Data Mining and Knowledge Discovery
annalee2
INFO411Assignment1.zipINFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/.DS_Store
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/coolBlueHotRed.R
# Palette defined by kohonen package # # Shane Lynn 14-01-2014 coolBlueHotRed <- function(n, alpha = 1) { rainbow(n, end=4/6, alpha=alpha)[n:1] }
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/creditworthiness.csv
| functionary | re-balanced (paid back) a recently overdrawn current acount | FI3O credit score | gender | 0. accounts at other banks | credit refused in past? | years employed | savings on other accounts | self employed? | max. account balance 12 months ago | min. account balance 12 months ago | avrg. account balance 12 months ago | max. account balance 11 months ago | min. account balance 11 months ago | avrg. account balance 11 months ago | max. account balance 10 months ago | min. account balance 10 months ago | avrg. account balance 10 months ago | max. account balance 9 months ago | min. account balance 9 months ago | avrg. account balance 9 months ago | max. account balance 8 months ago | min. account balance 8 months ago | avrg. account balance 8 months ago | max. account balance 7 months ago | min. account balance 7 months ago | avrg. account balance 7 months ago | max. account balance 6 months ago | min. account balance 6 months ago | avrg. account balance 6 months ago | max. account balance 5 months ago | min. account balance 5 months ago | avrg. account balance 5 months ago | max. account balance 4 months ago | min. account balance 4 months ago | avrg. account balance 4 months ago | max. account balance 3 months ago | min. account balance 3 months ago | avrg. account balance 3 months ago | max. account balance 2 months ago | min. account balance 2 months ago | avrg. account balance 2 months ago | max. account balance 1 months ago | min. account balance 1 months ago | avrg. account balance 1 months ago | credit rating |
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| 1 | 0 | 1 | 0 | 3 | 0 | 4 | 1 | 1 | 4 | 1 | 5 | 1 | 2 | 2 | 5 | 2 | 3 | 2 | 2 | 1 | 1 | 1 | 4 | 4 | 5 | 1 | 4 | 1 | 2 | 1 | 4 | 1 | 3 | 3 | 5 | 3 | 2 | 1 | 4 | 2 | 1 | 3 | 2 | 1 | 0 |
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| 1 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 1 | 2 | 2 | 2 | 2 | 2 | 3 | 5 | 3 | 4 | 4 | 4 | 3 | 1 | 2 | 1 | 1 | 4 | 2 | 1 | 1 | 1 | 4 | 2 | 5 | 2 | 4 | 3 | 1 | 5 | 3 | 1 | 4 | 3 | 1 | 1 | 1 | 3 |
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| 0 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 1 | 5 | 5 | 2 | 1 | 4 | 3 | 1 | 1 | 1 | 5 | 3 | 5 | 5 | 2 | 4 | 5 | 4 | 1 | 5 | 5 | 5 | 3 | 4 | 1 | 3 | 1 | 3 | 2 | 2 | 5 | 5 | 5 | 3 | 3 | 4 | 5 | 2 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 1 | 3 | 1 | 3 | 1 | 2 | 1 | 2 | 1 | 1 | 1 | 3 | 1 | 3 | 5 | 4 | 1 | 1 | 5 | 4 | 3 | 3 | 4 | 4 | 5 | 2 | 4 | 3 | 1 | 4 | 5 | 1 | 3 | 5 | 4 | 1 | 1 | 0 |
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| 0 | 1 | 1 | 0 | 3 | 0 | 3 | 3 | 0 | 2 | 1 | 1 | 3 | 1 | 2 | 3 | 3 | 3 | 2 | 2 | 4 | 5 | 2 | 1 | 2 | 4 | 3 | 5 | 5 | 2 | 3 | 4 | 4 | 3 | 4 | 3 | 3 | 2 | 1 | 5 | 5 | 2 | 4 | 4 | 4 | 3 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 5 | 6 | 0 | 1 | 1 | 1 | 3 | 3 | 4 | 5 | 2 | 5 | 3 | 3 | 4 | 5 | 4 | 3 | 2 | 2 | 3 | 5 | 4 | 3 | 2 | 4 | 3 | 3 | 4 | 4 | 4 | 3 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 0 | 2 | 1 | 3 | 4 | 4 | 4 | 4 | 3 | 3 | 5 | 4 | 4 | 5 | 1 | 5 | 4 | 4 | 5 | 2 | 1 | 4 | 5 | 5 | 5 | 5 | 1 | 1 | 4 | 4 | 1 | 3 | 1 | 2 | 1 | 3 | 5 | 1 |
| 0 | 0 | 1 | 0 | 4 | 0 | 3 | 3 | 1 | 4 | 4 | 5 | 2 | 1 | 2 | 1 | 3 | 1 | 3 | 1 | 2 | 2 | 2 | 1 | 2 | 1 | 2 | 5 | 4 | 5 | 4 | 2 | 3 | 1 | 4 | 5 | 3 | 5 | 1 | 2 | 5 | 1 | 3 | 3 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 1 | 2 | 3 | 5 | 4 | 2 | 3 | 1 | 1 | 1 | 4 | 3 | 3 | 1 | 1 | 2 | 5 | 4 | 5 | 1 | 5 | 5 | 3 | 4 | 3 | 5 | 3 | 1 | 2 | 4 | 3 | 4 | 3 | 5 | 3 | 3 | 2 |
| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 2 | 4 | 2 | 4 | 2 | 4 | 4 | 4 | 2 | 4 | 5 | 1 | 3 | 5 | 3 | 4 | 3 | 1 | 3 | 5 | 5 | 4 | 1 | 5 | 4 | 2 | 4 | 4 | 3 | 2 | 5 | 1 | 5 | 1 | 2 | 3 | 2 |
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| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 5 | 2 | 3 | 1 | 5 | 1 | 2 | 4 | 2 | 3 | 4 | 5 | 5 | 3 | 5 | 3 | 2 | 3 | 1 | 3 | 3 | 3 | 1 | 2 | 3 | 2 | 4 | 5 | 4 | 3 | 2 | 2 | 1 | 3 | 1 | 4 | 2 |
| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 3 | 2 | 2 | 3 | 2 | 2 | 1 | 3 | 5 | 1 | 2 | 4 | 5 | 2 | 2 | 5 | 3 | 3 | 3 | 1 | 3 | 2 | 5 | 1 | 2 | 2 | 3 | 3 | 4 | 1 | 3 | 2 | 5 | 2 | 4 | 2 | 1 |
| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 1 | 1 | 1 | 2 | 2 | 3 | 4 | 2 | 3 | 4 | 3 | 1 | 1 | 3 | 4 | 5 | 4 | 2 | 2 | 5 | 3 | 4 | 2 | 4 | 4 | 1 | 3 | 5 | 3 | 2 | 3 | 1 | 2 | 5 | 3 | 2 | 4 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 3 | 3 | 0 | 3 | 3 | 3 | 4 | 3 | 3 | 1 | 3 | 4 | 4 | 1 | 3 | 2 | 2 | 5 | 1 | 3 | 5 | 5 | 3 | 3 | 3 | 1 | 5 | 4 | 1 | 1 | 2 | 3 | 2 | 1 | 1 | 4 | 4 | 5 | 3 | 3 |
| 0 | 1 | 1 | 0 | 3 | 0 | 3 | 3 | 1 | 5 | 4 | 1 | 2 | 5 | 3 | 5 | 1 | 1 | 1 | 1 | 2 | 2 | 5 | 4 | 4 | 5 | 3 | 5 | 5 | 2 | 1 | 1 | 2 | 3 | 1 | 3 | 4 | 1 | 2 | 4 | 3 | 1 | 5 | 3 | 1 | 2 |
| 1 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 1 | 3 | 5 | 5 | 3 | 1 | 2 | 1 | 3 | 5 | 2 | 4 | 5 | 3 | 2 | 2 | 1 | 3 | 3 | 4 | 3 | 4 | 3 | 5 | 5 | 5 | 1 | 5 | 2 | 5 | 1 | 1 | 4 | 5 | 4 | 2 | 1 | 2 |
| 0 | 1 | 1 | 0 | 5 | 0 | 2 | 2 | 0 | 1 | 5 | 5 | 3 | 5 | 5 | 3 | 3 | 1 | 4 | 3 | 2 | 4 | 5 | 1 | 3 | 3 | 3 | 2 | 1 | 5 | 1 | 2 | 5 | 5 | 2 | 5 | 1 | 3 | 3 | 3 | 5 | 1 | 5 | 3 | 1 | 3 |
| 0 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 5 | 1 | 4 | 1 | 4 | 3 | 2 | 1 | 2 | 4 | 5 | 2 | 5 | 1 | 1 | 3 | 2 | 4 | 3 | 4 | 3 | 1 | 5 | 5 | 4 | 3 | 3 | 2 | 3 | 2 | 5 | 5 | 2 | 5 | 4 | 2 | 2 |
| 0 | 1 | 1 | 1 | 5 | 0 | 4 | 5 | 0 | 5 | 3 | 5 | 2 | 4 | 3 | 5 | 5 | 5 | 1 | 1 | 1 | 3 | 3 | 3 | 5 | 5 | 3 | 1 | 3 | 5 | 5 | 1 | 5 | 4 | 3 | 3 | 2 | 3 | 1 | 4 | 5 | 3 | 5 | 1 | 1 | 2 |
| 0 | 1 | 1 | 0 | 5 | 0 | 5 | 6 | 0 | 4 | 5 | 3 | 2 | 2 | 4 | 1 | 5 | 4 | 2 | 5 | 4 | 4 | 4 | 3 | 1 | 5 | 5 | 3 | 2 | 5 | 4 | 1 | 3 | 3 | 2 | 5 | 2 | 5 | 1 | 4 | 2 | 4 | 5 | 5 | 1 | 2 |
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| 0 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 1 | 3 | 5 | 5 | 5 | 2 | 2 | 2 | 5 | 2 | 3 | 2 | 2 | 2 | 3 | 3 | 5 | 2 | 3 | 1 | 4 | 2 | 2 | 1 | 4 | 3 | 1 | 3 | 1 | 2 | 4 | 3 | 4 | 5 | 4 | 5 | 2 | 2 |
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| 0 | 0 | 1 | 0 | 3 | 0 | 4 | 5 | 0 | 4 | 1 | 3 | 2 | 3 | 3 | 1 | 3 | 5 | 5 | 5 | 3 | 3 | 2 | 1 | 2 | 1 | 2 | 2 | 1 | 1 | 5 | 4 | 4 | 3 | 2 | 2 | 4 | 4 | 5 | 4 | 4 | 4 | 2 | 1 | 3 | 2 |
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| 0 | 0 | 1 | 0 | 5 | 0 | 5 | 6 | 0 | 3 | 5 | 4 | 4 | 3 | 5 | 5 | 2 | 5 | 3 | 1 | 3 | 5 | 5 | 3 | 5 | 5 | 4 | 2 | 1 | 1 | 1 | 3 | 5 | 2 | 4 | 3 | 1 | 1 | 5 | 1 | 1 | 1 | 5 | 4 | 5 | 2 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 1 | 1 | 3 | 5 | 2 | 3 | 2 | 4 | 4 | 2 | 2 | 5 | 1 | 5 | 2 | 5 | 2 | 5 | 5 | 2 | 1 | 2 | 2 | 2 | 2 | 1 | 4 | 1 | 5 | 3 | 2 | 1 | 4 | 4 | 4 | 4 | 2 | 1 |
| 1 | 1 | 1 | 0 | 5 | 1 | 3 | 3 | 0 | 5 | 5 | 1 | 2 | 4 | 3 | 2 | 5 | 1 | 2 | 2 | 5 | 1 | 2 | 5 | 1 | 5 | 3 | 3 | 4 | 2 | 2 | 1 | 2 | 1 | 3 | 1 | 5 | 5 | 3 | 2 | 1 | 2 | 5 | 5 | 2 | 3 |
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| 0 | 0 | 1 | 0 | 4 | 0 | 4 | 5 | 0 | 1 | 1 | 3 | 5 | 2 | 5 | 2 | 5 | 5 | 2 | 3 | 4 | 5 | 1 | 3 | 3 | 4 | 5 | 1 | 1 | 4 | 4 | 5 | 4 | 1 | 1 | 4 | 2 | 4 | 4 | 3 | 4 | 2 | 3 | 2 | 1 | 3 |
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| 1 | 1 | 0 | 0 | 1 | 0 | 4 | 1 | 0 | 3 | 5 | 2 | 3 | 2 | 5 | 4 | 4 | 1 | 5 | 3 | 1 | 3 | 5 | 1 | 2 | 1 | 5 | 4 | 2 | 5 | 5 | 3 | 2 | 2 | 2 | 5 | 4 | 5 | 3 | 5 | 5 | 3 | 2 | 4 | 1 | 0 |
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| 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 4 | 5 | 2 | 4 | 2 | 2 | 2 | 5 | 5 | 5 | 2 | 5 | 4 | 1 | 2 | 1 | 3 | 4 | 1 | 3 | 5 | 2 | 1 | 1 | 2 | 1 | 1 | 1 | 3 | 5 | 2 | 2 | 4 | 3 | 1 | 3 | 2 |
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| 0 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 4 | 5 | 5 | 5 | 2 | 5 | 5 | 1 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 5 | 4 | 2 | 1 | 2 | 5 | 1 | 3 | 3 | 5 | 3 | 4 | 4 | 4 | 3 | 4 | 3 | 4 | 2 | 1 | 2 | 0 |
| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 2 | 4 | 3 | 3 | 4 | 3 | 4 | 3 | 2 | 4 | 5 | 5 | 5 | 3 | 4 | 4 | 5 | 1 | 3 | 2 | 5 | 5 | 1 | 4 | 3 | 2 | 1 | 2 | 2 | 4 | 1 | 1 | 3 | 5 | 4 | 4 | 2 |
| 0 | 1 | 1 | 1 | 5 | 1 | 1 | 1 | 1 | 5 | 2 | 2 | 3 | 4 | 4 | 2 | 4 | 1 | 5 | 2 | 3 | 5 | 2 | 5 | 3 | 3 | 1 | 1 | 1 | 4 | 4 | 2 | 5 | 1 | 3 | 2 | 1 | 3 | 1 | 3 | 1 | 4 | 3 | 1 | 4 | 3 |
| 0 | 1 | 1 | 0 | 2 | 0 | 4 | 5 | 0 | 1 | 1 | 2 | 5 | 4 | 3 | 5 | 1 | 4 | 1 | 1 | 5 | 5 | 2 | 3 | 4 | 1 | 1 | 2 | 1 | 4 | 4 | 4 | 1 | 4 | 2 | 4 | 2 | 2 | 5 | 1 | 5 | 1 | 4 | 5 | 1 | 1 |
