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  1. smp_size <- floor(0.70 * nrow(AllMortgage))
  2. set.seed(12345)
  3. trainindex <- sample(seq_len(nrow(AllMortgage)), size = smp_size)
  4. training <- AllMortgage[trainindex,]
  5. validation <- AllMortgage[-trainindex,]
  6.  
  7. mylogit<-glm(AllMortgage$default ~ AllMortgage$credit_score + AllMortgage$cltv + AllMortgage$dti_ratio + AllMortgage$upb + AllMortgage$ltv + AllMortgage$interest_rate + AllMortgage$loan_term + AllMortgage$num_borrowers,
  8. data=training, family=binomial)
  9.  
  10. 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
  11. 1 F108Q4000001 0 736 N 0 1 P 80 20 172000 80 6.25 R N MI SF 49700 C 360 2 N 0
  12. 2 F108Q4000002 0 797 N 0 1 P 62 31 215000 62 5.625 C N ME SF 4000 N 360 1 N 0
  13. 3 F108Q4000003 0 804 N 0 1 P 91 53 220000 80 5.5 R N MN SF 55000 N 360 2 N 0
  14. 4 F108Q4000004 0 803 N 0 1 P 86 46 288000 76 5.5 R N IL SF 61300 N 360 1 N 0
  15. 5 F108Q4000005 0 803 N 0 1 P 36 17 58000 36 4.875 R N WI SF 54800 N 360 1 N 0
  16. 6 F108Q4000006 4 666 N 0 1 P 53 64 125000 53 6.625 R N GA SF 30200 N 360 2 N 0
  17. 7 F108Q4000007 1 677 N 0 1 P 34 19 55000 34 5.25 R N KY SF 42300 N 360 2 N 0
  18. 8 F108Q4000008 0 755 N 0 1 P 73 35 410000 73 5.875 R N CO SF 81200 N 360 2 N 0
  19. 9 F108Q4000009 0 768 N 0 1 P 80 32 214000 80 5.5 R N MI SF 49700 N 360 2 N 0
  20. 10 F108Q4000010 0 776 N 0 1 P 49 44 164000 49 6 R N MO SF 63300 N 360 2 N 0
  21. 11 F108Q4000011 1 660 N 0 1 P 80 27 53000 80 7.125 R N MI SF 49700 N 360 2 N 0
  22. 12 F108Q4000012 0 813 N 25 1 P 86 27 417000 86 5.875 R N IL SF 62400 N 360 2 N 0
  23. 13 F108Q4000013 0 773 N 0 1 P 75 30 98000 75 5.875 R N MN SF 56000 N 360 1 N 0
  24. 14 F108Q4000014 0 735 N 0 1 P 80 15 240000 80 6.5 R N IL SF 61400 C 360 2 N 0
  25. 15 F108Q4000015 2 610 N 0 1 P 80 48 220000 80 8.25 R Y IL SF 62600 C 360 2 N 0
  26. 16 F108Q4000016 0 688 N 30 1 P 95 42 71000 95 6.25 R N IA SF 50500 P 360 1 N 0
  27. 17 F108Q4000017 0 737 N 0 1 P 79 28 357000 79 6.125 R N KS SF 66500 N 360 2 N 0
  28. 18 F108Q4000018 0 672 N 0 1 P 73 40 60000 73 6.875 R N KS SF 66500 N 360 1 N 0
  29. 19 F108Q4000019 0 748 Y 0 1 P 80 28 140000 80 6.375 R N MI SF 48400 P 360 2 N 0
  30. 20 F108Q4000020 0 801 N 0 1 P 67 34 417000 67 6.25 R N MD SF 20600 C 360 1 N 0
  31. 21 F108Q4000021 0 785 N 0 1 P 79 25 55000 79 6.75 R N NY SF 14800 C 360 1 N 0
  32. 22 F108Q4000022 2 674 N 0 1 P 80 38 300000 80 6.875 R N CO SF 81200 N 360 2 N 0
  33. 23 F108Q4000023 0 745 N 0 1 P 60 33 160000 60 5.5 R N WY SF 82400 N 360 2 N 0
  34. 24 F108Q4000024 0 753 N 0 1 I 68 58 68000 68 7.375 R N MO PU 64100 C 360 1 N 0
