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iamnickok
recoursework.zipCWK 1 DATASET1.csv
| Credit | Account | Length | Record | Use | Amount | Savings | Job | Proportion | Family | Guarentor | Resident | Wealth | Age | Other | Type | Past | Occupation | Dependents | Phone | Guest |
| 1 | 1 | 18 | 4 | 2 | 1049 | 1 | 2 | 4 | 2 | 1 | 4 | 2 | 21 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 9 | 4 | 0 | 2799 | 1 | 3 | 2 | 3 | 1 | 2 | 1 | 36 | 3 | 1 | 2 | 3 | 2 | 1 | 1 |
| 1 | 2 | 12 | 2 | 9 | 841 | 2 | 4 | 2 | 2 | 1 | 4 | 1 | 23 | 3 | 1 | 1 | 2 | 1 | 1 | 1 |
| 1 | 1 | 12 | 4 | 0 | 2122 | 1 | 3 | 3 | 3 | 1 | 2 | 1 | 39 | 3 | 1 | 2 | 2 | 2 | 1 | 2 |
| 1 | 1 | 12 | 4 | 0 | 2171 | 1 | 3 | 4 | 3 | 1 | 4 | 2 | 38 | 1 | 2 | 2 | 2 | 1 | 1 | 2 |
| 1 | 1 | 10 | 4 | 0 | 2241 | 1 | 2 | 1 | 3 | 1 | 3 | 1 | 48 | 3 | 1 | 2 | 2 | 2 | 1 | 2 |
| 1 | 1 | 8 | 4 | 0 | 3398 | 1 | 4 | 1 | 3 | 1 | 4 | 1 | 39 | 3 | 2 | 2 | 2 | 1 | 1 | 2 |
| 1 | 1 | 6 | 4 | 0 | 1361 | 1 | 2 | 2 | 3 | 1 | 4 | 1 | 40 | 3 | 2 | 1 | 2 | 2 | 1 | 2 |
| 1 | 4 | 18 | 4 | 3 | 1098 | 1 | 1 | 4 | 2 | 1 | 4 | 3 | 65 | 3 | 2 | 2 | 1 | 1 | 1 | 1 |
| 1 | 2 | 24 | 2 | 3 | 3758 | 3 | 1 | 1 | 2 | 1 | 4 | 4 | 23 | 3 | 1 | 1 | 1 | 1 | 1 | 1 |
| 1 | 1 | 11 | 4 | 0 | 3905 | 1 | 3 | 2 | 3 | 1 | 2 | 1 | 36 | 3 | 1 | 2 | 3 | 2 | 1 | 1 |
| 1 | 1 | 30 | 4 | 1 | 6187 | 2 | 4 | 1 | 4 | 1 | 4 | 3 | 24 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 1 | 1 | 6 | 4 | 3 | 1957 | 1 | 4 | 1 | 2 | 1 | 4 | 3 | 31 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 48 | 3 | 10 | 7582 | 2 | 1 | 2 | 3 | 1 | 4 | 4 | 31 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 1 | 1 | 18 | 2 | 3 | 1936 | 5 | 4 | 2 | 4 | 1 | 4 | 3 | 23 | 3 | 1 | 2 | 2 | 1 | 1 | 1 |
| 1 | 1 | 6 | 2 | 3 | 2647 | 3 | 3 | 2 | 3 | 1 | 3 | 1 | 44 | 3 | 1 | 1 | 3 | 2 | 1 | 1 |
| 1 | 1 | 11 | 4 | 0 | 3939 | 1 | 3 | 1 | 3 | 1 | 2 | 1 | 40 | 3 | 2 | 2 | 2 | 2 | 1 | 1 |
| 1 | 2 | 18 | 2 | 3 | 3213 | 3 | 2 | 1 | 4 | 1 | 3 | 1 | 25 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 36 | 4 | 3 | 2337 | 1 | 5 | 4 | 3 | 1 | 4 | 1 | 36 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 11 | 4 | 0 | 7228 | 1 | 3 | 1 | 3 | 1 | 4 | 2 | 39 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 1 | 1 | 6 | 4 | 0 | 3676 | 1 | 3 | 1 | 3 | 1 | 3 | 1 | 37 | 3 | 1 | 3 | 3 | 2 | 1 | 1 |
| 1 | 2 | 12 | 4 | 0 | 3124 | 1 | 2 | 1 | 3 | 1 | 3 | 1 | 49 | 1 | 2 | 2 | 2 | 2 | 1 | 1 |
| 0 | 2 | 36 | 2 | 5 | 2384 | 1 | 2 | 4 | 3 | 1 | 1 | 4 | 33 | 3 | 1 | 1 | 2 | 1 | 1 | 1 |
| 1 | 2 | 12 | 4 | 4 | 1424 | 1 | 4 | 4 | 3 | 1 | 3 | 2 | 26 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 6 | 4 | 0 | 4716 | 5 | 2 | 1 | 3 | 1 | 3 | 1 | 44 | 3 | 2 | 2 | 2 | 2 | 1 | 1 |
| 1 | 2 | 11 | 3 | 3 | 4771 | 1 | 4 | 2 | 3 | 1 | 4 | 2 | 51 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 12 | 2 | 2 | 652 | 1 | 5 | 4 | 2 | 1 | 4 | 2 | 24 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 9 | 4 | 3 | 1154 | 1 | 5 | 2 | 3 | 1 | 4 | 1 | 37 | 3 | 2 | 3 | 2 | 1 | 1 | 1 |
| 1 | 4 | 15 | 2 | 0 | 3556 | 5 | 3 | 3 | 3 | 1 | 2 | 4 | 29 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 3 | 42 | 4 | 1 | 4796 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 56 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 1 | 3 | 30 | 4 | 3 | 3017 | 1 | 5 | 4 | 3 | 1 | 4 | 2 | 47 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 36 | 4 | 0 | 3535 | 1 | 4 | 4 | 3 | 1 | 4 | 3 | 37 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 4 | 36 | 4 | 0 | 6614 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 34 | 3 | 2 | 2 | 4 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 3 | 1376 | 3 | 4 | 4 | 2 | 1 | 1 | 3 | 28 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 15 | 2 | 0 | 1721 | 1 | 2 | 2 | 3 | 1 | 3 | 1 | 36 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 6 | 4 | 0 | 860 | 1 | 5 | 1 | 2 | 1 | 4 | 4 | 39 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 4 | 12 | 4 | 0 | 1495 | 1 | 5 | 4 | 3 | 1 | 1 | 1 | 38 | 3 | 2 | 2 | 2 | 2 | 1 | 1 |
| 1 | 4 | 12 | 4 | 3 | 1934 | 1 | 5 | 2 | 3 | 1 | 2 | 4 | 26 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 4 | 18 | 2 | 1 | 3378 | 5 | 3 | 2 | 3 | 1 | 1 | 2 | 31 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 4 | 1 | 3868 | 1 | 5 | 4 | 2 | 1 | 2 | 3 | 41 | 3 | 1 | 2 | 4 | 1 | 2 | 1 |
| 1 | 4 | 12 | 4 | 5 | 996 | 5 | 4 | 4 | 2 | 1 | 4 | 1 | 23 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 1 | 24 | 2 | 10 | 1755 | 1 | 5 | 4 | 2 | 3 | 4 | 1 | 58 | 3 | 2 | 1 | 2 | 1 | 2 | 1 |
| 1 | 4 | 18 | 4 | 0 | 1028 | 1 | 3 | 4 | 2 | 1 | 3 | 1 | 36 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 2 | 24 | 4 | 9 | 2825 | 5 | 4 | 4 | 3 | 1 | 3 | 4 | 34 | 3 | 2 | 2 | 3 | 2 | 2 | 1 |
| 1 | 2 | 18 | 2 | 6 | 1239 | 5 | 3 | 4 | 3 | 1 | 4 | 4 | 61 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 2 | 0 | 1216 | 1 | 2 | 4 | 2 | 1 | 3 | 3 | 23 | 3 | 1 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 9 | 1258 | 1 | 4 | 4 | 3 | 1 | 1 | 1 | 25 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 18 | 4 | 6 | 1864 | 2 | 3 | 4 | 2 | 1 | 2 | 1 | 30 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
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| 1 | 1 | 24 | 4 | 9 | 1382 | 2 | 4 | 4 | 3 | 1 | 1 | 1 | 26 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 4 | 12 | 2 | 0 | 640 | 1 | 3 | 4 | 1 | 1 | 2 | 1 | 49 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 1 | 3 | 36 | 2 | 3 | 3919 | 1 | 3 | 2 | 3 | 1 | 2 | 1 | 23 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 9 | 4 | 0 | 1224 | 1 | 3 | 3 | 3 | 1 | 1 | 1 | 30 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 4 | 12 | 4 | 3 | 2331 | 5 | 5 | 1 | 3 | 2 | 4 | 1 | 49 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 1 | 6313 | 5 | 5 | 3 | 3 | 1 | 4 | 3 | 41 | 3 | 2 | 1 | 4 | 2 | 2 | 1 |
