 858,108,4 858,1772,922 4,1773,922 4,1774,80 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 80,1775,216 923,1776,216 923,1777,11 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
data|preprocessing 1,1,2 1880,135,8 1880,136,1881 8,137,1881 11,22,1882 105,23,8 105,24,300 8,25,300 1,26,105 1,27,8 8,28,2 300,29,2 10,38,11 10,39,1882 11,40,1 1882,41,1 1882,483,105 8,547,4 1881,548,4 1881,549,10 4,18,10 4,43,11 300,959,8 2,21,8 8,59,8 8,551,1880 8,552,1880 8,553,8 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
visualization 1,1,2 11,22,1883 1,45,1884 1,36,2 1884,46,2 1570,38,11 1570,39,1883 11,40,1 1883,41,1 1883,815,1884 1570,16,4 1570,17,1570 4,18,1570 4,43,11 1884,816,8 2,21,8 8,59,8 8,60,1570 8,61,1570 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
data|cleaning 1,1,2 11,22,259 52,1300,7 52,130,53 7,1301,53 1885,38,11 1885,39,259 11,824,52 259,825,52 259,1942,7 580,16,4 580,17,1885 4,18,1885 4,43,11 7,1744,8 53,808,8 11,22,278 1885,531,8 1885,532,414 8,533,414 52,2751,1885 52,2278,8 8,2279,53 414,2752,53 1,2281,52 1,2608,1885 414,2080,2 53,2283,2 27,38,11 27,39,278 11,40,1 278,41,1 278,2556,52 1886,16,4 1886,17,27 4,18,27 4,43,11 53,2757,8 2,21,8 52,363,1887 52,130,53 1887,364,53 1886,132,52 1886,806,1887 52,363,1887 52,130,53 1887,364,53 11,22,1140 1,45,942 1,36,2 942,46,2 1886,132,52 1886,806,1887 1887,1166,11 53,463,11 53,464,1140 11,40,1 1140,41,1 1140,815,942 1887,1081,4 53,828,4 53,1144,1886 4,18,1886 4,465,52 942,816,8 2,21,8 52,363,1888 52,130,53 1888,364,53 1886,132,52 1886,806,1888 52,363,1888 52,130,53 1888,364,53 11,22,1140 1,45,942 1,36,2 942,46,2 1886,132,52 1886,806,1888 1888,1166,11 53,463,11 53,464,1140 11,40,1 1140,41,1 1140,815,942 1888,1081,4 53,828,4 53,1144,1886 4,18,1886 4,465,52 942,816,8 2,21,8 11,22,75 52,427,1889 52,428,53 1889,429,53 1289,2,4 1289,988,52 4,989,52 4,990,1889 174,2,4 174,3,61 4,4,61 1889,991,8 53,992,8 53,993,174 8,8,174 8,9,4 1,10,1289 1,11,4 4,12,2 61,13,2 1886,38,11 1886,39,75 11,40,1 75,41,1 75,360,1289 1886,16,4 1886,17,1886 4,18,1886 4,43,11 61,20,8 2,21,8 11,22,259 1886,871,11 1886,872,259 1890,287,8 1890,1210,1886 8,369,1886 8,877,11 1,289,1890 1,27,8 11,1398,2 259,1399,2 19,47,1 19,783,1890 259,1401,8 2,50,8 11,22,273 1886,38,11 1886,39,273 273,16,4 273,17,1886 4,18,1886 4,43,11 11,614,8 273,615,8 52,129,1891 52,130,53 1891,131,53 11,22,275 1886,647,52 1886,648,1891 1891,649,11 53,650,11 53,651,275 11,3076,188 275,3077,188 275,3078,177 188,3079,177 549,2843,277 1892,114,8 1892,115,1893 8,116,1893 52,3080,1892 52,3081,8 8,3082,53 1893,3083,53 1891,3084,549 1891,3085,277 549,3086,52 277,3087,52 277,3088,1892 188,3089,624 177,3090,624 177,3091,1891 624,3092,1891 624,3093,549 52,129,1891 52,130,53 1891,131,53 11,22,645 1,36,2 1886,376,52 1886,377,1891 1891,2830,11 53,1306,11 53,1307,645 11,383,1 645,384,1 645,1155,2 1,53,1886 1,378,52 1,1157,2 2,56,2 142,758,1 142,1818,1886 52,129,1891 52,130,53