  35. 25 F108Q4000025 0 669 N 0 1 P 72 15 80000 72 5.875 R Y GA SF 30200 C 360 1 N 0
  36. 26 F108Q4000026 0 772 9 0 1 P 79 38 417000 79 5.875 R N IL SF 62400 N 360 2 N 0
  37. 27 F108Q4000027 0 706 N 0 1 P 56 40 70000 56 7.75 R N IL MH 62800 P 360 1 N 0
  38. 28 F108Q4000028 0 754 N 0 1 P 42 43 61000 42 6.625 R N KY SF 42100 N 360 2 N 0
  39. 29 F108Q4000029 0 751 N 0 1 P 31 39 23000 31 6.625 R N KY SF 42100 P 360 1 N 0
  40. 30 F108Q4000030 0 771 N 30 1 P 92 37 210000 92 6.5 R N TX SF 77600 N 360 2 N 0
  41. 31 F108Q4000031 0 749 N 0 1 P 76 30 140000 76 6.75 R N KS SF 66700 N 360 2 N 0
  42. 32 F108Q4000032 0 791 N 12 1 S 84 29 100000 84 6.625 R N MI SF 49600 P 360 1 N 0
  43. 33 F108Q4000033 0 743 Y 30 1 P 95 43 118000 95 6.125 R N GA SF 30200 P 360 1 N 0
  44. 34 F108Q4000034 0 794 N 0 1 P 80 28 106000 80 6.625 R N NC SF 27200 C 360 1 N 0
  45. 35 F108Q4000035 3 771 N 0 4 I 65 50 285000 65 6.625 R Y CT SF 6600 N 360 1 N 0
  46. 36 F108Q4000036 0 799 N 0 2 P 29 57 417000 29 6.125 R N CA SF 94100 N 360 2 N 0
  47. 37 F108Q4000037 29 706 Y 0 1 P 80 48 73000 80 6.625 C N ME SF 4400 P 360 1 N 1
  48. 38 F108Q4000038 0 806 N 0 1 P 60 22 80000 60 6.375 R N WA CO 98800 C 360 1 N 0
  49. 39 F108Q4000039 0 657 N 0 1 P 78 15 132000 78 6.5 R N WA SF 98800 P 360 2 N 0
  50. 40 F108Q4000040 0 756 N 0 1 P 80 21 176000 80 6.25 R N MN SF 56000 P 360 2 N 0
  51. 41 F108Q4000041 0 754 N 30 1 P 95 44 285000 95 6.625 R N NY SF 12100 P 360 2 N 0
  52. 42 F108Q4000042 0 785 N 0 1 P 47 6 150000 47 6.5 R N CO SF 81200 C 360 1 N 0
  53. 43 F108Q4000043 0 694 N 0 1 P 67 38 138000 67 6.75 R N MO SF 63700 N 360 1 N 0
  54. 44 F108Q4000044 0 688 N 30 1 P 95 42 297000 95 6.5 R Y AK SF 99900 P 360 1 N 0
  55. 45 F108Q4000045 0 708 N 0 1 P 80 34 116000 80 6.875 R N KS SF 66500 C 360 2 N 0
  56. 46 F108Q4000046 0 775 N 0 1 P 74 39 251000 74 6.625 R Y NC SF 27800 C 360 1 N 0
  57. 47 F108Q4000047 1 687 N 0 1 P 80 57 186000 80 6.75 R Y OH SF 43500 N 360 1 N 0
  58. 48 F108Q4000048 0 804 N 0 1 S 49 11 209000 49 6.75 R N NJ CO 8200 P 360 2 N 0
  59. 49 F108Q4000049 0 809 N 0 1 P 37 30 100000 37 6.625 C N OR SF 97200 C 360 1 N 0
  60. 50 F108Q4000050 1 734 N 0 1 P 80 20 34000 80 6.625 R N SC SF 29300 P 360 1 N 0
  61. 51 F108Q4000051 0 649 Y 30 1 P 95 27 87000 95 6.625 R N PA SF 16900 P 360 2 N 0
  62. 52 F108Q4000052 0 772 N 0 1 P 73 16 78000 73 6.5 R N KY SF 42500 C 360 1 N 0
  63. 53 F108Q4000053 0 799 N 0 1 P 54 21 105000 54 6.875 R N PA SF 18000 C 360 1 N 0
  64. 54 F108Q4000054 0 677 N 0 1 P 80 35 191000 80 6.5 R N NY SF 14000 P 360 2 N 0