| 1 | 1 | 12 | 4 | 3 | 385 | 1 | 4 | 4 | 2 | 1 | 3 | 1 | 58 | 3 | 2 | 4 | 2 | 1 | 2 | 1 |
| 1 | 4 | 12 | 4 | 3 | 1655 | 1 | 5 | 2 | 3 | 1 | 4 | 1 | 63 | 3 | 2 | 2 | 2 | 1 | 2 | 1 |
| 1 | 1 | 15 | 2 | 3 | 1053 | 1 | 2 | 4 | 4 | 1 | 2 | 1 | 27 | 3 | 2 | 1 | 3 | 1 | 1 | 2 |
| 1 | 4 | 21 | 2 | 3 | 3160 | 5 | 5 | 4 | 3 | 1 | 3 | 2 | 41 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 36 | 2 | 0 | 3079 | 5 | 3 | 4 | 3 | 1 | 4 | 1 | 36 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 12 | 4 | 0 | 1163 | 3 | 3 | 4 | 3 | 1 | 4 | 1 | 44 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 1 | 2679 | 1 | 2 | 4 | 2 | 1 | 1 | 4 | 29 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 1 | 4 | 48 | 4 | 3 | 3578 | 5 | 5 | 4 | 3 | 1 | 1 | 1 | 47 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 36 | 3 | 0 | 10875 | 1 | 5 | 2 | 3 | 1 | 2 | 3 | 45 | 3 | 2 | 2 | 3 | 2 | 2 | 1 |
| 1 | 1 | 12 | 3 | 0 | 1344 | 1 | 3 | 4 | 3 | 1 | 2 | 1 | 43 | 3 | 2 | 2 | 2 | 2 | 1 | 1 |
| 1 | 4 | 6 | 4 | 3 | 1237 | 2 | 3 | 1 | 2 | 1 | 1 | 2 | 27 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 4 | 12 | 2 | 3 | 3077 | 1 | 3 | 2 | 3 | 1 | 4 | 3 | 52 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 3 | 2284 | 1 | 4 | 4 | 3 | 1 | 2 | 3 | 28 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
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| 1 | 1 | 6 | 4 | 3 | 1169 | 5 | 5 | 4 | 3 | 1 | 4 | 1 | 67 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 4 | 15 | 2 | 4 | 1262 | 3 | 4 | 4 | 3 | 1 | 3 | 2 | 36 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 3 | 24 | 4 | 2 | 3617 | 5 | 5 | 4 | 3 | 2 | 4 | 4 | 20 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 1 | 2 | 30 | 4 | 0 | 2181 | 5 | 5 | 4 | 3 | 1 | 4 | 1 | 36 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 48 | 1 | 9 | 7685 | 1 | 4 | 2 | 2 | 3 | 4 | 3 | 37 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 48 | 4 | 6 | 6110 | 1 | 3 | 1 | 3 | 1 | 3 | 4 | 31 | 1 | 3 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 2 | 0 | 3757 | 1 | 5 | 4 | 2 | 2 | 4 | 4 | 62 | 3 | 3 | 1 | 3 | 1 | 2 | 1 |
| 1 | 1 | 42 | 4 | 5 | 3394 | 1 | 1 | 4 | 3 | 2 | 4 | 3 | 65 | 3 | 2 | 2 | 1 | 1 | 1 | 1 |
| 1 | 4 | 36 | 4 | 9 | 6304 | 5 | 5 | 4 | 3 | 1 | 4 | 1 | 36 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 4 | 9 | 4 | 6 | 1244 | 5 | 5 | 4 | 2 | 1 | 4 | 2 | 41 | 3 | 1 | 2 | 2 | 1 | 1 | 1 |
| 1 | 4 | 6 | 2 | 0 | 3518 | 1 | 3 | 2 | 3 | 3 | 3 | 2 | 26 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 36 | 0 | 5 | 2613 | 1 | 3 | 4 | 3 | 1 | 2 | 3 | 27 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 1 | 48 | 2 | 6 | 7476 | 1 | 4 | 4 | 3 | 1 | 1 | 4 | 50 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 4 | 24 | 2 | 9 | 4591 | 4 | 3 | 2 | 3 | 1 | 3 | 2 | 54 | 3 | 2 | 3 | 4 | 1 | 2 | 1 |
| 0 | 2 | 18 | 2 | 2 | 1924 | 5 | 2 | 4 | 2 | 1 | 3 | 1 | 27 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 72 | 2 | 3 | 5595 | 2 | 3 | 2 | 4 | 1 | 2 | 3 | 24 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 48 | 3 | 6 | 6224 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 50 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 1 | 3 | 15 | 2 | 6 | 1905 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 40 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 1 | 4 | 21 | 3 | 1 | 2993 | 1 | 3 | 3 | 3 | 1 | 2 | 1 | 28 | 2 | 2 | 2 | 2 | 1 | 1 | 1 |
| 1 | 4 | 36 | 3 | 1 | 8947 | 5 | 4 | 3 | 3 | 1 | 2 | 3 | 31 | 2 | 2 | 1 | 4 | 2 | 2 | 1 |
| 1 | 1 | 24 | 2 | 2 | 4020 | 1 | 3 | 2 | 3 | 1 | 2 | 3 | 27 | 2 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 18 | 2 | 1 | 2779 | 1 | 3 | 1 | 4 | 1 | 3 | 3 | 21 | 3 | 1 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 21 | 2 | 0 | 2782 | 3 | 4 | 1 | 2 | 1 | 2 | 3 | 31 | 1 | 2 | 1 | 4 | 1 | 1 | 1 |
| 1 | 4 | 12 | 2 | 0 | 1884 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 39 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 1 | 4 | 36 | 4 | 1 | 11054 | 5 | 3 | 4 | 3 | 1 | 2 | 3 | 30 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 1 | 2 | 60 | 3 | 3 | 9157 | 5 | 3 | 2 | 3 | 1 | 2 | 4 | 27 | 3 | 3 | 1 | 4 | 1 | 1 | 1 |
| 1 | 2 | 42 | 1 | 1 | 9283 | 1 | 1 | 1 | 3 | 1 | 2 | 4 | 55 | 1 | 3 | 1 | 4 | 1 | 2 | 1 |
| 1 | 4 | 60 | 2 | 0 | 6527 | 5 | 3 | 4 | 3 | 1 | 4 | 4 | 34 | 3 | 3 | 1 | 3 | 2 | 2 | 1 |
| 1 | 4 | 15 | 4 | 1 | 3368 | 4 | 5 | 3 | 3 | 1 | 4 | 4 | 23 | 3 | 1 | 2 | 3 | 1 | 2 | 1 |
| 1 | 1 | 15 | 2 | 0 | 2511 | 1 | 1 | 1 | 2 | 1 | 4 | 3 | 23 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 1 | 36 | 2 | 1 | 5493 | 1 | 5 | 2 | 3 | 1 | 4 | 4 | 42 | 3 | 3 | 1 | 3 | 2 | 1 | 1 |
| 1 | 4 | 6 | 2 | 4 | 1338 | 3 | 3 | 1 | 1 | 1 | 4 | 1 | 62 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 9 | 2 | 3 | 1082 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 37 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 1 | 4 | 18 | 4 | 3 | 1149 | 4 | 3 | 4 | 3 | 1 | 3 | 1 | 46 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 2 | 15 | 2 | 5 | 1308 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 38 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 1 | 2 | 20 | 0 | 1 | 6148 | 2 | 5 | 3 | 4 | 1 | 4 | 3 | 31 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 1 | 4 | 12 | 2 | 2 | 1736 | 1 | 4 | 3 | 2 | 1 | 4 | 1 | 31 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 1 | 4 | 12 | 2 | 3 | 3059 | 4 | 4 | 2 | 1 | 1 | 4 | 1 | 61 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 2 | 2996 | 5 | 3 | 2 | 4 | 1 | 4 | 3 | 20 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 1 | 4 | 30 | 4 | 1 | 7596 | 5 | 5 | 1 | 3 | 1 | 4 | 3 | 63 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 1 | 4 | 30 | 2 | 1 | 4811 | 5 | 4 | 2 | 2 | 1 | 4 | 2 | 24 | 2 | 1 | 1 | 2 | 1 | 1 | 1 |
