Classification Trees and k-NN

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Home>Mathematics homework help>Statistics homework help>Classification Trees and k-NN

Data

OBS# AGE CHK_ACCT SAV_ACCT NUM_CREDITS DURATION HISTORY PRESENT_RESIDENT EMPLOYMENT JOB NUM_DEPENDENTS RENT INSTALL_RATE GUARANTOR OTHER_INSTALL OWN_RES TELEPHONE FOREIGN REAL_ESTATE TYPE AMOUNT_REQUESTED CREDIT_EXTENDED NPV Splitting Variable
1 67 1 0 2 6 4 4 4 2 1 0 4 0 0 1 1 0 1 4 1,169 1,052 243 v
2 25 2 1 1 12 2 1 1 2 1 1 3 0 0 0 0 0 0 1 1,295 1,165 -473 v
3 48 0 1 3 9 4 4 2 2 1 0 4 0 0 1 1 0 0 1 2,134 1,920 268 t
4 36 2 4 1 18 2 3 1 2 1 0 3 0 1 1 1 0 1 6 1,913 1,721 416 t
5 30 0 3 1 30 2 2 4 3 1 0 4 0 1 1 0 0 0 4 2,333 1,166 235 t
6 29 2 0 1 24 3 2 1 1 1 0 4 0 1 1 0 0 0 3 2,333 1,866 480 v
7 27 2 1 1 9 2 1 2 2 1 0 2 0 1 1 1 0 1 6 1,391 695 118 t
8 30 0 1 1 36 2 2 2 2 1 0 1 0 1 1 0 0 0 2 8,133 6,506 1,407 v
9 44 0 0 2 24 2 1 1 2 1 0 1 0 0 1 1 0 0 4 5,943 5,943 -1,826 v
10 56 0 1 1 12 4 4 4 2 1 0 4 0 0 1 0 0 1 4 618 556 163 v
11 41 0 2 1 24 2 4 4 1 1 1 4 0 0 0 0 0 1 1 1,469 1,322 376 t
12 31 2 2 2 6 3 2 4 2 2 0 1 0 1 1 0 0 0 6 1,449 1,304 252 t
13 25 1 1 2 21 2 2 2 2 1 0 3 0 0 1 1 0 1 4 1,835 917 -508 t
14 24 2 0 1 48 2 2 3 2 1 0 1 0 0 1 0 0 0 1 8,487 5,092 976 t
15 27 3 4 1 6 2 2 1 0 1 0 2 0 0 1 0 1 1 1 709 496 93 t
16 42 0 2 1 6 2 4 4 2 2 0 2 0 1 0 1 0 0 4 1,346 1,076 295 t
17 36 0 2 1 24 4 4 4 2 2 0 3 0 0 1 1 0 1 4 2,872 2,584 744 t
18 33 1 1 2 15 0 3 4 2 2 1 4 0 0 0 0 0 0 1 950 570 -188 t
19 28 0 1 2 36 3 1 1 2 1 0 1 0 0 1 0 0 0 6 9,572 6,700 -4,386 t
20 54 0 4 3 24 2 3 2 3 1 0 2 0 0 1 1 0 0 6 4,591 4,131 -2,912 t
21 52 0 3 2 9 4 2 4 2 1 0 4 0 0 1 1 0 0 5 936 842 198 t
22 33 0 0 2 9 4 2 2 2 2 0 1 0 0 1 0 0 1 4 3,074 2,151 262 t
23 26 2 1 1 12 2 1 1 1 1 0 4 1 1 1 0 0 1 4 625 375 90 t
24 26 3 1 1 36 2 2 2 2 1 0 4 0 0 1 0 0 0 4 4,210 2,526 -816 v
25 29 1 0 1 24 2 2 4 2 1 0 4 0 1 1 0 0 0 1 915 915 -337 t
26 39 1 4 2 6 4 4 3 1 1 0 3 0 0 1 1 0 1 1 666 466 67 t
27 27 1 1 1 12 2 2 2 2 1 0 2 0 0 1 0 0 1 3 1,657 1,491 429 v
28 32 0 0 1 18 2 3 3 2 1 0 4 0 0 1 0 1 0 1 2,662 1,863 485 t
29 23 0 4 2 15 4 4 4 2 1 1 3 0 0 0 1 0 0 2 3,368 2,694 414 t
30 26 0 1 1 12 2 2 2 2 1 0 2 0 0 1 1 1 1 6 1,076 645 114 t
31 54 0 1 1 6 2 4 0 0 1 0 1 0 0 1 1 0 1 1 672 470 116 t
32 40 2 0 1 48 2 4 0 0 1 0 3 0 1 0 1 0 0 0 5,381 5,381 1,768 t
33 28 2 1 2 30 4 2 0 3 1 0 4 0 0 1 0 0 0 1 4,249 2,549 -1,157 t
34 75 1 1 2 24 4 4 0 3 1 0 2 0 0 0 1 0 0 2 6,615 3,307 379 t
35 24 2 1 2 24 4 4 1 2 1 0 2 0 0 0 1 0 0 5 5,743 4,020 674 t
36 23 0 1 1 9 2 4 1 2 1 1 1 0 0 0 1 0 1 0 1,236 741 140 t
37 61 2 0 1 18 2 4 2 2 1 0 4 0 0 0 0 0 0 5 1,239 867 194 t
38 36 0 0 1 36 2 4 2 2 1 0 4 0 0 1 0 0 1 1 3,079 2,771 811 t
39 39 1 0 1 20 2 4 3 2 1 0 4 0 0 1 1 0 0 3 2,212 2,212 611 t
40 30 0 1 1 18 2 2 2 3 1 0 2 0 0 1 1 0 0 1 1,820 1,820 542 v
41 39 0 1 1 18 2 4 1 2 1 0 3 0 0 1 1 0 1 4 1,473 1,473 430 t
42 20 2 1 1 24 2 4 4 2 1 0 4 0 0 1 1 0 0 4 1,967 1,376 301 t
43 20 0 4 1 15 2 3 3 2 1 1 2 0 0 0 0 0 0 1 3,186 3,186 862 v
44 74 0 1 1 5 2 4 3 1 1 0 1 0 0 1 0 0 1 6 3,448 3,103 824 t
45 39 0 1 1 12 2 4 4 3 1 0 4 0 0 1 1 0 0 1 1,884 1,507 415 t
46 30 0 0 1 36 4 2 2 3 1 0 4 0 0 1 1 0 0 2 11,054 7,737 1,640 v
47 37 1 1 1 36 2 2 2 2 2 0 1 1 0 1 0 0 0 3 3,620 1,810 334 t
48 22 2 2 1 24 2 2 1 2 1 1 3 0 0 0 1 0 0 4 3,092 1,546 -790 t
49 23 2 1 1 12 4 1 2 1 1 0 1 0 0 1 0 0 1 4 3,573 2,501 590 v
50 26 0 1 2 12 4 2 4 2 1 0 2 0 0 1 0 0 0 4 1,934 1,547 282 t
51 27 1 1 1 24 2 1 1 2 1 0 4 0 0 1 0 0 0 1 3,123 2,498 -1,330 v
52 26 1 1 1 12 2 2 3 2 1 0 4 0 0 1 0 0 1 1 759 531 -305 t
53 44 0 1 2 24 4 4 4 2 1 0 3 0 0 0 0 0 0 0 5,507 4,956 848 v
54 32 2 1 2 36 2 1 3 2 2 0 3 0 0 1 0 0 0 5 2,273 1,818 350 t
55 23 2 1 1 12 2 1 1 2 1 1 1 0 0 0 0 0 1 4 1,534 920 -415 t
56 23 0 0 2 12 4 4 3 2 1 0 4 0 0 1 0 0 1 0 996 498 68 t
57 49 1 0 1 24 2 4 4 2 2 0 4 0 1 0 1 0 0 2 2,964 2,964 1,012 t
58 23 1 1 1 24 2 4 1 1 1 1 4 0 0 0 1 0 1 3 3,234 3,234 -1,151 t
59 30 2 1 2 18 4 3 4 2 1 0 3 1 1 1 0 0 1 1 1,056 950 -388 t