  65. 55 F108Q4000055 0 775 N 0 1 I 80 31 186000 80 6.875 R Y CA SF 93200 C 360 2 N 0
  66. 56 F108Q4000056 0 768 N 30 1 P 92 20 290000 92 6.25 R N KS SF 66500 N 360 2 N 0
  67. 57 F108Q4000057 19 685 N 0 1 P 80 35 144000 80 6.5 R N NV SF 89100 C 360 1 N 1
  68. 58 F108Q4000058 0 623 N 0 1 P 59 38 56000 59 6.5 R N KY SF 42100 C 360 1 N 0
  69. 59 F108Q4000059 0 628 N 0 1 P 75 43 338000 75 7 C Y KS SF 66400 C 360 2 N 0
  70. 60 F108Q4000060 0 710 N 0 1 P 58 25 107000 58 6.5 R N ND SF 58800 C 360 1 N 0
  71. 61 F108Q4000061 0 740 Y 30 1 P 95 47 349000 95 6.625 R N NY SF 12500 P 360 1 N 0
  72. 62 F108Q4000062 0 767 N 0 1 P 66 44 294000 66 6.25 R N WA SF 98900 N 360 2 N 0
  73. 63 F108Q4000063 0 745 N 0 1 P 79 20 65000 79 7.25 R N MO SF 64000 C 360 2 N 0
  74. 64 F108Q4000064 0 773 N 25 1 P 87 50 154000 87 6.25 R N ND SF 58400 P 360 1 N 0
  75. 65 F108Q4000065 0 732 N 30 1 P 90 28 149000 90 6.75 R N ME SF 4600 P 360 1 N 0
  76. 66 F108Q4000066 0 702 N 0 1 P 73 38 133000 73 6.375 R N MI SF 49300 C 360 2 N 0
  77. 67 F108Q4000067 0 780 N 0 1 P 80 39 135000 80 6.375 R N ND SF 58800 P 360 2 N 0
  78. 68 F108Q4000068 0 780 Y 0 1 P 76 22 125000 76 6.75 R N IL SF 61500 P 360 2 N 0
  79. 69 F108Q4000069 0 746 N 0 1 P 21 17 60000 21 6.625 R N NC SF 28600 C 360 2 N 0
  80. 70 F108Q4000070 0 678 N 0 1 P 94 46 168000 80 6.375 R N AK SF 99500 N 360 1 N 0
  81. 71 F108Q4000071 0 746 N 30 1 S 95 25 76000 95 6.625 R N MI SF 49400 P 360 2 N 0
  82. 72 F108Q4000072 0 807 N 0 1 P 73 49 145000 73 6.625 R N MO SF 65700 C 360 1 N 0
  83. 73 F108Q4000073 4 746 N 0 1 P 74 29 150000 74 6.5 R N CA SF 96000 C 360 1 N 0
  84. 74 F108Q4000074 0 734 Y 30 1 P 95 18 109000 95 6.25 R N GA SF 30200 P 360 2 N 0
  85. 75 F108Q4000075 0 692 N 25 1 P 90 28 198000 90 6.5 C N WI SF 53900 P 360 2 N 0
  86. 76 F108Q4000076 0 788 Y 0 1 P 80 27 30000 80 6.375 R N KY SF 42100 P 360 2 N 0
  87. 77 F108Q4000077 0 657 N 0 1 P 18 38 225000 18 6.125 R N CA SF 93400 C 360 2 N 0
  88. 78 F108Q4000078 0 788 9 0 1 P 69 26 130000 69 6.625 R N NY SF 12700 C 360 1 N 0
  89. 79 F108Q4000079 0 662 N 0 1 P 80 55 183000 80 6.75 R Y ME SF 4900 P 360 1 N 0
  90. 80 F108Q4000080 0 717 Y 30 1 P 95 41 126000 95 6.5 R N TX SF 75600 P 360 1 N 0
  91. 81 F108Q4000081 0 796 N 0 1 P 55 39 90000 55 6.25 R N NC SF 27400 C 360 1 N 0
  92. 82 F108Q4000082 0 710 N 0 1 P 48 45 120000 48 6.625 R N WA SF 98800 C 360 1 N 0
  93. 83 F108Q4000083 0 741 N 0 1 P 90 20 183000 80 5.875 C N VT SF 5400 P 360 2 N 0
  94. 84 F108Q4000084 0 807 N 0 1 P 33 8 200000 17 6.125 R N IL SF 60500 N 360 2 N 0
  95. 85 F108Q4000085 0 727 N 0 1 S 80 39 88000 80 6.375 R N KY SF 42500 P 360 2 N 0