| 1 | 4 | 6 | 2 | 2 | 1766 | 1 | 3 | 1 | 4 | 1 | 2 | 2 | 21 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 24 | 2 | 1 | 2760 | 5 | 5 | 4 | 3 | 1 | 4 | 4 | 36 | 1 | 3 | 1 | 3 | 1 | 2 | 1 |
| 1 | 4 | 24 | 4 | 5 | 5507 | 1 | 5 | 3 | 3 | 1 | 4 | 4 | 44 | 3 | 3 | 2 | 3 | 1 | 1 | 1 |
| 1 | 2 | 9 | 2 | 6 | 1199 | 1 | 4 | 4 | 2 | 1 | 4 | 2 | 67 | 3 | 2 | 2 | 4 | 1 | 2 | 1 |
| 1 | 3 | 24 | 2 | 2 | 2892 | 1 | 5 | 3 | 1 | 1 | 4 | 4 | 51 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 1 | 2 | 36 | 3 | 0 | 2862 | 2 | 5 | 4 | 3 | 1 | 3 | 4 | 30 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 9 | 2 | 0 | 654 | 1 | 3 | 4 | 3 | 1 | 3 | 3 | 28 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 9 | 4 | 6 | 1136 | 4 | 5 | 4 | 3 | 1 | 3 | 4 | 32 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
| 0 | 2 | 24 | 2 | 1 | 4113 | 3 | 2 | 3 | 2 | 1 | 4 | 3 | 28 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 6 | 2 | 0 | 14555 | 5 | 1 | 1 | 3 | 1 | 2 | 2 | 23 | 3 | 2 | 1 | 1 | 1 | 2 | 1 |
| 0 | 1 | 15 | 0 | 0 | 950 | 1 | 5 | 4 | 3 | 1 | 3 | 3 | 33 | 3 | 1 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 24 | 4 | 0 | 1199 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 60 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 0 | 1 | 12 | 0 | 0 | 1082 | 1 | 3 | 4 | 3 | 1 | 4 | 3 | 48 | 1 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 30 | 2 | 0 | 2150 | 1 | 3 | 4 | 2 | 3 | 2 | 4 | 24 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 36 | 4 | 0 | 2820 | 1 | 2 | 4 | 1 | 1 | 4 | 3 | 27 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 48 | 2 | 3 | 3060 | 1 | 4 | 4 | 3 | 1 | 4 | 1 | 28 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 2 | 3 | 2600 | 1 | 3 | 4 | 3 | 1 | 4 | 4 | 65 | 3 | 3 | 2 | 3 | 1 | 1 | 1 |
| 0 | 4 | 21 | 0 | 0 | 5003 | 5 | 3 | 1 | 2 | 1 | 4 | 2 | 29 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 60 | 2 | 6 | 6288 | 1 | 3 | 4 | 3 | 1 | 4 | 4 | 42 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 24 | 3 | 0 | 2538 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 47 | 3 | 2 | 2 | 2 | 2 | 1 | 1 |
| 0 | 4 | 9 | 2 | 3 | 1478 | 1 | 4 | 4 | 3 | 1 | 2 | 3 | 22 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 39 | 4 | 3 | 4933 | 1 | 4 | 2 | 3 | 3 | 2 | 1 | 25 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 4 | 18 | 4 | 0 | 1530 | 1 | 3 | 3 | 3 | 1 | 2 | 2 | 32 | 1 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 9 | 1 | 0 | 1437 | 2 | 4 | 2 | 3 | 1 | 3 | 4 | 29 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 15 | 2 | 4 | 1275 | 5 | 3 | 4 | 2 | 1 | 2 | 3 | 24 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 3 | 1823 | 1 | 1 | 4 | 3 | 1 | 2 | 3 | 30 | 2 | 2 | 1 | 4 | 2 | 1 | 1 |
| 0 | 1 | 9 | 2 | 0 | 1422 | 1 | 2 | 3 | 3 | 1 | 2 | 4 | 27 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 4 | 1217 | 1 | 3 | 4 | 4 | 1 | 3 | 1 | 47 | 3 | 2 | 1 | 2 | 1 | 2 | 1 |
| 0 | 1 | 36 | 2 | 0 | 9271 | 1 | 4 | 2 | 3 | 1 | 1 | 3 | 24 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 36 | 3 | 9 | 2145 | 1 | 4 | 2 | 3 | 1 | 1 | 3 | 24 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 36 | 2 | 0 | 1842 | 1 | 2 | 4 | 2 | 1 | 4 | 3 | 34 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 2 | 18 | 3 | 2 | 4297 | 1 | 5 | 4 | 1 | 1 | 3 | 4 | 40 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 6 | 4 | 2 | 3384 | 1 | 3 | 1 | 1 | 1 | 4 | 1 | 44 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 18 | 4 | 3 | 1245 | 1 | 3 | 4 | 4 | 1 | 2 | 3 | 33 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 15 | 2 | 6 | 4623 | 2 | 3 | 3 | 3 | 1 | 2 | 2 | 40 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 30 | 4 | 2 | 8386 | 1 | 4 | 2 | 3 | 1 | 2 | 2 | 49 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 3 | 3 | 1024 | 1 | 2 | 4 | 4 | 1 | 4 | 1 | 48 | 2 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 36 | 2 | 0 | 14318 | 1 | 5 | 4 | 3 | 1 | 2 | 4 | 57 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 6 | 1 | 6 | 433 | 4 | 2 | 4 | 2 | 1 | 2 | 2 | 24 | 1 | 1 | 1 | 3 | 2 | 1 | 1 |
| 0 | 1 | 12 | 1 | 3 | 2149 | 1 | 3 | 4 | 1 | 1 | 1 | 4 | 29 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 24 | 2 | 3 | 2397 | 3 | 5 | 3 | 3 | 1 | 2 | 3 | 35 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 6 | 1 | 0 | 931 | 2 | 2 | 1 | 2 | 1 | 1 | 2 | 32 | 2 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 15 | 3 | 5 | 1512 | 4 | 3 | 3 | 4 | 1 | 3 | 2 | 61 | 2 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 24 | 0 | 9 | 4241 | 1 | 3 | 1 | 3 | 1 | 4 | 1 | 36 | 3 | 2 | 3 | 2 | 1 | 2 | 1 |
| 0 | 2 | 24 | 4 | 2 | 4736 | 1 | 2 | 2 | 2 | 1 | 4 | 3 | 25 | 1 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 15 | 0 | 0 | 1778 | 1 | 2 | 2 | 2 | 1 | 1 | 1 | 26 | 3 | 1 | 2 | 1 | 1 | 1 | 1 |
| 0 | 3 | 15 | 2 | 3 | 2327 | 1 | 2 | 2 | 2 | 1 | 3 | 1 | 25 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 1 | 24 | 1 | 2 | 6872 | 1 | 2 | 2 | 1 | 1 | 1 | 2 | 55 | 1 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 2 | 6 | 795 | 1 | 2 | 4 | 2 | 1 | 4 | 2 | 53 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 3 | 30 | 3 | 9 | 1908 | 1 | 5 | 4 | 3 | 1 | 4 | 1 | 66 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 36 | 0 | 9 | 1953 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 61 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 3 | 18 | 2 | 2 | 2864 | 1 | 3 | 2 | 3 | 1 | 1 | 1 | 34 | 3 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 3 | 21 | 4 | 6 | 2319 | 1 | 2 | 2 | 1 | 1 | 1 | 3 | 33 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 915 | 5 | 5 | 4 | 2 | 1 | 2 | 3 | 29 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 3 | 24 | 2 | 0 | 947 | 1 | 4 | 4 | 3 | 1 | 3 | 4 | 38 | 1 | 3 | 1 | 3 | 2 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 1381 | 5 | 3 | 4 | 2 | 1 | 2 | 2 | 35 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 1285 | 5 | 4 | 4 | 2 | 1 | 4 | 4 | 32 