| 1 | 1 | 1 | 1 | 4 | 0 | 2 | 2 | 1 | 5 | 5 | 2 | 3 | 3 | 1 | 5 | 1 | 2 | 1 | 2 | 4 | 5 | 3 | 2 | 3 | 2 | 5 | 5 | 5 | 1 | 5 | 5 | 1 | 5 | 2 | 3 | 4 | 2 | 1 | 4 | 5 | 5 | 3 | 1 | 2 | 1 |
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| 0 | 0 | 1 | 0 | 5 | 0 | 3 | 3 | 0 | 3 | 3 | 1 | 5 | 5 | 3 | 2 | 2 | 2 | 5 | 4 | 4 | 5 | 5 | 2 | 2 | 1 | 5 | 5 | 3 | 4 | 2 | 5 | 1 | 2 | 3 | 1 | 1 | 5 | 3 | 5 | 2 | 4 | 1 | 4 | 1 | 0 |
| 1 | 1 | 1 | 1 | 1 | 1 | 5 | 6 | 0 | 4 | 4 | 5 | 2 | 4 | 3 | 2 | 1 | 5 | 4 | 4 | 3 | 1 | 3 | 1 | 3 | 3 | 3 | 2 | 4 | 1 | 2 | 1 | 3 | 1 | 5 | 1 | 3 | 5 | 2 | 3 | 1 | 1 | 4 | 5 | 2 | 2 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 5 | 6 | 1 | 2 | 1 | 4 | 4 | 2 | 2 | 5 | 1 | 4 | 4 | 5 | 5 | 4 | 4 | 1 | 4 | 4 | 1 | 1 | 3 | 4 | 3 | 4 | 3 | 5 | 5 | 3 | 3 | 1 | 2 | 1 | 3 | 4 | 1 | 1 | 2 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 1 | 1 | 2 | 3 | 4 | 2 | 2 | 4 | 5 | 5 | 1 | 3 | 3 | 2 | 1 | 2 | 5 | 5 | 2 | 4 | 3 | 1 | 1 | 4 | 1 | 2 | 1 | 3 | 3 | 2 | 4 | 2 | 2 | 1 | 4 | 3 | 5 | 1 |
| 1 | 1 | 1 | 0 | 1 | 0 | 5 | 6 | 0 | 4 | 3 | 1 | 2 | 1 | 1 | 3 | 2 | 4 | 4 | 2 | 5 | 1 | 3 | 1 | 1 | 1 | 1 | 2 | 2 | 4 | 3 | 2 | 5 | 4 | 3 | 2 | 4 | 3 | 5 | 1 | 5 | 2 | 1 | 4 | 4 | 2 |
| 1 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 0 | 2 | 3 | 5 | 1 | 1 | 1 | 5 | 3 | 4 | 5 | 3 | 1 | 2 | 4 | 1 | 2 | 4 | 5 | 3 | 1 | 4 | 3 | 4 | 2 | 3 | 1 | 2 | 1 | 1 | 4 | 5 | 4 | 5 | 3 | 4 | 3 | 1 |
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| 0 | 0 | 1 | 0 | 3 | 1 | 4 | 5 | 1 | 5 | 5 | 4 | 4 | 3 | 4 | 5 | 5 | 2 | 1 | 2 | 1 | 4 | 2 | 3 | 4 | 3 | 2 | 3 | 4 | 3 | 3 | 3 | 1 | 3 | 4 | 3 | 3 | 1 | 3 | 2 | 3 | 3 | 1 | 4 | 5 | 3 |
| 1 | 1 | 1 | 1 | 3 | 0 | 4 | 5 | 1 | 5 | 2 | 1 | 4 | 3 | 2 | 2 | 4 | 3 | 2 | 1 | 1 | 5 | 3 | 2 | 5 | 1 | 2 | 2 | 3 | 2 | 5 | 4 | 1 | 1 | 3 | 4 | 2 | 5 | 1 | 3 | 5 | 4 | 2 | 3 | 4 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 4 | 2 | 4 | 1 | 5 | 5 | 5 | 3 | 1 | 1 | 3 | 4 | 1 | 5 | 2 | 4 | 4 | 5 | 2 | 5 | 2 | 1 | 1 | 4 | 5 | 4 | 3 | 4 | 1 | 3 | 4 | 5 | 3 | 5 | 1 | 4 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 0 | 2 | 3 | 2 | 2 | 3 | 3 | 2 | 4 | 2 | 1 | 2 | 3 | 3 | 3 | 3 | 2 | 4 | 2 | 4 | 3 | 3 | 1 | 1 | 5 | 5 | 5 | 1 | 4 | 5 | 2 | 3 | 2 | 3 | 1 | 1 | 1 | 3 |
| 0 | 1 | 1 | 0 | 1 | 0 | 3 | 3 | 0 | 1 | 3 | 4 | 1 | 2 | 5 | 2 | 1 | 5 | 4 | 3 | 5 | 4 | 1 | 4 | 1 | 3 | 1 | 1 | 4 | 3 | 4 | 3 | 3 | 3 | 2 | 2 | 5 | 2 | 1 | 1 | 1 | 5 | 4 | 5 | 3 | 0 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 1 | 2 | 5 | 2 | 3 | 4 | 4 | 3 | 2 | 5 | 1 | 1 | 3 | 3 | 1 | 4 | 4 | 1 | 3 | 3 | 5 | 3 | 2 | 4 | 1 | 2 | 1 | 5 | 5 | 4 | 1 | 5 | 3 | 1 | 4 | 4 | 3 | 2 |
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| 1 | 1 | 1 | 0 | 5 | 0 | 1 | 1 | 0 | 3 | 2 | 1 | 3 | 4 | 3 | 2 | 2 | 2 | 2 | 5 | 1 | 4 | 2 | 1 | 3 | 4 | 3 | 2 | 1 | 5 | 3 | 5 | 2 | 2 | 4 | 2 | 5 | 5 | 2 | 3 | 1 | 4 | 5 | 5 | 1 | 2 |
| 1 | 1 | 1 | 0 | 5 | 1 | 1 | 1 | 1 | 2 | 3 | 1 | 2 | 4 | 5 | 1 | 4 | 1 | 5 | 3 | 5 | 2 | 3 | 4 | 1 | 4 | 3 | 3 | 2 | 1 | 3 | 3 | 1 | 5 | 1 | 2 | 5 | 3 | 1 | 2 | 3 | 4 | 3 | 4 | 5 | 2 |
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| 1 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 4 | 5 | 5 | 1 | 3 | 3 | 5 | 1 | 3 | 4 | 2 | 4 | 4 | 5 | 2 | 2 | 1 | 5 | 5 | 5 | 3 | 1 | 1 | 3 | 5 | 2 | 4 | 2 | 1 | 4 | 5 | 3 | 1 | 4 | 3 | 1 | 1 |
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| 0 | 0 | 1 | 1 | 2 | 0 | 5 | 2 | 0 | 4 | 1 | 3 | 3 | 1 | 2 | 4 | 5 | 4 | 5 | 4 | 2 | 2 | 1 | 4 | 1 | 3 | 3 | 5 | 5 | 3 | 4 | 1 | 5 | 5 | 4 | 5 | 1 | 2 | 5 | 4 | 4 | 4 | 3 | 3 | 2 | 0 |
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| 0 | 0 | 1 | 0 | 1 | 0 | 4 | 5 | 1 | 2 | 5 | 1 | 1 | 3 | 2 | 1 | 3 | 5 | 3 | 5 | 3 | 1 | 5 | 1 | 2 | 2 | 4 | 2 | 4 | 2 | 4 | 5 | 4 | 3 | 1 | 3 | 5 | 3 | 4 | 2 | 2 | 5 | 2 | 5 | 1 | 2 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 0 | 3 | 4 | 2 | 2 | 1 | 2 | 5 | 2 | 1 | 1 | 3 | 1 | 1 | 2 | 1 | 1 | 3 | 3 | 4 | 5 | 1 | 3 | 5 | 2 | 4 | 2 | 2 | 2 | 3 | 2 | 4 | 5 | 2 | 2 | 4 | 2 | 1 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 3 | 3 | 3 | 3 | 2 | 2 | 4 | 4 | 2 | 5 | 4 | 3 | 1 | 1 | 4 | 2 | 1 | 1 | 3 | 5 | 2 | 1 | 1 | 4 | 4 | 3 | 3 | 3 | 5 | 1 | 5 | 1 | 3 | 3 | 2 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 2 | 2 | 0 | 1 | 3 | 2 | 5 | 2 | 3 | 5 | 5 | 5 | 5 | 4 | 1 | 5 | 4 | 4 | 1 | 3 | 2 | 2 | 3 | 1 | 3 | 3 | 2 | 3 | 2 | 4 | 4 | 3 | 5 | 1 | 4 | 5 | 2 | 4 | 2 | 1 |
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| 1 | 1 | 1 | 0 | 3 | 0 | 3 | 3 | 0 | 5 | 2 | 5 | 4 | 1 | 5 | 2 | 3 | 1 | 4 | 2 | 4 | 2 | 3 | 1 | 5 | 2 | 3 | 4 | 5 | 3 | 5 | 1 | 4 | 5 | 5 | 2 | 4 | 3 | 5 | 5 | 3 | 2 | 4 | 2 | 2 | 1 |
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| 1 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 2 | 1 | 5 | 1 | 5 | 5 | 4 | 1 | 3 | 5 | 2 | 5 | 2 | 5 | 2 | 4 | 3 | 2 | 5 | 2 | 4 | 1 | 4 | 2 | 3 | 1 | 2 | 2 | 2 | 4 | 3 | 3 | 3 | 1 | 4 | 1 | 1 |
| 0 | 1 | 1 | 1 | 4 | 0 | 2 | 2 | 0 | 3 | 5 | 3 | 3 | 3 | 1 | 3 | 5 | 2 | 1 | 2 | 3 | 1 | 4 | 3 | 5 | 2 | 5 | 3 | 3 | 1 | 2 | 1 | 2 | 3 | 1 | 5 | 5 | 5 | 2 | 5 | 2 | 4 | 5 | 4 | 5 | 2 |
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| 1 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 4 | 5 | 1 | 3 | 1 | 3 | 2 | 3 | 5 | 2 | 1 | 1 | 3 | 5 | 4 | 1 | 3 | 1 | 1 | 2 | 2 | 3 | 3 | 2 | 3 | 4 | 2 | 3 | 4 | 5 | 4 | 4 | 1 | 1 | 1 | 3 | 1 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 4 | 5 | 0 | 5 | 2 | 2 | 2 | 5 | 3 | 3 | 3 | 2 | 3 | 2 | 4 | 1 | 5 | 4 | 1 | 1 | 4 | 2 | 3 | 1 | 1 | 2 | 1 | 2 | 3 | 1 | 5 | 5 | 3 | 2 | 2 | 4 | 2 | 1 | 4 | 2 |
| 0 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 1 | 2 | 1 | 2 | 2 | 5 | 5 | 5 | 4 | 4 | 4 | 2 | 2 | 5 | 1 | 5 | 3 | 2 | 2 | 2 | 1 | 5 | 3 | 1 | 3 | 3 | 5 | 4 | 5 | 1 | 4 | 4 | 3 | 3 | 1 | 5 | 3 | 2 |
| 1 | 1 | 1 | 0 | 3 | 0 | 1 | 1 | 0 | 3 | 2 | 3 | 5 | 1 | 1 | 4 | 5 | 5 | 1 | 4 | 4 | 4 | 5 | 3 | 1 | 4 | 1 | 5 | 4 | 1 | 2 | 3 | 1 | 1 | 1 | 5 | 5 | 2 | 5 | 1 | 1 | 5 | 4 | 2 | 2 | 2 |
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| 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 2 | 5 | 2 | 2 | 2 | 4 | 1 | 5 | 5 | 4 | 1 | 2 | 3 | 4 | 5 | 3 | 3 | 1 | 1 | 4 | 1 | 4 | 5 | 2 | 1 | 1 | 3 | 3 | 4 | 1 | 3 | 5 | 4 | 4 | 3 | 2 | 2 |
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| 0 | 1 | 0 | 1 | 4 | 0 | 4 | 1 | 0 | 2 | 1 | 1 | 4 | 4 | 4 | 4 | 3 | 3 | 2 | 3 | 4 | 4 | 2 | 3 | 2 | 1 | 1 | 3 | 1 | 2 | 5 | 2 | 4 | 1 | 4 | 5 | 5 | 3 | 5 | 1 | 4 | 5 | 2 | 5 | 4 | 0 |
| 0 | 1 | 1 | 1 | 5 | 0 | 2 | 2 | 1 | 3 | 4 | 2 | 4 | 2 | 2 | 4 | 5 | 2 | 1 | 4 | 2 | 5 | 2 | 2 | 1 | 5 | 5 | 5 | 3 | 4 | 1 | 5 | 4 | 5 | 3 | 2 | 1 | 1 | 5 | 2 | 5 | 3 | 5 | 2 | 2 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 1 | 4 | 2 | 5 | 2 | 3 | 1 | 2 | 2 | 2 | 3 | 3 | 2 | 5 | 5 | 2 | 1 | 3 | 5 | 1 | 5 | 1 | 3 | 4 | 4 | 4 | 5 | 1 | 5 | 2 | 5 | 4 | 3 | 2 | 3 | 3 | 1 | 2 |
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| 0 | 1 | 1 | 0 | 5 | 0 | 2 | 2 | 1 | 4 | 4 | 3 | 5 | 5 | 5 | 1 | 4 | 2 | 2 | 3 | 4 | 4 | 4 | 3 | 1 | 4 | 2 | 5 | 5 | 2 | 3 | 4 | 1 | 5 | 4 | 1 | 4 | 3 | 5 | 3 | 5 | 2 | 4 | 1 | 3 | 3 |
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| 1 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 1 | 2 | 4 | 1 | 5 | 1 | 3 | 2 | 4 | 3 | 4 | 5 | 4 | 3 | 1 | 1 | 1 | 4 | 2 | 1 | 5 | 4 | 2 | 5 | 1 | 1 | 5 | 5 | 2 | 3 | 4 | 4 | 2 | 1 | 3 | 5 | 1 | 1 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 2 | 2 | 0 | 2 | 3 | 4 | 1 | 2 | 4 | 3 | 1 | 3 | 1 | 2 | 2 | 4 | 2 | 4 | 1 | 3 | 2 | 2 | 3 | 2 | 5 | 3 | 4 | 4 | 4 | 2 | 5 | 1 | 2 | 4 | 1 | 1 | 5 | 4 | 1 | 2 |
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| 0 | 1 | 1 | 0 | 1 | 0 | 3 | 3 | 0 | 2 | 3 | 2 | 2 | 3 | 4 | 2 | 4 | 3 | 3 | 5 | 2 | 3 | 1 | 3 | 4 | 1 | 4 | 5 | 1 | 2 | 2 | 4 | 2 | 4 | 4 | 5 | 5 | 2 | 5 | 2 | 1 | 2 | 2 | 1 | 1 | 1 |
| 0 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 2 | 3 | 2 | 5 | 3 | 1 | 3 | 3 | 2 | 1 | 1 | 2 | 2 | 4 | 5 | 5 | 2 | 1 | 1 | 1 | 3 | 5 | 4 | 3 | 2 | 3 | 2 | 4 | 1 | 3 | 2 | 1 | 2 | 3 | 2 | 5 | 2 |
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| 1 | 1 | 1 | 1 | 1 | 1 | 3 | 3 | 1 | 3 | 2 | 2 | 4 | 4 | 2 | 4 | 2 | 3 | 3 | 5 | 3 | 3 | 5 | 5 | 2 | 1 | 3 | 3 | 1 | 2 | 2 | 5 | 4 | 3 | 3 | 3 | 1 | 4 | 2 | 2 | 2 | 3 | 2 | 1 | 5 | 3 |
| 0 | 1 | 1 | 0 | 1 | 0 | 5 | 6 | 0 | 1 | 2 | 2 | 2 | 5 | 3 | 4 | 2 | 2 | 1 | 4 | 1 | 1 | 4 | 1 | 4 | 5 | 2 | 1 | 4 | 3 | 3 | 1 | 3 | 2 | 3 | 3 | 3 | 4 | 1 | 1 | 4 | 2 | 3 | 5 | 1 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 2 | 2 | 0 | 5 | 4 | 4 | 5 | 4 | 2 | 4 | 5 | 2 | 5 | 3 | 3 | 3 | 1 | 3 | 1 | 2 | 4 | 2 | 4 | 5 | 5 | 4 | 4 | 4 | 3 | 3 | 4 | 4 | 1 | 3 | 2 | 1 | 4 | 4 | 1 | 3 |
| 1 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 1 | 4 | 3 | 2 | 3 | 5 | 1 | 3 | 2 | 3 | 2 | 5 | 4 | 4 | 1 | 2 | 4 | 3 | 4 | 1 | 5 | 3 | 4 | 2 | 1 | 4 | 5 | 4 | 2 | 1 | 5 | 2 | 3 | 4 | 5 | 5 | 4 | 1 |
| 0 | 1 | 1 | 0 | 1 | 0 | 5 | 6 | 0 | 3 | 3 | 3 | 2 | 2 | 2 | 3 | 3 | 2 | 1 | 3 | 1 | 1 | 4 | 3 | 3 | 2 | 4 | 4 | 5 | 5 | 2 | 2 | 1 | 5 | 5 | 5 | 4 | 5 | 4 | 5 | 3 | 1 | 3 | 4 | 2 | 2 |