training 1,1,2 1894,23,8 1894,24,404 8,25,404 1,26,1894 1,27,8 8,28,2 404,29,2 1895,14,1 1895,141,1894 376,16,4 376,17,1895 4,18,1895 4,19,1 404,959,8 2,21,8 11,22,1896 376,38,11 376,39,1896 11,22,1196 1897,38,11 1897,39,1196 11,122,4 1896,123,4 1896,644,1897 4,18,1897 4,43,11 11,614,8 1196,615,8 11,22,1898 376,38,11 376,39,1898 1899,589,8 1899,970,1900 8,545,1900 1,971,1899 1,27,8 8,28,2 1900,546,2 1901,14,1 1901,1071,1899 11,122,4 1898,123,4 1898,644,1901 4,18,1901 4,19,1 1900,550,8 2,21,8 11,22,32 376,38,11 376,39,32 1,953,236 1,36,2 236,954,2 1902,332,1 1902,3094,236 236,3095,8 2,1346,8 2,3096,1903 8,533,1903 8,117,8 1903,531,8 1903,532,1904 8,533,1904 52,1351,1902 52,1352,1 8,120,53 1904,3097,53 11,122,4 32,123,4 32,124,52 4,125,52 4,1355,1902 1904,3098,8 53,128,8 1905,16,4 1905,252,973 4,253,973 4,182,8 973,254,8 465,16,4 465,252,973 4,253,973 4,182,8 973,254,8 8,59,8 8,60,376 8,61,376 8,62,4 2,626,376 8,627,376 8,628,11 1196,1727,376 8,627,376 8,628,11 2,626,376 8,627,376 8,628,11 53,958,1905 8,221,1905 8,222,4 973,258,465 8,221,465 8,222,4 973,2663,8 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 1,447,3 1,1,2 3,448,2 1906,1331,187 1,36,2 421,332,1 421,3099,2 1907,114,8 1907,3100,421 8,1348,421 8,1349,1 1,3101,1907 1,1380,8 1,3102,2 2,3103,2 6,2,4 6,3,7 4,4,7 3,23,8 3,140,6 8,8,6 8,9,4 1,26,3 1,27,8 4,12,2 7,13,2 9,332,1 9,1860,3 10,114,8 10,3100,9 8,1348,9 8,1349,1 1,3101,10 1,1380,8 7,3104,2 2,3103,2 2,3105,8 2,3106,8 2,3107,1 8,3108,1 8,3109,10 52,3110,1 52,3111,1907 2,3112,53 2,3113,53 143,146,4 143,430,52 4,431,52 4,3114,1 1,149,143 1,150,4 2,3115,2 53,434,2 346,14,1 346,153,143 1908,16,4 1908,17,346 4,18,346 4,19,1 53,436,187 2,21,187 94,2029,61 475,2,4 475,3,307 4,4,307 474,2,4 474,606,1909 4,607,1909 1908,23,8 1908,24,56 8,25,56 8,139,8 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,475 8,8,475 8,9,4 4,5,8 307,6,8 307,7,474 8,8,474 8,9,4 1,26,1908 1,27,8 4,12,2 1909,640,2 918,765,1 918,766,1908 94,3116,39 61,3117,39 61,3118,918 39,3119,918 39,3120,1 1055,16,4 1055,3121,94 4,3122,94 4,3123,61 1909,3124,187 2,3125,187 11,22,691 1,36,2 1055,592,11 1055,593,691 11,689,1 691,690,1 691,2579,2 685,2986,1055 685,3126,11 1,3127,187 2,2989,187 11,22,169 1,36,2 1910,291,11 1910,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 187,59,287 187,3128,1906 287,3129,1906 287,2249,187 1906,3003,1908 187,221,1908 187,222,4 2,600,1055 187,221,1055 187,222,4 2,3130,685 187,1417,685 187,3004,1055 2,3131,1910 187,70,1910 187,306,11 2,73,8 8,74,8 22,75,1116 22,76,1 1116,77,1 1116,1420,3 3,1421,24 2,80,24 2,81,187 24,82,187 24,83,287 8,59,8 8,1422,22 8,1423,22 8,1424,1116 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