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 1371 | 5 | 3 | 4 | 2 | 1 | 4 | 1 | 25 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 18 | 2 | 0 | 1042 | 5 | 3 | 4 | 2 | 1 | 2 | 2 | 33 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 2 | 0 | 900 | 5 | 3 | 4 | 4 | 1 | 2 | 3 | 23 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 1207 | 1 | 2 | 4 | 2 | 1 | 4 | 2 | 24 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 18 | 0 | 0 | 2278 | 2 | 2 | 3 | 2 | 1 | 3 | 3 | 28 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 60 | 3 | 9 | 6836 | 1 | 5 | 3 | 3 | 1 | 4 | 4 | 63 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 2 | 3345 | 1 | 5 | 4 | 3 | 1 | 2 | 2 | 39 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 6 | 1 | 6 | 1198 | 1 | 5 | 4 | 2 | 1 | 4 | 4 | 35 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 48 | 2 | 9 | 15672 | 1 | 3 | 2 | 3 | 1 | 2 | 3 | 23 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 60 | 2 | 9 | 7297 | 1 | 5 | 4 | 3 | 2 | 4 | 4 | 36 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 18 | 2 | 5 | 1943 | 1 | 2 | 4 | 2 | 1 | 4 | 1 | 23 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 2 | 3 | 3190 | 1 | 3 | 2 | 2 | 1 | 2 | 1 | 24 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 9 | 1 | 1 | 5129 | 1 | 5 | 2 | 2 | 1 | 4 | 4 | 74 | 1 | 3 | 1 | 4 | 2 | 2 | 1 |
| 0 | 4 | 18 | 3 | 2 | 1808 | 1 | 4 | 4 | 2 | 1 | 1 | 1 | 22 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 3 | 10 | 2 | 0 | 1240 | 2 | 5 | 1 | 2 | 1 | 4 | 4 | 48 | 3 | 3 | 1 | 2 | 2 | 1 | 1 |
| 0 | 1 | 12 | 2 | 0 | 759 | 1 | 4 | 4 | 3 | 1 | 2 | 1 | 26 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 8 | 2 | 2 | 1237 | 1 | 3 | 3 | 2 | 1 | 4 | 1 | 24 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 9 | 2 | 2 | 1980 | 1 | 2 | 2 | 2 | 2 | 2 | 3 | 19 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 48 | 2 | 3 | 10961 | 4 | 4 | 1 | 3 | 2 | 2 | 4 | 27 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 36 | 3 | 6 | 6887 | 1 | 3 | 4 | 3 | 1 | 3 | 2 | 29 | 2 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 3 | 1938 | 1 | 2 | 4 | 1 | 1 | 3 | 2 | 32 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 21 | 2 | 3 | 1835 | 1 | 3 | 3 | 2 | 1 | 2 | 1 | 25 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 3 | 3 | 1659 | 1 | 2 | 4 | 2 | 1 | 2 | 3 | 29 | 3 | 1 | 1 | 2 | 1 | 2 | 1 |
| 0 | 2 | 6 | 3 | 0 | 1209 | 1 | 1 | 4 | 3 | 1 | 4 | 2 | 47 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 48 | 0 | 9 | 3844 | 2 | 4 | 4 | 3 | 1 | 4 | 4 | 34 | 3 | 3 | 1 | 2 | 2 | 1 | 1 |
| 0 | 1 | 12 | 4 | 0 | 4843 | 1 | 5 | 3 | 3 | 2 | 4 | 2 | 43 | 3 | 1 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 5 | 639 | 1 | 3 | 4 | 3 | 1 | 2 | 3 | 30 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 48 | 2 | 3 | 5951 | 1 | 3 | 2 | 2 | 1 | 2 | 1 | 22 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 36 | 0 | 3 | 3804 | 1 | 3 | 4 | 2 | 1 | 1 | 3 | 42 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 36 | 3 | 3 | 4463 | 1 | 3 | 4 | 3 | 1 | 2 | 3 | 26 | 3 | 2 | 2 | 4 | 1 | 2 | 1 |
| 0 | 4 | 36 | 3 | 9 | 7980 | 5 | 2 | 4 | 3 | 1 | 4 | 3 | 27 | 3 | 1 | 2 | 3 | 1 | 2 | 1 |
| 0 | 3 | 36 | 2 | 3 | 4210 | 1 | 3 | 4 | 3 | 1 | 2 | 3 | 26 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 6 | 2 | 2 | 4611 | 1 | 2 | 1 | 2 | 1 | 4 | 2 | 32 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 1 | 11560 | 1 | 3 | 1 | 2 | 1 | 4 | 3 | 23 | 3 | 1 | 2 | 4 | 1 | 1 | 1 |
| 0 | 4 | 18 | 0 | 9 | 4165 | 1 | 3 | 2 | 3 | 1 | 2 | 3 | 36 | 2 | 2 | 2 | 3 | 2 | 1 | 1 |
| 0 | 2 | 24 | 2 | 2 | 4057 | 1 | 4 | 3 | 1 | 1 | 3 | 3 | 43 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 18 | 1 | 0 | 6458 | 1 | 5 | 2 | 3 | 1 | 4 | 4 | 39 | 1 | 2 | 2 | 4 | 2 | 2 | 1 |
| 0 | 4 | 12 | 2 | 0 | 1386 | 3 | 3 | 2 | 2 | 1 | 2 | 2 | 26 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 36 | 2 | 6 | 1977 | 5 | 5 | 4 | 3 | 1 | 4 | 4 | 40 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 18 | 4 | 2 | 1928 | 1 | 2 | 2 | 3 | 1 | 2 | 1 | 31 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 0 | 4 | 12 | 2 | 2 | 1123 | 3 | 3 | 4 | 2 | 1 | 4 | 3 | 29 | 3 | 1 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 10 | 11328 | 1 | 3 | 2 | 3 | 2 | 3 | 3 | 29 | 1 | 2 | 2 | 4 | 1 | 2 | 1 |
| 0 | 2 | 24 | 4 | 10 | 11938 | 1 | 3 | 2 | 3 | 2 | 3 | 3 | 39 | 3 | 2 | 2 | 4 | 2 | 2 | 1 |
| 0 | 2 | 27 | 4 | 3 | 2520 | 3 | 3 | 4 | 3 | 1 | 2 | 2 | 23 | 3 | 2 | 2 | 2 | 1 | 1 | 1 |
| 0 | 2 | 30 | 3 | 3 | 1919 | 2 | 2 | 4 | 3 | 1 | 3 | 4 | 30 | 2 | 2 | 2 | 4 | 1 | 1 | 1 |
| 0 | 2 | 60 | 1 | 10 | 14782 | 2 | 5 | 3 | 2 | 1 | 4 | 4 | 60 | 1 | 3 | 2 | 4 | 1 | 2 | 1 |
| 0 | 2 | 36 | 2 | 3 | 2671 | 2 | 3 | 4 | 2 | 2 | 4 | 4 | 50 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 36 | 2 | 6 | 12612 | 2 | 3 | 1 | 3 | 1 | 4 | 4 | 47 | 3 | 3 | 1 | 3 | 2 | 2 | 1 |
| 0 | 2 | 45 | 2 | 3 | 3031 | 2 | 3 | 4 | 3 | 3 | 4 | 2 | 21 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 1 | 3 | 626 | 1 | 3 | 4 | 2 | 1 | 4 | 1 | 24 | 1 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 24 | 4 | 9 | 1935 | 1 | 5 | 4 | 1 | 1 | 4 | 1 | 31 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 3 | 24 | 4 | 0 | 1344 | 5 | 4 | 4 | 3 | 1 | 2 | 1 | 37 | 1 | 2 | 2 | 2 | 2 | 1 | 1 |
| 0 | 4 | 18 | 2 | 2 | 1533 | 1 | 2 | 4 | 4 | 2 | 1 | 2 | 43 | 3 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 1 | 48 | 2 | 0 | 3931 | 1 | 4 | 4 | 3 | 1 | 4 | 4 | 46 | 3 | 3 | 1 | 3 | 2 | 1 | 1 |
| 0 | 1 | 24 | 1 | 2 | 3349 | 3 | 2 | 4 | 3 | 1 | 4 | 4 | 30 | 3 | 3 | 1 | 3 | 2 | 2 | 1 |
| 0 | 1 | 36 | 2 | 3 | 2302 | 1 | 3 | 4 | 1 | 1 | 4 | 3 | 31 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 42 | 2 | 3 | 3965 | 1 | 2 | 4 | 3 | 1 | 3 | 3 | 34 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 2 | 3 | 727 | 2 | 2 | 4 | 4 | 1 | 3 | 4 | 33 | 3 | 2 | 1 | 2 | 1 | 2 | 1 |
