Я довольно плохо знаком с R. Я пытаюсь подготовить свои данные для логистической регрессии. При попытке построить модель логистической регрессии я использую только числовые значения, но продолжаю получать следующую ошибку.
Предупреждающее сообщение:
glm.fit: подогнанные вероятности численно 0 или 1 произошли
Как я уже сказал, довольно новый.
Это то, что я пытался далеко.
AllMortgage$default <- as.factor(AllMortgage$default)
smp_size <- floor(0.70 * nrow(AllMortgage))
set.seed(12345)
trainindex <- sample(seq_len(nrow(AllMortgage)), size = smp_size)
training <- AllMortgage[trainindex,]
validation <- AllMortgage[-trainindex,]
str(training)
mylogit<-glm(default ~ credit_score + cltv + dti_ratio + upb + ltv + interest_rate + loan_term + num_borrowers,
data=training, family=binomial)
summary(mylogit)
И если я продолжу сборку, я получу следующую ошибку:
mylogit.probs<-predict(mylogit,validation,type="response")
Предупреждающее сообщение:
'newdata' содержит 62537 строк, но найденные переменные имеют 208454 строк
некоторые примеры данных ниже. Есть около 208563 строк.
ID loan_seq_number delincuency_status credit_score fthb mi_perc units occupancy cltv dti_ratio upb ltv interest_rate channel ppm state property_type postal_code loan_purpose loan_term num_borrowers super_conforming default
1 F108Q4000001 0 736 N 0 1 P 80 20 172000 80 6.25 R N MI SF 49700 C 360 2 N 0
2 F108Q4000002 0 797 N 0 1 P 62 31 215000 62 5.625 C N ME SF 4000 N 360 1 N 0
3 F108Q4000003 0 804 N 0 1 P 91 53 220000 80 5.5 R N MN SF 55000 N 360 2 N 0
4 F108Q4000004 0 803 N 0 1 P 86 46 288000 76 5.5 R N IL SF 61300 N 360 1 N 0
5 F108Q4000005 0 803 N 0 1 P 36 17 58000 36 4.875 R N WI SF 54800 N 360 1 N 0
6 F108Q4000006 4 666 N 0 1 P 53 64 125000 53 6.625 R N GA SF 30200 N 360 2 N 0
7 F108Q4000007 1 677 N 0 1 P 34 19 55000 34 5.25 R N KY SF 42300 N 360 2 N 0
8 F108Q4000008 0 755 N 0 1 P 73 35 410000 73 5.875 R N CO SF 81200 N 360 2 N 0
9 F108Q4000009 0 768 N 0 1 P 80 32 214000 80 5.5 R N MI SF 49700 N 360 2 N 0
10 F108Q4000010 0 776 N 0 1 P 49 44 164000 49 6 R N MO SF 63300 N 360 2 N 0
11 F108Q4000011 1 660 N 0 1 P 80 27 53000 80 7.125 R N MI SF 49700 N 360 2 N 0
12 F108Q4000012 0 813 N 25 1 P 86 27 417000 86 5.875 R N IL SF 62400 N 360 2 N 0
13 F108Q4000013 0 773 N 0 1 P 75 30 98000 75 5.875 R N MN SF 56000 N 360 1 N 0
14 F108Q4000014 0 735 N 0 1 P 80 15 240000 80 6.5 R N IL SF 61400 C 360 2 N 0
15 F108Q4000015 2 610 N 0 1 P 80 48 220000 80 8.25 R Y IL SF 62600 C 360 2 N 0
16 F108Q4000016 0 688 N 30 1 P 95 42 71000 95 6.25 R N IA SF 50500 P 360 1 N 0