get|score 1,447,3 1,1,2 3,448,2 1906,1331,187 1,36,2 421,332,1 421,3099,2 1907,114,8 1907,3100,421 8,1348,421 8,1349,1 1,3101,1907 1,1380,8 1,3102,2 2,3103,2 6,2,4 6,3,7 4,4,7 3,23,8 3,140,6 8,8,6 8,9,4 1,26,3 1,27,8 4,12,2 7,13,2 9,332,1 9,1860,3 10,114,8 10,3100,9 8,1348,9 8,1349,1 1,3101,10 1,1380,8 7,3104,2 2,3103,2 2,3105,8 2,3106,8 2,3107,1 8,3108,1 8,3109,10 52,3110,1 52,3111,1907 2,3112,53 2,3113,53 143,146,4 143,430,52 4,431,52 4,3114,1 1,149,143 1,150,4 2,3115,2 53,434,2 346,14,1 346,153,143 1908,16,4 1908,17,346 4,18,346 4,19,1 53,436,187 2,21,187 94,2029,61 475,2,4 475,3,307 4,4,307 474,2,4 474,606,1909 4,607,1909 1908,23,8 1908,24,56 8,25,56 8,139,8 56,23,8 56,24,54 8,25,54 8,139,8 54,23,8 54,140,475 8,8,475 8,9,4 4,5,8 307,6,8 307,7,474 8,8,474 8,9,4 1,26,1908 1,27,8 4,12,2 1909,640,2 918,765,1 918,766,1908 94,3116,39 61,3117,39 61,3118,918 39,3119,918 39,3120,1 1055,16,4 1055,3121,94 4,3122,94 4,3123,61 1909,3124,187 2,3125,187 11,22,691 1,36,2 1055,592,11 1055,593,691 11,689,1 691,690,1 691,2579,2 685,2986,1055 685,3126,11 1,3127,187 2,2989,187 11,22,169 1,36,2 1910,291,11 1910,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 187,59,287 187,3128,1906 287,3129,1906 287,2249,187 1906,3003,1908 187,221,1908 187,222,4 2,600,1055 187,221,1055 187,222,4 2,3130,685 187,1417,685 187,3004,1055 2,3131,1910 187,70,1910 187,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,1420,3 3,1421,24 2,80,24 2,81,187 24,82,187 24,83,287
test 1,1,2 52,363,1911 52,130,53 1911,364,53 11,22,1265 11,22,486 686,2,4 686,3,61 4,4,61 1912,2,4 1912,809,76 4,810,76 187,287,8 187,288,686 8,8,686 8,9,4 4,5,8 61,6,8 61,7,1912 8,8,1912 8,9,4 1,289,187 1,27,8 4,12,2 76,994,2 152,132,52 152,806,1911 1911,1166,11 53,463,11 53,464,1265 11,480,11 1265,481,11 1265,482,486 11,40,1 486,41,1 486,611,187 1913,108,4 1913,111,152 4,112,152 4,134,52 52,363,1911 52,130,53 1911,364,53 11,22,1265 11,22,486 686,2,4 686,3,61 4,4,61 1912,2,4 1912,809,76 4,810,76 187,287,8 187,288,686 8,8,686 8,9,4 4,5,8 61,6,8 61,7,1912 8,8,1912 8,9,4 1,289,187 1,27,8 4,12,2 76,994,2 154,132,52 154,806,1911 1911,1166,11 53,463,11 53,464,1265 11,480,11 1265,481,11 1265,482,486 11,40,1 486,41,1 486,611,187 1914,16,4 1914,17,154 4,18,154 4,465,52 76,1072,8 2,21,8 8,59,8 8,396,1913 8,397,1913 8,398,4 76,3132,1914 2,304,1914 2,305,4 2,223,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