| 0 | 4 | 48 | 2 | 9 | 3914 | 5 | 3 | 4 | 1 | 1 | 2 | 1 | 38 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 48 | 2 | 9 | 4308 | 1 | 2 | 3 | 2 | 1 | 4 | 2 | 24 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 12 | 2 | 3 | 1534 | 1 | 2 | 1 | 4 | 1 | 1 | 1 | 23 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 18 | 4 | 0 | 2775 | 1 | 4 | 2 | 3 | 1 | 2 | 2 | 31 | 1 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 40 | 4 | 6 | 5998 | 1 | 3 | 4 | 3 | 1 | 3 | 4 | 27 | 1 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 3 | 15 | 4 | 3 | 1271 | 5 | 3 | 3 | 3 | 1 | 4 | 4 | 39 | 3 | 3 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 0 | 1295 | 1 | 2 | 3 | 2 | 1 | 1 | 3 | 25 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 36 | 2 | 1 | 9398 | 1 | 2 | 1 | 4 | 1 | 4 | 3 | 28 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 2 | 951 | 2 | 2 | 4 | 2 | 1 | 4 | 3 | 27 | 1 | 1 | 4 | 3 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 0 | 1355 | 1 | 2 | 3 | 2 | 1 | 4 | 3 | 25 | 3 | 2 | 1 | 2 | 1 | 2 | 1 |
| 0 | 1 | 48 | 2 | 4 | 3051 | 1 | 3 | 3 | 3 | 1 | 4 | 3 | 54 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 36 | 4 | 0 | 7855 | 1 | 3 | 4 | 2 | 1 | 2 | 1 | 25 | 2 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 4 | 18 | 2 | 3 | 433 | 1 | 1 | 3 | 2 | 2 | 4 | 1 | 22 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 36 | 3 | 9 | 9572 | 1 | 2 | 1 | 1 | 1 | 1 | 3 | 28 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 24 | 1 | 6 | 1837 | 1 | 4 | 4 | 2 | 1 | 4 | 4 | 34 | 1 | 3 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 30 | 4 | 0 | 4249 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 28 | 3 | 2 | 2 | 4 | 1 | 1 | 1 |
| 0 | 2 | 30 | 4 | 0 | 5234 | 1 | 1 | 4 | 4 | 1 | 2 | 3 | 28 | 3 | 2 | 2 | 4 | 1 | 1 | 1 |
| 0 | 1 | 48 | 2 | 3 | 6758 | 1 | 3 | 3 | 2 | 1 | 2 | 3 | 31 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 9 | 2 | 3 | 1366 | 1 | 2 | 3 | 2 | 1 | 4 | 2 | 22 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 1 | 10 | 1358 | 5 | 5 | 4 | 3 | 1 | 3 | 3 | 40 | 2 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 2 | 2473 | 1 | 1 | 4 | 3 | 1 | 1 | 3 | 25 | 3 | 2 | 1 | 1 | 1 | 1 | 1 |
| 0 | 3 | 9 | 0 | 3 | 1337 | 1 | 2 | 4 | 3 | 1 | 2 | 3 | 34 | 3 | 2 | 2 | 4 | 1 | 2 | 1 |
| 0 | 1 | 48 | 2 | 0 | 7763 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 42 | 1 | 3 | 1 | 4 | 1 | 1 | 1 |
| 0 | 2 | 15 | 1 | 0 | 1264 | 2 | 3 | 2 | 4 | 1 | 2 | 2 | 25 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 15 | 2 | 0 | 2631 | 2 | 3 | 2 | 2 | 1 | 4 | 3 | 28 | 3 | 1 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 48 | 2 | 0 | 6560 | 2 | 4 | 3 | 3 | 1 | 2 | 2 | 24 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 3123 | 1 | 2 | 4 | 2 | 1 | 1 | 2 | 27 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 36 | 4 | 6 | 8065 | 1 | 3 | 3 | 2 | 1 | 2 | 4 | 25 | 3 | 2 | 2 | 4 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 3 | 2439 | 1 | 2 | 4 | 2 | 1 | 4 | 1 | 35 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 2 | 36 | 2 | 2 | 9034 | 2 | 2 | 4 | 3 | 2 | 1 | 4 | 29 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 60 | 2 | 0 | 14027 | 1 | 4 | 4 | 3 | 1 | 2 | 4 | 27 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 36 | 4 | 1 | 9629 | 1 | 4 | 4 | 3 | 1 | 4 | 3 | 24 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 3 | 1484 | 5 | 3 | 2 | 4 | 1 | 1 | 1 | 25 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 2 | 1131 | 1 | 1 | 4 | 2 | 1 | 2 | 3 | 33 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 24 | 3 | 2 | 2064 | 1 | 1 | 3 | 2 | 1 | 2 | 2 | 34 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 18 | 2 | 1 | 12976 | 1 | 1 | 3 | 2 | 1 | 4 | 4 | 38 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 4 | 21 | 3 | 9 | 2580 | 3 | 2 | 4 | 3 | 1 | 2 | 1 | 41 | 1 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 4 | 27 | 2 | 0 | 2570 | 1 | 3 | 3 | 2 | 1 | 3 | 1 | 21 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 27 | 2 | 9 | 3915 | 1 | 3 | 4 | 3 | 1 | 2 | 3 | 36 | 3 | 2 | 1 | 3 | 2 | 2 | 1 |
| 0 | 4 | 10 | 2 | 0 | 1309 | 5 | 3 | 4 | 3 | 3 | 4 | 2 | 27 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 4817 | 1 | 4 | 2 | 3 | 2 | 3 | 2 | 31 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 2 | 0 | 2579 | 1 | 2 | 4 | 3 | 1 | 1 | 1 | 33 | 3 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 2 | 36 | 3 | 0 | 2225 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 57 | 1 | 3 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 2 | 4153 | 1 | 3 | 2 | 3 | 2 | 3 | 3 | 42 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 0 | 2 | 3114 | 1 | 2 | 1 | 2 | 1 | 4 | 2 | 26 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 4 | 2 | 2124 | 1 | 3 | 4 | 2 | 1 | 4 | 1 | 24 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 1 | 2 | 1553 | 1 | 3 | 4 | 3 | 1 | 3 | 3 | 44 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 30 | 2 | 2 | 2406 | 1 | 4 | 4 | 2 | 1 | 4 | 1 | 23 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 3 | 0 | 1333 | 1 | 1 | 4 | 3 | 1 | 2 | 1 | 43 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 48 | 0 | 2 | 7119 | 1 | 3 | 3 | 3 | 1 | 4 | 4 | 53 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 24 | 3 | 0 | 4870 | 1 | 3 | 3 | 3 | 1 | 4 | 4 | 53 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 12 | 4 | 0 | 691 | 1 | 5 | 4 | 3 | 1 | 3 | 2 | 35 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 42 | 3 | 3 | 4370 | 1 | 4 | 3 | 3 | 1 | 2 | 2 | 26 | 1 | 2 | 2 | 3 | 2 | 2 | 1 |