17 F108Q4000017 0 737 N 0 1 P 79 28 357000 79 6.125 R N KS SF 66500 N 360 2 N 0
18 F108Q4000018 0 672 N 0 1 P 73 40 60000 73 6.875 R N KS SF 66500 N 360 1 N 0
19 F108Q4000019 0 748 Y 0 1 P 80 28 140000 80 6.375 R N MI SF 48400 P 360 2 N 0
20 F108Q4000020 0 801 N 0 1 P 67 34 417000 67 6.25 R N MD SF 20600 C 360 1 N 0
21 F108Q4000021 0 785 N 0 1 P 79 25 55000 79 6.75 R N NY SF 14800 C 360 1 N 0
22 F108Q4000022 2 674 N 0 1 P 80 38 300000 80 6.875 R N CO SF 81200 N 360 2 N 0
23 F108Q4000023 0 745 N 0 1 P 60 33 160000 60 5.5 R N WY SF 82400 N 360 2 N 0
24 F108Q4000024 0 753 N 0 1 I 68 58 68000 68 7.375 R N MO PU 64100 C 360 1 N 0
25 F108Q4000025 0 669 N 0 1 P 72 15 80000 72 5.875 R Y GA SF 30200 C 360 1 N 0
26 F108Q4000026 0 772 9 0 1 P 79 38 417000 79 5.875 R N IL SF 62400 N 360 2 N 0
27 F108Q4000027 0 706 N 0 1 P 56 40 70000 56 7.75 R N IL MH 62800 P 360 1 N 0
28 F108Q4000028 0 754 N 0 1 P 42 43 61000 42 6.625 R N KY SF 42100 N 360 2 N 0
29 F108Q4000029 0 751 N 0 1 P 31 39 23000 31 6.625 R N KY SF 42100 P 360 1 N 0
30 F108Q4000030 0 771 N 30 1 P 92 37 210000 92 6.5 R N TX SF 77600 N 360 2 N 0
31 F108Q4000031 0 749 N 0 1 P 76 30 140000 76 6.75 R N KS SF 66700 N 360 2 N 0
32 F108Q4000032 0 791 N 12 1 S 84 29 100000 84 6.625 R N MI SF 49600 P 360 1 N 0
33 F108Q4000033 0 743 Y 30 1 P 95 43 118000 95 6.125 R N GA SF 30200 P 360 1 N 0
34 F108Q4000034 0 794 N 0 1 P 80 28 106000 80 6.625 R N NC SF 27200 C 360 1 N 0
35 F108Q4000035 3 771 N 0 4 I 65 50 285000 65 6.625 R Y CT SF 6600 N 360 1 N 0
36 F108Q4000036 0 799 N 0 2 P 29 57 417000 29 6.125 R N CA SF 94100 N 360 2 N 0
37 F108Q4000037 29 706 Y 0 1 P 80 48 73000 80 6.625 C N ME SF 4400 P 360 1 N 1
38 F108Q4000038 0 806 N 0 1 P 60 22 80000 60 6.375 R N WA CO 98800 C 360 1 N 0
39 F108Q4000039 0 657 N 0 1 P 78 15 132000 78 6.5 R N WA SF 98800 P 360 2 N 0
40 F108Q4000040 0 756 N 0 1 P 80 21 176000 80 6.25 R N MN SF 56000 P 360 2 N 0
41 F108Q4000041 0 754 N 30 1 P 95 44 285000 95 6.625 R N NY SF 12100 P 360 2 N 0
42 F108Q4000042 0 785 N 0 1 P 47 6 150000 47 6.5 R N CO SF 81200 C 360 1 N 0
43 F108Q4000043 0 694 N 0 1 P 67 38 138000 67 6.75 R N MO SF 63700 N 360 1 N 0
44 F108Q4000044 0 688 N 30 1 P 95 42 297000 95 6.5 R Y AK SF 99900 P 360 1 N 0
45 F108Q4000045 0 708 N 0 1 P 80 34 116000 80 6.875 R N KS SF 66500 C 360 2 N 0
46 F108Q4000046 0 775 N 0 1 P 74 39 251000 74 6.625 R Y NC SF 27800 C 360 1 N 0
47 F108Q4000047 1 687 N 0 1 P 80 57 186000 80 6.75 R Y OH SF 43500 N 360 1 N 0