60 58 1 1 4 12 4 3 3 1 1 0 4 0 0 1 1 0 1 4 385 308 19 t
61 45 2 1 1 7 2 1 1 2 1 0 1 1 0 1 0 0 1 4 2,329 1,397 277 t
62 22 1 2 1 12 2 3 0 2 1 0 4 0 0 1 0 0 0 0 741 518 -192 t
63 27 2 1 2 21 4 3 3 2 1 0 2 0 0 1 0 0 0 6 3,652 2,191 337 t
64 28 1 1 1 24 2 4 2 2 1 0 2 0 0 1 0 0 0 4 3,660 2,928 805 t
65 27 1 1 1 18 2 1 0 0 1 0 4 0 0 1 0 0 1 5 750 525 -403 t
66 50 1 1 1 48 2 1 3 3 1 0 4 0 0 0 1 0 0 5 7,476 5,980 1,585 t
67 23 3 1 1 12 2 4 2 2 1 1 3 0 0 0 0 0 1 4 1,297 648 137 t
68 27 0 2 2 24 4 3 2 1 1 0 3 0 0 1 1 0 0 6 4,139 3,311 551 t
69 56 0 1 1 6 2 2 1 2 1 0 1 0 0 1 0 0 0 5 1,538 1,230 364 v
70 25 1 1 2 15 4 3 2 2 1 0 2 0 0 1 0 0 0 3 975 585 88 t
71 29 0 3 1 12 2 4 2 1 1 1 4 0 0 0 0 0 0 3 1,123 1,010 -535 v
72 32 0 3 2 18 4 3 4 3 1 0 4 0 1 1 1 0 0 4 629 440 56 t
73 34 3 1 2 9 0 2 1 3 1 0 4 0 0 1 1 0 0 4 1,337 1,203 -479 t
74 33 2 1 1 24 3 2 1 2 1 0 1 0 0 1 0 0 0 4 6,403 3,841 696 t
75 32 1 2 1 24 1 3 3 2 1 0 2 0 1 1 0 0 0 1 2,325 1,627 356 t
76 49 1 1 1 6 2 1 4 2 1 0 2 0 1 1 1 0 0 3 428 342 99 v
77 59 0 0 1 15 4 4 4 2 1 0 1 0 0 1 1 0 0 1 5,045 3,027 507 t
78 26 1 0 1 24 2 4 4 2 1 1 2 0 0 0 0 0 1 2 2,812 1,406 198 t
79 25 2 1 2 39 4 2 3 2 1 0 2 1 0 1 0 0 1 4 4,933 3,946 -2,365 t
80 39 2 1 1 21 2 4 4 2 2 0 2 0 0 1 0 0 0 6 1,188 594 -446 v
81 54 0 1 2 24 4 4 4 2 2 0 4 0 0 0 0 0 0 5 1,597 1,597 401 t
82 26 2 1 1 8 2 2 1 2 1 0 3 0 0 1 1 0 1 6 907 816 248 t
83 27 0 1 2 12 2 2 2 2 1 0 3 0 0 1 1 0 1 1 1,101 990 198 v
84 44 0 3 2 24 3 2 2 2 2 0 4 0 0 1 1 0 0 6 2,375 1,425 148 t
85 29 1 1 1 36 2 2 3 2 1 0 4 0 0 1 0 0 0 3 5,179 4,143 -2,232 t
86 33 1 1 2 20 4 2 2 2 1 1 4 1 1 0 0 1 0 1 2,235 1,341 -603 t
87 27 0 4 2 24 4 2 2 2 1 0 4 0 0 1 0 0 1 2 5,804 4,643 956 v
88 40 0 3 2 36 3 4 3 2 1 0 2 0 0 1 1 0 0 3 7,678 4,606 682 t
89 38 0 1 1 24 2 3 3 3 1 0 3 0 0 1 1 0 0 2 7,814 7,032 2,237 t
90 43 1 1 4 27 4 4 4 3 2 0 4 0 1 1 1 0 0 6 2,442 1,709 -10 t
91 43 1 1 1 16 4 4 4 2 1 1 2 1 1 0 1 0 0 1 2,625 2,625 -1,254 v
92 34 0 1 2 36 3 4 2 2 1 0 4 0 0 1 0 0 1 4 4,454 3,117 397 t
93 28 0 1 2 18 4 2 2 2 1 0 4 0 0 1 0 0 0 3 1,817 1,453 207 t
94 24 1 1 1 24 2 1 1 1 1 0 4 0 0 1 0 1 0 3 1,747 1,572 457 v
95 45 0 0 1 12 2 3 1 3 2 0 2 0 0 1 1 0 0 1 3,527 2,468 522 v
96 40 2 1 3 18 4 3 0 0 2 0 3 0 0 1 1 0 0 6 3,590 2,872 343 t
97 30 0 1 2 6 4 2 4 2 1 1 2 0 0 0 0 0 1 4 1,740 1,218 168 t
98 22 2 2 1 15 2 2 2 2 1 0 4 1 0 1 0 0 1 0 1,514 1,211 296 v
99 49 2 1 1 30 4 2 3 2 1 0 2 0 0 1 0 0 0 3 8,386 8,386 -3,751 t
100 37 0 0 2 12 4 1 1 1 2 0 2 0 0 1 0 0 0 5 3,565 2,852 553 v
101 22 2 1 1 48 2 2 2 2 1 0 2 0 0 1 0 0 1 4 5,951 5,355 -3,080 v
102 24 1 1 1 48 2 4 1 2 1 1 3 0 0 0 0 0 0 6 4,308 4,308 -2,807 t
103 44 1 3 1 6 2 3 2 2 2 1 2 0 0 0 0 0 1 4 2,647 2,647 770 v
104 27 1 1 1 24 2 2 2 2 1 0 2 0 1 1 0 0 0 3 4,020 3,618 879 t
105 26 2 3 1 12 2 1 2 2 1 0 3 0 0 1 1 0 0 4 1,158 926 253 v
106 30 2 1 2 27 3 2 4 3 1 0 1 0 0 1 1 0 0 2 5,965 5,965 1,508 t
107 50 2 0 2 15 4 4 4 2 1 0 4 1 0 1 1 0 1 4 1,537 1,383 291 t
108 46 0 0 2 7 4 2 4 1 1 1 4 0 0 0 1 0 0 4 730 511 85 v
109 47 0 3 1 15 2 3 4 2 1 0 4 0 1 1 1 0 0 4 1,213 1,091 261 t
110 54 1 1 1 12 4 3 4 2 1 0 4 0 0 1 0 0 1 2 1,409 1,268 318 t
111 24 2 1 1 36 2 4 3 2 1 1 4 0 0 0 0 0 0 4 2,323 1,393 296 t
112 23 3 1 1 15 2 4 1 2 1 1 4 0 0 0 1 0 0 5 392 352 91 t
113 41 0 1 2 24 4 2 4 3 1 1 4 0 0 0 1 0 0 2 3,868 2,707 372 v
114 29 1 1 1 36 3 3 2 2 1 0 4 0 1 1 1 0 0 5 6,887 6,198 -4,715 t
115 30 2 1 1 36 2 1 1 3 1 0 4 0 0 1 1 0 0 4 4,795 3,356 805 t
116 38 0 1 1 10 2 4 2 2 1 0 1 0 0 1 1 1 0 4 1,924 1,539 381 v
117 30 0 1 2 18 4 1 1 2 1 0 4 0 0 1 0 0 0 1 1,055 844 164 t
118 26 0 1 1 12 2 1 2 2 1 0 4 0 0 1 1 0 1 3 763 610 175 t
119 30 2 1 2 36 3 2 2 3 1 0 2 0 1 1 1 0 1 6 4,455 4,455 -2,746 t
120 34 2 2 1 48 0 4 3 1 2 0 4 0 0 0 0 0 0 6 3,844 3,075 -2,447 t
121 27 1 1 1 12 2 3 2 1 1 0 4 0 0 1 0 0 1 1 1,168 934 251 t
122 45 0 0 1 36 2 4 4 1 1 0 2 0 0 1 1 0 1 4 3,835 2,301 458 t
123 23 1 0 1 12 2 4 2 2 1 1 4 0 1 0 1 0 0 5 1,200 1,080 299 t