| 0 | 1 | 36 | 1 | 2 | 2746 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 31 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 0 | 2 | 4110 | 1 | 5 | 3 | 3 | 1 | 4 | 4 | 23 | 1 | 1 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 18 | 2 | 2 | 2462 | 1 | 3 | 2 | 3 | 1 | 2 | 3 | 22 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 2 | 2 | 1282 | 1 | 3 | 2 | 2 | 1 | 4 | 3 | 20 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 12 | 0 | 2 | 2969 | 1 | 2 | 4 | 2 | 1 | 3 | 2 | 25 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 48 | 0 | 1 | 4605 | 1 | 5 | 3 | 3 | 1 | 4 | 4 | 24 | 3 | 3 | 2 | 3 | 2 | 1 | 1 |
| 0 | 1 | 48 | 4 | 1 | 6331 | 1 | 5 | 4 | 3 | 1 | 4 | 4 | 46 | 3 | 3 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 1 | 2 | 3552 | 1 | 4 | 3 | 3 | 1 | 4 | 3 | 27 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 1 | 0 | 697 | 1 | 2 | 4 | 3 | 1 | 2 | 3 | 46 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 0 | 1442 | 1 | 4 | 4 | 2 | 1 | 4 | 3 | 23 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 27 | 0 | 9 | 5293 | 1 | 1 | 2 | 3 | 1 | 4 | 2 | 50 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 21 | 3 | 6 | 3414 | 1 | 2 | 2 | 3 | 1 | 1 | 2 | 26 | 2 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 2 | 2 | 2039 | 1 | 3 | 1 | 2 | 1 | 4 | 1 | 20 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 24 | 1 | 9 | 3161 | 1 | 3 | 4 | 3 | 1 | 2 | 2 | 31 | 1 | 1 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 2 | 8 | 902 | 1 | 4 | 4 | 4 | 1 | 4 | 2 | 21 | 3 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 48 | 2 | 1 | 10297 | 1 | 4 | 4 | 3 | 1 | 4 | 4 | 39 | 3 | 3 | 3 | 3 | 2 | 2 | 1 |
| 0 | 2 | 48 | 0 | 9 | 14421 | 1 | 3 | 2 | 3 | 1 | 2 | 3 | 25 | 2 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 2 | 18 | 4 | 0 | 1056 | 1 | 5 | 3 | 3 | 3 | 3 | 1 | 30 | 3 | 2 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 2 | 0 | 1274 | 1 | 2 | 3 | 2 | 1 | 1 | 1 | 37 | 1 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 12 | 2 | 0 | 1223 | 1 | 5 | 1 | 1 | 1 | 1 | 1 | 46 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 12 | 2 | 0 | 1372 | 1 | 4 | 2 | 1 | 1 | 3 | 3 | 36 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 16 | 4 | 0 | 2625 | 1 | 5 | 2 | 3 | 3 | 4 | 2 | 43 | 3 | 1 | 1 | 3 | 1 | 2 | 2 |
| 0 | 1 | 20 | 4 | 0 | 2235 | 1 | 3 | 4 | 4 | 3 | 2 | 2 | 33 | 1 | 1 | 2 | 3 | 1 | 1 | 2 |
| 0 | 2 | 9 | 2 | 2 | 959 | 1 | 3 | 1 | 2 | 1 | 2 | 3 | 29 | 1 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 18 | 4 | 0 | 884 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 36 | 3 | 2 | 1 | 3 | 2 | 2 | 1 |
| 0 | 2 | 24 | 2 | 0 | 1246 | 1 | 2 | 4 | 3 | 1 | 2 | 1 | 23 | 1 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 36 | 3 | 0 | 8086 | 2 | 5 | 2 | 3 | 1 | 4 | 3 | 42 | 2 | 2 | 4 | 4 | 1 | 2 | 1 |
| 0 | 4 | 48 | 4 | 0 | 10127 | 3 | 3 | 2 | 3 | 1 | 2 | 4 | 44 | 3 | 3 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 12 | 2 | 0 | 888 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 41 | 1 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 4 | 12 | 2 | 6 | 719 | 1 | 5 | 4 | 3 | 1 | 4 | 3 | 41 | 1 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 2 | 36 | 2 | 0 | 12389 | 5 | 3 | 1 | 3 | 1 | 4 | 4 | 37 | 1 | 3 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 2 | 3 | 709 | 1 | 5 | 4 | 3 | 1 | 4 | 1 | 57 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 15 | 1 | 0 | 6850 | 2 | 1 | 1 | 3 | 1 | 2 | 2 | 34 | 2 | 2 | 1 | 4 | 2 | 2 | 1 |
| 0 | 4 | 10 | 2 | 2 | 2210 | 1 | 3 | 2 | 3 | 1 | 2 | 1 | 25 | 3 | 1 | 1 | 2 | 1 | 1 | 1 |
| 0 | 4 | 30 | 1 | 1 | 7485 | 5 | 1 | 4 | 2 | 1 | 1 | 1 | 53 | 1 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 18 | 1 | 0 | 1442 | 1 | 4 | 4 | 3 | 1 | 4 | 4 | 32 | 1 | 3 | 2 | 2 | 2 | 1 | 1 |
| 0 | 4 | 12 | 4 | 3 | 797 | 5 | 5 | 4 | 2 | 1 | 3 | 2 | 33 | 3 | 2 | 1 | 2 | 2 | 1 | 1 |
| 0 | 2 | 45 | 4 | 3 | 4746 | 1 | 2 | 4 | 3 | 1 | 2 | 2 | 24 | 1 | 2 | 2 | 2 | 1 | 1 | 1 |
| 0 | 3 | 12 | 4 | 0 | 939 | 3 | 4 | 4 | 4 | 1 | 2 | 1 | 28 | 3 | 2 | 3 | 3 | 1 | 2 | 1 |
| 0 | 2 | 21 | 2 | 9 | 1188 | 1 | 5 | 2 | 2 | 1 | 4 | 2 | 39 | 3 | 2 | 1 | 3 | 2 | 1 | 1 |
| 0 | 4 | 48 | 4 | 1 | 11590 | 2 | 3 | 2 | 2 | 1 | 4 | 3 | 24 | 3 | 1 | 2 | 2 | 1 | 1 | 1 |
| 0 | 3 | 12 | 1 | 9 | 609 | 1 | 2 | 4 | 2 | 1 | 1 | 1 | 26 | 1 | 2 | 1 | 1 | 1 | 1 | 1 |
| 0 | 1 | 18 | 4 | 5 | 1190 | 1 | 1 | 2 | 2 | 1 | 4 | 4 | 55 | 3 | 3 | 3 | 1 | 2 | 1 | 1 |
| 0 | 2 | 21 | 2 | 9 | 2767 | 2 | 5 | 4 | 1 | 1 | 2 | 3 | 61 | 3 | 1 | 2 | 2 | 1 | 1 | 1 |
| 0 | 2 | 30 | 2 | 2 | 3441 | 2 | 3 | 2 | 2 | 2 | 4 | 3 | 21 | 1 | 1 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 30 | 0 | 9 | 4280 | 2 | 3 | 4 | 2 | 1 | 4 | 3 | 26 | 3 | 1 | 2 | 2 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 3 | 3092 | 2 | 2 | 3 | 4 | 1 | 2 | 3 | 22 | 3 | 1 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 18 | 2 | 0 | 6761 | 5 | 3 | 2 | 3 | 1 | 4 | 3 | 68 | 2 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 2 | 12 | 2 | 3 | 1331 | 1 | 2 | 2 | 3 | 1 | 1 | 3 | 22 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 2 | 54 | 0 | 9 | 15945 | 1 | 2 | 3 | 3 | 1 | 4 | 4 | 58 | 3 | 1 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 2 | 3234 | 1 | 2 | 4 | 2 | 1 | 4 | 1 | 23 | 3 | 1 | 1 | 2 | 1 | 2 | 1 |
| 0 | 2 | 15 | 2 | 3 | 802 | 1 | 5 | 4 | 3 | 1 | 3 | 3 | 37 | 3 | 2 | 1 | 3 | 2 | 1 | 1 |
| 0 | 2 | 48 | 2 | 2 | 9960 | 1 | 2 | 1 | 2 | 1 | 2 | 3 | 26 | 1 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 24 | 3 | 9 | 8648 | 1 | 2 | 2 | 3 | 1 | 2 | 3 | 27 | 1 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 3 | 1345 | 1 | 3 | 4 | 4 | 1 | 3 | 1 | 26 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 45 | 2 | 3 | 1845 | 1 | 3 | 4 | 3 | 1 | 4 | 4 | 23 | 3 | 3 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 21 | 1 | 0 | 1647 | 5 | 3 | 4 | 3 | 1 | 2 | 2 | 40 | 1 | 2 | 2 | 2 | 2 | 1 | 1 |
| 0 | 4 | 48 | 2 | 9 | 4844 | 1 | 1 | 3 | 3 | 1 | 2 | 3 | 33 | 3 | 1 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 27 | 0 | 9 | 8318 | 1 | 5 | 2 | 2 | 1 | 4 | 4 | 42 | 2 | 3 | 2 | 4 | 1 | 2 | 1 |