48 F108Q4000048 0 804 N 0 1 S 49 11 209000 49 6.75 R N NJ CO 8200 P 360 2 N 0
49 F108Q4000049 0 809 N 0 1 P 37 30 100000 37 6.625 C N OR SF 97200 C 360 1 N 0
50 F108Q4000050 1 734 N 0 1 P 80 20 34000 80 6.625 R N SC SF 29300 P 360 1 N 0
51 F108Q4000051 0 649 Y 30 1 P 95 27 87000 95 6.625 R N PA SF 16900 P 360 2 N 0
52 F108Q4000052 0 772 N 0 1 P 73 16 78000 73 6.5 R N KY SF 42500 C 360 1 N 0
53 F108Q4000053 0 799 N 0 1 P 54 21 105000 54 6.875 R N PA SF 18000 C 360 1 N 0
54 F108Q4000054 0 677 N 0 1 P 80 35 191000 80 6.5 R N NY SF 14000 P 360 2 N 0
55 F108Q4000055 0 775 N 0 1 I 80 31 186000 80 6.875 R Y CA SF 93200 C 360 2 N 0
56 F108Q4000056 0 768 N 30 1 P 92 20 290000 92 6.25 R N KS SF 66500 N 360 2 N 0
57 F108Q4000057 19 685 N 0 1 P 80 35 144000 80 6.5 R N NV SF 89100 C 360 1 N 1
58 F108Q4000058 0 623 N 0 1 P 59 38 56000 59 6.5 R N KY SF 42100 C 360 1 N 0
59 F108Q4000059 0 628 N 0 1 P 75 43 338000 75 7 C Y KS SF 66400 C 360 2 N 0
60 F108Q4000060 0 710 N 0 1 P 58 25 107000 58 6.5 R N ND SF 58800 C 360 1 N 0
61 F108Q4000061 0 740 Y 30 1 P 95 47 349000 95 6.625 R N NY SF 12500 P 360 1 N 0
62 F108Q4000062 0 767 N 0 1 P 66 44 294000 66 6.25 R N WA SF 98900 N 360 2 N 0
63 F108Q4000063 0 745 N 0 1 P 79 20 65000 79 7.25 R N MO SF 64000 C 360 2 N 0
64 F108Q4000064 0 773 N 25 1 P 87 50 154000 87 6.25 R N ND SF 58400 P 360 1 N 0
65 F108Q4000065 0 732 N 30 1 P 90 28 149000 90 6.75 R N ME SF 4600 P 360 1 N 0
66 F108Q4000066 0 702 N 0 1 P 73 38 133000 73 6.375 R N MI SF 49300 C 360 2 N 0
67 F108Q4000067 0 780 N 0 1 P 80 39 135000 80 6.375 R N ND SF 58800 P 360 2 N 0
68 F108Q4000068 0 780 Y 0 1 P 76 22 125000 76 6.75 R N IL SF 61500 P 360 2 N 0
69 F108Q4000069 0 746 N 0 1 P 21 17 60000 21 6.625 R N NC SF 28600 C 360 2 N 0
70 F108Q4000070 0 678 N 0 1 P 94 46 168000 80 6.375 R N AK SF 99500 N 360 1 N 0
71 F108Q4000071 0 746 N 30 1 S 95 25 76000 95 6.625 R N MI SF 49400 P 360 2 N 0
72 F108Q4000072 0 807 N 0 1 P 73 49 145000 73 6.625 R N MO SF 65700 C 360 1 N 0
73 F108Q4000073 4 746 N 0 1 P 74 29 150000 74 6.5 R N CA SF 96000 C 360 1 N 0
74 F108Q4000074 0 734 Y 30 1 P 95 18 109000 95 6.25 R N GA SF 30200 P 360 2 N 0
75 F108Q4000075 0 692 N 25 1 P 90 28 198000 90 6.5 C N WI SF 53900 P 360 2 N 0
76 F108Q4000076 0 788 Y 0 1 P 80 27 30000 80 6.375 R N KY SF 42100 P 360 2 N 0
77 F108Q4000077 0 657 N 0 1 P 18 38 225000 18 6.125 R N CA SF 93400 C 360 2 N 0
78 F108Q4000078 0 788 9 0 1 P 69 26 130000 69 6.625 R N NY SF 12700 C 360 1 N 0
79 F108Q4000079 0 662 N 0 1 P 80 55 183000 80 6.75 R Y ME SF 4900 P 360 1 N 0