124 51 0 3 1 9 2 4 4 1 1 0 2 0 0 0 0 0 0 1 2,507 1,504 262 t
125 51 0 1 1 6 2 2 3 2 2 0 3 0 0 1 0 0 0 4 1,595 1,595 534 v
126 46 3 1 1 12 2 2 2 1 1 0 1 0 0 1 0 0 0 3 2,251 1,575 349 t
127 55 1 1 1 24 2 4 4 2 1 0 4 0 0 1 0 0 0 4 1,603 961 195 v
128 37 0 3 1 12 4 4 3 2 1 1 3 0 0 0 1 0 0 3 1,402 1,261 397 t
129 50 0 1 1 12 2 2 2 2 1 0 4 0 0 1 0 0 1 3 1,574 1,416 446 t
130 28 2 1 1 36 2 4 1 3 1 1 1 0 0 0 1 0 0 2 9,398 6,578 -2,415 v
131 42 2 1 1 36 0 1 2 2 1 0 4 0 0 1 1 0 0 4 3,804 2,282 -1,051 v
132 25 0 2 1 24 2 1 2 2 1 0 4 0 1 1 0 0 0 3 5,511 3,306 723 t
133 32 1 1 1 24 2 3 1 2 1 0 4 0 0 1 0 0 0 4 1,938 1,550 -696 v
134 30 0 2 2 18 4 2 2 2 1 0 4 0 0 1 0 0 1 5 1,864 1,491 -1,183 t
135 26 1 1 1 21 2 4 3 1 1 1 1 0 0 0 0 0 0 3 3,599 2,159 426 t
136 29 2 1 1 9 2 2 2 2 1 0 1 0 0 1 0 1 0 3 959 479 -247 v
137 37 3 0 1 12 2 3 4 3 1 0 2 0 0 1 0 0 0 4 3,399 2,039 493 t
138 33 0 1 2 18 4 4 4 2 1 0 3 0 0 1 1 0 0 4 6,070 4,249 758 t
139 38 2 1 1 18 2 4 0 3 1 0 3 0 0 0 1 0 0 2 12,976 6,488 -3,587 v
140 19 2 4 1 12 2 4 1 1 1 1 1 0 0 0 0 0 1 3 983 589 141 t
141 28 2 0 2 18 4 4 2 2 1 0 4 0 1 1 0 0 1 6 1,887 1,698 312 v
142 35 0 1 2 33 4 2 3 3 1 0 3 0 0 1 1 0 0 2 7,253 5,077 730 t
143 30 2 0 1 12 2 2 2 2 1 0 4 0 0 1 0 0 0 2 2,028 1,825 518 v
144 29 2 1 2 24 2 3 2 3 1 0 2 0 1 1 1 0 0 0 11,328 7,929 -4,440 v
145 30 1 1 1 12 2 3 2 2 1 0 2 0 0 1 0 0 0 3 1,620 972 200 t
146 29 0 1 1 6 2 1 2 2 1 0 3 0 0 1 0 0 1 4 518 466 135 t
147 36 1 1 1 15 2 3 1 2 1 0 2 0 0 1 0 0 1 1 1,721 860 163 t
148 23 1 1 1 6 2 4 1 2 1 0 4 0 0 1 0 0 0 5 448 268 -220 t
149 26 2 1 1 24 2 1 1 2 1 0 4 0 0 1 0 0 0 1 1,201 720 165 v
150 42 2 1 2 27 0 4 4 3 1 0 2 0 0 0 1 0 0 6 8,318 7,486 -5,624 v
151 42 1 1 1 36 2 4 4 2 2 0 2 0 0 0 0 0 0 2 5,493 4,394 1,032 t
152 32 0 1 1 36 2 2 2 3 1 0 2 0 0 0 1 0 0 2 4,686 2,343 378 v
153 24 1 1 1 18 2 2 2 2 1 0 2 0 0 1 0 0 1 4 3,190 1,914 -1,031 t
154 28 2 2 2 15 2 4 2 2 1 1 2 0 0 0 1 0 0 1 2,631 1,315 -459 t
155 60 0 1 2 24 3 4 4 2 1 0 4 0 0 0 1 0 0 1 2,032 1,219 125 t
156 45 0 3 1 6 1 4 4 1 2 0 2 0 1 1 0 0 0 4 1,750 1,050 229 v
157 24 1 1 1 24 1 4 3 1 1 1 4 1 1 0 0 0 0 4 1,546 1,546 -813 t
158 38 0 1 1 30 4 2 3 2 1 0 3 0 0 1 0 0 0 4 5,954 4,167 835 t
159 49 2 1 2 12 4 3 1 1 2 0 1 0 1 1 0 0 1 1 3,124 3,124 616 t
160 42 2 0 2 24 3 4 2 2 1 1 4 0 0 0 1 0 0 1 1,965 1,572 307 v
161 30 2 1 1 9 2 1 2 2 1 0 4 0 0 1 0 0 0 3 918 734 -284 v
162 48 3 2 1 10 2 4 4 1 2 0 1 0 0 0 0 0 0 1 1,240 744 -409 t
163 32 0 1 2 18 4 2 2 2 1 0 3 0 1 1 0 0 0 1 1,530 1,377 -653 t
164 44 1 1 1 18 1 3 2 2 1 0 4 0 1 1 0 0 0 3 1,553 931 -366 t
165 38 2 1 2 15 2 4 4 1 1 0 4 0 0 1 0 0 0 0 1,308 784 78 t
166 37 2 1 1 12 2 2 2 1 1 0 4 0 0 1 0 0 0 3 1,922 1,345 -494 t
167 23 1 0 1 12 2 2 2 2 1 0 4 0 0 1 0 0 0 1 900 900 -491 t
168 31 0 2 2 36 2 2 3 2 1 0 2 0 0 1 1 0 0 6 5,742 5,742 1,198 t
169 37 0 0 1 12 2 4 2 2 1 0 4 0 0 0 1 0 0 4 2,279 1,595 426 v
170 25 2 2 1 15 2 2 2 1 1 0 3 0 0 1 0 0 1 0 2,631 1,841 457 t
171 46 1 1 2 48 4 4 4 2 1 0 4 0 0 0 1 0 0 2 6,331 5,697 -2,024 t
172 35 1 1 1 6 1 4 4 2 1 0 4 0 0 0 0 0 0 5 1,198 838 -590 t
173 24 2 4 1 6 1 2 1 2 2 1 4 0 1 0 0 0 0 5 433 389 -328 t
174 21 1 1 1 24 2 4 2 1 2 1 2 0 0 0 0 0 1 4 1,987 1,192 -693 t
175 23 2 1 1 10 1 4 2 1 1 0 4 0 1 1 0 0 1 4 1,048 838 186 t
176 23 1 1 1 18 2 2 1 1 1 0 1 0 0 1 0 0 0 1 976 683 -300 t
177 24 1 1 2 18 4 4 2 2 1 1 4 0 0 0 0 0 1 3 2,124 1,486 -587 v
178 25 1 1 2 36 4 2 2 3 1 0 3 0 0 1 1 0 0 5 8,065 4,839 -3,043 t
179 60 0 4 1 24 4 4 4 2 1 0 4 0 0 1 1 0 1 1 1,940 1,746 466 t
180 41 0 0 1 24 2 4 4 3 2 0 3 0 0 1 1 0 0 2 6,313 6,313 2,196 v
181 48 2 1 2 18 4 4 4 1 1 1 3 1 1 0 1 0 1 4 1,795 1,615 282 v
182 28 2 1 1 6 2 3 3 1 1 0 3 1 1 1 0 0 1 4 484 338 71 v
183 24 3 1 1 12 2 1 2 2 1 0 3 0 0 1 0 0 0 4 3,016 2,412 567 t
184 23 1 1 1 18 2 3 1 2 1 1 4 0 0 0 1 0 0 1 1,216 729 -266 v
185 28 0 1 2 21 3 2 2 1 1 0 3 0 1 1 0 0 1 2 2,993 2,095 359 t
186 43 0 0 2 24 4 4 3 2 1 0 3 0 0 1 1 0 0 2 4,042 2,425 301 t
187 28 0 1 1 18 3 2 2 2 1 0 4 0 0 1 1 0 0 6 2,169 1,952 -1,355 t