  96. 86 F108Q4000086 0 768 N 0 1 P 69 31 197000 69 5.75 R N CO PU 81200 N 360 2 N 0
  97. 87 F108Q4000087 15 626 Y 30 1 P 95 21 84000 95 8.25 R Y IA SF 52600 P 360 1 N 1
  98. 88 F108Q4000088 0 793 N 30 1 P 92 29 218000 92 6.25 R N TX SF 77600 N 360 2 N 0
  99. 89 F108Q4000089 0 684 N 0 1 P 70 30 118000 70 6.5 R N MI SF 49300 C 360 2 N 0
  100. 90 F108Q4000090 0 756 N 0 1 P 80 29 73000 80 6.375 R N MI SF 48600 C 360 2 N 0
  101. 91 F108Q4000091 2 652 N 0 1 P 79 40 251000 79 6.75 R N TX SF 77600 N 360 2 N 0
  102. 92 F108Q4000092 0 688 N 0 1 P 72 48 150000 72 6.5 R N KY SF 42100 P 360 1 N 0
  103. 93 F108Q4000093 0 759 N 12 1 P 85 43 86000 85 6.375 R N NY SF 14800 P 360 1 N 0
  104. 94 F108Q4000094 0 756 N 0 1 P 80 35 260000 80 5.875 R N ND SF 58500 N 360 2 N 0
  105. 95 F108Q4000095 0 746 N 0 2 P 33 51 363000 33 6.5 R N NY SF 11200 C 360 2 N 0
  106. 96 F108Q4000096 0 719 N 0 1 P 80 22 152000 80 5.875 R N OK SF 74800 P 360 2 N 0
  107. 97 F108Q4000097 0 758 N 30 1 P 94 32 264000 94 6.375 R N IL SF 62200 P 360 2 N 0
  108. 98 F108Q4000098 1 743 N 0 1 P 80 48 154000 80 6.25 R N NC SF 27300 C 360 2 N 0
  109. 99 F108Q4000099 0 678 N 0 1 P 80 31 109000 80 6.375 R N MI SF 49600 N 360 2 N 0
  110. 100 F108Q4000100 0 718 N 0 1 P 80 38 120000 80 6.25 R N NC SF 27500 N 360 1 N 0
  111. 101 F108Q4000101 1 665 N 0 1 P 47 23 243000 47 6.375 R Y IL SF 60400 C 360 1 N 0
  112. 102 F108Q4000102 0 761 Y 0 1 P 83 12 139000 80 6 R N MN SF 56500 P 360 2 N 0
  113. 103 F108Q4000103 0 794 N 0 1 I 80 28 85000 80 6.375 R N IA SF 52600 P 360 2 N 0
  114. 104 F108Q4000104 0 747 N 30 1 P 95 50 206000 95 6 R N ND SF 58500 P 360 2 N 0
  115. 105 F108Q4000105 1 702 N 0 1 P 80 33 348000 80 6.375 R N NY SF 12200 P 360 1 N 0
  116. 106 F108Q4000106 0 780 N 0 1 P 44 23 417000 44 6.25 R N MN SF 55100 N 360 2 N 0
  117. 107 F108Q4000107 1 648 N 0 1 P 55 24 355000 55 6.125 R N WA SF 98800 C 360 2 N 0
  118. 108 F108Q4000108 0 732 N 0 1 P 58 11 300000 58 5.75 R N NY SF 14200 P 360 2 N 0
  119. 109 F108Q4000109 0 788 N 0 1 P 65 24 169000 65 5.875 R Y FL PU 32300 P 360 1 N 0
  120. 110 F108Q4000110 0 787 N 0 1 S 49 26 130000 49 6 R N IA SF 52100 C 360 2 N 0
  121. 111 F108Q4000111 2 696 N 0 1 P 80 32 343000 80 6.375 R Y UT SF 84000 N 360 1 N 0
  122. 112 F108Q4000112 0 789 N 0 1 P 20 47 61000 20 6 R Y OH SF 45000 N 360 2 N 0
  123. 113 F108Q4000113 0 774 N 25 1 P 90 48 284000 90 7 R N FL PU 33000 P 360 1 N 0
  124. 114 F108Q4000114 0 645 N 0 1 P 58 38 220000 58 6.375 R Y AK SF 99900 N 360 2 N 0
  125. 115 F108Q4000115 0 766 N 0 1 P 71 63 88000 71 6.25 R N MI SF 48000 N 360 2 N 0
  126. 116 F108Q4000116 0 792 Y 0 1 P 77 22 130000 77 5.875 R N ND SF 58800 P 360 2 N 0