80 F108Q4000080 0 717 Y 30 1 P 95 41 126000 95 6.5 R N TX SF 75600 P 360 1 N 0
81 F108Q4000081 0 796 N 0 1 P 55 39 90000 55 6.25 R N NC SF 27400 C 360 1 N 0
82 F108Q4000082 0 710 N 0 1 P 48 45 120000 48 6.625 R N WA SF 98800 C 360 1 N 0
83 F108Q4000083 0 741 N 0 1 P 90 20 183000 80 5.875 C N VT SF 5400 P 360 2 N 0
84 F108Q4000084 0 807 N 0 1 P 33 8 200000 17 6.125 R N IL SF 60500 N 360 2 N 0
85 F108Q4000085 0 727 N 0 1 S 80 39 88000 80 6.375 R N KY SF 42500 P 360 2 N 0
86 F108Q4000086 0 768 N 0 1 P 69 31 197000 69 5.75 R N CO PU 81200 N 360 2 N 0
87 F108Q4000087 15 626 Y 30 1 P 95 21 84000 95 8.25 R Y IA SF 52600 P 360 1 N 1
88 F108Q4000088 0 793 N 30 1 P 92 29 218000 92 6.25 R N TX SF 77600 N 360 2 N 0
89 F108Q4000089 0 684 N 0 1 P 70 30 118000 70 6.5 R N MI SF 49300 C 360 2 N 0
90 F108Q4000090 0 756 N 0 1 P 80 29 73000 80 6.375 R N MI SF 48600 C 360 2 N 0
91 F108Q4000091 2 652 N 0 1 P 79 40 251000 79 6.75 R N TX SF 77600 N 360 2 N 0
92 F108Q4000092 0 688 N 0 1 P 72 48 150000 72 6.5 R N KY SF 42100 P 360 1 N 0
93 F108Q4000093 0 759 N 12 1 P 85 43 86000 85 6.375 R N NY SF 14800 P 360 1 N 0
94 F108Q4000094 0 756 N 0 1 P 80 35 260000 80 5.875 R N ND SF 58500 N 360 2 N 0
95 F108Q4000095 0 746 N 0 2 P 33 51 363000 33 6.5 R N NY SF 11200 C 360 2 N 0
96 F108Q4000096 0 719 N 0 1 P 80 22 152000 80 5.875 R N OK SF 74800 P 360 2 N 0
97 F108Q4000097 0 758 N 30 1 P 94 32 264000 94 6.375 R N IL SF 62200 P 360 2 N 0
98 F108Q4000098 1 743 N 0 1 P 80 48 154000 80 6.25 R N NC SF 27300 C 360 2 N 0
99 F108Q4000099 0 678 N 0 1 P 80 31 109000 80 6.375 R N MI SF 49600 N 360 2 N 0
100 F108Q4000100 0 718 N 0 1 P 80 38 120000 80 6.25 R N NC SF 27500 N 360 1 N 0
101 F108Q4000101 1 665 N 0 1 P 47 23 243000 47 6.375 R Y IL SF 60400 C 360 1 N 0
102 F108Q4000102 0 761 Y 0 1 P 83 12 139000 80 6 R N MN SF 56500 P 360 2 N 0
103 F108Q4000103 0 794 N 0 1 I 80 28 85000 80 6.375 R N IA SF 52600 P 360 2 N 0
104 F108Q4000104 0 747 N 30 1 P 95 50 206000 95 6 R N ND SF 58500 P 360 2 N 0
105 F108Q4000105 1 702 N 0 1 P 80 33 348000 80 6.375 R N NY SF 12200 P 360 1 N 0
106 F108Q4000106 0 780 N 0 1 P 44 23 417000 44 6.25 R N MN SF 55100 N 360 2 N 0
107 F108Q4000107 1 648 N 0 1 P 55 24 355000 55 6.125 R N WA SF 98800 C 360 2 N 0
108 F108Q4000108 0 732 N 0 1 P 58 11 300000 58 5.75 R N NY SF 14200 P 360 2 N 0
109 F108Q4000109 0 788 N 0 1 P 65 24 169000 65 5.875 R Y FL PU 32300 P 360 1 N 0
110 F108Q4000110 0 787 N 0 1 S 49 26 130000 49 6 R N IA SF 52100 C 360 2 N 0
111 F108Q4000111 2 696 N 0 1 P 80 32 343000 80 6.375 R Y UT SF 84000 N 360 1 N 0