188 46 3 1 2 6 4 4 4 2 2 0 1 0 0 1 0 1 1 1 1,343 805 84 t
189 48 0 0 1 24 2 4 2 2 1 0 2 0 0 0 1 0 0 2 9,277 5,566 981 t
190 46 0 1 2 15 4 4 4 2 1 0 4 0 0 1 1 0 0 4 1,829 1,829 464 t
191 44 0 0 2 20 4 4 1 2 1 0 2 0 0 1 1 0 1 1 3,485 2,788 456 t
192 25 2 1 1 24 4 4 1 1 1 0 2 0 1 1 0 0 0 3 4,736 4,262 -1,718 v
193 37 0 3 1 48 3 1 3 3 1 0 4 0 0 1 1 0 0 4 12,749 12,749 3,442 t
194 22 2 1 1 9 2 2 1 2 1 0 4 0 0 1 1 0 0 4 1,670 1,503 -488 v
195 31 0 1 1 10 2 2 2 1 2 0 3 0 0 1 0 1 1 1 1,546 1,236 286 v
196 24 1 1 2 36 3 1 3 2 1 0 2 0 0 1 1 0 0 6 2,145 1,072 -673 v
197 47 2 1 2 21 3 4 2 2 1 0 1 0 0 1 0 0 0 1 2,353 2,117 405 t
198 43 0 1 1 24 2 4 2 1 2 0 1 0 0 1 0 0 0 1 7,393 4,435 767 t
199 33 0 1 1 48 2 2 0 3 1 1 3 0 1 0 1 0 0 6 4,844 3,390 -2,152 t
200 34 0 2 1 15 1 4 4 1 2 0 4 0 1 1 0 0 0 4 1,569 941 158 t
201 49 0 1 1 12 4 3 3 1 2 0 2 0 0 1 0 0 1 5 2,096 1,467 383 t
202 22 2 1 1 12 2 1 2 2 1 0 1 0 0 1 1 0 0 4 1,567 1,096 241 v
203 48 1 1 2 10 4 3 1 1 2 1 1 0 0 0 0 1 1 1 2,241 1,568 258 t
204 30 2 2 2 18 2 2 2 2 1 0 2 0 0 1 1 0 0 1 5,866 2,933 225 v
205 44 2 1 1 18 3 4 2 1 2 0 2 0 0 1 1 0 1 0 6,204 4,963 1,229 t
206 25 0 1 1 12 2 2 2 2 1 0 3 0 0 1 0 0 0 4 1,262 1,009 275 t
207 61 2 1 1 36 0 4 4 3 1 0 4 0 0 0 1 0 0 6 1,953 1,562 -976 t
208 51 1 1 2 8 4 4 4 3 2 0 3 0 1 0 1 0 0 0 1,164 698 87 v
209 24 0 2 1 18 2 4 2 1 1 1 3 0 0 0 0 0 0 6 1,568 1,254 363 t
210 33 0 0 1 12 4 3 4 1 2 0 4 0 1 1 0 0 0 4 797 717 -302 t
211 24 0 1 1 6 3 2 2 2 1 0 3 0 0 1 0 0 1 4 932 652 167 t
212 28 2 1 1 18 2 3 3 1 1 1 3 0 0 0 0 0 1 1 6,260 3,756 708 t
213 24 0 1 1 12 2 2 2 1 1 1 3 0 0 0 0 0 1 3 1,768 1,237 300 v
214 27 0 1 2 15 2 3 1 1 1 0 2 0 1 1 0 0 0 3 2,708 1,354 151 t
215 27 1 1 1 27 2 2 2 3 1 0 3 0 0 1 0 0 0 4 3,416 3,074 922 t
216 24 3 1 1 36 2 1 2 2 1 0 4 0 0 1 0 0 0 4 5,848 4,093 896 t
217 36 0 3 2 15 2 3 3 2 1 0 4 0 0 1 1 0 0 0 1,262 757 72 t
218 34 2 1 1 24 3 2 0 3 1 0 3 0 0 1 1 0 0 3 2,064 1,651 -882 t
219 40 1 0 2 21 1 2 2 1 2 0 4 0 0 1 0 0 0 1 1,647 1,152 -610 v
220 36 2 1 1 27 2 2 2 2 2 0 4 0 0 1 1 0 0 6 3,915 1,957 -1,448 t
221 26 0 1 2 27 3 4 3 2 1 0 3 0 0 1 0 0 0 6 5,117 3,581 647 t
222 50 1 1 2 27 0 4 0 2 1 0 2 0 1 1 1 0 0 6 5,293 4,763 -4,064 v
223 30 0 1 2 12 2 2 2 2 1 0 4 0 1 1 0 0 1 4 707 565 90 v
224 35 0 2 1 12 2 1 3 2 1 0 3 0 0 1 0 0 0 4 2,141 1,712 445 t
225 24 1 1 2 48 0 4 4 2 2 0 3 0 0 0 0 0 0 2 4,605 3,684 -1,645 t
226 24 2 1 1 30 2 2 2 2 1 0 4 1 1 1 0 0 0 1 2,150 1,720 -683 t
227 36 1 1 3 18 4 4 4 3 1 0 2 0 0 0 1 0 0 1 5,302 4,771 564 v
228 36 2 0 1 48 1 4 0 3 1 0 4 0 0 0 1 0 0 1 12,169 7,301 1,522 t
229 49 3 0 1 18 1 4 3 1 1 0 4 0 1 1 0 0 0 4 1,445 1,011 235 t
230 44 1 1 2 24 4 4 4 3 2 0 2 0 0 0 1 0 0 2 6,419 4,493 763 t
231 37 3 0 2 24 4 2 3 1 2 0 4 0 1 1 0 0 1 1 1,344 806 -348 v
232 26 3 1 1 24 2 4 1 2 1 0 2 0 0 1 0 0 0 3 3,749 2,624 612 v
233 34 1 1 1 24 2 1 3 3 1 0 2 0 0 0 1 0 0 2 2,910 1,455 306 t
234 24 2 2 1 60 2 2 1 3 1 0 4 0 0 1 0 0 0 1 7,408 5,926 -3,545 v
235 25 2 3 1 18 2 3 1 2 1 1 1 0 0 0 0 0 1 4 3,213 1,927 434 t
236 38 0 0 1 18 4 4 0 3 1 0 2 0 0 1 1 0 0 2 3,229 3,229 1,119 t
237 36 3 1 2 12 3 2 2 2 1 0 2 0 1 1 1 0 0 1 2,247 1,797 338 t
238 23 0 1 2 10 4 3 1 2 1 1 1 0 0 0 0 0 1 3 2,146 1,716 320 v
239 25 0 0 1 22 2 4 3 2 1 1 4 0 0 0 0 0 0 1 1,283 898 215 t
240 39 1 1 1 36 2 4 3 3 2 0 2 0 1 0 1 0 0 1 3,249 2,599 564 t
241 27 0 1 2 24 3 2 1 2 1 0 2 0 1 1 1 0 0 6 8,648 6,918 -4,433 t
242 42 0 1 2 12 4 2 0 3 1 0 4 0 1 1 1 0 0 6 2,292 2,292 -1,437 t
243 47 2 1 2 12 4 3 3 1 2 0 2 0 0 1 0 0 1 1 958 670 105 t
244 36 1 1 3 6 4 4 0 3 1 0 4 0 0 0 1 0 0 3 1,872 1,497 155 t
245 29 2 1 2 20 3 3 2 2 1 0 2 0 1 1 1 0 0 0 2,629 1,577 258 v
246 34 0 1 2 12 0 4 4 2 1 0 2 0 0 1 0 0 0 3 2,759 2,207 421 t
247 34 2 1 1 12 2 1 1 3 1 1 3 0 0 0 0 0 1 3 3,017 2,715 656 t
248 28 1 1 1 9 2 3 2 1 1 0 4 0 0 1 0 0 0 1 654 457 -188 t
249 57 1 4 2 30 2 4 4 2 1 1 4 0 0 0 1 0 0 3 3,622 2,173 302 v
250 27 0 2 2 6 4 1 2 2 1 0 1 0 0 1 0 0 0 4 1,237 1,113 195 v
251 49 3 2 1 9 2 4 4 2 1 0 2 0 0 1 0 0 1 4 1,126 563 92 v