| 0 | 1 | 1 | 0 | 2 | 0 | 2 | 2 | 0 | 2 | 1 | 2 | 4 | 1 | 5 | 3 | 5 | 4 | 1 | 1 | 1 | 5 | 5 | 3 | 4 | 1 | 2 | 3 | 3 | 3 | 1 | 2 | 4 | 4 | 2 | 1 | 3 | 1 | 2 | 1 | 4 | 1 | 2 | 2 | 4 | 2 |
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| 1 | 0 | 1 | 1 | 4 | 0 | 5 | 6 | 0 | 5 | 4 | 3 | 2 | 1 | 2 | 5 | 4 | 1 | 3 | 1 | 5 | 3 | 5 | 3 | 1 | 5 | 4 | 2 | 1 | 4 | 2 | 4 | 3 | 5 | 1 | 1 | 5 | 1 | 5 | 1 | 1 | 1 | 2 | 4 | 3 | 2 |
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| 0 | 1 | 1 | 0 | 4 | 0 | 2 | 2 | 0 | 1 | 3 | 2 | 1 | 4 | 3 | 1 | 5 | 2 | 5 | 2 | 3 | 1 | 1 | 2 | 5 | 1 | 1 | 3 | 4 | 5 | 5 | 2 | 4 | 4 | 3 | 3 | 4 | 3 | 4 | 4 | 1 | 4 | 5 | 1 | 1 | 2 |
| 1 | 1 | 1 | 0 | 5 | 0 | 5 | 6 | 0 | 5 | 1 | 3 | 5 | 3 | 1 | 2 | 3 | 5 | 1 | 1 | 3 | 1 | 2 | 1 | 5 | 5 | 5 | 2 | 4 | 3 | 3 | 5 | 1 | 2 | 1 | 3 | 3 | 2 | 1 | 4 | 5 | 4 | 4 | 4 | 5 | 1 |
| 0 | 1 | 1 | 1 | 4 | 1 | 4 | 5 | 0 | 3 | 3 | 2 | 5 | 5 | 5 | 5 | 5 | 2 | 4 | 2 | 3 | 2 | 1 | 5 | 4 | 2 | 2 | 3 | 4 | 3 | 2 | 5 | 5 | 5 | 5 | 3 | 3 | 5 | 1 | 1 | 1 | 5 | 1 | 5 | 3 | 1 |
| 0 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 5 | 4 | 3 | 1 | 4 | 4 | 4 | 2 | 4 | 5 | 4 | 4 | 3 | 1 | 2 | 3 | 4 | 1 | 1 | 3 | 4 | 4 | 3 | 4 | 4 | 1 | 4 | 4 | 2 | 1 | 4 | 2 | 4 | 1 | 1 | 4 | 1 |
| 1 | 1 | 0 | 0 | 5 | 0 | 3 | 3 | 1 | 5 | 4 | 1 | 2 | 1 | 1 | 1 | 5 | 3 | 3 | 5 | 5 | 4 | 5 | 2 | 1 | 1 | 4 | 5 | 4 | 1 | 1 | 3 | 1 | 2 | 3 | 2 | 3 | 2 | 4 | 2 | 1 | 3 | 3 | 3 | 1 | 0 |
| 0 | 1 | 1 | 0 | 1 | 0 | 3 | 3 | 1 | 5 | 4 | 4 | 5 | 2 | 5 | 2 | 1 | 1 | 3 | 4 | 4 | 3 | 3 | 4 | 2 | 2 | 3 | 3 | 2 | 3 | 5 | 5 | 1 | 5 | 4 | 5 | 5 | 1 | 4 | 4 | 3 | 4 | 1 | 5 | 2 | 2 |
| 0 | 1 | 0 | 0 | 4 | 0 | 4 | 1 | 0 | 3 | 3 | 4 | 2 | 4 | 4 | 3 | 4 | 2 | 1 | 3 | 2 | 4 | 4 | 5 | 2 | 4 | 4 | 1 | 2 | 1 | 2 | 2 | 4 | 3 | 2 | 5 | 3 | 4 | 4 | 4 | 3 | 4 | 5 | 1 | 1 | 0 |
| 0 | 1 | 1 | 0 | 5 | 0 | 1 | 1 | 0 | 1 | 1 | 3 | 2 | 1 | 1 | 2 | 4 | 4 | 5 | 3 | 5 | 1 | 5 | 1 | 4 | 5 | 5 | 1 | 1 | 2 | 2 | 4 | 1 | 2 | 5 | 1 | 5 | 4 | 3 | 4 | 3 | 1 | 4 | 3 | 3 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 4 | 5 | 0 | 4 | 3 | 2 | 3 | 3 | 1 | 3 | 3 | 1 | 1 | 2 | 4 | 2 | 3 | 4 | 4 | 5 | 1 | 5 | 5 | 4 | 2 | 5 | 4 | 4 | 3 | 2 | 1 | 4 | 2 | 2 | 5 | 2 | 1 | 4 | 4 | 3 |
| 0 | 1 | 1 | 0 | 5 | 0 | 1 | 1 | 0 | 4 | 4 | 4 | 3 | 1 | 2 | 3 | 2 | 2 | 5 | 4 | 5 | 4 | 1 | 1 | 3 | 1 | 3 | 4 | 2 | 2 | 1 | 3 | 5 | 2 | 1 | 2 | 1 | 1 | 5 | 3 | 4 | 4 | 3 | 2 | 2 | 3 |
| 1 | 1 | 1 | 1 | 2 | 0 | 3 | 3 | 1 | 4 | 4 | 3 | 5 | 5 | 2 | 4 | 4 | 1 | 2 | 4 | 5 | 3 | 4 | 4 | 1 | 5 | 2 | 5 | 3 | 1 | 5 | 2 | 2 | 1 | 2 | 5 | 2 | 2 | 3 | 1 | 2 | 4 | 3 | 5 | 5 | 1 |
| 1 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 1 | 2 | 1 | 1 | 1 | 4 | 4 | 1 | 2 | 4 | 4 | 5 | 5 | 5 | 4 | 3 | 4 | 4 | 2 | 3 | 1 | 5 | 3 | 4 | 4 | 4 | 1 | 1 | 5 | 2 | 2 | 1 | 3 | 3 | 4 | 5 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 5 | 6 | 0 | 3 | 3 | 1 | 5 | 1 | 2 | 1 | 1 | 4 | 4 | 5 | 1 | 3 | 3 | 5 | 1 | 3 | 1 | 5 | 2 | 1 | 4 | 3 | 2 | 2 | 4 | 2 | 5 | 2 | 5 | 2 | 3 | 3 | 4 | 1 | 2 | 2 |
| 0 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 0 | 5 | 4 | 2 | 2 | 1 | 1 | 5 | 2 | 3 | 1 | 4 | 2 | 5 | 2 | 4 | 2 | 2 | 5 | 2 | 1 | 4 | 2 | 5 | 3 | 2 | 3 | 3 | 4 | 4 | 1 | 1 | 4 | 2 | 3 | 2 | 2 | 2 |
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| 1 | 1 | 0 | 1 | 1 | 0 | 2 | 2 | 0 | 5 | 3 | 4 | 4 | 4 | 2 | 4 | 4 | 5 | 4 | 5 | 3 | 5 | 5 | 1 | 5 | 2 | 4 | 4 | 2 | 2 | 5 | 5 | 5 | 1 | 4 | 4 | 1 | 1 | 1 | 4 | 5 | 5 | 2 | 1 | 4 | 0 |
| 0 | 1 | 1 | 0 | 4 | 1 | 2 | 2 | 0 | 3 | 5 | 1 | 1 | 5 | 2 | 3 | 4 | 1 | 5 | 4 | 2 | 5 | 1 | 5 | 1 | 3 | 4 | 3 | 2 | 4 | 4 | 4 | 1 | 3 | 1 | 2 | 5 | 5 | 3 | 2 | 4 | 2 | 4 | 5 | 2 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 2 | 3 | 5 | 2 | 5 | 1 | 4 | 3 | 2 | 5 | 4 | 5 | 1 | 5 | 5 | 4 | 1 | 1 | 5 | 4 | 3 | 2 | 4 | 5 | 2 | 3 | 3 | 5 | 3 | 3 | 4 | 3 | 1 | 5 | 1 | 5 | 3 |
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| 0 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 1 | 2 | 1 | 3 | 4 | 1 | 2 | 1 | 4 | 1 | 4 | 2 | 5 | 5 | 3 | 5 | 1 | 5 | 1 | 4 | 2 | 1 | 3 | 1 | 3 | 2 | 2 | 2 | 2 | 2 | 2 | 5 | 1 | 3 | 5 | 4 | 1 | 2 |
| 0 | 1 | 1 | 0 | 5 | 1 | 1 | 1 | 0 | 3 | 2 | 5 | 2 | 2 | 2 | 2 | 4 | 5 | 1 | 2 | 3 | 1 | 3 | 3 | 1 | 4 | 3 | 5 | 4 | 5 | 1 | 2 | 3 | 5 | 5 | 4 | 1 | 2 | 2 | 3 | 5 | 2 | 3 | 1 | 5 | 0 |
| 0 | 1 | 1 | 0 | 2 | 0 | 5 | 6 | 1 | 5 | 1 | 3 | 4 | 4 | 5 | 5 | 1 | 2 | 1 | 5 | 5 | 5 | 3 | 5 | 5 | 1 | 3 | 2 | 1 | 2 | 1 | 1 | 2 | 3 | 2 | 4 | 4 | 3 | 2 | 4 | 1 | 4 | 1 | 3 | 1 | 3 |
| 0 | 1 | 1 | 0 | 3 | 0 | 2 | 2 | 0 | 2 | 1 | 2 | 1 | 1 | 5 | 2 | 5 | 3 | 5 | 4 | 1 | 4 | 2 | 1 | 1 | 4 | 4 | 4 | 5 | 1 | 4 | 1 | 2 | 3 | 1 | 5 | 5 | 2 | 4 | 2 | 3 | 5 | 3 | 1 | 4 | 2 |
| 0 | 0 | 0 | 0 | 4 | 0 | 1 | 1 | 0 | 2 | 1 | 1 | 2 | 2 | 4 | 1 | 1 | 5 | 4 | 3 | 1 | 2 | 2 | 2 | 5 | 1 | 4 | 5 | 1 | 5 | 1 | 4 | 5 | 2 | 4 | 2 | 4 | 2 | 4 | 5 | 3 | 5 | 2 | 1 | 3 | 0 |
| 1 | 1 | 1 | 1 | 4 | 1 | 2 | 2 | 0 | 1 | 1 | 1 | 2 | 2 | 4 | 4 | 2 | 2 | 2 | 1 | 4 | 1 | 5 | 2 | 2 | 4 | 5 | 3 | 2 | 2 | 1 | 1 | 3 | 4 | 1 | 5 | 1 | 4 | 2 | 2 | 3 | 1 | 5 | 5 | 1 | 1 |
| 0 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 0 | 3 | 4 | 5 | 3 | 3 | 1 | 4 | 3 | 4 | 4 | 3 | 3 | 4 | 5 | 5 | 5 | 5 | 3 | 3 | 5 | 5 | 2 | 2 | 1 | 1 | 5 | 5 | 5 | 4 | 3 | 5 | 1 | 4 | 2 | 5 | 3 | 2 |
| 0 | 1 | 1 | 1 | 2 | 0 | 5 | 6 | 0 | 1 | 2 | 1 | 5 | 5 | 3 | 5 | 2 | 5 | 5 | 1 | 3 | 5 | 1 | 4 | 4 | 2 | 1 | 5 | 3 | 2 | 1 | 3 | 2 | 4 | 4 | 1 | 4 | 1 | 5 | 4 | 2 | 3 | 2 | 1 | 3 | 3 |
| 0 | 0 | 0 | 0 | 3 | 1 | 3 | 3 | 0 | 2 | 2 | 3 | 1 | 3 | 1 | 3 | 3 | 3 | 1 | 2 | 5 | 1 | 5 | 2 | 1 | 5 | 1 | 2 | 1 | 1 | 2 | 5 | 2 | 1 | 3 | 3 | 1 | 3 | 1 | 2 | 2 | 2 | 1 | 3 | 5 | 0 |
| 1 | 1 | 1 | 0 | 3 | 0 | 4 | 5 | 0 | 4 | 4 | 5 | 5 | 1 | 1 | 5 | 2 | 4 | 2 | 2 | 1 | 4 | 1 | 3 | 4 | 3 | 2 | 2 | 4 | 5 | 1 | 1 | 5 | 2 | 4 | 4 | 2 | 3 | 2 | 5 | 4 | 4 | 2 | 5 | 3 | 1 |
| 0 | 1 | 0 | 1 | 5 | 0 | 1 | 1 | 0 | 4 | 3 | 1 | 3 | 5 | 2 | 4 | 5 | 3 | 4 | 5 | 5 | 1 | 3 | 1 | 1 | 5 | 4 | 5 | 2 | 5 | 2 | 5 | 3 | 3 | 3 | 4 | 5 | 5 | 2 | 5 | 5 | 2 | 4 | 4 | 2 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 2 | 4 | 4 | 2 | 5 | 5 | 3 | 2 | 2 | 1 | 1 | 1 | 3 | 1 | 2 | 2 | 2 | 1 | 4 | 5 | 2 | 3 | 1 | 2 | 1 | 3 | 1 | 4 | 2 | 4 | 4 | 1 | 5 | 1 | 2 | 5 | 2 |
| 0 | 1 | 0 | 1 | 1 | 0 | 3 | 3 | 0 | 3 | 3 | 1 | 3 | 2 | 5 | 1 | 2 | 1 | 4 | 5 | 5 | 3 | 2 | 1 | 1 | 1 | 5 | 5 | 1 | 4 | 5 | 1 | 2 | 5 | 4 | 4 | 4 | 2 | 5 | 3 | 5 | 2 | 3 | 5 | 1 | 0 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 4 | 5 | 0 | 1 | 4 | 3 | 3 | 2 | 4 | 5 | 4 | 1 | 5 | 1 | 4 | 5 | 5 | 3 | 4 | 1 | 2 | 1 | 2 | 4 | 1 | 4 | 5 | 5 | 1 | 3 | 3 | 3 | 3 | 5 | 1 | 2 | 3 | 3 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 3 | 1 | 2 | 2 | 1 | 5 | 4 | 1 | 1 | 5 | 3 | 3 | 1 | 1 | 3 | 3 | 3 | 2 | 3 | 4 | 1 | 3 | 3 | 3 | 5 | 2 | 4 | 1 | 5 | 1 | 1 | 5 | 1 | 1 | 5 | 2 | 2 | 1 | 3 | 5 | 2 | 3 |
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| 0 | 0 | 1 | 1 | 3 | 0 | 4 | 5 | 0 | 4 | 4 | 2 | 1 | 4 | 4 | 4 | 4 | 3 | 4 | 5 | 3 | 5 | 4 | 2 | 1 | 4 | 4 | 4 | 4 | 3 | 3 | 5 | 5 | 3 | 1 | 5 | 3 | 5 | 3 | 2 | 5 | 5 | 2 | 5 | 5 | 3 |
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| 1 | 1 | 1 | 1 | 1 | 0 | 2 | 2 | 0 | 3 | 2 | 5 | 1 | 5 | 4 | 3 | 2 | 3 | 1 | 4 | 5 | 3 | 3 | 3 | 5 | 1 | 2 | 4 | 5 | 1 | 2 | 1 | 4 | 3 | 4 | 5 | 3 | 1 | 2 | 5 | 2 | 4 | 1 | 2 | 3 | 1 |
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| 1 | 1 | 1 | 1 | 2 | 0 | 1 | 1 | 0 | 5 | 1 | 1 | 1 | 5 | 1 | 3 | 3 | 2 | 3 | 5 | 2 | 5 | 1 | 1 | 5 | 3 | 3 | 3 | 2 | 3 | 1 | 4 | 1 | 4 | 4 | 5 | 2 | 4 | 4 | 1 | 3 | 1 | 5 | 4 | 1 | 1 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 4 | 5 | 0 | 2 | 1 | 4 | 1 | 2 | 2 | 4 | 4 | 2 | 5 | 1 | 4 | 2 | 4 | 4 | 1 | 3 | 1 | 5 | 5 | 3 | 2 | 2 | 2 | 3 | 1 | 5 | 4 | 2 | 5 | 1 | 3 | 4 | 4 | 5 | 4 | 1 |
| 0 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 2 | 1 | 4 | 5 | 3 | 2 | 4 | 5 | 1 | 5 | 2 | 4 | 1 | 2 | 1 | 3 | 2 | 2 | 3 | 1 | 2 | 4 | 1 | 1 | 4 | 5 | 1 | 5 | 3 | 1 | 4 | 1 | 4 | 5 | 5 | 4 | 2 |
| 0 | 0 | 0 | 0 | 1 | 0 | 2 | 2 | 0 | 3 | 3 | 5 | 3 | 5 | 5 | 3 | 2 | 5 | 2 | 2 | 2 | 4 | 1 | 5 | 3 | 5 | 3 | 1 | 2 | 5 | 4 | 5 | 3 | 4 | 3 | 5 | 4 | 1 | 4 | 4 | 1 | 2 | 4 | 2 | 4 | 0 |
| 1 | 1 | 1 | 1 | 3 | 0 | 4 | 5 | 1 | 1 | 1 | 3 | 1 | 3 | 1 | 3 | 2 | 2 | 5 | 3 | 2 | 4 | 3 | 5 | 2 | 1 | 3 | 5 | 2 | 1 | 4 | 5 | 4 | 1 | 5 | 2 | 1 | 5 | 2 | 1 | 2 | 2 | 3 | 3 | 5 | 2 |
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| 1 | 1 | 1 | 0 | 2 | 1 | 2 | 2 | 0 | 5 | 2 | 2 | 3 | 1 | 2 | 2 | 5 | 2 | 5 | 2 | 2 | 3 | 5 | 2 | 3 | 5 | 2 | 2 | 2 | 2 | 2 | 4 | 4 | 4 | 5 | 4 | 4 | 3 | 1 | 1 | 4 | 3 | 2 | 1 | 1 | 2 |
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| 1 | 0 | 1 | 0 | 2 | 0 | 2 | 2 | 1 | 3 | 3 | 1 | 5 | 4 | 5 | 4 | 3 | 5 | 3 | 4 | 4 | 5 | 3 | 4 | 2 | 1 | 3 | 5 | 5 | 2 | 5 | 1 | 1 | 5 | 3 | 1 | 4 | 3 | 3 | 4 | 4 | 4 | 2 | 5 | 1 | 0 |
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| 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 2 | 5 | 5 | 2 | 2 | 4 | 4 | 5 | 4 | 2 | 3 | 5 | 5 | 5 | 2 | 2 | 1 | 1 | 5 | 5 | 4 | 3 | 5 | 4 | 5 | 4 | 5 | 1 | 5 | 1 | 2 | 2 | 1 | 4 | 2 | 4 | 0 |