  127. 117 F108Q4000117 0 812 N 0 1 P 78 42 255000 78 5.625 R N KY SF 40300 C 360 2 N 0
  128. 118 F108Q4000118 0 697 N 0 1 P 75 19 94000 75 6 R N MI SF 49000 C 360 2 N 0
  129. 119 F108Q4000119 1 605 N 0 1 S 70 35 243000 70 7.875 R N FL CO 33000 C 360 1 N 0
  130. 120 F108Q4000120 0 709 Y 12 1 P 85 61 378000 85 6.625 R N NY CO 10000 P 360 1 N 0
  131. 121 F108Q4000121 0 766 N 0 1 P 80 29 236000 80 6 R N CA SF 96000 P 360 2 N 0
  132. 122 F108Q4000122 0 801 N 30 1 P 95 44 99000 95 6 R N OK SF 73100 P 360 1 N 0
  133. 123 F108Q4000123 0 753 N 0 1 P 69 24 183000 69 6 R N NE SF 68000 P 360 2 N 0
  134. 124 F108Q4000124 0 749 9 0 1 P 80 18 416000 80 6 R N IL SF 61700 N 360 2 N 0
  135. 125 F108Q4000125 0 689 N 0 1 P 61 53 350000 61 6 R N IN SF 46800 N 360 1 N 0
  136. 126 F108Q4000126 0 763 N 0 1 P 57 36 136000 57 5.875 R N IA SF 52100 C 360 2 N 0
  137. 127 F108Q4000127 0 816 N 0 1 P 57 28 162000 57 5.5 R N CT SF 6400 C 360 1 N 0
  138. 128 F108Q4000128 0 789 N 0 1 P 89 23 356000 80 5.875 R N IL SF 60500 N 360 2 N 0
  139. 129 F108Q4000129 0 720 N 0 1 P 80 35 248000 80 6 R N VT PU 5400 P 360 2 N 0
  140. 130 F108Q4000130 0 723 N 0 1 P 25 49 95000 25 5.75 R Y CO SF 81100 N 360 2 N 0
  141. 131 F108Q4000131 0 710 Y 25 1 P 90 25 361000 90 6 R N NJ SF 7700 P 360 1 N 0
  142. 132 F108Q4000132 0 809 N 0 1 P 54 39 105000 54 6.125 C N OR SF 97200 C 360 1 N 0
  143. 133 F108Q4000133 0 646 N 0 1 P 66 24 205000 66 6 R N MA SF 2100 C 360 2 N 0
  144. 134 F108Q4000134 0 776 Y 0 1 P 77 43 400000 77 5.875 R N CA SF 92600 P 360 1 N 0
  145. 135 F108Q4000135 0 734 Y 30 1 P 95 35 142000 95 6 R N MN SF 55300 P 360 1 N 0
  146. 136 F108Q4000136 0 797 N 0 1 P 90 33 140000 80 5.875 R N WI SF 53700 N 360 2 N 0
  147. 137 F108Q4000137 0 528 N 0 1 P 63 21 67000 63 6.375 R N NY SF 14800 P 360 2 N 0
  148. 138 F108Q4000138 0 790 N 0 1 P 80 55 204000 80 5.5 R N NY SF 14800 P 360 2 N 0
  149. 139 F108Q4000139 0 757 N 0 1 P 61 58 475000 50 5.5 R N HI SF 96800 N 360 2 N 0
  150. 140 F108Q4000140 0 699 Y 0 2 P 60 50 150000 60 6.5 R N MA SF 2100 P 360 1 N 0
  151. 141 F108Q4000141 0 812 N 0 1 P 22 9 70000 22 5.875 R N MO SF 63100 N 360 2 N 0
  152. 142 F108Q4000142 0 803 N 0 1 S 42 15 417000 42 5.875 R N MN SF 55700 N 360 2 N 0
  153. 143 F108Q4000143 0 788 N 0 1 P 81 55 417000 44 6 R N KY SF 40300 N 360 2 N 0
  154. 144 F108Q4000144 1 664 N 0 1 P 58 46 385000 58 6.125 R N NJ SF 7600 C 360 1 N 0
  155. 145 F108Q4000145 0 768 N 0 1 P 80 47 319000 80 5.875 R N WI SF 54000 N 360 2 N 0
  156. 146 F108Q4000146 0 808 N 0 1 P 44 29 83000 44 6.25 R N NY SF 12500 C 360 1 N 0
