python数学建模算法与应用(课件与习题解答).zip

附件2 193A数据 1300多名病人按照4种疗法服药大约每隔8周测试的CD4浓度。 第1列是病人编号，第2列是4种疗法的代码： 1 = 600mg zidovudine 与400mg didanosine按月轮换使用； 2 = 600mg zidovudine 加2.25mg zalcitabine； 3 = 600mg zidovudine 加400mg didanosine； 4 = 600mg zidovudine 加400mg didanosine 加400mg nevirapine。 第3列是病人年龄，第4列是测试CD4的时刻（周），第5列是测得的CD4，取值log(CD4+1). 患者序号 疗法 年龄 CD时刻/周 CD4浓度 1 2 36.4271 0 3.1355 1 2 36.4271 7.5714 3.0445 1 2 36.4271 15.5714 2.7726 1 2 36.4271 23.5714 2.8332 1 2 36.4271 32.5714 3.2189 1 2 36.4271 40 3.0445 2 4 47.8467 0 3.0681 2 4 47.8467 8 3.8918 2 4 47.8467 16 3.9703 2 4 47.8467 23 3.6109 2 4 47.8467 30.7143 3.3322 2 4 47.8467 39 3.0910 3 1 60.2875 0 3.7377 4 3 36.5969 0 4.1190 4 3 36.5969 7.1429 4.1109 4 3 36.5969 16.1429 4.7095 4 3 36.5969 32.4286 2.8332 5 1 35.948 0 3.5835 5 1 35.948 8 3.4340 5 1 35.948 16 3.4340 5 1 35.948 24 3.7136 5 1 35.948 32 3.0445 5 1 35.948 40 2.3979 6 2 38.3956 0 2.3979 6 2 38.3956 7.2857 2.3979 6 2 38.3956 15 2.3979 6 2 38.3956 24 3.0445 6 2 38.3956 31.4286 0.0000 6 2 38.3956 35.4286 3.4340 7 2 45.0815 0 2.3979 7 2 45.0815 9 3.7136 8 3 37.1992 0 2.7726 8 3 37.1992 7.7143 2.3979 8 3 37.1992 15.5714 3.0445 8 3 37.1992 29.5714 2.3979 9 2 42.0479 0 3.2581 10 3 37.3361 0 2.0794 11 2 42.2478 0 2.7726 11 2 42.2478 4.1429 3.0445 11 2 42.2478 17 2.3979 11 2 42.2478 27 2.3979 12 4 31.4552 0 3.8286 12 4 31.4552 16.1429 3.9318 12 4 31.4552 33 3.4340 13 4 41.8563 0 0.0000 13 4 41.8563 17 0.0000 13 4 41.8563 34.8571 0.0000 14 3 41.3196 0 1.7918 14 3 41.3196 7 3.4340 14 3 41.3196 11.7143 2.3979 14 3 41.3196 30 2.3979 15 2 42.0862 0 3.2581 15 2 42.0862 17.1429 4.2627 15 2 42.0862 35.8571 4.3944 16 1 34.0342 0 3.7136 16 1 34.0342 7.2857 2.3979 16 1 34.0342 15.8571 3.4340 16 1 34.0342 25.2857 3.0445 17 3 44.6023 0 3.0445 17 3 44.6023 16.4286 2.3979 17 3 44.6023 32.1429 2.3979 18 1 51.8275 0 3.9318 18 1 51.8275 17.8571 3.7136 18 1 51.8275 32 3.7136 19 1 46.1355 0 2.7726 20 2 35.5811 0 1.7918 21 3 32.2957 0 3.2581 21 3 32.2957 18.7143 3.0445 22 4 26.9432 0 3.0445 22 4 26.9432 12 3.0445 23 3 43.7043 0 2.7726 23 3 43.7043 16 3.9318 23 3 43.7043 32 3.4340 24 2 32.8761 0 4.7536 24 2 32.8761 15.7143 3.0445 24 2 32.8761 23 2.3979 25 1 38.9541 0 4.1109 25 1 38.9541 4 3.4340 25 1 38.9541 36.8571 3.9318 26 4 35.2608 0 2.3979 26 4 35.2608 16.2857 3.7136 27 4 48.4517 0 3.9318 27 4 48.4517 16.5714 3.4340 27 4 48.4517 30.8571 3.0445 28 3 39.5181 0 4.1109 28 3 39.5181 16 4.1744 28 3 39.5181 32 3.6109 29 4 47.5099 