252 26 3 1 1 15 2 4 3 2 1 1 2 0 0 0 1 0 0 6 2,687 2,687 791 t
253 53 1 1 2 48 0 4 2 2 2 0 3 0 0 0 0 0 0 3 7,119 5,695 -2,010 t
254 41 0 1 1 12 3 4 2 2 1 1 4 0 0 0 0 0 1 2 1,503 1,503 427 t
255 31 1 0 1 30 2 4 4 2 1 0 4 0 0 1 0 0 0 3 6,350 3,810 -1,837 t
256 34 1 1 2 48 2 1 3 2 1 0 1 1 0 1 1 0 1 4 6,999 4,899 -1,881 t
257 29 3 1 1 6 3 1 1 2 1 0 2 0 1 1 0 0 0 4 683 341 49 t
258 26 0 0 1 24 2 4 0 3 1 1 2 0 0 0 1 0 0 2 5,433 4,889 1,312 v
259 26 0 1 1 9 2 2 2 2 1 1 4 0 0 0 0 0 1 3 1,388 1,249 366 t
260 36 0 4 1 21 2 4 4 1 1 0 4 0 1 1 0 0 1 6 1,572 1,100 265 t
261 34 2 1 1 24 1 4 3 1 1 0 4 0 1 0 0 0 0 5 1,837 1,102 -822 t
262 29 1 4 1 21 2 2 1 2 1 0 4 0 1 1 0 0 0 4 3,357 2,685 766 v
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794 30 2 1 1 6 2 3 1 3 1 1 4 0 0 0 1 0 0 4 2,063 2,063 659 t
795 38 0 0 1 12 2 4 0 3 1 0 4 0 0 1 1 0 0 1 2,859 2,287 509 t
796 37 2 1 3 9 4 4 4 1 1 0 2 0 0 1 0 0 1 4 1,154 692 41 v
797 54 0 1 1 15 2 2 4 3 1 1 4 0 1 0 1 0 0 4 3,568 3,568 1,238 t
798 42 2 0 2 18 3 2 4 2 1 0 4 0 0 1 0 0 0 6 2,427 2,184 485 v
799 64 0 2 1 13 2 4 0 2 1 0 2 0 0 1 0 0 1 4 1,409 845 197 v
800 38 0 1 1 12 2 4 4 2 1 0 4 0 0 1 0 0 0 4 804 402 61 t
801 61 0 4 1 12 2 4 3 1 1 0 2 0 0 1 0 0 1 4 3,059 2,447 540 t
802 44 2 1 1 24 2 2 4 3 1 0 4 0 0 0 1 0 0 2 12,579 10,063 -3,320 t
803 34 2 1 1 7 2 2 2 2 1 0 3 1 0 1 0 0 1 4 2,415 2,173 578 t
804 37 3 1 1 10 2 2 2 2 1 0 2 0 0 1 1 0 0 0 1,225 612 102 t
805 39 0 1 2 11 4 4 2 1 1 0 1 0 0 1 0 0 0 1 7,228 6,505 1,165 t
806 23 3 1 1 18 2 2 4 3 1 0 3 0 0 1 0 0 0 1 1,961 1,961 659 t
807 37 0 1 1 36 2 4 2 2 1 0 4 0 1 0 1 0 0 5 1,819 909 -637 v
808 39 0 0 1 54 0 2 2 1 2 0 2 0 0 1 0 0 0 2 9,436 7,548 1,677 t
809 30 1 2 1 18 2 3 3 3 2 0 4 0 0 1 1 0 0 1 2,249 1,574 421 v
810 36 2 1 1 36 4 4 4 2 1 0 4 0 0 1 0 0 1 4 2,337 2,337 698 t
811 30 1 0 1 24 2 2 1 2 1 0 1 0 0 1 1 1 0 3 7,721 4,632 993 v
812 23 1 3 2 33 4 4 2 2 1 0 1 0 0 1 0 0 0 3 4,281 2,996 -1,312 t
813 34 2 1 2 12 4 2 0 3 1 0 4 0 0 1 1 0 0 2 1,860 1,302 211 t
814 35 2 0 3 15 4 2 3 2 1 0 4 1 1 1 1 0 1 4 2,728 2,728 362 v
815 28 1 1 2 36 4 2 2 2 1 0 3 1 0 1 0 0 0 3 5,371 4,833 1,137 t
816 38 2 2 2 24 2 3 3 2 1 0 2 0 1 1 1 0 0 1 3,512 3,160 561 t
817 25 0 1 1 24 2 4 3 2 1 1 2 0 0 0 1 0 0 3 3,972 2,383 396 t
818 31 0 1 2 12 2 2 3 3 2 1 4 0 0 0 1 0 0 4 1,963 1,177 172 t
819 20 1 2 1 12 2 1 3 2 1 0 4 0 0 1 0 0 0 4 674 606 -211 t
820 36 2 0 1 24 2 4 4 2 1 0 4 0 1 0 1 0 0 2 2,760 1,656 394 v
821 21 1 1 1 24 2 2 2 1 1 0 2 0 1 1 0 0 0 6 6,568 5,911 1,750 v
822 24 1 1 1 24 2 2 2 1 1 1 2 0 0 0 0 0 1 3 3,021 2,114 402 t
823 22 0 1 1 9 2 2 3 2 1 0 4 0 0 1 0 0 0 4 1,478 1,034 -372 t
824 35 0 1 2 12 4 2 2 2 1 0 4 0 0 1 0 0 0 4 1,291 903 173 t
825 26 3 1 1 24 2 2 2 2 1 0 2 0 0 1 0 0 1 3 1,925 1,732 535 t
826 23 0 2 1 15 2 4 1 2 1 0 1 0 0 1 1 0 0 2 3,812 3,812 1,205 t
827 45 1 1 1 14 2 4 4 3 1 0 1 0 0 1 1 1 0 1 8,978 7,182 -3,830 t
828 32 0 1 1 6 2 4 1 2 1 0 1 0 0 1 0 0 0 3 4,611 2,766 -1,336 v
829 49 2 1 2 12 2 4 2 2 1 0 4 1 0 1 1 0 1 4 1,092 764 94 v
830 43 0 1 1 18 2 4 2 2 1 0 3 0 0 1 1 0 1 3 2,515 1,257 235 v
831 24 2 1 1 8 2 4 2 2 1 0 3 0 0 1 0 0 1 3 1,237 989 -430 t
832 32 0 1 2 12 4 2 2 2 1 0 4 0 0 1 0 0 0 5 701 350 49 v
833 31 3 1 1 36 2 2 4 2 1 0 4 0 0 1 0 0 0 4 4,473 4,473 1,355 t
834 28 1 1 1 24 2 4 2 2 1 0 4 0 0 1 0 0 0 3 4,169 2,501 599 t
835 34 0 2 2 6 3 2 2 1 1 0 1 0 0 1 0 0 1 6 1,743 1,045 135 v
836 28 0 1 1 12 2 2 2 2 1 0 4 0 0 1 0 0 1 4 776 543 104 v
837 42 1 1 1 36 2 2 4 2 2 0 4 0 0 1 0 0 0 3 3,446 3,101 -1,708 t
838 57 2 1 1 36 2 2 4 3 1 0 4 0 0 0 1 0 0 1 14,318 11,454 -5,352 v
839 27 2 3 1 15 4 4 2 2 1 0 2 0 1 1 0 0 0 6 2,326 1,860 519 t
840 46 2 1 2 12 2 1 4 2 1 1 1 0 0 0 0 0 1 1 1,223 856 -335 v
841 26 0 3 1 24 2 2 4 3 1 0 3 0 0 1 1 0 0 4 3,235 1,617 258 t
842 31 0 3 1 21 2 2 3 3 1 0 1 0 1 1 0 0 0 1 2,782 1,669 366 t
843 20 0 1 1 9 2 4 4 2 1 0 1 0 0 1 0 0 0 3 1,313 787 154 v
844 65 1 1 2 42 4 4 0 0 1 0 4 0 0 1 0 0 0 0 3,394 2,036 258 t
845 55 3 0 1 12 2 4 4 3 1 0 3 0 0 1 1 0 1 3 1,424 854 199 t