  157. 147 F108Q4000147 0 764 N 0 1 P 80 22 154000 80 6 R N MI SF 48600 P 360 2 N 0
  158. 148 F108Q4000148 0 798 N 0 1 P 73 20 255000 73 5.875 R N MN SF 56600 N 360 2 N 0
  159. 149 F108Q4000149 0 816 N 0 1 P 33 15 48000 33 6 R Y IA SF 50000 P 360 2 N 0
  160. 150 F108Q4000150 0 801 N 0 1 P 80 19 156000 80 6 R N NC SF 28600 C 360 2 N 0
  161. 151 F108Q4000151 0 747 N 0 1 P 62 35 309000 62 5.5 R N WA SF 98800 N 360 2 N 0
  162. 152 F108Q4000152 0 701 N 0 1 P 22 38 30000 22 6 R N IN SF 46700 N 360 1 N 0
  163. 153 F108Q4000153 0 672 N 30 1 P 95 45 213000 95 6.25 R Y KY SF 41200 P 360 1 N 0
  164. 154 F108Q4000154 0 691 N 0 1 P 71 51 165000 71 5.75 R N CO SF 81200 N 360 2 N 0
  165. 155 F108Q4000155 0 766 N 0 1 P 69 47 175000 69 5.75 R N IL SF 62400 N 360 1 N 0
  166. 156 F108Q4000156 0 789 N 0 1 P 80 45 120000 80 6 R N OH SF 43300 P 360 2 N 0
  167. 157 F108Q4000157 0 742 N 0 1 P 93 27 299000 78 6.625 C N IN SF 47900 N 360 2 N 0
  168. 158 F108Q4000158 0 733 N 0 1 P 79 40 173000 79 5.5 R N TN SF 37100 N 360 2 N 0
  169. 159 F108Q4000159 0 756 N 0 1 P 66 28 150000 66 5.625 C N SC SF 29000 C 360 2 N 0
  170. 160 F108Q4000160 0 653 N 0 1 P 80 48 142000 80 6 C N WI SF 54400 N 360 2 N 0
  171. 161 F108Q4000161 0 707 N 0 1 P 80 31 156000 80 6.625 R N MD SF 21900 P 360 2 N 0
  172. 162 F108Q4000162 0 773 9 0 1 P 63 33 179000 63 5.875 R N MI SF 48000 N 324 2 N 0
  173. 163 F108Q4000163 0 696 N 0 1 P 80 33 92000 80 5.875 R N ME SF 4600 P 360 2 N 0
  174. 164 F108Q4000164 0 678 N 0 1 P 90 30 344000 80 7 R Y MN SF 55800 C 360 2 N 0
  175. 165 F108Q4000165 0 762 N 0 1 P 80 35 184000 80 5.875 R N KS SF 67400 N 360 2 N 0
  176. 166 F108Q4000166 0 760 N 0 1 I 80 35 96000 80 6.875 R N KS SF 67400 C 360 2 N 0
  177. 167 F108Q4000167 0 758 9 0 1 I 80 19 144000 80 5.875 R N OH SF 45200 N 360 2 N 0
  178. 168 F108Q4000168 0 790 N 0 1 P 67 41 32000 67 6.25 R N KY SF 42100 N 360 1 N 0
  179. 169 F108Q4000169 0 808 N 0 1 P 69 40 75000 69 5.875 R N MI SF 49000 C 360 1 N 0
  180. 170 F108Q4000170 1 654 N 0 1 P 54 27 85000 54 6.375 R N MO SF 65700 P 360 1 N 0
  181. 171 F108Q4000171 0 793 N 0 1 P 80 21 195000 80 6.375 R N IN SF 47000 N 360 2 N 0
  182. 172 F108Q4000172 0 723 N 0 1 P 51 21 152000 51 6 R N IL PU 60400 N 360 2 N 0
  183. 173 F108Q4000173 0 712 Y 0 1 P 80 33 92000 80 5.75 R Y PA SF 17700 P 360 2 N 0
  184. 174 F108Q4000174 0 716 Y 0 1 P 75 44 415000 75 6 R N NJ SF 8800 P 360 2 N 0
  185. 175 F108Q4000175 0 798 N 0 1 P 74 27 240000 74 6 R N KY SF 42200 C 360 1 N 0
  186. 176 F108Q4000176 0 699 N 30 1 P 93 41 245000 93 5.75 R N ND SF 58600 P 360 2 N 0