0 3.3673 29 4 47.5099 4 2.9957 29 4 47.5099 8 4.2627 29 4 47.5099 15.8571 3.8067 29 4 47.5099 23.8571 3.8286 29 4 47.5099 31.1429 3.7377 29 4 47.5099 38.8571 3.4012 30 3 42.1821 0 2.1972 30 3 42.1821 8.1429 2.3979 30 3 42.1821 16.1429 2.4849 30 3 42.1821 23.8571 1.9459 30 3 42.1821 35.1429 1.9459 30 3 42.1821 37.7143 1.9459 31 4 34.6338 0 3.0445 31 4 34.6338 6.8571 3.6109 31 4 34.6338 15.8571 3.4340 31 4 34.6338 23.8571 2.8904 31 4 34.6338 31.8571 3.1781 31 4 34.6338 39.8571 2.3026 32 1 37.3169 0 1.9459 32 1 37.3169 7.5714 1.0986 32 1 37.3169 17 2.3026 32 1 37.3169 25.5714 2.3026 32 1 37.3169 32.5714 2.7081 33 3 42.7077 0 3.5973 33 3 42.7077 7.5714 3.1781 33 3 42.7077 15.5714 2.9444 33 3 42.7077 23.8571 3.0910 33 3 42.7077 31.8571 2.3026 34 3 32.1478 0 3.8067 34 3 32.1478 7 3.4965 34 3 32.1478 15 3.4965 34 3 32.1478 24 3.2189 34 3 32.1478 32 3.1355 35 1 46.3436 0 3.6889 35 1 46.3436 8 3.7842 35 1 46.3436 16 2.9957 35 1 46.3436 24 3.4012 35 1 46.3436 32 3.2958 35 1 46.3436 40 2.8332 36 4 34.4148 0 2.8904 36 4 34.4148 8 3.4012 36 4 34.4148 17 2.0794 36 4 34.4148 25 2.4849 36 4 34.4148 34 1.7918 37 4 36.5339 0 3.2958 37 4 36.5339 9 2.3026 37 4 36.5339 12 2.7726 37 4 36.5339 16 2.3979 37 4 36.5339 32.4286 2.3026 38 1 42.4641 0 3.3499 38 1 42.4641 6.7143 2.9444 38 1 42.4641 15.7143 4.3438 38 1 42.4641 31.7143 2.9444 39 4 37.8453 0 3.3673 39 4 37.8453 16 3.0910 39 4 37.8453 32.5714 2.8904 40 2 24.1205 0 2.4423 40 2 24.1205 16 1.6094 41 3 40.178 0 4.0860 41 3 40.178 15 3.5553 41 3 40.178 24.8571 3.6889 42 2 47.4442 0 3.3142 42 2 47.4442 8.2857 2.8332 43 1 37.0021 0 2.4849 43 1 37.0021 16.7143 1.6094 44 3 36.3614 0 1.3863 44 3 36.3614 21 3.9703 45 2 27.7207 0 3.3322 45 2 27.7207 15.8571 4.5539 45 2 27.7207 35 3.0910 45 2 27.7207 36.8571 3.2958 46 4 43.7591 0 2.7726 46 4 43.7591 7.1429 4.1109 47 3 37.1143 0 3.2581 47 3 37.1143 9.7143 2.3979 47 3 37.1143 16.8571 2.3026 48 1 38.8857 0 2.6741 48 1 38.8857 15.7143 3.2189 48 1 38.8857 31.7143 2.5649 49 2 40.1287 0 2.1972 49 2 40.1287 12.8571 3.1781 49 2 40.1287 32.8571 2.0794 50 4 31.4771 0 3.0445 50 4 31.4771 15 3.9318 50 4 31.4771 31.1429 3.7136 50 4 31.4771 38.4286 3.4340 51 3 35.0418 0 2.3979 51 3 35.0418 12.4286 2.7726 51 3 35.0418 20.4286 2.1972 51 3 35.0418 27.4286 2.3026 51 3 35.0418 38.4286 4.4427 52 4 27.0198 0 2.7726 52 4 27.0198 9.4286 3.4340 53 1 34.8008 0 3.2581 53 1 34.8008 8 2.3979 53 1 34.8008 13.5714 2.7081 54 4 37.8919 0 2.1972 54 4 37.8919 8 