lines|below|will|give|you|a|hint|or|solution|code 1,1,2 11,22,797 11,22,862 1,36,2 216,291,11 216,292,797 11,517,11 797,518,11 797,519,862 11,293,1 862,294,1 862,394,2 1,395,8 2,50,8 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 2,72,216 8,70,216 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,1131,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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
feature|engineering 1,1,2 52,857,53 151,16,4 151,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 52,857,53 1915,16,4 1915,849,52 4,125,52 4,1060,53 52,1061,8 53,128,8 11,22,273 152,592,11 152,593,273 52,129,274 52,130,53 274,131,53 11,22,275 152,647,52 152,648,274 274,649,11 53,650,11 53,651,275 11,2580,188 275,2581,188 275,3133,177 188,3134,177 11,22,381 1,35,274 1,36,2 274,37,2 151,291,11 151,292,381 11,293,1 381,294,1 381,880,274 274,341,187 2,50,187 52,129,274 52,130,53 274,131,53 11,22,645 1,36,2 152,376,52 152,377,274 274,2830,11 53,1306,11 53,1307,645 11,383,1 645,384,1 645,1155,2 1,53,152 1,378,52 1,1157,2 2,56,2 142,758,1 142,1818,152 1568,287,8 1568,781,274 8,25,274 8,139,8 274,23,8 274,876,142 8,369,142 8,1267,1 1,289,1568 1,27,8 2,3135,2 2,1212,2 19,47,1 19,783,1568 2,1213,187 2,50,187 187,59,286 187,322,151 286,323,151 286,324,11 2,72,19 187,70,19 187,71,1 2,73,187 187,74,187 11,22,381 1,35,274 1,36,2 274,37,2 1915,291,11 1915,292,381 11,293,1 381,294,1 381,880,274 274,341,187 2,50,187 52,129,274 52,130,53 274,131,53 11,22,645 1,36,2 152,376,52 152,377,274 274,2830,11 53,1306,11 53,1307,645 11,383,1 645,384,1 645,1155,2 1,53,152 1,378,52 1,1157,2 2,56,2 142,758,1 142,1818,152 1192,287,8 1192,781,274 8,25,274 8,139,8 274,23,8 274,876,142 8,369,142 8,1267,1 1,289,1192 1,27,8 2,3135,2 2,1212,2 19,47,1 19,783,1192 2,1213,8 2,50,8 187,59,286 187,322,1915 286,323,1915 286,324,11 2,72,19 187,70,19 187,71,1 2,73,8 8,74,8 237,2613,152 237,3136,52 188,2615,24 177,3137,24 177,3138,187 24,560,187 24,561,286 187,562,239 187,563,239 187,3139,24 239,3140,24 239,3141,187 24,560,187 24,561,286 187,59,287 187,2229,237 287,2230,237 287,2618,152 8,2243,8 8,2244,8 276,696,274 276,697,277 274,698,277 274,882,152 277,716,152 277,717,11 11,1263,24 273,1264,24 273,1265,187 24,704,187 24,705,287 11,22,1916 1,45,1548 1,36,2 1548,46,2 1915,291,11 1915,292,1916 11,293,1 1916,294,1 1916,1506,1548 1548,49,8 2,50,8 11,22,1916 1,45,1549 1,36,2 1549,46,2 1915,291,11 1915,292,1916 11,293,1 1916,294,1 1916,1506,1549 1549,49,8 2,50,8 8,59,8 8,60,151 8,61,151 8,62,4 53,958,1915 8,221,1915
load|data 1,1,2 11,22,413 1,36,2 414,291,11 414,292,413 11,293,1 413,294,1 413,394,2 1,395,8 2,50,8 8,59,8 8,322,414 8,323,414 8,324,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