846 27 1 1 1 6 2 1 1 2 1 0 4 0 0 1 0 0 1 0 343 308 98 t
847 26 0 1 2 33 3 2 2 2 1 0 2 0 0 1 1 0 0 6 2,764 1,658 189 v
848 39 2 2 1 12 2 4 3 1 1 0 3 0 0 1 0 0 1 6 1,037 622 116 t
849 35 0 2 1 10 2 2 2 1 1 1 3 0 0 0 0 1 1 1 1,418 992 206 v
850 32 2 1 1 18 2 2 4 1 1 0 4 1 0 1 0 0 1 4 1,301 650 121 t
851 28 0 1 1 24 2 2 2 2 1 0 4 0 0 1 0 0 0 4 1,413 1,413 426 t
852 43 1 2 1 6 2 2 4 2 1 0 3 0 0 1 1 0 0 1 1,203 842 162 t
853 31 1 1 1 36 2 4 2 2 1 1 4 0 0 0 0 0 0 4 2,302 1,841 -888 v
854 42 1 1 1 48 2 4 4 3 1 0 4 0 1 0 0 0 0 1 7,763 5,434 -2,226 t
855 24 1 1 1 12 1 4 2 1 1 0 4 0 1 1 0 0 1 4 626 563 -231 t
856 27 1 1 1 24 1 4 3 2 1 0 3 0 1 1 0 0 0 3 3,552 1,776 -894 t
857 41 2 0 2 48 2 1 3 2 2 0 4 0 0 1 1 0 0 4 3,979 2,785 481 t
858 27 2 1 2 36 4 4 1 2 1 0 4 0 0 1 0 0 0 1 2,820 2,256 -1,037 t
859 47 1 1 1 18 2 3 2 1 1 0 4 0 0 1 1 0 1 0 1,217 973 -395 t
860 31 0 1 2 18 4 2 3 2 1 0 2 0 1 1 0 0 0 1 2,775 2,220 -689 t
861 33 0 1 1 18 2 1 1 2 1 0 4 0 0 1 0 0 1 4 2,051 1,435 343 t
862 21 2 2 1 30 2 4 2 2 1 1 2 0 0 0 0 0 0 3 3,441 2,752 -1,151 t
863 36 0 3 2 42 4 4 2 2 1 0 4 0 0 1 1 0 1 3 4,042 3,233 650 v
864 34 0 1 1 12 2 3 1 2 2 0 4 0 0 1 0 0 0 4 1,493 1,045 266 t
865 38 3 1 1 24 2 3 3 2 2 0 4 0 1 0 0 0 0 1 947 947 -411 t
866 28 2 1 2 30 0 1 2 2 1 0 2 0 0 1 0 0 0 6 4,221 2,954 414 v
867 43 1 1 2 12 4 4 4 2 1 1 3 0 0 0 1 0 0 1 4,843 4,358 -1,482 t
868 64 1 1 1 24 2 4 4 1 1 1 4 0 1 0 0 0 1 4 2,384 1,430 322 t
869 35 0 2 1 9 2 4 4 2 1 0 3 0 0 1 1 0 0 4 2,753 2,202 503 t
870 24 0 1 2 18 4 2 2 2 1 0 4 0 0 1 0 0 0 4 1,800 1,440 233 t
871 25 2 1 1 9 2 4 4 2 1 0 4 0 0 1 0 0 1 4 1,206 1,085 296 t
872 31 3 0 2 24 4 2 2 2 1 0 3 0 0 1 1 0 0 4 3,148 1,574 135 t
873 59 2 1 1 48 1 3 4 2 1 1 4 0 0 0 0 0 0 6 6,416 6,416 -3,914 t
874 45 0 1 2 6 4 3 3 3 2 0 1 0 0 1 1 0 0 1 6,761 6,084 1,037 t
875 26 0 0 1 21 2 3 2 2 1 0 1 0 0 1 0 0 0 2 5,248 2,624 487 t
876 31 0 1 1 24 2 2 2 2 1 0 2 1 0 1 1 0 1 1 1,393 835 178 v
877 28 2 1 3 12 4 4 4 2 1 1 1 0 0 0 1 0 0 3 3,617 3,255 535 v
878 38 0 4 2 36 4 2 4 3 1 0 4 0 0 1 1 0 0 2 5,711 4,568 987 t
879 50 2 1 1 48 3 4 4 2 1 0 4 0 0 0 0 0 0 5 6,224 4,979 -4,477 v
880 54 0 0 2 24 3 4 4 2 1 0 4 0 0 1 1 0 0 1 717 501 83 t
881 55 2 1 1 42 1 2 0 3 1 0 1 0 1 0 1 0 0 2 9,283 8,354 2,423 t
882 43 1 1 1 36 2 3 0 3 1 0 2 0 0 1 0 0 0 0 15,857 15,857 4,387 v
883 47 1 0 1 36 2 4 4 2 1 0 3 0 0 0 0 0 0 2 8,335 5,001 -2,571 t
884 63 1 1 2 24 4 4 4 2 1 0 4 0 0 1 1 0 0 2 2,957 1,774 277 t
885 59 1 1 1 9 2 4 3 2 1 0 3 0 0 1 0 0 1 4 1,364 1,091 276 v
886 29 1 1 1 15 2 2 2 2 1 0 3 0 0 1 1 0 0 1 3,959 2,771 -1,073 t
887 37 0 0 2 36 2 2 4 2 1 0 3 0 0 1 0 0 0 6 7,409 4,445 671 v
888 27 1 1 1 9 2 2 1 3 1 0 3 0 0 0 1 0 0 1 1,422 995 -316 v
889 34 0 1 2 36 4 4 4 3 1 0 4 0 0 1 1 0 0 1 6,614 3,307 261 v
890 33 0 0 1 15 2 4 3 1 1 1 1 0 1 0 0 0 1 3 2,186 1,530 374 v
891 46 0 1 2 15 3 2 1 1 1 0 1 0 0 1 0 0 0 2 3,594 3,594 824 t
892 33 1 2 1 24 2 1 0 2 1 0 1 0 0 1 0 0 0 3 2,359 2,123 -1,023 t
893 58 0 0 1 30 2 4 4 2 1 0 4 0 0 1 1 0 0 4 1,867 1,120 242 v
894 42 2 1 1 60 2 4 2 2 1 0 4 0 0 0 0 0 0 5 6,288 5,659 -3,994 t
895 43 0 1 1 18 2 1 1 1 2 0 4 0 0 1 0 0 0 3 1,533 1,073 -566 t
896 45 1 1 1 28 2 2 2 1 1 0 3 0 0 1 0 0 0 1 4,006 2,804 -1,282 t
897 29 0 0 1 42 2 4 3 2 1 1 2 0 0 0 1 0 0 4 7,166 5,016 1,013 v
898 47 0 1 2 24 3 4 4 1 2 0 4 0 0 1 0 0 0 1 2,538 2,284 -904 t
899 29 1 1 1 24 2 2 0 3 1 0 4 0 0 0 1 0 0 2 6,579 3,947 794 t
900 23 1 1 1 45 2 4 2 2 1 0 4 0 0 0 1 0 0 4 1,845 1,476 -884 t
901 28 2 1 2 30 4 2 0 3 1 0 4 0 0 1 0 0 0 1 5,234 4,187 -1,605 t
902 31 0 3 1 24 2 2 4 2 2 0 3 0 0 1 1 0 0 4 3,430 2,401 637 t
903 63 1 1 2 60 3 4 4 2 1 0 3 0 0 1 1 0 0 6 6,836 3,418 -2,339 t
904 24 2 1 1 9 2 3 2 2 1 0 4 0 0 1 0 0 1 4 458 412 127 t
905 28 0 2 1 12 2 2 2 2 1 0 4 0 0 1 0 0 1 4 2,073 1,243 224 t
906 23 1 1 2 36 4 4 1 1 1 1 4 0 0 0 1 0 0 3 6,229 3,737 -1,801 t
907 25 0 0 1 36 2 4 2 2 1 0 4 0 0 1 0 0 0 4 2,394 1,436 283 t
908 22 2 1 1 30 2 1 1 2 1 0 2 0 0 1 0 0 0 3 3,832 3,448 857 t