112 F108Q4000112 0 789 N 0 1 P 20 47 61000 20 6 R Y OH SF 45000 N 360 2 N 0
113 F108Q4000113 0 774 N 25 1 P 90 48 284000 90 7 R N FL PU 33000 P 360 1 N 0
114 F108Q4000114 0 645 N 0 1 P 58 38 220000 58 6.375 R Y AK SF 99900 N 360 2 N 0
115 F108Q4000115 0 766 N 0 1 P 71 63 88000 71 6.25 R N MI SF 48000 N 360 2 N 0
116 F108Q4000116 0 792 Y 0 1 P 77 22 130000 77 5.875 R N ND SF 58800 P 360 2 N 0
117 F108Q4000117 0 812 N 0 1 P 78 42 255000 78 5.625 R N KY SF 40300 C 360 2 N 0
118 F108Q4000118 0 697 N 0 1 P 75 19 94000 75 6 R N MI SF 49000 C 360 2 N 0
119 F108Q4000119 1 605 N 0 1 S 70 35 243000 70 7.875 R N FL CO 33000 C 360 1 N 0
120 F108Q4000120 0 709 Y 12 1 P 85 61 378000 85 6.625 R N NY CO 10000 P 360 1 N 0
121 F108Q4000121 0 766 N 0 1 P 80 29 236000 80 6 R N CA SF 96000 P 360 2 N 0
122 F108Q4000122 0 801 N 30 1 P 95 44 99000 95 6 R N OK SF 73100 P 360 1 N 0
123 F108Q4000123 0 753 N 0 1 P 69 24 183000 69 6 R N NE SF 68000 P 360 2 N 0
124 F108Q4000124 0 749 9 0 1 P 80 18 416000 80 6 R N IL SF 61700 N 360 2 N 0
125 F108Q4000125 0 689 N 0 1 P 61 53 350000 61 6 R N IN SF 46800 N 360 1 N 0
126 F108Q4000126 0 763 N 0 1 P 57 36 136000 57 5.875 R N IA SF 52100 C 360 2 N 0
127 F108Q4000127 0 816 N 0 1 P 57 28 162000 57 5.5 R N CT SF 6400 C 360 1 N 0
128 F108Q4000128 0 789 N 0 1 P 89 23 356000 80 5.875 R N IL SF 60500 N 360 2 N 0
129 F108Q4000129 0 720 N 0 1 P 80 35 248000 80 6 R N VT PU 5400 P 360 2 N 0
130 F108Q4000130 0 723 N 0 1 P 25 49 95000 25 5.75 R Y CO SF 81100 N 360 2 N 0
131 F108Q4000131 0 710 Y 25 1 P 90 25 361000 90 6 R N NJ SF 7700 P 360 1 N 0
132 F108Q4000132 0 809 N 0 1 P 54 39 105000 54 6.125 C N OR SF 97200 C 360 1 N 0
133 F108Q4000133 0 646 N 0 1 P 66 24 205000 66 6 R N MA SF 2100 C 360 2 N 0
134 F108Q4000134 0 776 Y 0 1 P 77 43 400000 77 5.875 R N CA SF 92600 P 360 1 N 0
135 F108Q4000135 0 734 Y 30 1 P 95 35 142000 95 6 R N MN SF 55300 P 360 1 N 0
136 F108Q4000136 0 797 N 0 1 P 90 33 140000 80 5.875 R N WI SF 53700 N 360 2 N 0
137 F108Q4000137 0 528 N 0 1 P 63 21 67000 63 6.375 R N NY SF 14800 P 360 2 N 0
138 F108Q4000138 0 790 N 0 1 P 80 55 204000 80 5.5 R N NY SF 14800 P 360 2 N 0
139 F108Q4000139 0 757 N 0 1 P 61 58 475000 50 5.5 R N HI SF 96800 N 360 2 N 0
140 F108Q4000140 0 699 Y 0 2 P 60 50 150000 60 6.5 R N MA SF 2100 P 360 1 N 0
141 F108Q4000141 0 812 N 0 1 P 22 9 70000 22 5.875 R N MO SF 63100 N 360 2 N 0
142 F108Q4000142 0 803 N 0 1 S 42 15 417000 42 5.875 R N MN SF 55700 N 360 2 N 0
143 F108Q4000143 0 788 N 0 1 P 81 55 417000 44 6 R N KY SF 40300 N 360 2 N 0