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 1917,287,8 1917,288,251 8,8,251 8,9,4 4,5,8 8,608,8 8,609,252 8,8,252 8,9,4 1,289,1917 1,27,8 4,12,2 249,610,2 27,38,11 27,39,42 11,40,1 42,41,1 42,611,1917 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 11,122,4 255,123,4 255,613,1918 4,181,1918 4,182,8 1918,183,8 257,135,8 257,136,258 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 1918,629,257 8,603,257 8,630,8 259,631,19 8,632,19 8,633,1 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
linear|algebra 1,1,2 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 25,84,26 25,85,27 26,86,27 28,154,25 28,155,26 28,161,149 28,162,8 149,163,8 280,538,8 280,569,187 8,570,187 8,571,8 187,538,8 187,569,281 8,570,281 11,22,282 1,45,283 1,36,2 283,46,2 149,592,11 149,593,282 11,689,1 282,690,1 282,691,283 11,22,284 11,22,163 280,23,8 280,24,285 8,25,285 1,26,280 1,27,8 8,28,2 285,29,2 149,381,11 149,382,284 11,692,11 284,693,11 284,694,163 11,383,1 163,384,1 163,695,280 1,53,149 1,390,11 285,55,2 2,56,2 19,47,1 19,57,149 2,58,8 2,50,8 187,59,286 187,322,19 286,323,19 286,325,1 2,73,8 8,74,8 276,696,285 276,697,277 285,698,277 285,699,281 277,700,281 277,701,24 281,702,24 281,703,187 24,704,187 24,705,286 187,59,287 187,706,276 287,707,276 287,708,285 8,709,8 8,710,8 276,711,280 276,712,8 8,713,277 281,714,277 281,715,149 277,716,149 277,717,11 283,718,24 2,719,24 2,720,187 24,704,187 24,705,287 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,199,28 27,200,28 27,721,149 149,722,276 8,723,276 8,724,280 8,725,8 8,710,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
load|data 1,1,2 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,1919 26,86,1919 28,159,66 28,160,11 26,2504,11 1919,2505,11 125,790,8 125,791,489 8,792,489 1,1653,125 1,1380,8 8,1381,2 489,1654,2 320,146,4 320,1673,1 4,1674,1 4,1675,125 1,149,320 1,150,4 489,1676,2 2,1677,2 391,47,1 391,1938,320 2,1678,8 2,50,8 11,22,1920 11,22,1921 1,36,2 1922,871,11 1922,872,1921 11,1207,1 1921,1208,1 1921,2045,2 1923,2,4 1923,3,61 4,4,61 1,1483,8 2,761,8 2,1817,1923 8,8,1923 8,9,4 1,371,1922 1,1397,11 4,12,2 61,13,2 68,291,11 68,292,1920 11,293,1 1920,294,1 1920,1522,1922 61,2842,8 2,50,8 11,22,851 1924,2,4 1924,3,1925 4,4,1925 1926,287,8 1926,288,1924 8,8,1924 8,9,4 1,289,1926 1,27,8 4,12,2 1925,13,2 68,291,11 68,292,851 11,293,1 851,294,1 851,295,1926 1925,2842,8 2,50,8 11,22,833 1924,2,4 1924,3,1630 4,4,1630 1927,287,8 1927,288,1924 8,8,1924 8,9,4 1,289,1927 1,27,8 4,12,2 1630,13,2 68,291,11 68,292,833 11,293,1 833,294,1 833,295,1927 1630,2842,8 2,50,8 11,22,834 1924,2,4 1924,3,1630 4,4,1630 1928,287,8 1928,288,1924 8,8,1924 8,9,4 1,289,1928 