  187. 177 F108Q4000177 0 771 N 0 1 P 48 34 71000 48 6.125 R N MI SF 49000 P 360 2 N 0
  188. 178 F108Q4000178 0 714 Y 30 1 P 95 39 125000 95 5.875 R N IA SF 50300 P 360 2 N 0
  189. 179 F108Q4000179 0 816 Y 0 1 P 75 30 115000 75 5.875 R N WI SF 53200 P 360 1 N 0
  190. 180 F108Q4000180 0 713 N 0 1 P 79 15 360000 79 6.125 R N IL CO 60600 N 360 1 N 0
  191. 181 F108Q4000181 0 791 N 0 1 P 58 17 100000 58 5.625 R N ND SF 58500 C 360 1 N 0
  192. 182 F108Q4000182 0 788 N 0 1 P 78 30 145000 78 5.875 R N WI SF 53500 C 360 2 N 0
  193. 183 F108Q4000183 0 747 N 0 1 P 90 52 232000 80 5.625 R N ND SF 58700 N 360 2 N 0
  194. 184 F108Q4000184 0 756 N 0 1 P 76 35 276000 76 6 R N IL SF 61000 N 360 2 N 0
  195. 185 F108Q4000185 0 757 N 0 1 P 65 10 143000 65 6 C N WI SF 54500 N 360 1 N 0
  196. 186 F108Q4000186 0 784 N 0 1 P 48 29 200000 48 5.75 R N WA SF 98800 C 360 2 N 0
  197. 187 F108Q4000187 0 785 N 0 1 P 54 17 140000 54 5.875 C N KY SF 40600 N 360 2 N 0
  198. 188 F108Q4000188 0 802 N 0 1 P 56 22 83000 56 6.5 R N KY SF 42200 N 360 1 N 0
  199. 189 F108Q4000189 0 728 N 0 1 P 95 39 196000 80 5.75 R N ND SF 58100 P 360 2 N 0
  200. 190 F108Q4000190 0 728 N 0 1 P 80 23 256000 80 5.875 C N IL SF 60000 C 360 1 N 0
  201. 191 F108Q4000191 0 781 N 0 1 S 68 56 230000 68 6 R N NC SF 28100 P 360 2 N 0
  202. 192 F108Q4000192 0 775 N 0 1 P 44 45 193000 44 5.75 R N CA SF 96000 C 360 2 N 0
  203. 193 F108Q4000193 0 661 N 0 1 P 37 19 91000 37 5.625 R N NC SF 27500 C 360 2 N 0
  204. 194 F108Q4000194 0 731 N 0 1 P 77 55 276000 77 5.625 R N ND SF 58000 N 360 1 N 0
  205. 195 F108Q4000195 0 768 Y 0 1 P 80 18 76000 80 6 R Y MI SF 48700 P 360 1 N 0
  206. 196 F108Q4000196 0 758 N 12 1 P 85 24 81000 85 5.875 R Y KS SF 66600 C 360 2 N 0
  207. 197 F108Q4000197 0 760 9 0 1 P 62 32 235000 62 5.75 R N MN SF 56300 C 360 2 N 0
  208. 198 F108Q4000198 0 812 N 0 1 S 42 31 100000 42 5.875 R N NJ SF 8200 P 360 2 N 0
  209. 199 F108Q4000199 0 752 N 0 1 P 70 31 295000 70 6.25 R N NY SF 12500 C 360 2 N 0
  210. 200 F108Q4000200 0 818 N 25 1 P 90 35 65000 90 5.875 R N NY SF 14900 P 360 1 N 0
  211. 201 F108Q4000201 0 697 N 0 1 P 68 18 400000 68 6.375 C N MT SF 59900 C 360 2 N 0
  212. 202 F108Q4000202 0 689 N 0 1 P 80 44 317000 80 6.125 R N NE PU 68100 N 360 2 N 0
  213. 203 F108Q4000203 0 771 N 0 1 P 63 65 280000 63 5.875 R N CA SF 96100 C 360 1 N 0
  214. 204 F108Q4000204 0 721 N 0 1 P 53 44 192000 53 5.75 R N WA SF 98800 C 360 2 N 0
  215. 205 F108Q4000205 0 783 N 30 1 P 92 30 179000 92 6.375 R N MI SF 49700 N 360 1 N 0
  216. 206 F108Q4000206 0 774 N 25 1 P 90 24 144000 90 6.375 R N NY CO 10900 P 360 1 N 0