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| 1 | 1 | 1 | 1 | 4 | 1 | 1 | 1 | 0 | 4 | 5 | 5 | 1 | 2 | 5 | 1 | 3 | 5 | 5 | 4 | 3 | 3 | 3 | 5 | 4 | 3 | 1 | 3 | 3 | 4 | 3 | 5 | 1 | 3 | 1 | 3 | 5 | 3 | 1 | 3 | 2 | 1 | 1 | 5 | 4 | 1 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 5 | 5 | 3 | 5 | 4 | 5 | 1 | 2 | 1 | 5 | 3 | 3 | 1 | 4 | 1 | 2 | 3 | 5 | 5 | 4 | 1 | 3 | 3 | 2 | 4 | 5 | 3 | 2 | 5 | 2 | 2 | 1 | 2 | 5 | 5 | 4 | 1 |
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| 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 4 | 3 | 1 | 4 | 5 | 4 | 3 | 1 | 2 | 2 | 4 | 3 | 2 | 5 | 5 | 2 | 2 | 2 | 2 | 1 | 2 | 1 | 3 | 3 | 4 | 1 | 3 | 5 | 3 | 3 | 1 | 2 | 1 | 1 | 5 | 1 |
| 0 | 1 | 1 | 1 | 2 | 1 | 2 | 2 | 0 | 1 | 5 | 5 | 3 | 2 | 3 | 3 | 2 | 3 | 1 | 2 | 2 | 1 | 3 | 3 | 5 | 4 | 2 | 5 | 3 | 1 | 2 | 4 | 3 | 4 | 4 | 4 | 5 | 5 | 5 | 1 | 5 | 4 | 1 | 2 | 4 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 0 | 2 | 3 | 2 | 1 | 2 | 2 | 1 | 1 | 5 | 3 | 2 | 2 | 4 | 2 | 3 | 3 | 2 | 1 | 4 | 4 | 1 | 3 | 5 | 4 | 2 | 2 | 1 | 3 | 1 | 2 | 1 | 3 | 2 | 3 | 4 | 2 | 2 |
| 0 | 1 | 1 | 0 | 5 | 1 | 5 | 2 | 0 | 5 | 1 | 5 | 4 | 1 | 3 | 2 | 4 | 3 | 1 | 2 | 3 | 1 | 5 | 1 | 4 | 4 | 3 | 1 | 1 | 1 | 1 | 3 | 4 | 5 | 4 | 3 | 1 | 4 | 2 | 5 | 4 | 2 | 5 | 1 | 3 | 0 |
| 0 | 0 | 1 | 1 | 2 | 0 | 3 | 3 | 0 | 5 | 4 | 4 | 3 | 4 | 4 | 1 | 3 | 5 | 4 | 3 | 4 | 3 | 4 | 3 | 5 | 2 | 2 | 2 | 1 | 2 | 3 | 4 | 4 | 5 | 2 | 4 | 1 | 5 | 1 | 1 | 5 | 2 | 1 | 4 | 4 | 0 |
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| 0 | 1 | 1 | 1 | 1 | 0 | 5 | 6 | 1 | 4 | 2 | 1 | 5 | 4 | 3 | 3 | 4 | 4 | 1 | 3 | 5 | 2 | 5 | 4 | 3 | 3 | 2 | 5 | 4 | 2 | 3 | 5 | 5 | 1 | 2 | 4 | 4 | 5 | 2 | 5 | 2 | 5 | 4 | 2 | 5 | 2 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 2 | 2 | 0 | 3 | 4 | 5 | 5 | 5 | 4 | 1 | 3 | 4 | 3 | 1 | 3 | 4 | 3 | 2 | 1 | 4 | 5 | 1 | 1 | 1 | 3 | 4 | 1 | 1 | 2 | 1 | 3 | 4 | 2 | 3 | 1 | 2 | 2 | 2 | 5 | 3 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 1 | 4 | 2 | 3 | 5 | 5 | 2 | 2 | 4 | 5 | 4 | 3 | 4 | 1 | 2 | 1 | 1 | 5 | 2 | 1 | 2 | 1 | 1 | 4 | 4 | 4 | 4 | 1 | 2 | 4 | 3 | 5 | 2 | 5 | 2 | 3 | 3 | 1 |
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| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 1 | 1 | 4 | 2 | 4 | 3 | 2 | 4 | 1 | 2 | 1 | 1 | 2 | 2 | 3 | 1 | 2 | 4 | 3 | 5 | 1 | 2 | 4 | 3 | 4 | 1 | 2 | 2 | 4 | 1 | 4 | 4 | 2 | 2 | 3 | 2 | 2 |
| 1 | 1 | 0 | 0 | 5 | 1 | 2 | 2 | 0 | 3 | 3 | 2 | 5 | 2 | 5 | 3 | 3 | 4 | 4 | 2 | 4 | 2 | 3 | 2 | 1 | 4 | 4 | 1 | 1 | 2 | 5 | 5 | 1 | 2 | 5 | 3 | 1 | 1 | 4 | 2 | 4 | 2 | 4 | 5 | 3 | 0 |
| 0 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 0 | 3 | 1 | 5 | 5 | 3 | 4 | 1 | 5 | 3 | 5 | 1 | 4 | 4 | 4 | 1 | 3 | 2 | 1 | 5 | 3 | 2 | 5 | 1 | 3 | 2 | 5 | 1 | 4 | 2 | 3 | 4 | 5 | 4 | 4 | 1 | 2 | 2 |
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| 1 | 1 | 0 | 1 | 5 | 0 | 2 | 2 | 0 | 5 | 5 | 4 | 4 | 3 | 3 | 3 | 2 | 1 | 3 | 1 | 2 | 3 | 4 | 2 | 3 | 4 | 3 | 2 | 3 | 2 | 4 | 3 | 2 | 4 | 4 | 4 | 4 | 5 | 2 | 5 | 1 | 4 | 4 | 1 | 2 | 3 |
| 0 | 1 | 1 | 1 | 4 | 1 | 2 | 2 | 0 | 2 | 2 | 3 | 5 | 2 | 4 | 4 | 1 | 4 | 5 | 5 | 1 | 5 | 2 | 4 | 1 | 2 | 3 | 4 | 3 | 2 | 2 | 5 | 5 | 5 | 3 | 3 | 4 | 4 | 1 | 5 | 3 | 2 | 3 | 5 | 3 | 3 |
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| 0 | 1 | 0 | 1 | 3 | 0 | 2 | 2 | 0 | 2 | 3 | 4 | 2 | 1 | 4 | 5 | 2 | 2 | 4 | 4 | 3 | 5 | 3 | 1 | 4 | 3 | 4 | 4 | 5 | 4 | 1 | 2 | 3 | 4 | 4 | 5 | 5 | 1 | 2 | 5 | 1 | 1 | 2 | 3 | 1 | 0 |
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| 1 | 1 | 0 | 1 | 3 | 1 | 5 | 2 | 1 | 2 | 5 | 5 | 2 | 4 | 1 | 2 | 1 | 2 | 4 | 4 | 3 | 4 | 4 | 5 | 2 | 1 | 2 | 1 | 1 | 3 | 2 | 2 | 2 | 1 | 1 | 2 | 3 | 1 | 3 | 5 | 2 | 2 | 2 | 3 | 5 | 0 |
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| 0 | 0 | 1 | 0 | 3 | 0 | 2 | 2 | 0 | 5 | 4 | 2 | 4 | 3 | 1 | 5 | 2 | 5 | 2 | 2 | 2 | 5 | 5 | 1 | 3 | 3 | 3 | 5 | 3 | 1 | 5 | 3 | 2 | 5 | 1 | 1 | 1 | 2 | 5 | 2 | 1 | 4 | 4 | 3 | 2 | 3 |
| 1 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 2 | 5 | 1 | 4 | 4 | 3 | 2 | 4 | 4 | 5 | 2 | 4 | 3 | 5 | 2 | 4 | 5 | 1 | 4 | 5 | 2 | 3 | 5 | 1 | 1 | 1 | 1 | 4 | 2 | 1 | 4 | 5 | 5 | 1 | 2 | 1 | 1 |
| 0 | 0 | 1 | 0 | 2 | 0 | 3 | 3 | 0 | 1 | 2 | 4 | 3 | 5 | 5 | 4 | 3 | 2 | 3 | 5 | 2 | 2 | 1 | 2 | 1 | 5 | 1 | 1 | 5 | 5 | 4 | 3 | 5 | 3 | 2 | 3 | 3 | 1 | 1 | 3 | 2 | 2 | 3 | 4 | 4 | 0 |
| 1 | 1 | 1 | 0 | 2 | 0 | 2 | 2 | 0 | 1 | 3 | 3 | 3 | 1 | 5 | 4 | 2 | 3 | 4 | 3 | 3 | 4 | 3 | 2 | 3 | 4 | 4 | 3 | 5 | 2 | 3 | 4 | 1 | 2 | 1 | 1 | 2 | 5 | 4 | 2 | 3 | 4 | 5 | 3 | 2 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 2 | 4 | 0 | 3 | 3 | 4 | 5 | 3 | 5 | 2 | 5 | 5 | 3 | 2 | 4 | 4 | 2 | 5 | 5 | 2 | 3 | 4 | 2 | 2 | 4 | 5 | 2 | 3 | 4 | 4 | 1 | 3 | 4 | 1 | 4 | 3 | 4 | 3 | 3 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 1 | 3 | 3 | 3 | 1 | 5 | 2 | 3 | 2 | 2 | 4 | 2 | 4 | 1 | 3 | 5 | 5 | 4 | 1 | 5 | 2 | 3 | 1 | 5 | 4 | 2 | 1 | 5 | 5 | 2 | 5 | 5 | 3 | 2 | 3 | 5 | 4 | 3 |
| 0 | 1 | 1 | 1 | 4 | 0 | 4 | 5 | 0 | 3 | 1 | 1 | 5 | 1 | 1 | 5 | 4 | 1 | 5 | 5 | 1 | 1 | 3 | 1 | 4 | 3 | 3 | 3 | 1 | 5 | 3 | 2 | 1 | 4 | 4 | 2 | 4 | 3 | 1 | 3 | 2 | 2 | 3 | 2 | 5 | 2 |
| 0 | 1 | 1 | 0 | 4 | 0 | 2 | 2 | 1 | 4 | 3 | 1 | 3 | 1 | 1 | 1 | 5 | 4 | 3 | 2 | 2 | 3 | 1 | 1 | 5 | 5 | 5 | 2 | 5 | 5 | 3 | 5 | 3 | 1 | 3 | 3 | 3 | 5 | 2 | 2 | 4 | 5 | 3 | 1 | 2 | 0 |
| 0 | 0 | 1 | 1 | 2 | 0 | 4 | 1 | 0 | 4 | 5 | 4 | 5 | 1 | 4 | 2 | 3 | 4 | 5 | 3 | 3 | 2 | 5 | 5 | 3 | 1 | 3 | 1 | 3 | 5 | 2 | 2 | 5 | 2 | 1 | 2 | 4 | 1 | 1 | 5 | 3 | 3 | 5 | 2 | 3 | 0 |
| 1 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 0 | 1 | 4 | 3 | 5 | 2 | 5 | 3 | 1 | 3 | 5 | 1 | 5 | 5 | 1 | 5 | 2 | 4 | 1 | 2 | 5 | 3 | 2 | 3 | 2 | 5 | 3 | 3 | 2 | 5 | 2 | 4 | 3 | 2 | 5 | 3 | 1 | 1 |
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| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 1 | 3 | 1 | 1 | 2 | 1 | 1 | 4 | 4 | 5 | 4 | 4 | 1 | 5 | 3 | 2 | 2 | 1 | 2 | 4 | 3 | 5 | 3 | 4 | 5 | 5 | 5 | 5 | 2 | 5 | 4 | 3 | 1 | 1 | 4 | 1 | 2 |
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| 0 | 1 | 1 | 1 | 5 | 0 | 2 | 2 | 1 | 2 | 3 | 1 | 2 | 3 | 5 | 2 | 1 | 2 | 3 | 5 | 5 | 3 | 4 | 5 | 1 | 2 | 4 | 4 | 2 | 5 | 1 | 3 | 4 | 5 | 5 | 4 | 4 | 4 | 2 | 2 | 1 | 4 | 1 | 3 | 1 | 1 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 3 | 5 | 0 | 3 | 4 | 5 | 4 | 4 | 4 | 5 | 2 | 1 | 2 | 2 | 1 | 2 | 3 | 1 | 2 | 1 | 1 | 3 | 1 | 1 | 1 | 1 | 4 | 1 | 4 | 2 | 4 | 5 | 4 | 2 | 4 | 5 | 3 | 5 | 5 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 0 | 3 | 4 | 2 | 2 | 1 | 3 | 5 | 5 | 4 | 3 | 5 | 5 | 5 | 2 | 2 | 3 | 4 | 1 | 3 | 3 | 3 | 2 | 5 | 5 | 5 | 4 | 3 | 3 | 4 | 5 | 4 | 3 | 5 | 2 | 2 | 5 | 3 |
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| 0 | 1 | 1 | 1 | 2 | 1 | 3 | 3 | 0 | 3 | 3 | 3 | 3 | 4 | 3 | 2 | 5 | 1 | 1 | 5 | 3 | 3 | 1 | 5 | 5 | 2 | 2 | 1 | 1 | 3 | 3 | 2 | 2 | 2 | 4 | 3 | 2 | 2 | 1 | 5 | 1 | 4 | 2 | 5 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 4 | 4 | 5 | 2 | 1 | 1 | 4 | 1 | 5 | 2 | 4 | 1 | 2 | 4 | 3 | 3 | 1 | 1 | 1 | 2 | 3 | 5 | 3 | 1 | 5 | 1 | 3 | 2 | 2 | 1 | 3 | 3 | 1 | 1 | 4 | 5 | 1 |
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| 1 | 1 | 1 | 0 | 5 | 0 | 1 | 1 | 0 | 2 | 4 | 4 | 5 | 4 | 4 | 1 | 3 | 1 | 1 | 4 | 4 | 5 | 3 | 4 | 5 | 4 | 5 | 4 | 3 | 4 | 4 | 2 | 5 | 4 | 3 | 4 | 3 | 5 | 4 | 3 | 2 | 2 | 2 | 3 | 2 | 2 |
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| 1 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 5 | 3 | 2 | 3 | 5 | 2 | 5 | 1 | 2 | 1 | 4 | 2 | 5 | 2 | 5 | 5 | 4 | 1 | 2 | 4 | 4 | 3 | 1 | 2 | 4 | 2 | 5 | 4 | 2 | 1 | 3 | 5 | 1 | 2 | 2 | 4 | 2 |
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| 0 | 0 | 0 | 1 | 2 | 1 | 1 | 1 | 1 | 4 | 3 | 4 | 4 | 5 | 3 | 5 | 1 | 3 | 4 | 5 | 4 | 4 | 5 | 5 | 5 | 3 | 3 | 1 | 2 | 5 | 5 | 4 | 1 | 3 | 1 | 3 | 1 | 4 | 4 | 3 | 1 | 4 | 1 | 1 | 1 | 0 |
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| 0 | 0 | 0 | 0 | 5 | 0 | 3 | 3 | 0 | 5 | 1 | 2 | 1 | 4 | 3 | 2 | 1 | 3 | 3 | 5 | 3 | 3 | 2 | 4 | 2 | 4 | 4 | 2 | 4 | 5 | 3 | 3 | 1 | 4 | 1 | 2 | 2 | 5 | 5 | 3 | 3 | 2 | 2 | 3 | 1 | 0 |
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| 0 | 1 | 1 | 1 | 2 | 0 | 1 | 1 | 0 | 1 | 3 | 1 | 3 | 1 | 2 | 3 | 3 | 2 | 1 | 5 | 3 | 1 | 3 | 5 | 4 | 1 | 5 | 4 | 2 | 1 | 1 | 3 | 5 | 3 | 4 | 4 | 1 | 5 | 2 | 5 | 5 | 1 | 5 | 4 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 2 | 2 | 1 | 1 | 1 | 1 | 3 | 5 | 4 | 2 | 5 | 1 | 4 | 5 | 4 | 4 | 3 | 2 | 5 | 2 | 5 | 3 | 4 | 4 | 3 | 2 | 5 | 4 | 1 | 3 | 2 | 5 | 2 | 3 | 2 | 1 | 1 | 2 | 3 | 1 |
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| 0 | 1 | 1 | 0 | 1 | 0 | 5 | 6 | 0 | 3 | 1 | 3 | 2 | 1 | 3 | 1 | 3 | 3 | 5 | 5 | 3 | 1 | 5 | 2 | 5 | 1 | 2 | 1 | 3 | 4 | 5 | 1 | 5 | 5 | 2 | 4 | 4 | 5 | 3 | 2 | 3 | 1 | 2 | 5 | 3 | 2 |
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| 1 | 1 | 1 | 0 | 5 | 0 | 5 | 6 | 0 | 2 | 2 | 4 | 2 | 2 | 2 | 3 | 2 | 2 | 2 | 4 | 3 | 1 | 4 | 4 | 5 | 1 | 2 | 3 | 3 | 4 | 1 | 5 | 5 | 5 | 5 | 2 | 1 | 2 | 5 | 5 | 3 | 1 | 5 | 1 | 5 | 1 |