909 28 1 1 2 12 0 3 3 2 1 0 4 0 0 1 0 0 1 0 1,108 1,108 -368 t
910 36 2 0 2 20 3 4 3 3 2 1 3 0 1 0 1 0 0 2 7,057 5,645 807 t
911 35 2 3 1 14 2 2 4 2 1 0 1 0 0 1 1 0 1 6 1,410 846 144 t
912 36 2 3 1 12 4 3 3 3 1 0 3 0 0 1 1 0 0 1 2,366 2,366 810 v
913 29 1 1 2 12 4 2 2 2 1 0 3 0 0 1 0 0 1 1 3,499 3,149 -1,351 t
914 44 3 1 1 12 2 2 2 1 1 1 2 0 0 0 1 0 0 4 1,881 1,128 264 v
915 46 0 4 2 18 4 4 4 2 1 0 4 0 0 1 0 0 0 4 1,582 1,582 344 t
916 34 0 0 2 6 4 2 2 1 2 0 1 0 0 1 0 0 1 4 1,898 1,328 218 v
917 31 2 1 2 24 4 4 4 2 1 0 4 0 0 1 1 0 1 6 1,935 967 -865 t
918 65 1 1 2 21 4 4 4 2 1 0 4 0 0 1 0 0 1 1 571 456 87 t
919 33 2 1 2 18 0 4 2 2 1 0 1 0 1 1 1 0 0 3 3,244 2,919 702 t
920 40 2 1 1 18 3 3 4 3 1 0 4 0 0 1 1 0 0 3 4,297 3,437 -1,255 t
921 55 0 4 1 12 2 2 3 2 1 0 3 0 0 1 0 1 0 2 1,413 1,271 384 t
922 64 0 1 1 10 2 4 2 2 1 0 2 0 0 1 1 0 0 1 1,364 1,364 373 t
923 22 1 1 1 24 2 1 1 2 1 0 4 0 1 0 0 0 0 3 3,149 1,889 323 v
924 39 1 1 1 30 2 3 4 2 2 0 1 1 0 1 0 0 0 4 2,522 1,765 376 t
925 22 0 1 1 18 2 4 0 2 1 1 3 0 0 0 0 0 1 4 433 346 -116 t
926 57 0 2 3 11 4 4 0 1 1 0 4 0 0 1 0 0 1 4 1,154 1,154 219 t
927 25 0 0 2 24 2 2 4 2 1 0 4 0 0 1 0 0 0 4 999 999 197 t
928 29 0 2 1 24 2 4 2 3 1 1 4 0 0 0 1 0 0 4 1,901 1,330 310 t
929 48 1 1 1 24 3 4 1 2 1 0 4 0 1 1 0 0 1 4 1,024 614 -325 v
930 32 2 4 2 21 4 2 3 2 1 0 3 0 0 1 1 0 0 3 2,745 1,647 171 v
931 22 2 1 1 9 2 4 2 1 1 1 4 0 0 0 0 0 1 1 276 220 50 t
932 27 1 1 2 15 3 4 4 1 1 0 1 0 0 1 0 0 0 3 3,643 3,643 855 t
933 28 2 1 1 6 2 4 4 2 2 0 4 0 0 1 0 0 0 4 1,068 640 152 v
934 31 2 1 1 10 2 2 2 1 1 0 4 0 0 1 0 0 0 3 1,521 912 207 t
935 32 2 4 2 9 4 3 4 2 2 0 4 0 0 0 0 0 0 5 1,136 681 -538 t
936 23 1 1 1 30 2 4 3 2 1 1 4 0 0 0 0 0 1 3 2,406 1,924 -1,024 v
937 40 2 1 1 18 2 4 3 2 1 1 2 0 0 0 0 0 1 3 3,001 2,700 699 v
938 52 0 2 2 6 4 4 2 1 1 0 4 0 0 1 0 0 0 1 362 253 41 t
939 27 0 1 2 9 2 2 3 2 1 0 3 0 0 1 0 0 0 6 1,449 1,159 200 v
940 43 0 4 2 24 4 1 2 1 1 0 4 0 0 1 0 0 1 4 1,516 1,061 172 t
941 28 3 3 3 12 4 2 3 2 1 0 4 0 0 1 1 0 1 1 939 751 -250 t
942 33 2 0 1 18 2 2 2 2 1 0 4 0 0 1 0 0 0 1 1,042 729 -364 t
943 55 1 1 3 18 4 4 0 0 2 0 2 0 0 0 0 0 0 0 1,190 833 -394 t
944 26 3 1 1 12 1 1 1 0 1 0 4 0 0 1 0 0 1 6 609 548 -349 t
945 61 2 4 2 15 3 3 2 2 1 0 3 0 1 1 0 0 0 0 1,512 907 -338 v
946 32 0 1 1 18 2 2 1 2 1 0 3 0 0 1 1 0 0 4 4,594 2,756 556 t
947 35 0 1 2 24 3 3 3 1 1 0 3 0 0 1 1 0 0 2 4,679 3,275 604 t
948 44 1 1 2 15 4 4 4 2 2 0 4 0 0 1 1 0 0 3 1,478 886 137 v
949 26 0 1 1 6 2 3 2 2 1 1 2 1 0 0 0 0 0 1 3,518 3,518 1,046 t
950 28 3 2 2 6 4 4 4 2 2 0 2 0 0 1 1 0 0 1 1,323 1,058 166 t
951 45 0 2 1 39 2 2 4 3 1 0 4 0 0 1 1 0 0 2 8,588 5,152 948 t
952 36 0 0 2 6 4 4 4 2 1 0 4 0 0 0 0 0 0 4 700 350 29 t
953 41 1 1 1 6 2 4 1 1 2 0 3 0 0 1 1 0 1 1 662 595 182 v
954 45 3 1 1 18 2 1 1 1 1 0 1 0 1 1 0 0 0 3 3,049 3,049 902 v
955 35 0 0 2 48 4 1 3 2 1 0 2 0 0 0 1 0 0 2 8,858 7,086 1,010 v
956 31 2 1 2 18 4 2 1 1 1 0 2 0 0 1 0 0 1 3 1,928 1,735 -849 v
957 31 1 1 1 48 2 2 2 2 1 0 3 0 0 1 1 0 0 4 6,758 4,054 -1,503 v
958 27 0 1 2 24 2 3 1 1 1 0 4 0 0 1 0 0 0 0 937 655 103 t
959 60 1 1 2 12 4 3 4 2 1 0 3 0 0 1 0 0 0 3 2,246 1,572 -654 t
960 32 0 1 1 24 3 2 2 2 1 0 1 0 0 0 0 0 0 6 3,863 3,476 975 t
961 45 0 0 1 15 2 4 4 2 2 0 4 0 1 0 0 0 0 2 1,300 780 130 v
962 49 0 1 1 12 2 2 2 1 1 0 4 0 0 1 0 0 1 1 640 320 44 t
963 64 0 0 1 9 2 4 4 1 1 0 1 0 0 1 0 0 1 5 3,832 1,916 323 v
964 26 1 1 2 42 3 2 3 2 2 0 3 0 1 1 1 0 0 4 4,370 3,933 -1,461 v
965 40 1 1 1 12 2 4 2 1 2 1 4 0 0 0 0 0 0 5 684 615 -487 v
966 41 2 1 1 18 4 1 4 2 1 0 2 0 0 1 1 0 0 3 6,361 5,088 1,098 t
967 47 3 1 1 30 4 4 4 2 1 0 4 0 0 1 0 0 0 4 3,017 1,810 323 t
968 26 0 1 1 18 2 1 1 2 1 0 3 0 0 1 0 0 1 4 1,453 1,162 293 v
969 31 1 4 1 12 2 3 2 2 2 0 1 0 0 1 0 0 0 1 3,651 3,285 882 t
970 40 3 1 1 15 2 4 4 3 1 1 4 0 0 0 1 0 0 5 1,905 1,143 208 v
971 37 2 1 1 9 2 2 2 1 2 0 2 0 0 1 0 0 1 4 2,118 2,118 630 t
972 31 2 2 2 20 0 4 4 2 1 0 3 0 1 1 1 0 0 2 6,148 4,918 809 t
973 36 3 4 2 24 4 4 2 2 1 0 2 0 0 1 1 0 1 6 1,275 892 116 t