1,27,8 4,12,2 1630,13,2 68,291,11 68,292,834 11,293,1 834,294,1 834,295,1928 1630,2842,8 2,50,8 11,22,770 1,36,2 68,291,11 68,292,770 11,293,1 770,294,1 770,394,2 1,395,8 2,50,8 8,59,8 8,193,28 8,194,28 8,1702,66 1919,1203,391 11,2309,391 11,2310,1 2,72,68 8,70,68 8,306,11 2,72,68 8,70,68 8,306,11 2,72,68 8,70,68 8,306,11 2,72,68 8,70,68 8,306,11 2,72,68 8,70,68 8,306,11 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
plotting 1,1,2 205,91,11 205,92,206 11,93,206 31,94,205 31,95,11 11,96,28 206,97,28 206,98,207 28,99,207 28,100,8 207,101,8 29,91,11 29,92,208 11,93,208 31,94,29 31,95,11 11,96,28 208,97,28 208,98,209 28,99,209 28,100,8 209,101,8 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,68 26,86,68 28,159,66 28,160,11 26,89,8 68,90,8 64,84,26 64,85,65 26,86,65 28,87,64 28,88,26 26,89,8 65,90,8 28,161,149 28,162,8 149,163,8 25,84,26 25,85,27 26,86,27 28,87,25 28,88,26 26,89,8 27,90,8 210,486,94 210,487,211 94,488,211 212,489,24 212,490,115 24,274,115 24,309,8 115,491,8 115,492,210 8,493,210 8,494,94 94,495,24 211,496,24 211,497,115 24,274,115 111,498,212 111,499,24 24,500,112 115,501,112 24,502,111 24,503,212 213,243,24 213,504,111 115,505,8 112,506,8 8,59,8 8,342,31 8,343,31 8,344,205 207,440,31 8,214,31 8,441,29 209,507,28 8,346,28 8,347,66 68,508,28 8,346,28 8,509,64 65,508,28 8,346,28 8,510,149 149,511,28 8,346,28 8,509,25 27,512,8 8,513,8 8,221,213 8,514,213 8,515,24 112,516,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
check|your|answer 1,1,2 11,22,107 52,3142,768 52,428,53 768,3143,53 52,3142,1082 52,428,53 1082,3143,53 1084,264,24 1084,1961,52 24,1962,52 24,3144,768 768,3145,8 53,1965,8 53,1966,1085 8,271,1085 8,272,24 1085,264,24 1085,1961,52 24,1962,52 24,3144,1082 111,275,1084 111,276,24 1082,3146,112 53,3147,112 1,279,111 1,280,1084 53,3148,2 112,282,2 27,38,11 27,39,107 11,40,1 107,41,1 107,283,111 1929,108,4 1929,111,27 4,112,27 4,113,11 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 1929,164,8 8,59,8 8,396,1929 8,397,1929 8,398,4 112,3061,170 2,413,170 2,414,11 2,1979,1929 8,984,1929 8,985,8 1929,987,8 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
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 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 4,1325,419 445,1326,419 445,1327,4 646,402,420 2,403,420 2,404,4 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