| 0 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 1 | 2 | 2 | 3 | 4 | 4 | 2 | 4 | 1 | 5 | 1 | 2 | 3 | 2 | 2 | 1 | 2 | 4 | 2 | 4 | 5 | 2 | 5 | 3 | 1 | 2 | 4 | 3 | 2 | 4 | 5 | 1 | 2 | 2 | 1 | 1 | 3 | 2 |
| 1 | 1 | 1 | 0 | 1 | 0 | 4 | 5 | 1 | 4 | 4 | 5 | 1 | 3 | 2 | 5 | 4 | 1 | 5 | 2 | 3 | 2 | 2 | 2 | 5 | 1 | 3 | 5 | 2 | 3 | 2 | 3 | 1 | 3 | 3 | 5 | 4 | 4 | 1 | 4 | 4 | 5 | 5 | 4 | 1 | 2 |
| 1 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 0 | 3 | 5 | 2 | 1 | 2 | 1 | 3 | 5 | 1 | 4 | 1 | 1 | 2 | 4 | 1 | 5 | 5 | 4 | 2 | 3 | 4 | 3 | 1 | 2 | 2 | 4 | 4 | 1 | 4 | 4 | 3 | 4 | 3 | 3 | 2 | 2 | 1 |
| 1 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 0 | 2 | 1 | 2 | 3 | 4 | 4 | 1 | 2 | 4 | 2 | 2 | 3 | 4 | 2 | 3 | 1 | 1 | 2 | 3 | 2 | 1 | 1 | 5 | 5 | 2 | 4 | 4 | 2 | 4 | 1 | 4 | 1 | 3 | 5 | 1 | 5 | 1 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 2 | 2 | 1 | 5 | 3 | 1 | 2 | 4 | 4 | 1 | 5 | 1 | 3 | 1 | 5 | 4 | 4 | 4 | 5 | 1 | 5 | 2 | 5 | 1 | 2 | 5 | 1 | 3 | 4 | 1 | 4 | 2 | 3 | 1 | 4 | 2 | 5 | 3 | 3 | 1 |
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| 1 | 1 | 1 | 0 | 3 | 0 | 5 | 2 | 0 | 3 | 1 | 3 | 3 | 3 | 1 | 2 | 2 | 2 | 4 | 3 | 5 | 5 | 2 | 2 | 1 | 2 | 3 | 2 | 2 | 3 | 3 | 1 | 1 | 5 | 3 | 5 | 5 | 3 | 5 | 2 | 4 | 3 | 1 | 4 | 2 | 0 |
| 1 | 1 | 1 | 1 | 2 | 0 | 3 | 3 | 0 | 1 | 4 | 3 | 3 | 1 | 3 | 2 | 3 | 5 | 2 | 1 | 3 | 4 | 1 | 1 | 3 | 2 | 3 | 4 | 4 | 2 | 5 | 5 | 5 | 2 | 3 | 3 | 1 | 2 | 3 | 5 | 1 | 1 | 4 | 1 | 1 | 1 |
| 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 2 | 5 | 4 | 3 | 3 | 4 | 5 | 3 | 1 | 5 | 3 | 3 | 2 | 3 | 4 | 2 | 2 | 1 | 1 | 5 | 1 | 1 | 3 | 4 | 5 | 3 | 3 | 1 | 4 | 2 | 4 | 1 | 1 | 3 | 2 | 2 | 2 |
| 0 | 1 | 1 | 0 | 3 | 0 | 4 | 5 | 0 | 4 | 2 | 1 | 4 | 2 | 2 | 2 | 2 | 4 | 3 | 5 | 3 | 5 | 2 | 5 | 1 | 4 | 4 | 4 | 1 | 3 | 1 | 3 | 4 | 1 | 1 | 1 | 2 | 1 | 1 | 3 | 2 | 2 | 2 | 2 | 5 | 2 |
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| 1 | 1 | 1 | 0 | 1 | 0 | 2 | 2 | 0 | 4 | 1 | 4 | 4 | 4 | 1 | 4 | 4 | 2 | 3 | 4 | 3 | 3 | 5 | 1 | 4 | 2 | 1 | 5 | 3 | 2 | 2 | 1 | 2 | 1 | 4 | 4 | 5 | 4 | 4 | 1 | 5 | 2 | 5 | 1 | 3 | 1 |
| 1 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 0 | 3 | 5 | 3 | 1 | 1 | 4 | 5 | 4 | 3 | 3 | 1 | 5 | 2 | 1 | 4 | 1 | 2 | 5 | 5 | 5 | 5 | 2 | 5 | 4 | 3 | 3 | 2 | 3 | 2 | 1 | 2 | 2 | 2 | 1 | 5 | 2 | 2 |
| 0 | 1 | 1 | 0 | 1 | 0 | 3 | 3 | 0 | 3 | 3 | 1 | 4 | 1 | 5 | 4 | 4 | 4 | 5 | 3 | 5 | 3 | 5 | 2 | 2 | 2 | 2 | 3 | 1 | 4 | 5 | 1 | 4 | 2 | 2 | 1 | 5 | 3 | 4 | 5 | 2 | 5 | 3 | 1 | 2 | 3 |
| 0 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 2 | 5 | 4 | 2 | 4 | 1 | 1 | 2 | 3 | 4 | 5 | 2 | 4 | 2 | 1 | 5 | 4 | 3 | 2 | 1 | 3 | 1 | 5 | 3 | 5 | 3 | 1 | 1 | 2 | 4 | 2 | 3 | 4 | 5 | 5 | 1 | 3 |
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| 0 | 0 | 0 | 0 | 2 | 0 | 4 | 1 | 0 | 3 | 5 | 5 | 2 | 1 | 3 | 2 | 3 | 5 | 5 | 2 | 1 | 2 | 2 | 4 | 4 | 3 | 3 | 5 | 2 | 3 | 3 | 4 | 3 | 5 | 5 | 2 | 1 | 2 | 4 | 3 | 2 | 2 | 2 | 1 | 4 | 0 |
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| 1 | 1 | 1 | 0 | 4 | 0 | 3 | 3 | 0 | 3 | 5 | 2 | 1 | 1 | 1 | 4 | 3 | 3 | 1 | 2 | 2 | 2 | 3 | 3 | 4 | 2 | 1 | 3 | 3 | 3 | 1 | 2 | 4 | 1 | 3 | 4 | 5 | 5 | 5 | 3 | 5 | 3 | 2 | 3 | 4 | 1 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 1 | 1 | 0 | 1 | 2 | 4 | 1 | 4 | 1 | 3 | 5 | 2 | 1 | 4 | 4 | 4 | 2 | 3 | 3 | 5 | 5 | 3 | 1 | 2 | 5 | 5 | 2 | 3 | 4 | 3 | 2 | 5 | 2 | 4 | 2 | 5 | 4 | 2 | 1 | 1 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 1 | 1 | 0 | 2 | 3 | 2 | 4 | 5 | 3 | 1 | 5 | 4 | 1 | 1 | 5 | 5 | 3 | 4 | 3 | 1 | 1 | 1 | 1 | 4 | 5 | 3 | 5 | 5 | 2 | 4 | 1 | 4 | 1 | 5 | 2 | 5 | 1 | 1 | 2 | 2 |
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| 0 | 0 | 1 | 0 | 1 | 0 | 2 | 2 | 0 | 5 | 3 | 1 | 1 | 1 | 2 | 1 | 4 | 4 | 1 | 4 | 3 | 5 | 4 | 5 | 1 | 5 | 1 | 5 | 5 | 1 | 3 | 4 | 1 | 4 | 5 | 2 | 2 | 2 | 4 | 3 | 4 | 2 | 3 | 5 | 1 | 2 |
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| 0 | 1 | 1 | 0 | 2 | 0 | 4 | 5 | 0 | 5 | 4 | 2 | 3 | 3 | 2 | 1 | 5 | 3 | 1 | 4 | 1 | 5 | 1 | 2 | 4 | 1 | 3 | 5 | 5 | 3 | 5 | 5 | 5 | 4 | 1 | 3 | 2 | 1 | 2 | 2 | 5 | 3 | 1 | 1 | 5 | 2 |
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| 0 | 1 | 1 | 1 | 4 | 1 | 5 | 6 | 0 | 3 | 5 | 5 | 1 | 3 | 2 | 2 | 4 | 2 | 1 | 2 | 4 | 4 | 3 | 4 | 3 | 2 | 2 | 1 | 5 | 5 | 1 | 1 | 4 | 3 | 3 | 2 | 1 | 1 | 4 | 5 | 4 | 2 | 5 | 2 | 4 | 2 |
| 0 | 0 | 0 | 1 | 4 | 0 | 5 | 2 | 0 | 2 | 4 | 1 | 4 | 5 | 4 | 5 | 3 | 1 | 4 | 2 | 2 | 1 | 3 | 3 | 5 | 4 | 2 | 3 | 3 | 4 | 1 | 4 | 5 | 1 | 2 | 4 | 4 | 5 | 5 | 1 | 2 | 5 | 2 | 3 | 4 | 0 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 2 | 2 | 4 | 2 | 1 | 1 | 3 | 3 | 4 | 2 | 1 | 2 | 2 | 2 | 4 | 4 | 3 | 5 | 3 | 1 | 5 | 3 | 1 | 3 | 4 | 1 | 5 | 1 | 5 | 2 | 5 | 4 | 2 | 4 | 1 | 3 | 1 |
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| 1 | 1 | 1 | 0 | 4 | 0 | 4 | 5 | 1 | 4 | 1 | 3 | 5 | 1 | 4 | 5 | 1 | 1 | 3 | 4 | 3 | 4 | 3 | 1 | 5 | 3 | 3 | 4 | 2 | 1 | 5 | 2 | 1 | 1 | 5 | 1 | 1 | 1 | 2 | 4 | 4 | 5 | 2 | 3 | 3 | 1 |
| 1 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 1 | 5 | 3 | 1 | 1 | 1 | 1 | 5 | 2 | 2 | 2 | 1 | 1 | 4 | 2 | 4 | 4 | 1 | 5 | 5 | 4 | 1 | 2 | 4 | 5 | 5 | 4 | 1 | 5 | 1 | 3 | 4 | 4 | 3 | 2 | 5 | 1 |
| 1 | 1 | 1 | 1 | 2 | 0 | 5 | 6 | 1 | 4 | 1 | 2 | 3 | 1 | 5 | 2 | 3 | 5 | 5 | 2 | 1 | 3 | 2 | 1 | 4 | 3 | 4 | 3 | 5 | 2 | 4 | 4 | 1 | 4 | 1 | 2 | 4 | 2 | 4 | 3 | 1 | 4 | 5 | 5 | 1 | 3 |
| 0 | 1 | 1 | 1 | 2 | 1 | 5 | 6 | 0 | 4 | 5 | 4 | 5 | 4 | 5 | 3 | 3 | 2 | 1 | 3 | 4 | 5 | 2 | 3 | 2 | 4 | 2 | 2 | 5 | 5 | 2 | 2 | 2 | 2 | 2 | 5 | 2 | 1 | 2 | 4 | 5 | 5 | 2 | 5 | 3 | 3 |
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| 0 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 1 | 1 | 2 | 4 | 1 | 3 | 1 | 1 | 1 | 5 | 2 | 2 | 2 | 3 | 4 | 1 | 1 | 5 | 4 | 2 | 3 | 4 | 4 | 3 | 2 | 1 | 4 | 4 | 2 | 3 | 4 | 3 | 1 | 4 | 2 | 5 | 2 | 1 |
| 0 | 1 | 1 | 1 | 3 | 0 | 1 | 5 | 0 | 1 | 3 | 4 | 2 | 1 | 5 | 3 | 2 | 4 | 5 | 1 | 4 | 4 | 1 | 2 | 1 | 3 | 5 | 1 | 2 | 5 | 2 | 1 | 1 | 3 | 5 | 4 | 4 | 5 | 5 | 5 | 1 | 3 | 1 | 5 | 5 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 2 | 2 | 0 | 4 | 5 | 1 | 5 | 4 | 1 | 2 | 2 | 5 | 3 | 2 | 4 | 2 | 2 | 5 | 3 | 5 | 2 | 5 | 2 | 3 | 1 | 5 | 2 | 3 | 4 | 4 | 2 | 5 | 1 | 4 | 3 | 5 | 5 | 4 | 5 | 0 |
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| 0 | 1 | 1 | 1 | 4 | 1 | 5 | 6 | 0 | 2 | 2 | 1 | 1 | 4 | 1 | 4 | 4 | 2 | 3 | 2 | 2 | 1 | 5 | 5 | 5 | 5 | 4 | 5 | 1 | 5 | 1 | 2 | 1 | 4 | 1 | 3 | 5 | 3 | 1 | 4 | 4 | 2 | 4 | 5 | 3 | 2 |
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| 0 | 1 | 1 | 1 | 5 | 0 | 2 | 2 | 0 | 5 | 5 | 2 | 2 | 2 | 5 | 5 | 1 | 5 | 1 | 1 | 2 | 3 | 5 | 3 | 5 | 5 | 2 | 4 | 1 | 5 | 3 | 3 | 3 | 1 | 5 | 5 | 3 | 5 | 5 | 4 | 5 | 2 | 5 | 4 | 5 | 1 |
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| 1 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 1 | 5 | 3 | 5 | 2 | 5 | 3 | 4 | 3 | 1 | 3 | 3 | 3 | 2 | 1 | 4 | 1 | 4 | 1 | 2 | 4 | 5 | 5 | 1 | 3 | 3 | 1 | 5 | 5 | 3 | 5 | 1 | 4 | 5 | 1 | 1 | 3 | 2 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 4 | 5 | 0 | 1 | 4 | 2 | 2 | 1 | 4 | 1 | 5 | 2 | 4 | 1 | 1 | 1 | 4 | 3 | 3 | 5 | 3 | 3 | 2 | 3 | 3 | 5 | 1 | 4 | 2 | 5 | 5 | 1 | 3 | 2 | 1 | 5 | 3 | 2 | 1 | 1 |
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| 1 | 1 | 1 | 0 | 2 | 0 | 4 | 5 | 1 | 2 | 1 | 2 | 2 | 3 | 4 | 4 | 1 | 5 | 1 | 2 | 4 | 1 | 2 | 5 | 3 | 2 | 1 | 3 | 2 | 2 | 5 | 2 | 3 | 4 | 2 | 1 | 5 | 4 | 2 | 3 | 2 | 3 | 1 | 2 | 1 | 1 |
| 0 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 0 | 1 | 1 | 5 | 4 | 5 | 2 | 1 | 4 | 2 | 2 | 3 | 2 | 1 | 1 | 2 | 5 | 1 | 5 | 1 | 5 | 3 | 4 | 4 | 3 | 2 | 5 | 3 | 2 | 3 | 2 | 4 | 2 | 4 | 1 | 1 | 4 | 1 |
| 1 | 1 | 1 | 0 | 2 | 0 | 2 | 2 | 0 | 5 | 5 | 2 | 2 | 3 | 5 | 4 | 2 | 3 | 5 | 5 | 1 | 3 | 4 | 3 | 4 | 5 | 3 | 3 | 4 | 1 | 5 | 1 | 1 | 4 | 3 | 5 | 3 | 5 | 5 | 1 | 1 | 3 | 2 | 2 | 1 | 1 |
| 1 | 1 | 1 | 0 | 5 | 0 | 4 | 5 | 0 | 5 | 3 | 4 | 5 | 2 | 1 | 3 | 3 | 2 | 2 | 5 | 3 | 3 | 2 | 4 | 5 | 1 | 5 | 3 | 3 | 4 | 4 | 1 | 4 | 3 | 4 | 5 | 3 | 5 | 2 | 4 | 4 | 1 | 4 | 4 | 1 | 2 |
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| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 2 | 3 | 4 | 1 | 5 | 5 | 4 | 2 | 2 | 5 | 5 | 2 | 5 | 5 | 5 | 1 | 2 | 5 | 4 | 4 | 1 | 3 | 1 | 2 | 5 | 1 | 4 | 1 | 5 | 5 | 2 | 4 | 1 | 2 | 1 | 1 | 3 |
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| 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 3 | 4 | 1 | 4 | 4 | 4 | 3 | 2 | 5 | 4 | 3 | 4 | 5 | 5 | 2 | 3 | 1 | 1 | 5 | 3 | 4 | 3 | 3 | 2 | 4 | 5 | 4 | 4 | 5 | 4 | 3 | 2 | 4 | 1 | 5 | 3 |
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| 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 5 | 5 | 1 | 1 | 2 | 3 | 4 | 4 | 5 | 3 | 2 | 5 | 1 | 3 | 3 | 1 | 4 | 2 | 4 | 2 | 4 | 1 | 3 | 4 | 2 | 2 | 2 | 3 | 5 | 1 | 2 | 1 | 3 | 3 | 2 | 1 | 1 |
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| 1 | 1 | 1 | 1 | 2 | 0 | 2 | 2 | 0 | 2 | 1 | 2 | 2 | 1 | 4 | 1 | 2 | 2 | 2 | 2 | 5 | 3 | 2 | 5 | 1 | 4 | 3 | 1 | 2 | 4 | 4 | 2 | 4 | 4 | 3 | 3 | 5 | 3 | 1 | 1 | 3 | 5 | 1 | 2 | 1 | 1 |
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| 0 | 1 | 1 | 1 | 5 | 0 | 1 | 5 | 0 | 4 | 3 | 1 | 1 | 1 | 3 | 4 | 2 | 4 | 1 | 2 | 5 | 4 | 5 | 1 | 2 | 4 | 3 | 1 | 2 | 2 | 3 | 1 | 3 | 5 | 5 | 4 | 1 | 2 | 2 | 2 | 3 | 4 | 2 | 4 | 4 | 2 |