| 0 | 3 | 18 | 2 | 3 | 2100 | 1 | 3 | 4 | 3 | 2 | 2 | 1 | 37 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 45 | 0 | 9 | 11816 | 1 | 5 | 2 | 3 | 1 | 4 | 3 | 29 | 3 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 6 | 2 | 6 | 448 | 1 | 2 | 4 | 2 | 1 | 4 | 2 | 23 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 30 | 2 | 5 | 11998 | 1 | 2 | 1 | 1 | 1 | 1 | 4 | 34 | 1 | 2 | 1 | 2 | 1 | 2 | 1 |
| 0 | 2 | 48 | 0 | 10 | 18424 | 1 | 3 | 1 | 2 | 1 | 2 | 2 | 32 | 1 | 2 | 1 | 4 | 1 | 2 | 2 |
| 0 | 1 | 6 | 2 | 0 | 14896 | 1 | 5 | 1 | 3 | 1 | 4 | 4 | 68 | 1 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 2 | 2762 | 5 | 5 | 1 | 2 | 1 | 2 | 2 | 25 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 2 | 1 | 3386 | 1 | 5 | 3 | 3 | 1 | 4 | 4 | 35 | 3 | 3 | 1 | 3 | 1 | 2 | 1 |
| 0 | 2 | 24 | 2 | 3 | 2039 | 1 | 2 | 1 | 4 | 1 | 1 | 2 | 22 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 4 | 18 | 3 | 9 | 2169 | 1 | 3 | 4 | 4 | 1 | 2 | 3 | 28 | 3 | 2 | 1 | 3 | 1 | 2 | 1 |
| 0 | 2 | 48 | 4 | 2 | 5096 | 1 | 3 | 2 | 2 | 1 | 3 | 3 | 30 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 3 | 1882 | 1 | 3 | 4 | 2 | 1 | 4 | 3 | 25 | 1 | 1 | 2 | 3 | 1 | 1 | 1 |
| 0 | 1 | 48 | 2 | 3 | 6999 | 1 | 4 | 1 | 4 | 3 | 1 | 1 | 34 | 3 | 2 | 2 | 3 | 1 | 2 | 1 |
| 0 | 4 | 12 | 4 | 9 | 2292 | 1 | 1 | 4 | 3 | 1 | 2 | 3 | 42 | 2 | 2 | 2 | 4 | 1 | 2 | 1 |
| 0 | 1 | 14 | 2 | 0 | 8978 | 1 | 5 | 1 | 1 | 1 | 4 | 2 | 45 | 3 | 2 | 1 | 4 | 1 | 2 | 2 |
| 0 | 1 | 12 | 2 | 3 | 674 | 2 | 4 | 4 | 4 | 1 | 1 | 2 | 20 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 1 | 18 | 2 | 0 | 976 | 1 | 2 | 1 | 2 | 1 | 2 | 3 | 23 | 3 | 2 | 1 | 2 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 0 | 2718 | 1 | 3 | 3 | 2 | 1 | 4 | 2 | 20 | 3 | 1 | 1 | 2 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 6 | 750 | 1 | 1 | 4 | 2 | 1 | 1 | 1 | 27 | 3 | 2 | 1 | 1 | 1 | 1 | 1 |
| 0 | 2 | 24 | 2 | 1 | 12579 | 1 | 5 | 4 | 2 | 1 | 2 | 4 | 44 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 18 | 2 | 1 | 7511 | 5 | 5 | 1 | 3 | 1 | 4 | 2 | 51 | 3 | 3 | 1 | 3 | 2 | 2 | 1 |
| 0 | 1 | 18 | 4 | 0 | 3966 | 1 | 5 | 1 | 2 | 1 | 4 | 1 | 33 | 1 | 1 | 3 | 3 | 1 | 2 | 1 |
| 0 | 1 | 12 | 0 | 3 | 6199 | 1 | 3 | 4 | 3 | 1 | 2 | 2 | 28 | 3 | 1 | 2 | 3 | 1 | 2 | 1 |
| 0 | 1 | 24 | 2 | 3 | 1987 | 1 | 3 | 2 | 3 | 1 | 4 | 1 | 21 | 3 | 1 | 1 | 2 | 2 | 1 | 1 |
| 0 | 1 | 24 | 2 | 0 | 2303 | 1 | 5 | 4 | 3 | 2 | 1 | 1 | 45 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
| 0 | 4 | 21 | 4 | 0 | 12680 | 5 | 5 | 4 | 3 | 1 | 4 | 4 | 30 | 3 | 3 | 1 | 4 | 1 | 2 | 1 |
| 0 | 2 | 12 | 2 | 3 | 6468 | 5 | 1 | 2 | 3 | 1 | 1 | 4 | 52 | 3 | 2 | 1 | 4 | 1 | 2 | 1 |
| 0 | 1 | 30 | 2 | 2 | 6350 | 5 | 5 | 4 | 3 | 1 | 4 | 2 | 31 | 3 | 2 | 1 | 3 | 1 | 1 | 1 |
CWK DATASET2.xls
Sheet1
| Number | Name | Value | Interpretation |
| 1 | Credit | 1 | Loan repaid |
| 0 | Defaulted | ||
| 1 | Balance is 0 | ||
| 2 | Account | 2 | Balance is between 0 and 200 |
| 3 | Balance greater than 200 or a regular salary | ||
| 4 | No account with this bank | ||
| 3 | Length | Length of the loan in months | |
| 0 | No previous loans | ||
| 1 | All previous loans repaid | ||
| 4 | Record | 2 | Current loans, but all OK |
| 3 | Previous missed payments | ||
| 4 | Severe problems in the past | ||
| 0 | New car | ||
| 1 | Used car | ||
| 2 | Furniture | ||
| 3 | Radio or TV | ||
| 4 | White goods (fridges, etc.) | ||
| 5 | Use | 5 | House repairs |
| 6 | Training use | ||
| 7 | Holiday | ||
| 8 | Education (fees) | ||
| 9 | Business | ||
| 10 | Other | ||
| 6 | Amount | The amount borrowed | |
| 1 | < 100 | ||
| 2 | 100 to 500 | ||
| 7 | Savings | 3 | 500 to 1000 |
| 4 | > 1000 | ||
| 5 | None or unknown | ||
| 1 | Unemployed | ||
| 2 | At current job for < 1 year | ||
| 8 | Job | 3 | 1 year to 4 years |
| 4 | 4 years to 7 years | ||
| 5 | > 7 years | ||
| 1 | Loan is > 35% of annual income | ||
| 2 | 25% to 35% | ||
| 9 | Proportion | 3 | 20% to 25% |
| 4 | < 20% | ||
| 1 | Divorced man | ||
| 2 | Divorced woman | ||
| 10 | Family | 3 | Single man |
| 4 | Married man or woman | ||
| 5 | Single woman or widow | ||
| 1 | None | ||
| 11 | Guarantor | 2 | Secured on house |
| 3 | Insurance - backed | ||
| 1 | Lived there < 1 year | ||
| 2 | 1 to 4 years | ||
| 12 | Resident | 3 | 4 to 7 years |
| 4 | > 7 years | ||
| 1 | Owns house with some land | ||
| 2 | Leaseholder or secure tenant | ||
| 13 | Wealth | 3 | At least owns a car |
| 4 | No appreciable assets | ||
| 14 | Age | Age in years | |
| 1 | Has other bank loans | ||
| 15 | Other | 2 | No other bank loans, but store cards |
| 3 | Neither of the above | ||
| 1 | Rents accommodation | ||
| 16 | Type | 2 | Owns a flat |
| 3 | Owns a house | ||
| 1 | 1 loan with the bank, i.e. this one | ||
| 2 | 2 to 3 loans in all (includes this one) | ||
| 17 | Past | 3 | 4 or 5 |
| 4 | 6 or more | ||
| 1 | Casual work | ||
| 2 | Unskilled, but regular | ||
| 18 | Occupation | 3 | Skilled or public servant |
| 4 | Management | ||
| 19 | Dependents | 1 | 2 or fewer dependents |
| 2 | 3 or more | ||
| 20 | Phone | 1 | No |
| 2 | Yes, in their name | ||
| 21 | Guest | 1 | Is a "guest worker" |
| 2 | Is not |
Sheet2
Sheet3
Cwk_Part1_BUIS024_2016-17(4).pdf
BUIS024 Given 20/10/16 Portfolio CW Part 1 Due 24/11/16 for intermediate feedback; Final deadline: 9/01/17, 10 am
Note: This is the first part of the coursework given in this module and counts for 30% of your final grade. All questions must be answered correctly and the coursework must be returned by the due date above for full credit. All datasets, together with their descriptions, can be found in the “Coursework Part 1” folder in the module BlackBoard area. Up to five marks may be given for presentation. Remember that this is meant to be an individual coursework and that any indication that it is otherwise may result in severe penalties.