974 26 2 2 2 30 0 4 2 1 1 1 4 0 0 0 0 0 0 6 4,280 2,568 -1,974 t
975 33 0 1 1 15 2 2 3 2 1 0 2 0 0 1 0 0 0 2 3,029 1,817 366 v
976 35 1 1 2 12 4 3 4 2 1 0 4 0 0 1 0 0 0 1 691 414 -225 t
977 63 0 1 2 12 4 4 4 1 1 0 2 0 0 1 1 0 1 4 1,655 1,489 288 t
978 67 2 1 1 18 2 4 0 2 1 0 2 0 0 1 1 0 0 0 3,872 3,872 1,149 v
979 27 1 1 1 40 4 3 2 2 1 0 4 0 1 1 1 0 0 5 5,998 4,198 -3,572 t
980 35 2 0 1 9 2 2 1 0 1 0 4 0 0 1 0 0 1 1 1,549 929 192 t
981 26 2 1 2 15 0 1 1 0 1 1 2 0 0 0 0 0 1 1 1,778 1,066 -428 v
982 26 1 1 1 18 2 3 2 2 1 0 4 0 1 1 0 0 1 4 1,345 807 -352 t
983 38 2 0 1 48 3 4 2 2 2 0 4 0 0 0 1 0 0 6 6,681 6,012 1,714 t
984 46 0 1 2 24 4 3 4 2 1 0 4 0 0 1 0 0 1 4 2,611 2,349 482 t
985 57 1 1 1 12 2 4 4 1 1 0 4 0 1 1 0 0 1 4 709 425 -142 v
986 26 0 2 1 9 2 2 2 2 2 1 1 1 0 0 0 1 1 1 3,577 2,146 481 t
987 24 1 1 1 12 2 4 4 2 1 1 4 0 0 0 0 0 0 3 652 456 112 v
988 36 0 0 2 30 4 3 3 2 1 0 2 0 0 1 0 0 0 4 6,742 4,045 459 t
989 40 0 0 2 28 1 4 1 2 2 1 3 1 1 0 1 0 1 2 7,824 7,041 1,536 v
990 42 1 1 1 18 2 3 2 2 1 0 2 0 0 1 0 0 0 3 4,153 3,322 -1,278 v
991 33 2 0 1 9 2 2 2 1 1 0 1 0 0 1 0 0 1 1 3,195 2,556 679 v
992 39 1 1 1 24 2 2 4 3 1 1 4 0 0 0 1 0 0 3 3,345 2,676 -971 v
993 43 1 1 2 12 3 2 2 1 2 0 4 0 0 1 0 0 1 1 1,344 940 158 v
994 46 0 0 2 24 4 4 2 3 2 0 2 0 0 1 1 0 0 2 6,842 5,473 894 t
995 31 0 2 2 24 2 4 4 2 1 0 2 0 0 1 0 0 0 4 3,621 3,258 -1,327 t
996 30 2 2 1 24 2 4 4 2 1 0 4 0 0 0 0 0 0 3 3,069 1,841 322 t
997 40 1 1 2 11 4 2 2 1 2 0 1 0 0 1 0 0 1 1 3,939 2,363 324 t
998 25 2 2 1 15 1 2 2 2 1 1 2 0 0 0 0 0 0 1 1,264 884 -286 t
999 48 2 1 2 24 4 2 4 1 1 0 4 0 0 1 0 0 0 4 1,743 1,394 202 t
1000 27 2 2 1 45 4 4 0 2 1 0 3 0 0 1 0 0 0 2 4,576 4,118 1,200 v

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Data Dictionary

Var. # Variable Name Description Variable Type Code Description
1 OBS# Observation No. Numerical Sequence number in dataset
2 AGE Age in years Numerical
3 CHK_ACCT Checking account status Categorical 0 : < 0
1: 0 < ...< 200
2 : => 200
3: no checking account
4 SAV_ACCT Average balance in savings account Categorical 0 : < 100
1 : 100<= ... < 500
2 : 500<= ... < 1000
3 : =>1000
4 : unknown/ no savings account
5 NUM_CREDITS Number of existing credits Numerical
6 DURATION Duration of credit in months Numerical
7 HISTORY Credit history Categorical 0: no credits taken
1: all credits at this bank paid back duly
2: existing credits paid back duly till now
3: delay in paying off in the past
4: critical account
8 PRESENT_RESIDENT Present resident since - years Categorical 0: <= 1 year
1<…<=2 years
2<…<=3 years
3:>4years
9 EMPLOYMENT Present employment since Categorical 0 : unemployed
1: < 1 year
2 : 1 <= ... < 4 years
3 : 4 <=... < 7 years
4 : >= 7 years
10 JOB Nature of job Categorical 0 : unemployed/ unskilled - non-resident
1 : unskilled - resident
2 : skilled employee / official
3 : management/ self-employed/highly qualified employee/ officer
11 NUM_DEPENDENTS Number of people for whom liable to provide maintenance Numerical
12 RENT Applicant rents Binary 0: No, 1: Yes
13 INSTALL_RATE Installment rate as % of disposable income Numerical
14 GUARANTOR Applicant has a guarantor Binary 0: No, 1: Yes
15 OTHER_INSTALL Applicant has other installment plan credit Binary 0: No, 1: Yes
16 OWN_RES Applicant owns residence Binary 0: No, 1: Yes
17 TELEPHONE Applicant has phone in his or her name Binary 0: No, 1: Yes
18 FOREIGN Foreign worker Binary 0: No, 1: Yes
19 REAL_ESTATE Applicant owns real estate Binary 0: No, 1: Yes
20 TYPE Purpose of Credit Categorical 0: Other
1: New Car
2: Used Car
3: Furniture
4: Durable
5: Education
6: Retraining
21 AMOUNT_REQUESTED Credit Amount Applied for Numerical
22 CREDIT_EXTENDED Credit Made Numerical
23 NPV Net Profit from the Loan (Net Loss if Negative) Numerical
24 Splitting Variable A variable added to ensure a balanced partition Categorical t: training record, v: validation record

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