| 0 | 0 | 0 | 0 | 4 | 0 | 1 | 1 | 0 | 3 | 1 | 1 | 5 | 2 | 5 | 5 | 2 | 2 | 4 | 2 | 3 | 1 | 2 | 2 | 2 | 1 | 2 | 4 | 3 | 1 | 1 | 3 | 1 | 5 | 1 | 4 | 2 | 5 | 5 | 5 | 1 | 3 | 2 | 4 | 5 | 0 |
| 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 4 | 2 | 3 | 3 | 3 | 4 | 4 | 1 | 1 | 3 | 1 | 4 | 1 | 1 | 2 | 2 | 3 | 4 | 4 | 4 | 4 | 5 | 4 | 2 | 2 | 4 | 2 | 1 | 2 | 3 | 3 | 5 | 4 | 4 | 3 | 1 |
| 0 | 1 | 1 | 1 | 5 | 0 | 4 | 5 | 0 | 5 | 2 | 1 | 1 | 3 | 2 | 4 | 2 | 3 | 5 | 2 | 3 | 3 | 4 | 4 | 4 | 1 | 3 | 4 | 4 | 1 | 4 | 2 | 4 | 1 | 2 | 2 | 4 | 5 | 4 | 2 | 1 | 1 | 4 | 3 | 1 | 2 |
| 0 | 1 | 1 | 0 | 5 | 0 | 4 | 5 | 0 | 2 | 2 | 3 | 3 | 5 | 2 | 5 | 1 | 4 | 4 | 2 | 2 | 1 | 4 | 1 | 3 | 4 | 5 | 4 | 3 | 3 | 2 | 2 | 5 | 5 | 2 | 4 | 5 | 4 | 2 | 1 | 2 | 3 | 4 | 3 | 2 | 1 |
| 1 | 1 | 0 | 1 | 2 | 0 | 2 | 2 | 0 | 4 | 5 | 2 | 5 | 3 | 2 | 3 | 4 | 5 | 2 | 2 | 5 | 3 | 3 | 5 | 1 | 4 | 3 | 4 | 1 | 5 | 1 | 2 | 5 | 4 | 3 | 2 | 2 | 4 | 2 | 3 | 1 | 5 | 2 | 4 | 3 | 0 |
| 0 | 1 | 1 | 0 | 3 | 0 | 3 | 3 | 0 | 1 | 3 | 4 | 5 | 4 | 1 | 1 | 3 | 3 | 2 | 2 | 4 | 3 | 5 | 3 | 2 | 1 | 4 | 1 | 4 | 3 | 5 | 2 | 4 | 4 | 2 | 4 | 3 | 5 | 5 | 3 | 1 | 1 | 2 | 4 | 5 | 0 |
| 1 | 1 | 1 | 1 | 5 | 0 | 2 | 4 | 0 | 5 | 2 | 4 | 3 | 1 | 1 | 1 | 1 | 3 | 2 | 3 | 3 | 2 | 4 | 4 | 4 | 2 | 4 | 2 | 3 | 3 | 1 | 3 | 4 | 4 | 1 | 1 | 3 | 4 | 4 | 3 | 3 | 2 | 5 | 3 | 3 | 2 |
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| 0 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 5 | 3 | 1 | 1 | 3 | 4 | 4 | 5 | 5 | 1 | 3 | 1 | 4 | 2 | 4 | 2 | 1 | 1 | 1 | 2 | 4 | 4 | 5 | 1 | 2 | 4 | 5 | 1 | 5 | 5 | 3 | 5 | 1 | 3 | 4 | 1 | 2 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 5 | 1 | 4 | 5 | 2 | 1 | 3 | 2 | 5 | 1 | 1 | 2 | 1 | 3 | 4 | 4 | 1 | 3 | 1 | 2 | 5 | 3 | 3 | 1 | 2 | 3 | 4 | 5 | 4 | 2 | 3 | 3 | 4 | 4 | 5 | 1 | 3 |
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| 1 | 1 | 1 | 1 | 5 | 0 | 1 | 1 | 0 | 2 | 4 | 2 | 2 | 4 | 4 | 1 | 1 | 4 | 2 | 4 | 3 | 5 | 2 | 3 | 4 | 2 | 2 | 3 | 5 | 4 | 4 | 4 | 4 | 3 | 4 | 1 | 3 | 2 | 4 | 3 | 3 | 3 | 2 | 2 | 2 | 1 |
| 1 | 1 | 1 | 1 | 3 | 0 | 1 | 1 | 0 | 3 | 2 | 1 | 2 | 2 | 1 | 2 | 3 | 5 | 4 | 3 | 3 | 2 | 3 | 1 | 1 | 3 | 5 | 5 | 4 | 1 | 5 | 4 | 4 | 3 | 1 | 3 | 2 | 4 | 5 | 5 | 5 | 1 | 5 | 4 | 4 | 2 |
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| 1 | 1 | 1 | 1 | 3 | 0 | 4 | 5 | 1 | 5 | 1 | 2 | 4 | 1 | 4 | 3 | 1 | 3 | 1 | 2 | 5 | 1 | 4 | 1 | 2 | 5 | 3 | 2 | 4 | 3 | 3 | 4 | 3 | 1 | 4 | 3 | 2 | 1 | 4 | 5 | 1 | 4 | 3 | 2 | 3 | 2 |
| 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 2 | 1 | 2 | 1 | 4 | 4 | 3 | 1 | 5 | 5 | 4 | 1 | 1 | 2 | 4 | 4 | 4 | 4 | 1 | 2 | 2 | 2 | 4 | 2 | 3 | 1 | 5 | 2 | 2 | 4 | 1 | 1 | 2 | 1 | 2 |
| 1 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 0 | 3 | 3 | 1 | 1 | 2 | 4 | 3 | 5 | 1 | 2 | 2 | 2 | 1 | 3 | 4 | 4 | 1 | 4 | 1 | 5 | 5 | 5 | 1 | 2 | 5 | 1 | 5 | 4 | 1 | 3 | 3 | 3 | 5 | 2 | 2 | 2 | 2 |
| 1 | 1 | 1 | 0 | 5 | 1 | 3 | 3 | 0 | 3 | 5 | 2 | 4 | 1 | 2 | 3 | 2 | 3 | 2 | 4 | 5 | 5 | 4 | 4 | 1 | 3 | 3 | 5 | 2 | 2 | 2 | 2 | 2 | 4 | 2 | 4 | 1 | 1 | 3 | 2 | 5 | 3 | 3 | 2 | 3 | 1 |
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| 1 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 1 | 2 | 2 | 3 | 3 | 2 | 2 | 3 | 1 | 2 | 3 | 4 | 2 | 2 | 3 | 3 | 2 | 2 | 1 | 3 | 2 | 1 | 2 | 1 | 2 | 1 | 5 | 3 | 4 | 4 | 4 | 2 | 5 | 1 | 4 | 5 | 1 |
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| 0 | 0 | 1 | 1 | 5 | 0 | 1 | 1 | 0 | 2 | 4 | 3 | 3 | 1 | 1 | 3 | 3 | 5 | 2 | 4 | 4 | 2 | 1 | 5 | 1 | 1 | 1 | 4 | 4 | 3 | 1 | 5 | 2 | 2 | 3 | 3 | 4 | 2 | 2 | 2 | 5 | 3 | 1 | 2 | 2 | 3 |
| 0 | 1 | 1 | 1 | 5 | 0 | 5 | 6 | 1 | 4 | 4 | 4 | 3 | 2 | 2 | 3 | 5 | 5 | 4 | 5 | 3 | 4 | 3 | 1 | 4 | 5 | 1 | 1 | 5 | 1 | 5 | 5 | 3 | 2 | 2 | 2 | 5 | 3 | 1 | 1 | 4 | 4 | 1 | 1 | 4 | 2 |
| 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 2 | 5 | 4 | 2 | 3 | 4 | 3 | 1 | 4 | 3 | 1 | 5 | 5 | 4 | 4 | 2 | 1 | 3 | 3 | 4 | 3 | 5 | 4 | 5 | 1 | 4 | 2 | 1 | 3 | 1 | 4 | 3 | 3 | 2 | 1 | 4 | 1 |
| 0 | 1 | 1 | 1 | 3 | 0 | 2 | 2 | 0 | 5 | 2 | 4 | 4 | 5 | 3 | 2 | 3 | 1 | 3 | 1 | 2 | 1 | 3 | 2 | 2 | 5 | 5 | 1 | 5 | 3 | 1 | 1 | 1 | 2 | 2 | 4 | 4 | 3 | 5 | 1 | 2 | 3 | 3 | 3 | 3 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 0 | 1 | 1 | 4 | 3 | 2 | 5 | 4 | 2 | 4 | 4 | 1 | 5 | 4 | 1 | 4 | 4 | 2 | 3 | 1 | 2 | 5 | 4 | 3 | 4 | 4 | 5 | 2 | 2 | 5 | 4 | 3 | 5 | 4 | 5 | 4 | 3 | 2 |
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| 1 | 1 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 3 | 3 | 3 | 1 | 1 | 4 | 4 | 3 | 2 | 5 | 4 | 2 | 3 | 2 | 5 | 5 | 4 | 4 | 3 | 4 | 5 | 2 | 1 | 3 | 1 | 4 | 4 | 4 | 1 | 2 | 3 | 5 | 4 | 1 | 4 | 4 | 2 |
| 0 | 1 | 0 | 1 | 2 | 0 | 3 | 3 | 0 | 4 | 4 | 5 | 1 | 3 | 4 | 3 | 1 | 3 | 3 | 3 | 4 | 1 | 2 | 4 | 5 | 4 | 4 | 4 | 5 | 5 | 3 | 1 | 3 | 5 | 4 | 5 | 5 | 4 | 3 | 2 | 2 | 1 | 2 | 2 | 3 | 0 |
| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 3 | 1 | 5 | 1 | 3 | 5 | 5 | 2 | 4 | 5 | 1 | 2 | 2 | 1 | 3 | 5 | 1 | 3 | 2 | 3 | 5 | 3 | 1 | 4 | 2 | 1 | 3 | 5 | 4 | 2 | 5 | 3 | 5 | 2 | 2 | 5 | 2 |
| 1 | 1 | 0 | 1 | 1 | 1 | 4 | 1 | 1 | 3 | 4 | 2 | 4 | 5 | 3 | 3 | 4 | 1 | 4 | 5 | 2 | 3 | 4 | 1 | 3 | 5 | 2 | 4 | 1 | 1 | 2 | 3 | 5 | 4 | 4 | 1 | 1 | 1 | 4 | 1 | 4 | 4 | 3 | 5 | 4 | 0 |
| 0 | 1 | 1 | 1 | 2 | 0 | 1 | 5 | 1 | 3 | 1 | 3 | 4 | 5 | 4 | 3 | 4 | 5 | 2 | 1 | 1 | 4 | 4 | 3 | 1 | 3 | 1 | 4 | 1 | 3 | 2 | 3 | 2 | 4 | 4 | 1 | 2 | 3 | 2 | 2 | 2 | 3 | 3 | 3 | 5 | 2 |
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| 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 4 | 4 | 3 | 2 | 3 | 4 | 3 | 1 | 5 | 1 | 3 | 5 | 4 | 4 | 2 | 3 | 4 | 1 | 5 | 1 | 2 | 5 | 3 | 5 | 4 | 2 | 2 | 1 | 5 | 5 | 4 | 3 | 5 | 5 | 2 | 3 |
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| 1 | 0 | 0 | 1 | 3 | 0 | 3 | 3 | 0 | 5 | 3 | 5 | 2 | 2 | 4 | 4 | 4 | 4 | 4 | 4 | 5 | 3 | 2 | 1 | 5 | 2 | 3 | 5 | 5 | 1 | 2 | 1 | 1 | 5 | 3 | 3 | 3 | 1 | 4 | 2 | 2 | 2 | 3 | 4 | 3 | 0 |
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| 0 | 1 | 1 | 0 | 3 | 0 | 4 | 5 | 0 | 1 | 1 | 1 | 4 | 5 | 2 | 3 | 2 | 4 | 3 | 3 | 2 | 2 | 3 | 1 | 2 | 5 | 3 | 5 | 2 | 4 | 4 | 5 | 2 | 4 | 2 | 1 | 1 | 1 | 3 | 5 | 1 | 2 | 5 | 1 | 1 | 3 |
| 0 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 1 | 5 | 2 | 1 | 5 | 5 | 2 | 5 | 4 | 4 | 2 | 3 | 5 | 1 | 3 | 3 | 5 | 5 | 4 | 3 | 3 | 2 | 4 | 4 | 5 | 2 | 2 | 3 | 4 | 2 | 5 | 1 | 2 | 3 | 3 | 1 | 1 | 3 |
| 1 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 0 | 1 | 4 | 2 | 2 | 5 | 2 | 2 | 4 | 1 | 4 | 2 | 5 | 4 | 1 | 2 | 4 | 5 | 2 | 3 | 4 | 4 | 5 | 3 | 3 | 3 | 4 | 3 | 4 | 5 | 4 | 3 | 5 | 5 | 4 | 2 | 2 | 1 |
| 0 | 1 | 0 | 0 | 4 | 0 | 1 | 1 | 0 | 3 | 3 | 2 | 1 | 4 | 4 | 2 | 4 | 4 | 5 | 5 | 4 | 1 | 1 | 2 | 5 | 4 | 2 | 3 | 5 | 5 | 1 | 3 | 2 | 3 | 1 | 3 | 2 | 2 | 1 | 3 | 3 | 1 | 1 | 3 | 4 | 0 |
| 1 | 1 | 1 | 0 | 5 | 1 | 1 | 1 | 0 | 5 | 5 | 1 | 4 | 3 | 2 | 4 | 2 | 3 | 1 | 4 | 4 | 3 | 4 | 5 | 3 | 5 | 4 | 5 | 2 | 2 | 2 | 4 | 5 | 5 | 5 | 5 | 1 | 4 | 5 | 3 | 3 | 5 | 2 | 1 | 5 | 3 |
| 0 | 1 | 1 | 1 | 3 | 0 | 4 | 5 | 0 | 3 | 3 | 2 | 3 | 2 | 1 | 1 | 3 | 5 | 2 | 1 | 2 | 3 | 2 | 2 | 5 | 2 | 1 | 2 | 4 | 2 | 2 | 5 | 2 | 5 | 5 | 3 | 3 | 2 | 3 | 1 | 1 | 3 | 4 | 3 | 2 | 2 |
| 1 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 3 | 1 | 4 | 2 | 1 | 4 | 2 | 3 | 5 | 2 | 2 | 2 | 2 | 1 | 3 | 1 | 3 | 2 | 4 | 2 | 4 | 5 | 3 | 3 | 4 | 4 | 5 | 4 | 3 | 3 | 5 | 3 | 1 | 2 | 5 | 5 | 1 |
| 1 | 1 | 1 | 1 | 1 | 0 | 5 | 6 | 0 | 4 | 3 | 5 | 1 | 5 | 1 | 1 | 1 | 3 | 2 | 4 | 1 | 1 | 2 | 5 | 2 | 5 | 1 | 1 | 5 | 3 | 2 | 4 | 2 | 4 | 1 | 1 | 2 | 5 | 1 | 3 | 3 | 1 | 2 | 1 | 1 | 2 |
| 0 | 0 | 1 | 0 | 4 | 0 | 3 | 3 | 0 | 3 | 5 | 3 | 5 | 2 | 5 | 2 | 4 | 5 | 3 | 2 | 5 | 5 | 1 | 5 | 3 | 1 | 4 | 1 | 2 | 5 | 1 | 5 | 4 | 4 | 1 | 4 | 3 | 2 | 2 | 1 | 5 | 1 | 5 | 2 | 3 | 2 |
| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 1 | 3 | 4 | 1 | 4 | 5 | 5 | 1 | 4 | 5 | 2 | 2 | 1 | 5 | 5 | 3 | 1 | 4 | 4 | 1 | 3 | 1 | 2 | 1 | 3 | 1 | 5 | 5 | 1 | 4 | 3 | 1 | 5 | 5 | 5 | 2 | 3 | 2 |
| 0 | 1 | 1 | 1 | 2 | 0 | 5 | 6 | 0 | 5 | 1 | 5 | 4 | 3 | 5 | 2 | 1 | 5 | 2 | 2 | 5 | 5 | 4 | 2 | 4 | 4 | 4 | 2 | 3 | 1 | 5 | 2 | 1 | 3 | 5 | 2 | 3 | 4 | 2 | 3 | 5 | 2 | 4 | 3 | 2 | 2 |
| 1 | 1 | 1 | 0 | 2 | 0 | 1 | 1 | 0 | 2 | 5 | 2 | 3 | 1 | 4 | 3 | 5 | 5 | 2 | 1 | 4 | 3 | 1 | 2 | 2 | 5 | 2 | 4 | 1 | 3 | 1 | 4 | 1 | 4 | 5 | 3 | 4 | 1 | 5 | 5 | 2 | 4 | 2 | 2 | 3 | 1 |
| 0 | 1 | 1 | 1 | 4 | 1 | 5 | 6 | 1 | 4 | 1 | 4 | 1 | 5 | 4 | 5 | 1 | 5 | 3 | 4 | 2 | 1 | 4 | 4 | 3 | 1 | 3 | 1 | 2 | 1 | 5 | 3 | 2 | 1 | 2 | 3 | 4 | 2 | 3 | 2 | 1 | 2 | 2 | 4 | 4 | 3 |
| 0 | 1 | 1 | 0 | 2 | 1 | 5 | 6 | 1 | 3 | 5 | 2 | 4 | 5 | 5 | 2 | 5 | 3 | 3 | 5 | 1 | 3 | 1 | 4 | 3 | 1 | 4 | 3 | 4 | 1 | 1 | 5 | 3 | 5 | 4 | 3 | 2 | 3 | 2 | 2 | 3 | 1 | 4 | 3 | 4 | 2 |
| 1 | 1 | 1 | 0 | 2 | 0 | 5 | 6 | 0 | 2 | 3 | 1 | 5 | 5 | 1 | 3 | 3 | 4 | 4 | 5 | 3 | 4 | 5 | 1 | 5 | 2 | 1 | 3 | 2 | 3 | 3 | 2 | 1 | 2 | 3 | 1 | 2 | 3 | 3 | 3 | 2 | 2 | 3 | 2 | 4 | 2 |
| 1 | 1 | 1 | 1 | 4 | 0 | 3 | 3 | 0 | 2 | 5 | 3 | 5 | 3 | 3 | 1 | 2 | 1 | 3 | 3 | 5 | 5 | 2 | 4 | 4 | 2 | 4 | 2 | 4 | 4 | 4 | 1 | 1 | 4 | 4 | 4 | 2 | 4 | 2 | 2 | 4 | 1 | 1 | 4 | 5 | 2 |