Important: Electronic submission is required via BB by 09/01/2017, 10.00 am. The main report including appendices should be only in ONE file (MS word or pdf); in addition models must be submitted separately in a single ZIP file. In order to obtain initial feedback, please bring a hard copy of your work on 17/11/16 during lecture. Problem 1 (10 marks) An airplane has four engines. On a flight from New York to Paris, each engine has a 0.001 chance of failing. The plane will crash if at any time two or fewer engines are working properly. a) What is the probability that the plane will crash? b) Given that engine 1 will not fail during the flight, what is the probability that the plane will crash? c) Given that engine 1 will fail during the flight, what is the probability that the plane will not crash? State clearly your assumptions and show all working. Problem 2 (10 marks) The daily demand for TVs at TVWorld is normally distributed with mean 400 and standard deviation 100. Each time an order for TVs is placed. It takes exactly 4 days to arrive, i.e. TV orders have a 4-day lead time. TVWorld does not want to run out of TVs during more than 1% of all lead times. How low should TVWorld let its TV inventory drop before it places an order for more TVs? State clearly your assumptions and show all working. Problem 3 (45 marks) Dataset: credit.csv. The description of the variables is in an excel file named descriptionCreditScoringData.xls. This data set consists of genuine credit records from a South German bank. The aim would generally be to predict which customers will repay the loan in full and which of them will not. There are 1000 records and all amounts are in Deutschmarks. Answer the following using suitable approaches whether descriptive/graphical or inferential and using a suitable package e.g. StatTools. Justify your answers in the main text and include all workings as appendix. a) Wherever possible and meaningful, provide a brief analysis of each variable, including their
distribution, outliers, etc. b) Does there seem to be differences in age, length of loan, or amount of loan for those who repaid
their loans and those who defaulted? c) Explore and describe the association of each variable with the credit status. d) Does the Length of the loan vary with the use of the loan? e) Determine relationships, if any, between Age, Length of loan and Amount of loan. f) Construct a 3-way contingency table from the factors credit, record and use, and analyse it. You
must state your final conclusions in detail.
BUIS024 Given 20/10/16 Portfolio CW Part 1 Due 24/11/16 for intermediate feedback; Final deadline: 9/01/17, 10 am
Problem 4 (30 marks) John Boris, the founder and major stockholder of DataSoft Inc. has just been told by his lawyer, Michael Grove, that Brexoft Computer Software has informed him through their lawyer that Brexoft plans suing DataSoft for copyright infringements by DataSoft's recent database software Easybase Release 1.1. Brexoft claims damage £250,000 and triple punitive penalties of £750,000. Michael Grove also tells John Boris that Brexoft's lawyer has hinted that would be willing to settle out of court by granting DataSoft retroactively a flat-fee licence for using the software in contention for £1,000,000. This would allow DataSoft to continue selling Release 1.1. John Boris estimates that the future revenue potential for Release 1.1 amounts to roughly £1,400,000. If DataSoft chose to defend the law suit and lost, these sales would also be lost. Michael Grove estimates that the cost of defending the law suit will amount to £250,000. If DataSoft wins, Brexoft will have to refund £250,000. However if Datasoft loses, it will have to refund Brexoft the same amount. Development of Easybase Release 2.0 has just been started. With its completely new format, it will definitely not risk to infringe copyrights. Its development can also be accelerated. This will allow Release 2.0 to be introduced four or eight months earlier than originally planned, provided it is initiated within a month. The difficulty is that without some preliminary analysis, it is difficult to predict how early Release 2.0 can be introduced. Accelerating will also increase the cost by £100,000 for a four-month early release to £200,000 for an eight-month early release. However DataSoft would recoup about £150,000 of the potential loss on every month of early introduction if they abandon Release 1.1. Both John Boris and Michael Grove also think that Brexoft would be willing to accept an out-of-court settlement for £300,000 in compensation for past copy-right infringements, if DataSoft stopped marketing Release 1.1 by the end of the month. They also think that Brexoft would be willing to accept a licence fee of £625,000 if Release 2.0 is introduced 8 months earlier and £800,000 if it is introduced 4 months earlier. Michael reminds John that he has at most until the end of the month i.e. 2 weeks to make up his mind wether or not to accept an out of court settlement. Brexoft will not consider such settlement once the court case has been initiated. There are two major uncertainties in this situation. What are DataSoft's chances of successfully defending a court case? And, how much earlier can Release 2.0 be marketed if DataSoft decides to accelerate its development? Michael estimates that DataSoft has about a 70% chance of winning the case. Prior to a preliminary analysis, the Easybase development leader estimates there is a 60% chance of being able to complete Release 2.0 eight months earlier and a 40% chance of being able to complete it only four months earlier. The development leader suggests that these estimates could be improved by undertaking a preliminary analysis which takes about a week and costs £20,000. This analysis is however not infallible and has a 15% chance to predict a four-months early release when it actually is released eight-months early and a 20% chance to wrongly predict an eight-month early release. John Boris is very confused. Should he do for a preliminary analysis or not? Should he accelerate or not Release 2.0? Should he go to court or not? As Datasoft's only analyst, John Boris asked you to assist him in his decision making process. John Boris also agrees that his main objective is to maximise the expected profit to be made. In order to advise John Boris, you must answer the following questions. Unless otherwise stated the assumptions are the ones above. 1. Draw a decision tree skeleton. Show all relevant monetary values and probabilities.
BUIS024 Given 20/10/16 Portfolio CW Part 1 Due 24/11/16 for intermediate feedback; Final deadline: 9/01/17, 10 am
2. Build a spreadsheet model based on your decision tree using Precision Tree and solve the tree. You must include a copy of your spreadsheet showing all the formulae and a short report explaining the formulae. 3. What is the highest price that management should pay for the preliminary analysis with its current performance? What is the highest price that management should pay for any preliminary analysis regardless of its performance? Explain. 4. Carry out a complete sensitivity analysis on the probability of being able to complete Release 2.0 eight months earlier (currently 0.6). You may use increments of 0.05. Explain. 5. Carry out a complete sensitivity analysis on both counter-performance probabilities of the preliminary analysis. Explain. 6. Other uncertainties are the future revenue potential for Release 1.1 initially estimated at £1,500,000 and the chance of winning the case initially estimated at 70%. Revise the decision as the revenue for Release 1.1 varies from £1,000,000 to £2,000,000 and the chance of winning the case varies from 50% to 90%. Explain. 7. Summarise all your recommendations in a short management report (no more than one typed A4 page). Remember that management has no knowledge of decision analysis therefore your report should be as non-technical and as clear as possible.