  217. 207 F108Q4000207 0 737 9 0 1 P 80 54 212000 80 5.875 R N OH SF 45000 N 360 2 N 0
  218. 208 F108Q4000208 0 794 N 0 1 P 74 17 121000 74 5.875 R N AK SF 99600 C 360 2 N 0
  219. 209 F108Q4000209 0 813 N 0 1 P 63 30 315000 63 5.75 R N CA SF 95300 P 360 1 N 0
  220. 210 F108Q4000210 0 704 N 0 1 P 20 12 60000 20 5.75 R Y OH SF 45300 N 360 2 N 0
  221. 211 F108Q4000211 0 732 N 17 1 P 90 48 200000 90 6 R N IL SF 60400 P 360 2 N 0
  222. 212 F108Q4000212 0 779 N 0 1 P 80 22 276000 80 5.625 C N MN SF 55900 P 360 2 N 0
  223. 213 F108Q4000213 0 735 N 0 1 P 67 40 60000 67 5.75 R Y KY SF 40300 N 360 1 N 0
  224. 214 F108Q4000214 0 719 N 12 1 P 84 48 189000 84 5.875 R N KS SF 66600 C 360 2 N 0
  225. 215 F108Q4000215 0 727 Y 0 1 P 47 47 115000 47 6.375 R N VA SF 23100 P 360 2 N 0
  226. 216 F108Q4000216 0 708 N 0 1 P 80 40 199000 80 6 R N IN SF 46700 N 360 2 N 0
  227. 217 F108Q4000217 0 790 N 0 1 P 77 29 249000 77 5.875 R N WI SF 53100 N 360 2 N 0
  228. 218 F108Q4000218 0 731 N 0 1 P 80 25 126000 80 5.625 R N NC SF 27800 N 360 2 N 0
  229. 219 F108Q4000219 0 742 N 0 1 P 63 31 137000 63 6.25 R N NM SF 87100 N 360 1 N 0
  230. 220 F108Q4000220 1 663 N 25 1 P 95 34 121000 95 6.75 R N TX SF 77600 N 360 2 N 0
  231. 221 F108Q4000221 0 757 N 0 1 S 74 19 252000 74 6.125 R N IA CO 51300 N 360 2 N 0
  232. 222 F108Q4000222 0 798 N 0 1 P 72 17 210000 72 5.875 R N WA SF 99300 P 360 2 N 0
  233. 223 F108Q4000223 0 800 N 0 1 P 80 999 320000 80 5.875 R N ID SF 83600 P 360 1 N 0
  234. 224 F108Q4000224 0 745 N 0 1 P 42 34 240000 42 5.875 C N MI SF 49700 C 360 1 N 0
  235. 225 F108Q4000225 0 796 N 0 1 P 80 30 176000 80 5.875 R N TX SF 77600 P 360 2 N 0
  236. 226 F108Q4000227 0 795 Y 0 1 P 70 27 328000 70 5.875 R N AK SF 99500 P 360 2 N 0
  237. 227 F108Q4000228 0 752 N 0 1 P 77 47 165000 77 5.875 R N KY SF 42100 N 360 1 N 0
  238. 228 F108Q4000229 0 761 N 0 1 P 76 49 406000 76 5.625 R N CA SF 95900 C 360 2 N 0
  239. 229 F108Q4000230 0 747 N 0 1 I 49 23 102000 49 6.125 R N CO SF 81200 C 360 2 N 0
  240. 230 F108Q4000231 0 683 Y 0 1 P 74 14 69000 74 6 R Y MI SF 48700 P 360 2 N 0
  241. 231 F108Q4000232 0 804 N 0 1 P 80 60 160000 80 6.25 R N IL SF 62900 P 360 2 N 0
  242. 232 F108Q4000233 0 783 N 0 1 P 80 16 194000 80 5.875 R N IL SF 62800 N 360 2 N 0
  243. 233 F108Q4000234 0 800 N 0 1 P 39 28 175000 39 6 R N CT SF 6400 N 360 2 N 0
  244. 234 F108Q4000235 0 693 N 0 1 P 69 40 00 69 5.875 R Y KY SF 42100 N 360 2 N 0
  245. 235 F108Q4000236 0 751 N 25 1 P 90 49 248000 90 5.625 C N MN SF 56000 N 360 2 N 0
  246. 236 F108Q4000237 0 790 N 0 1 P 77 22 311000 77 5.875 R N RI SF 2900 N 36
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