| 0 | 1 | 1 | 1 | 5 | 0 | 1 | 1 | 0 | 4 | 2 | 2 | 2 | 4 | 5 | 3 | 5 | 2 | 2 | 5 | 3 | 5 | 1 | 1 | 1 | 3 | 3 | 1 | 1 | 4 | 5 | 1 | 1 | 2 | 1 | 5 | 2 | 3 | 1 | 3 | 2 | 3 | 1 | 1 | 2 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 1 | 0 | 5 | 4 | 1 | 1 | 1 | 5 | 2 | 4 | 4 | 1 | 4 | 3 | 5 | 2 | 4 | 5 | 5 | 5 | 5 | 4 | 3 | 5 | 2 | 5 | 2 | 4 | 3 | 2 | 2 | 1 | 1 | 3 | 5 | 1 | 3 | 2 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 2 | 2 | 0 | 1 | 1 | 1 | 5 | 5 | 2 | 3 | 5 | 5 | 3 | 5 | 5 | 5 | 5 | 1 | 1 | 2 | 4 | 4 | 5 | 3 | 4 | 4 | 3 | 1 | 4 | 4 | 4 | 1 | 1 | 5 | 5 | 1 | 5 | 2 | 1 | 3 |
| 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 2 | 1 | 5 | 5 | 3 | 3 | 4 | 3 | 2 | 4 | 5 | 3 | 5 | 5 | 5 | 3 | 2 | 4 | 1 | 2 | 4 | 1 | 1 | 1 | 1 | 2 | 3 | 2 | 4 | 5 | 4 | 2 | 2 | 4 | 5 | 3 | 1 |
| 1 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 0 | 3 | 4 | 4 | 2 | 2 | 2 | 3 | 2 | 3 | 1 | 4 | 3 | 2 | 4 | 1 | 1 | 2 | 5 | 3 | 5 | 2 | 2 | 5 | 3 | 4 | 5 | 3 | 1 | 4 | 4 | 4 | 1 | 3 | 4 | 2 | 3 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 1 | 5 | 0 | 3 | 3 | 5 | 1 | 2 | 2 | 5 | 4 | 1 | 5 | 4 | 5 | 2 | 4 | 1 | 4 | 3 | 5 | 3 | 3 | 4 | 2 | 1 | 2 | 1 | 4 | 4 | 1 | 5 | 3 | 3 | 3 | 4 | 4 | 1 | 5 | 2 |
| 1 | 1 | 1 | 1 | 3 | 0 | 2 | 2 | 0 | 5 | 5 | 3 | 4 | 3 | 2 | 3 | 5 | 3 | 1 | 5 | 5 | 5 | 3 | 3 | 3 | 1 | 4 | 2 | 5 | 5 | 3 | 3 | 2 | 1 | 4 | 2 | 2 | 2 | 1 | 4 | 3 | 5 | 2 | 3 | 3 | 1 |
| 0 | 1 | 1 | 0 | 5 | 0 | 1 | 1 | 0 | 2 | 5 | 2 | 5 | 5 | 1 | 5 | 4 | 2 | 5 | 2 | 5 | 4 | 2 | 2 | 4 | 3 | 3 | 2 | 4 | 3 | 3 | 3 | 5 | 3 | 5 | 3 | 5 | 3 | 3 | 2 | 4 | 3 | 1 | 3 | 1 | 2 |
| 1 | 1 | 1 | 0 | 5 | 0 | 5 | 6 | 0 | 3 | 3 | 3 | 4 | 2 | 5 | 1 | 1 | 1 | 4 | 3 | 2 | 5 | 5 | 5 | 1 | 3 | 4 | 3 | 1 | 3 | 3 | 4 | 4 | 5 | 5 | 4 | 2 | 1 | 3 | 2 | 3 | 1 | 1 | 1 | 3 | 2 |
| 0 | 1 | 1 | 1 | 1 | 0 | 4 | 5 | 0 | 4 | 4 | 3 | 1 | 2 | 2 | 2 | 5 | 2 | 5 | 1 | 3 | 3 | 1 | 3 | 3 | 2 | 4 | 4 | 3 | 1 | 3 | 5 | 5 | 3 | 5 | 5 | 2 | 4 | 1 | 1 | 1 | 1 | 2 | 1 | 1 | 2 |
| 0 | 1 | 1 | 1 | 2 | 0 | 5 | 6 | 0 | 2 | 4 | 4 | 2 | 4 | 3 | 3 | 5 | 2 | 3 | 4 | 1 | 1 | 4 | 1 | 3 | 4 | 1 | 4 | 1 | 4 | 4 | 5 | 5 | 1 | 5 | 4 | 5 | 4 | 4 | 5 | 2 | 2 | 5 | 1 | 2 | 2 |
| 1 | 1 | 1 | 0 | 1 | 0 | 2 | 2 | 0 | 5 | 4 | 3 | 5 | 1 | 3 | 5 | 2 | 4 | 2 | 1 | 2 | 1 | 2 | 5 | 1 | 2 | 3 | 5 | 4 | 2 | 3 | 3 | 3 | 4 | 1 | 2 | 5 | 4 | 2 | 1 | 1 | 3 | 4 | 2 | 2 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 1 | 3 | 3 | 4 | 3 | 1 | 5 | 5 | 1 | 4 | 5 | 2 | 4 | 3 | 2 | 4 | 4 | 5 | 2 | 4 | 1 | 1 | 4 | 1 | 1 | 1 | 4 | 3 | 4 | 3 | 2 | 3 | 1 | 5 | 5 | 2 | 5 | 2 |
| 0 | 0 | 0 | 0 | 3 | 1 | 3 | 3 | 0 | 3 | 4 | 2 | 1 | 5 | 3 | 1 | 5 | 4 | 3 | 1 | 5 | 1 | 5 | 3 | 1 | 5 | 5 | 5 | 3 | 2 | 3 | 3 | 4 | 2 | 2 | 3 | 4 | 3 | 2 | 4 | 1 | 4 | 4 | 3 | 4 | 0 |
| 0 | 1 | 1 | 1 | 1 | 0 | 2 | 2 | 0 | 1 | 5 | 4 | 4 | 4 | 3 | 5 | 5 | 5 | 3 | 5 | 3 | 1 | 5 | 2 | 4 | 2 | 5 | 4 | 3 | 3 | 5 | 5 | 3 | 1 | 3 | 4 | 4 | 2 | 5 | 5 | 2 | 5 | 1 | 5 | 4 | 3 |
| 0 | 1 | 0 | 0 | 2 | 1 | 1 | 1 | 0 | 1 | 2 | 2 | 3 | 1 | 1 | 4 | 1 | 1 | 3 | 2 | 3 | 4 | 1 | 5 | 3 | 4 | 2 | 2 | 5 | 3 | 3 | 4 | 1 | 1 | 1 | 2 | 1 | 3 | 2 | 3 | 5 | 3 | 5 | 3 | 1 | 3 |
| 1 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 1 | 2 | 4 | 1 | 2 | 1 | 3 | 3 | 1 | 1 | 5 | 3 | 5 | 1 | 3 | 5 | 1 | 1 | 1 | 1 | 4 | 4 | 5 | 1 | 2 | 3 | 2 | 1 | 4 | 1 | 1 | 2 | 3 | 3 | 2 | 3 | 1 | 1 |
| 1 | 1 | 1 | 0 | 3 | 0 | 1 | 1 | 0 | 3 | 3 | 5 | 5 | 5 | 1 | 5 | 2 | 3 | 4 | 3 | 1 | 3 | 1 | 5 | 1 | 3 | 1 | 2 | 3 | 2 | 2 | 1 | 3 | 1 | 5 | 1 | 5 | 5 | 4 | 5 | 4 | 4 | 2 | 5 | 3 | 1 |
| 0 | 1 | 0 | 1 | 2 | 0 | 2 | 2 | 0 | 1 | 1 | 2 | 2 | 5 | 5 | 3 | 1 | 4 | 1 | 2 | 4 | 1 | 5 | 3 | 2 | 3 | 4 | 3 | 2 | 2 | 2 | 1 | 1 | 3 | 4 | 3 | 4 | 3 | 4 | 3 | 2 | 5 | 4 | 2 | 3 | 0 |
| 1 | 1 | 1 | 1 | 3 | 0 | 5 | 6 | 0 | 5 | 3 | 2 | 3 | 1 | 4 | 2 | 1 | 4 | 4 | 3 | 4 | 1 | 3 | 5 | 3 | 1 | 5 | 1 | 2 | 5 | 2 | 3 | 2 | 4 | 3 | 2 | 2 | 2 | 1 | 3 | 1 | 3 | 1 | 5 | 4 | 1 |
| 0 | 1 | 0 | 1 | 5 | 1 | 4 | 5 | 0 | 2 | 2 | 3 | 4 | 4 | 2 | 1 | 5 | 5 | 5 | 5 | 4 | 5 | 3 | 5 | 5 | 3 | 3 | 2 | 1 | 5 | 5 | 4 | 2 | 4 | 4 | 1 | 2 | 2 | 4 | 2 | 3 | 2 | 4 | 5 | 1 | 3 |
| 1 | 1 | 1 | 0 | 4 | 0 | 2 | 2 | 1 | 2 | 3 | 1 | 3 | 2 | 4 | 4 | 2 | 1 | 5 | 4 | 2 | 4 | 2 | 5 | 1 | 3 | 2 | 2 | 1 | 3 | 1 | 3 | 3 | 2 | 4 | 5 | 5 | 2 | 2 | 2 | 3 | 2 | 2 | 4 | 5 | 1 |
| 0 | 0 | 1 | 0 | 4 | 0 | 5 | 6 | 0 | 2 | 1 | 3 | 4 | 5 | 4 | 4 | 2 | 2 | 3 | 4 | 5 | 2 | 1 | 3 | 5 | 1 | 3 | 4 | 1 | 3 | 3 | 2 | 3 | 5 | 2 | 4 | 4 | 5 | 3 | 2 | 3 | 5 | 5 | 4 | 4 | 3 |
| 0 | 1 | 1 | 0 | 3 | 1 | 1 | 1 | 0 | 2 | 5 | 4 | 2 | 1 | 4 | 2 | 3 | 4 | 3 | 1 | 3 | 2 | 4 | 1 | 4 | 5 | 5 | 5 | 5 | 3 | 2 | 3 | 4 | 3 | 1 | 1 | 4 | 2 | 3 | 2 | 5 | 2 | 4 | 3 | 3 | 3 |
| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 4 | 3 | 3 | 3 | 3 | 4 | 2 | 2 | 2 | 1 | 3 | 4 | 1 | 1 | 5 | 5 | 3 | 5 | 1 | 1 | 4 | 2 | 5 | 4 | 3 | 1 | 2 | 4 | 3 | 1 | 5 | 3 | 1 | 4 | 3 | 2 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 5 | 6 | 0 | 3 | 4 | 3 | 3 | 5 | 4 | 5 | 5 | 4 | 1 | 3 | 1 | 2 | 2 | 3 | 1 | 1 | 1 | 5 | 2 | 5 | 2 | 3 | 5 | 5 | 2 | 2 | 3 | 4 | 3 | 3 | 2 | 2 | 5 | 4 | 4 | 2 |
| 0 | 1 | 1 | 1 | 3 | 0 | 2 | 2 | 1 | 3 | 4 | 2 | 4 | 2 | 3 | 1 | 5 | 2 | 1 | 4 | 2 | 2 | 3 | 5 | 1 | 4 | 1 | 3 | 2 | 1 | 3 | 2 | 2 | 4 | 2 | 2 | 1 | 3 | 5 | 3 | 5 | 5 | 2 | 1 | 5 | 0 |
| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 4 | 4 | 4 | 4 | 2 | 4 | 4 | 2 | 2 | 1 | 4 | 5 | 2 | 4 | 3 | 2 | 2 | 5 | 1 | 3 | 5 | 5 | 3 | 5 | 5 | 3 | 2 | 5 | 3 | 4 | 3 | 3 | 1 | 3 | 2 | 1 | 3 |
| 0 | 1 | 1 | 0 | 4 | 0 | 1 | 1 | 0 | 3 | 4 | 1 | 1 | 3 | 2 | 3 | 5 | 4 | 2 | 1 | 3 | 1 | 4 | 4 | 1 | 1 | 4 | 3 | 1 | 4 | 5 | 2 | 2 | 5 | 5 | 1 | 3 | 2 | 2 | 4 | 4 | 3 | 5 | 2 | 5 | 2 |
| 1 | 1 | 1 | 1 | 2 | 0 | 3 | 3 | 1 | 5 | 1 | 2 | 4 | 3 | 5 | 1 | 4 | 3 | 1 | 4 | 5 | 5 | 4 | 3 | 4 | 4 | 5 | 1 | 5 | 4 | 5 | 2 | 5 | 2 | 5 | 2 | 5 | 3 | 4 | 3 | 3 | 3 | 4 | 1 | 2 | 3 |
| 1 | 1 | 1 | 1 | 5 | 0 | 2 | 2 | 0 | 4 | 1 | 3 | 5 | 3 | 5 | 1 | 4 | 3 | 5 | 4 | 2 | 3 | 2 | 5 | 4 | 2 | 1 | 3 | 5 | 1 | 1 | 2 | 4 | 4 | 1 | 4 | 3 | 4 | 2 | 1 | 4 | 4 | 5 | 3 | 5 | 2 |
| 0 | 1 | 1 | 1 | 3 | 0 | 3 | 3 | 0 | 4 | 1 | 3 | 1 | 4 | 4 | 1 | 5 | 3 | 5 | 5 | 5 | 3 | 3 | 2 | 4 | 1 | 1 | 1 | 5 | 3 | 4 | 4 | 3 | 2 | 2 | 1 | 5 | 3 | 4 | 3 | 3 | 2 | 2 | 4 | 3 | 0 |
| 0 | 0 | 0 | 0 | 5 | 0 | 2 | 2 | 0 | 2 | 4 | 1 | 1 | 3 | 4 | 5 | 3 | 3 | 4 | 5 | 2 | 3 | 1 | 1 | 5 | 2 | 1 | 1 | 5 | 1 | 1 | 2 | 2 | 2 | 2 | 2 | 3 | 2 | 3 | 5 | 3 | 2 | 4 | 1 | 2 | 0 |
| 1 | 0 | 1 | 0 | 3 | 0 | 1 | 1 | 0 | 5 | 2 | 5 | 5 | 5 | 5 | 1 | 5 | 3 | 5 | 1 | 2 | 5 | 2 | 5 | 3 | 4 | 2 | 3 | 2 | 1 | 3 | 3 | 2 | 5 | 4 | 2 | 3 | 1 | 3 | 4 | 3 | 2 | 4 | 2 | 1 | 0 |
| 0 | 1 | 1 | 1 | 4 | 0 | 4 | 5 | 0 | 5 | 4 | 3 | 1 | 2 | 1 | 1 | 1 | 5 | 1 | 2 | 3 | 5 | 4 | 3 | 5 | 4 | 4 | 2 | 2 | 3 | 4 | 5 | 3 | 2 | 3 | 3 | 2 | 4 | 2 | 1 | 4 | 3 | 2 | 3 | 1 | 2 |
| 1 | 1 | 1 | 1 | 2 | 0 | 3 | 3 | 1 | 4 | 2 | 1 | 1 | 5 | 2 | 1 | 5 | 5 | 2 | 4 | 4 | 5 | 2 | 1 | 5 | 5 | 5 | 5 | 3 | 3 | 5 | 1 | 3 | 4 | 1 | 1 | 3 | 3 | 1 | 1 | 1 | 2 | 1 | 2 | 3 | 1 |
| 0 | 1 | 1 | 0 | 5 | 0 | 5 | 6 | 1 | 3 | 4 | 4 | 5 | 3 | 1 | 4 | 1 | 2 | 4 | 2 | 4 | 5 | 3 | 2 | 5 | 4 | 2 | 5 | 3 | 1 | 2 | 1 | 5 | 3 | 1 | 3 | 2 | 3 | 3 | 4 | 5 | 5 | 2 | 2 | 1 | 3 |
| 0 | 0 | 0 | 0 | 3 | 0 | 3 | 3 | 0 | 1 | 1 | 5 | 5 | 1 | 2 | 4 | 1 | 3 | 1 | 4 | 3 | 5 | 3 | 2 | 4 | 3 | 5 | 4 | 3 | 5 | 3 | 5 | 2 | 1 | 4 | 5 | 4 | 4 | 2 | 3 | 4 | 5 | 5 | 2 | 1 | 0 |
| 0 | 1 | 1 | 1 | 5 | 1 | 2 | 2 | 1 | 3 | 4 | 2 | 2 | 2 | 4 | 1 | 2 | 2 | 2 | 3 | 4 | 2 | 1 | 5 | 2 | 4 | 1 | 4 | 3 | 2 | 5 | 4 | 1 | 3 | 3 | 4 | 2 | 1 | 3 | 1 | 2 | 1 | 5 | 2 | 1 | 2 |
| 0 | 1 | 1 | 1 | 3 | 0 | 2 | 2 | 0 | 4 | 4 | 4 | 5 | 3 | 1 | 2 | 3 | 2 | 2 | 4 | 4 | 4 | 4 | 5 | 4 | 4 | 1 | 2 | 5 | 5 | 2 | 3 | 4 | 3 | 5 | 2 | 1 | 5 | 3 | 4 | 1 | 3 | 4 | 2 | 2 | 2 |
| 1 | 1 | 0 | 1 | 4 | 0 | 3 | 3 | 0 | 1 | 4 | 1 | 3 | 1 | 5 | 4 | 4 | 2 | 3 | 5 | 4 | 1 | 2 | 2 | 2 | 1 | 1 | 5 | 4 | 1 | 1 | 5 | 1 | 3 | 5 | 1 | 4 | 3 | 5 | 4 | 4 | 3 | 1 | 5 | 3 | 3 |
| 0 | 0 | 0 | 1 | 5 | 1 | 1 | 1 | 0 | 5 | 3 | 4 | 4 | 3 | 2 | 2 | 4 | 5 | 1 | 5 | 1 | 1 | 2 | 1 | 2 | 4 | 4 | 1 | 2 | 5 | 3 | 2 | 3 | 4 | 3 | 3 | 5 | 3 | 5 | 3 | 2 | 5 | 1 | 1 | 4 | 0 |
| 0 | 1 | 1 | 1 | 4 | 0 | 2 | 2 | 0 | 3 | 4 | 4 | 3 | 4 | 2 | 1 | 1 | 5 | 5 | 4 | 1 | 5 | 5 | 2 | 5 | 3 | 1 | 4 | 3 | 4 | 1 | 5 | 4 | 5 | 4 | 2 | 2 | 4 | 3 | 4 | 1 | 5 | 1 | 3 | 3 | 2 |
| 1 | 1 | 0 | 0 | 5 | 1 | 2 | 2 | 0 | 1 | 3 | 2 | 4 | 3 | 1 | 3 | 5 | 5 | 2 | 4 | 1 | 4 | 3 | 4 | 4 | 5 | 2 | 4 | 4 | 3 | 3 | 2 | 5 | 3 | 5 | 4 | 2 | 1 | 3 | 4 | 3 | 3 | 4 | 1 | 2 | 0 |
| 0 | 0 | 0 | 0 | 3 | 0 | 3 | 3 | 0 | 2 | 5 | 2 | 5 | 5 | 2 | 4 | 1 | 1 | 1 | 2 | 4 | 4 | 3 | 1 | 3 | 5 | 2 | 5 | 5 | 5 | 4 | 2 | 5 | 3 | 5 | 5 | 3 | 3 | 1 | 5 | 2 | 1 | 5 | 5 | 5 | 0 |
| 0 | 1 | 1 | 1 | 2 | 0 | 4 | 5 | 0 | 3 | 4 | 3 | 5 | 1 | 3 | 3 | 2 | 2 | 3 | 1 | 5 | 1 | 5 | 5 | 4 | 4 | 3 | 3 | 3 | 1 | 3 | 1 | 2 | 2 | 2 | 2 | 2 | 4 | 2 | 3 | 2 | 4 | 2 | 1 | 3 | 1 |
| 0 | 1 | 1 | 1 | 4 | 0 | 4 | 5 | 1 | 1 | 1 | 4 | 2 | 2 | 2 | 5 | 4 | 3 | 3 | 4 | 4 | 1 | 2 | 5 | 2 | 3 | 1 | 3 | 1 | 3 | 1 | 2 | 1 | 1 | 3 | 1 | 2 | 4 | 5 | 1 | 5 | 3 | 2 | 4 | 2 | 2 |