144 F108Q4000144 1 664 N 0 1 P 58 46 385000 58 6.125 R N NJ SF 7600 C 360 1 N 0
145 F108Q4000145 0 768 N 0 1 P 80 47 319000 80 5.875 R N WI SF 54000 N 360 2 N 0
146 F108Q4000146 0 808 N 0 1 P 44 29 83000 44 6.25 R N NY SF 12500 C 360 1 N 0
147 F108Q4000147 0 764 N 0 1 P 80 22 154000 80 6 R N MI SF 48600 P 360 2 N 0
148 F108Q4000148 0 798 N 0 1 P 73 20 255000 73 5.875 R N MN SF 56600 N 360 2 N 0
149 F108Q4000149 0 816 N 0 1 P 33 15 48000 33 6 R Y IA SF 50000 P 360 2 N 0
150 F108Q4000150 0 801 N 0 1 P 80 19 156000 80 6 R N NC SF 28600 C 360 2 N 0
151 F108Q4000151 0 747 N 0 1 P 62 35 309000 62 5.5 R N WA SF 98800 N 360 2 N 0
152 F108Q4000152 0 701 N 0 1 P 22 38 30000 22 6 R N IN SF 46700 N 360 1 N 0
153 F108Q4000153 0 672 N 30 1 P 95 45 213000 95 6.25 R Y KY SF 41200 P 360 1 N 0
154 F108Q4000154 0 691 N 0 1 P 71 51 165000 71 5.75 R N CO SF 81200 N 360 2 N 0
155 F108Q4000155 0 766 N 0 1 P 69 47 175000 69 5.75 R N IL SF 62400 N 360 1 N 0
156 F108Q4000156 0 789 N 0 1 P 80 45 120000 80 6 R N OH SF 43300 P 360 2 N 0
157 F108Q4000157 0 742 N 0 1 P 93 27 299000 78 6.625 C N IN SF 47900 N 360 2 N 0
158 F108Q4000158 0 733 N 0 1 P 79 40 173000 79 5.5 R N TN SF 37100 N 360 2 N 0
159 F108Q4000159 0 756 N 0 1 P 66 28 150000 66 5.625 C N SC SF 29000 C 360 2 N 0
160 F108Q4000160 0 653 N 0 1 P 80 48 142000 80 6 C N WI SF 54400 N 360 2 N 0
161 F108Q4000161 0 707 N 0 1 P 80 31 156000 80 6.625 R N MD SF 21900 P 360 2 N 0
162 F108Q4000162 0 773 9 0 1 P 63 33 179000 63 5.875 R N MI SF 48000 N 324 2 N 0
163 F108Q4000163 0 696 N 0 1 P 80 33 92000 80 5.875 R N ME SF 4600 P 360 2 N 0
164 F108Q4000164 0 678 N 0 1 P 90 30 344000 80 7 R Y MN SF 55800 C 360 2 N 0
165 F108Q4000165 0 762 N 0 1 P 80 35 184000 80 5.875 R N KS SF 67400 N 360 2 N 0
166 F108Q4000166 0 760 N 0 1 I 80 35 96000 80 6.875 R N KS SF 67400 C 360 2 N 0
167 F108Q4000167 0 758 9 0 1 I 80 19 144000 80 5.875 R N OH SF 45200 N 360 2 N 0
168 F108Q4000168 0 790 N 0 1 P 67 41 32000 67 6.25 R N KY SF 42100 N 360 1 N 0
169 F108Q4000169 0 808 N 0 1 P 69 40 75000 69 5.875 R N MI SF 49000 C 360 1 N 0
170 F108Q4000170 1 654 N 0 1 P 54 27 85000 54 6.375 R N MO SF 65700 P 360 1 N 0
171 F108Q4000171 0 793 N 0 1 P 80 21 195000 80 6.375 R N IN SF 47000 N 360 2 N 0
172 F108Q4000172 0 723 N 0 1 P 51 21 152000 51 6 R N IL PU 60400 N 360 2 N 0
173 F108Q4000173 0 712 Y 0 1 P 80 33 92000 80 5.75 R Y PA SF 17700 P 360 2 N 0
174 F108Q4000174 0 716 Y 0 1 P 75 44 415000 75 6 R N NJ SF 8800 P 360 2 N 0
175 F108Q4000175 0 798 N 0 1 P 74 27 240000 74 6 R N KY SF 42200 C 360 1 N 0