check|your|answer 1,1,2 11,22,169 1,36,2 170,291,11 170,292,169 11,293,1 169,294,1 169,394,2 1,395,8 2,50,8 8,59,8 8,322,170 8,323,170 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 66,91,11 66,92,67 11,93,67 11,156,26 67,157,26 67,158,1015 26,86,1015 28,1936,66 28,1937,11 335,3149,26 1049,164,8 29,91,11 29,92,33 11,93,33 1930,165,8 1930,166,1436 8,167,1436 8,326,8 1436,165,8 1436,166,1931 8,167,1931 31,94,29 31,95,11 11,96,28 33,97,28 33,327,1930 28,172,1930 28,173,8 8,831,149 1931,832,149 1931,329,8 149,728,8 11,22,289 1,45,211 1,36,2 211,46,2 149,381,11 149,382,289 11,383,1 289,384,1 289,389,211 1,53,149 1,390,11 211,391,2 2,56,2 19,756,1 19,757,149 11,22,1932 11,22,1340 11,22,1933 27,38,11 27,39,1932 11,480,11 1932,481,11 1932,482,1340 11,480,11 1340,481,11 1340,482,1933 11,122,4 1933,123,4 1933,3150,159 4,253,159 4,182,8 159,254,8 8,59,8 8,193,28 8,194,28 8,195,64 65,196,28 8,197,28 8,198,25 26,3151,28 27,3152,28 27,3153,66 26,3154,335 1015,3155,335 1015,3156,26 335,3157,1049 26,1497,1049 26,1498,8 1049,213,31 8,214,31 8,441,29 149,3158,19 8,64,19 8,786,1 2,3159,27 2,3160,27 2,3161,11 159,2663,8 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
lines|below|will|give|you|a|hint|or|solution|code 1,1,2 11,22,862 1,36,2 216,291,11 216,292,862 11,293,1 862,294,1 862,394,2 1,395,8 2,50,8 11,22,215 1,36,2 216,291,11 216,292,215 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 2,72,216 8,70,216 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
random|forest 1,1,2 29,91,11 29,92,30 11,93,30 31,94,29 31,95,11 11,96,28 30,97,28 30,98,1934 28,99,1934 28,100,8 1934,101,8 1,36,2 11,22,12 1935,23,8 1935,24,1936 8,25,1936 1,26,1935 1,27,8 8,28,2 1936,29,2 1934,14,1 1934,888,2 1,2186,11 2,1133,11 2,1134,12 11,40,1 12,41,1 12,483,1935 1937,16,4 1937,17,1934 4,18,1934 4,19,1 1936,959,8 2,21,8 11,22,15 1,35,58 1,36,2 58,37,2 1937,38,11 1937,39,15 11,40,1 15,41,1 15,42,58 1938,16,4 1938,17,1937 4,18,1937 4,43,11 58,44,8 2,21,8 60,23,8 60,24,1938 8,25,1938 1,26,60 1,27,8 8,28,2 1938,29,2 310,758,1 310,759,60 60,23,8 60,24,1938 8,25,1938 1,26,60 1,27,8 8,28,2 1938,29,2 306,758,1 306,759,60 1938,2940,8 2,761,8 2,2254,222 8,734,222 8,139,8 222,287,8 222,1210,306 8,369,306 8,1267,1 1,371,310 1,763,1 1938,1211,2 2,1212,2 19,47,1 19,1400,310 2,1213,8 2,50,8 8,59,8 8,342,31 8,343,31 8,344,29 1934,3162,1937 8,221,1937 8,222,4 2,600,1938 8,221,1938 8,222,4 2,69,19 8,70,19 8,71,1 2,73,8 8,74,8 22,75,23 22,76,1 23,77,1 23,78,2 1,79,24 2,80,24 2,81,8 24,82,8 24,83,8
data|preprocessing 1,1,2 52,363,1939 52,130,53 1939,364,53 865,132,52 865,806,1939 52,363,1939 52,130,53 1939,364,53 11,22,1265 11,22,1940 94,287,8 94,733,8 8,734,8 1,289,94 1,27,8 8,28,2 8,735,2 865,132,52 865,806,1939 1939,1166,11 53,463,11 53,464,1265 11,480,11 1265,481,11 1265,482,1940 11,40,1 1940,41,1 1940,611,94 1939,1081,4 53,828,4 53,1144,865 4,18,865 4,465,52 8,3163,8 2,21,8 8,59,8 8,1123,865 8,1124,865 8,1125,52 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