1.0986 54 4 37.8919 16 1.0986 54 4 37.8919 24.1429 1.0986 54 4 37.8919 32 0.6931 54 4 37.8919 40 0.0000 55 4 47.2608 0 3.2581 55 4 47.2608 9.7143 3.2189 55 4 47.2608 15.7143 3.4965 55 4 47.2608 31.7143 3.4012 56 1 40.3313 0 1.7047 56 1 40.3313 8.1429 1.7918 56 1 40.3313 16.1429 0.6931 56 1 40.3313 25.4286 1.0986 56 1 40.3313 33.4286 0.6931 56 1 40.3313 39.1429 0.6931 57 3 31.5236 0 1.9459 57 3 31.5236 18.1429 1.6094 57 3 31.5236 24.1429 1.6094 57 3 31.5236 38.1429 1.3863 58 3 38.5572 0 3.9318 58 3 38.5572 8 3.8712 58 3 38.5572 17 3.4965 58 3 38.5572 24 3.7842 58 3 38.5572 28 3.6636 58 3 38.5572 32.2857 3.3673 59 2 37.4346 0 3.4657 59 2 37.4346 8 3.4340 59 2 37.4346 18.2857 2.6391 60 3 44.0192 0 3.7013 60 3 44.0192 7 2.9444 60 3 44.0192 15 3.5264 60 3 44.0192 20.2857 2.7081 60 3 44.0192 23 2.3979 60 3 44.0192 27 3.1781 61 1 41.4812 0 3.9416 61 1 41.4812 8.2857 4.0431 61 1 41.4812 16.1429 3.7136 61 1 41.4812 24 3.7612 61 1 41.4812 32.2857 3.2581 62 4 38.9651 0 3.5553 62 4 38.9651 6.8571 3.8501 62 4 38.9651 15.8571 2.9957 62 4 38.9651 23.8571 3.4012 62 4 38.9651 31.8571 3.2581 62 4 38.9651 39.1429 3.0910 63 3 37.065 0 2.0794 64 1 66.0945 0 2.8904 64 1 66.0945 8 2.8332 64 1 66.0945 16.8571 2.3979 64 1 66.0945 26.1429 1.9459 64 1 66.0945 35.1429 1.6094 65 3 51.9562 0 3.8918 65 3 51.9562 8.2857 5.1705 65 3 51.9562 22 4.6347 65 3 51.9562 34.2857 4.0775 66 1 46.1547 0 3.4657 66 1 46.1547 17.8571 3.2958 66 1 46.1547 19.8571 3.4012 67 3 30.768 0 0.9163 68 2 29.3717 0 1.9459 68 2 29.3717 9 1.7918 68 2 29.3717 17 2.4849 68 2 29.3717 25 1.9459 68 2 29.3717 34 2.7081 69 4 40.3422 0 3.2958 69 4 40.3422 8 2.4849 69 4 40.3422 16 4.2627 69 4 40.3422 23.1429 2.7081 70 1 40.4682 0 2.7081 71 1 40.95 0 2.6391 71 1 40.95 6.5714 2.8904 71 1 40.95 15.1429 2.7726 71 1 40.95 25.2857 2.1972 71 1 40.95 33.2857 2.6391 72 1 43.2252 0 2.1972 72 1 43.2252 8.4286 2.0794 72 1 43.2252 16.4286 3.0445 72 1 43.2252 34.4286 1.6094 73 4 36.6653 0 2.5649 73 4 36.6653 8.1429 3.1355 73 4 36.6653 17.1429 3.8286 73 4 36.6653 26.1429 2.3979 73 4 36.6653 34.1429 2.8904 74 3 43.4086 0 2.6027 74 3 43.4086 8.2857 2.9957 74 3 43.4086 16 2.4849 74 3 43.4086 24 2.3026 74 3 43.4086 32 2.3026 75 3 40.616 0 2.3026 75 3 40.616 8.2857 2.7726 75 3 40.616 18.2857 2.1972 75 3 40.616 34 2.3979 76 3 33.4374 0 2.5649 76 3 33.4374 7.1429 2.7726 76 3 33.4374 15.7143 2.9444 76 3 33.4374 24.8571 3.2189 76 3 33.4374 32.8571 2.4849 77 2 29.9302 0 2.4423 77 2 29.9302 9.2857 2.