176 F108Q4000176 0 699 N 30 1 P 93 41 245000 93 5.75 R N ND SF 58600 P 360 2 N 0
177 F108Q4000177 0 771 N 0 1 P 48 34 71000 48 6.125 R N MI SF 49000 P 360 2 N 0
178 F108Q4000178 0 714 Y 30 1 P 95 39 125000 95 5.875 R N IA SF 50300 P 360 2 N 0
179 F108Q4000179 0 816 Y 0 1 P 75 30 115000 75 5.875 R N WI SF 53200 P 360 1 N 0
180 F108Q4000180 0 713 N 0 1 P 79 15 360000 79 6.125 R N IL CO 60600 N 360 1 N 0
181 F108Q4000181 0 791 N 0 1 P 58 17 100000 58 5.625 R N ND SF 58500 C 360 1 N 0
182 F108Q4000182 0 788 N 0 1 P 78 30 145000 78 5.875 R N WI SF 53500 C 360 2 N 0
183 F108Q4000183 0 747 N 0 1 P 90 52 232000 80 5.625 R N ND SF 58700 N 360 2 N 0
184 F108Q4000184 0 756 N 0 1 P 76 35 276000 76 6 R N IL SF 61000 N 360 2 N 0
185 F108Q4000185 0 757 N 0 1 P 65 10 143000 65 6 C N WI SF 54500 N 360 1 N 0
186 F108Q4000186 0 784 N 0 1 P 48 29 200000 48 5.75 R N WA SF 98800 C 360 2 N 0
187 F108Q4000187 0 785 N 0 1 P 54 17 140000 54 5.875 C N KY SF 40600 N 360 2 N 0
188 F108Q4000188 0 802 N 0 1 P 56 22 83000 56 6.5 R N KY SF 42200 N 360 1 N 0
189 F108Q4000189 0 728 N 0 1 P 95 39 196000 80 5.75 R N ND SF 58100 P 360 2 N 0
190 F108Q4000190 0 728 N 0 1 P 80 23 256000 80 5.875 C N IL SF 60000 C 360 1 N 0
191 F108Q4000191 0 781 N 0 1 S 68 56 230000 68 6 R N NC SF 28100 P 360 2 N 0
192 F108Q4000192 0 775 N 0 1 P 44 45 193000 44 5.75 R N CA SF 96000 C 360 2 N 0
193 F108Q4000193 0 661 N 0 1 P 37 19 91000 37 5.625 R N NC SF 27500 C 360 2 N 0
194 F108Q4000194 0 731 N 0 1 P 77 55 276000 77 5.625 R N ND SF 58000 N 360 1 N 0
195 F108Q4000195 0 768 Y 0 1 P 80 18 76000 80 6 R Y MI SF 48700 P 360 1 N 0
196 F108Q4000196 0 758 N 12 1 P 85 24 81000 85 5.875 R Y KS SF 66600 C 360 2 N 0
197 F108Q4000197 0 760 9 0 1 P 62 32 235000 62 5.75 R N MN SF 56300 C 360 2 N 0
198 F108Q4000198 0 812 N 0 1 S 42 31 100000 42 5.875 R N NJ SF 8200 P 360 2 N 0
199 F108Q4000199 0 752 N 0 1 P 70 31 295000 70 6.25 R N NY SF 12500 C 360 2 N 0
200 F108Q4000200 0 818 N 25 1 P 90 35 65000 90 5.875 R N NY SF 14900 P 360 1 N 0
201 F108Q4000201 0 697 N 0 1 P 68 18 400000 68 6.375 C N MT SF 59900 C 360 2 N 0
202 F108Q4000202 0 689 N 0 1 P 80 44 317000 80 6.125 R N NE PU 68100 N 360 2 N 0
203 F108Q4000203 0 771 N 0 1 P 63 65 280000 63 5.875 R N CA SF 96100 C 360 1 N 0
204 F108Q4000204 0 721 N 0 1 P 53 44 192000 53 5.75 R N WA SF 98800 C 360 2 N 0
205 F108Q4000205 0 783 N 30 1 P 92 30 179000 92 6.375 R N MI SF 49700 N 360 1 N 0
206 F108Q4000206 0 774 N 25 1 P 90 24 144000 90 6.375 R N NY CO 10900 P 360 1 N 0
207 F108Q4000207 0 737 9 0 1 P 80 54 212000 80 5.875 R N OH SF 45000 N 360 2 N 0
208 F108Q4000208 0 794 N 0 1 P 74 17 121000 74 5.875 R N AK SF 99600 C 360 2 N 0
209 F108Q4000209 0 813 N 0 1 P 63 30 315000 63 5.75 R N CA SF 95300 P 360 1 N 0
210 F108Q4000210 0 704 N 0 1 P 20 12 60000 20 5.75 R Y OH SF 45300 N 360 2 N 0
211 F108Q4000211 0 732 N 17 1 P 90 48 200000 90 6 R N IL SF 60400 P 360 2 N 0
212 F108Q4000212 0 779 N 0 1 P 80 22 276000 80 5.625 C N MN SF 55900 P 360 2 N 0
213 F108Q4000213 0 735 N 0 1 P 67 40 60000 67 5.75 R Y KY SF 40300 N 360 1 N 0
214 F108Q4000214 0 719 N 12 1 P 84 48 189000 84 5.875 R N KS SF 66600 C 360 2 N 0
215 F108Q4000215 0 727 Y 0 1 P 47 47 115000 47 6.375 R N VA SF 23100 P 360 2 N 0
216 F108Q4000216 0 708 N 0 1 P 80 40 199000 80 6 R N IN SF 46700 N 360 2 N 0
217 F108Q4000217 0 790 N 0 1 P 77 29 249000 77 5.875 R N WI SF 53100 N 360 2 N 0
218 F108Q4000218 0 731 N 0 1 P 80 25 126000 80 5.625 R N NC SF 27800 N 360 2 N 0
219 F108Q4000219 0 742 N 0 1 P 63 31 137000 63 6.25 R N NM SF 87100 N 360 1 N 0
220 F108Q4000220 1 663 N 25 1 P 95 34 121000 95 6.75 R N TX SF 77600 N 360 2 N 0
221 F108Q4000221 0 757 N 0 1 S 74 19 252000 74 6.125 R N IA CO 51300 N 360 2 N 0
222 F108Q4000222 0 798 N 0 1 P 72 17 210000 72 5.875 R N WA SF 99300 P 360 2 N 0
223 F108Q4000223 0 800 N 0 1 P 80 999 320000 80 5.875 R N ID SF 83600 P 360 1 N 0
224 F108Q4000224 0 745 N 0 1 P 42 34 240000 42 5.875 C N MI SF 49700 C 360 1 N 0
225 F108Q4000225 0 796 N 0 1 P 80 30 176000 80 5.875 R N TX SF 77600 P 360 2 N 0
226 F108Q4000227 0 795 Y 0 1 P 70 27 328000 70 5.875 R N AK SF 99500 P 360 2 N 0
227 F108Q4000228 0 752 N 0 1 P 77 47 165000 77 5.875 R N KY SF 42100 N 360 1 N 0
228 F108Q4000229 0 761 N 0 1 P 76 49 406000 76 5.625 R N CA SF 95900 C 360 2 N 0
229 F108Q4000230 0 747 N 0 1 I 49 23 102000 49 6.125 R N CO SF 81200 C 360 2 N 0
230 F108Q4000231 0 683 Y 0 1 P 74 14 69000 74 6 R Y MI SF 48700 P 360 2 N 0
231 F108Q4000232 0 804 N 0 1 P 80 60 160000 80 6.25 R N IL SF 62900 P 360 2 N 0
232 F108Q4000233 0 783 N 0 1 P 80 16 194000 80 5.875 R N IL SF 62800 N 360 2 N 0
233 F108Q4000234 0 800 N 0 1 P 39 28 175000 39 6 R N CT SF 6400 N 360 2 N 0
234 F108Q4000235 0 693 N 0 1 P 69 40 00 69 5.875 R Y KY SF 42100 N 360 2 N 0
235 F108Q4000236 0 751 N 25 1 P 90 49 248000 90 5.625 C N MN SF 56000 N 360 2 N 0
236 F108Q4000237 0 790 N 0 1 P 77 22 311000 77 5.875 R N RI SF 2900 N 36
Я просто хочу построить простую модель логистической регрессии, используя обученные данные и показать матрицу путаницы.