| 0 | 1 | 1 | 1 | 4 | 0 | 4 | 5 | 0 | 4 | 2 | 4 | 5 | 2 | 5 | 1 | 2 | 1 | 5 | 2 | 2 | 5 | 1 | 1 | 1 | 2 | 1 | 5 | 1 | 1 | 4 | 5 | 1 | 1 | 3 | 4 | 4 | 4 | 4 | 4 | 1 | 1 | 1 | 1 | 1 | 2 |
| 0 | 1 | 1 | 1 | 3 | 0 | 2 | 2 | 0 | 4 | 4 | 2 | 3 | 2 | 2 | 4 | 2 | 3 | 1 | 3 | 4 | 2 | 2 | 2 | 2 | 1 | 2 | 5 | 3 | 3 | 5 | 3 | 3 | 5 | 3 | 1 | 5 | 2 | 1 | 1 | 5 | 4 | 1 | 2 | 4 | 3 |
| 0 | 1 | 1 | 1 | 5 | 0 | 3 | 3 | 0 | 3 | 2 | 2 | 4 | 1 | 3 | 2 | 3 | 3 | 2 | 4 | 4 | 5 | 3 | 3 | 5 | 3 | 4 | 1 | 1 | 2 | 3 | 2 | 4 | 5 | 4 | 3 | 1 | 3 | 4 | 1 | 1 | 2 | 4 | 5 | 1 | 2 |
| 1 | 1 | 1 | 0 | 2 | 0 | 3 | 3 | 1 | 2 | 2 | 3 | 4 | 3 | 3 | 4 | 2 | 2 | 5 | 3 | 3 | 3 | 1 | 4 | 3 | 2 | 3 | 4 | 2 | 5 | 4 | 5 | 5 | 5 | 2 | 2 | 2 | 5 | 5 | 4 | 5 | 4 | 2 | 5 | 3 | 1 |
| 0 | 1 | 1 | 1 | 1 | 0 | 3 | 3 | 0 | 3 | 2 | 1 | 2 | 1 | 1 | 4 | 5 | 3 | 2 | 3 | 1 | 1 | 1 | 3 | 5 | 5 | 2 | 4 | 5 | 4 | 1 | 3 | 5 | 3 | 2 | 3 | 1 | 2 | 2 | 3 | 2 | 4 | 5 | 4 | 5 | 1 |
| 0 | 1 | 1 | 0 | 4 | 0 | 2 | 2 | 0 | 1 | 4 | 4 | 1 | 3 | 1 | 1 | 4 | 4 | 5 | 2 | 5 | 3 | 3 | 4 | 5 | 2 | 1 | 4 | 4 | 1 | 1 | 4 | 3 | 3 | 1 | 4 | 4 | 3 | 2 | 3 | 1 | 2 | 1 | 2 | 3 | 3 |
| 0 | 1 | 1 | 0 | 2 | 1 | 5 | 6 | 0 | 1 | 2 | 5 | 3 | 5 | 1 | 2 | 2 | 1 | 2 | 4 | 2 | 5 | 5 | 1 | 1 | 4 | 3 | 3 | 2 | 1 | 4 | 1 | 2 | 3 | 2 | 2 | 4 | 1 | 3 | 4 | 1 | 3 | 1 | 5 | 5 | 3 |
| 0 | 1 | 1 | 0 | 5 | 1 | 3 | 3 | 0 | 1 | 2 | 2 | 5 | 4 | 3 | 5 | 4 | 2 | 1 | 2 | 1 | 4 | 3 | 5 | 1 | 3 | 1 | 2 | 1 | 1 | 5 | 1 | 4 | 4 | 3 | 4 | 5 | 5 | 3 | 1 | 1 | 1 | 1 | 5 | 5 | 0 |
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/creditworthinessDefinitions.txt
functionary 0:no 1:yes re-balanced (paid back) a recently overdrawn current acount 0:no 1:yes FICO credit score 0:not ok 1:ok gender 0:male 1:female credit refused in past 0:no 1:yes years employed 1:<1 2:<2 3:<5 4:<10 5:>10 account balance 1:<100 2:<1.000 3:<7.500 4:<10.000 5:<20.000 6:>20.000 self employed 0:no 1:yes max. account balance X months ago 1:<100 2:<1.000 3:<7.500 4:<10.000 5:<20.000 6:>20.000 credit rating 0:No credit 1:A 2:B 3:C
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/definitions.txt
functionary 0:no 1:yes re-balanced (paid back) a recently overdrawn current acount 0:no 1:yes FICO credit score 0:not ok 1:ok gender 0:male 1:female credit refused in past 0:no 1:yes years employed 1:<1 2:<2 3:<5 4:<10 5:>10 account balance 1:<100 2:<1.000 3:<7.500 4:<10.000 5:<20.000 6:>20.000 self employed 0:no 1:yes max. account balance X months ago 1:<100 2:<1.000 3:<7.500 4:<10.000 5:<20.000 6:>20.000 credit rating 0:No credit 1:A 2:B 3:C
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/plotHeatMap.R
# Plot SOM Heatmap for variable # # Shane Lynn 13/1/2014 # this function is to plot the heatmap of a variable plotHeatMap <- function(som_model, data, variable=0){ # Plot a heatmap for any variable from the data set "data". # If variable is 0, an interactive window will be provided to choose the variable. # If not, the variable in "variable" will be plotted. require(dummies) require(kohonen) source('coolBlueHotRed.R') interactive <- TRUE while (interactive == TRUE){ if (variable == 0){ #show interactive window. color_by_var <- select.list(names(data), multiple=FALSE, graphics=TRUE, title="Choose variable to color map by.") # check for user finished. if (color_by_var == ""){ # if user presses Cancel - we quit function return(TRUE) } interactive <- TRUE color_variable <- data.frame(data[, color_by_var]) } else { color_variable <- data.frame(data[, variable]) color_by_var <- names(data)[variable] interactive <- FALSE } #if the variable chosen is a string or factor - #Get the levels and ask the user to choose which one they'd like. if (class(color_variable[,1]) %in% c("character", "factor", "logical")){ #want to spread this out into dummy factors - but colour by one of those. temp_data <- dummy.data.frame(color_variable, sep="_") chosen_factor <- select.list(names(temp_data), multiple=FALSE, graphics=TRUE, title="Choose level of variable for colouring") color_variable <- temp_data[, chosen_factor] rm(temp_data, chosen_factor) color_by <- color_variable } else { #impute the missing values with the mean. color_variable[is.na(color_variable[,1]),1] <- mean(color_variable[,1], na.rm=TRUE) #color_by <- capVector(color_variable[,1]) #color_by <- scale(color_by) color_by <- color_variable[,1] } unit_colors <- aggregate(color_by, by=list(som_model$unit.classif), FUN=mean, simplify=TRUE) plot(som_model, type = "property", property=unit_colors[,2], main=color_by_var, palette.name=coolBlueHotRed) } }
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/step1_preprocessing.R
# Preprocessing ### LOAD LIBRARIES - install with: #install.packages(c("kohonen", "dummies", "ggplot2", "maptools", "sp", "reshape2", "rgeos")) library(kohonen) library(dummies) library(ggplot2) library(sp) library(maptools) library(reshape2) library(rgeos) # Colour palette definition pretty_palette <- c("#1f77b4", '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2') ### DATA PREPARATION # Census data comes in counts of people per area. # To compare areas, we will convert a number of the # stats collected into percentages. Without this, # the primary differentiator between the different # areas would be population size. # Load the data into a data frame # Get the map of these areas and filter for Dublin areas. data_raw <- read.csv("./creditworthiness.csv") #idcol="functionary" #names(data_raw)[1] <- "functionary"
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/step2-SOMtraining.R
# ------------------- SOM TRAINING --------------------------- #choose the variables with which to train the SOM #the following selects column 2,4,5,8 data_train <- data[, c(2,4,5,8)] # now train the SOM using the Kohonen method data_train_matrix <- as.matrix(scale(data_train)) names(data_train_matrix) <- names(data_train) require(kohonen) x_dim=20 y_dim=20 if (small_areas){ # larger grid for the small areas example (more samples) som_grid <- somgrid(xdim = x_dim, ydim=y_dim, topo="hexagonal") } else { som_grid <- somgrid(xdim = x_dim/2, ydim=y_dim/2, topo="hexagonal") } # Train the SOM model! if (packageVersion("kohonen") < 3){ system.time(som_model <- som(data_train_matrix, grid=som_grid, rlen=1000, alpha=c(0.9,0.01), n.hood = "circular", keep.data = TRUE )) }else{ system.time(som_model <- som(data_train_matrix, grid=som_grid, rlen=1000, alpha=c(0.9,0.01), mode="online", normalizeDataLayers=false, keep.data = TRUE )) } summary(som_model) rm(som_grid, data_train_matrix)
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/step3-visualization.R
# -------------------- SOM VISUALISATION ----------------- #Visualise the SOM model results # Plot of the training progress - how the node distances have stabilised over time. ## custom palette as per kohonen package (not compulsory) source('./coolBlueHotRed.R') plot(som_model, type = "changes") #counts within nodes plot(som_model, type = "counts", main="Node Counts", palette.name=coolBlueHotRed) #map quality plot(som_model, type = "quality", main="Node Quality/Distance", palette.name=coolBlueHotRed) #neighbour distances plot(som_model, type="dist.neighbours", main = "SOM neighbour distances", palette.name=grey.colors) #code spread plot(som_model, type = "codes") # Plot the heatmap for a variable at scaled / normalised values var <- 2 if (packageVersion("kohonen") < 3){ plot(som_model, type = "property", property = som_model$codes[,var], main=names(som_model$data)[var], palette.name=coolBlueHotRed) } else{ plot(som_model, type = "property", property = som_model$codes[[1]][,var], main=names(som_model$data)[var], palette.name=coolBlueHotRed) } # Plot the original scale heatmap for a variable from the training set: var <- 4 #define the variable to plot var_unscaled <- aggregate(as.numeric(data_train[,var]), by=list(som_model$unit.classif), FUN=mean, simplify=TRUE)[,2] plot(som_model, type = "property", property=var_unscaled, main=names(data_train)[var], palette.name=coolBlueHotRed) rm(var_unscaled, var) #plot a variable from the original data set (will be uncapped etc.) # This function produces a menu for multiple heatmaps. source('./plotHeatMap.R') plotHeatMap(som_model, data, variable=0)
INFO411 Assignment 1/assignment1_corrected/A1_supporting_files_corrected/step4-clustering.R
# ------------------ Clustering SOM results ------------------- # show the WCSS metric for kmeans for different clustering sizes. # Can be used as a "rough" indicator of the ideal number of clusters mydata <- matrix(unlist(som_model$codes), ncol = length(data_train), byrow = FALSE) wss <- (nrow(mydata)-1)*sum(apply(mydata,2,var)) for (i in 2:15) wss[i] <- sum(kmeans(mydata, centers=i)$withinss) par(mar=c(5.1,4.1,4.1,2.1)) plot(1:15, wss, type="b", xlab="Number of Clusters", ylab="Within groups sum of squares", main="Within cluster sum of squares (WCSS)") # Form clusters on grid ## use hierarchical clustering to cluster the codebook vectors som_cluster <- cutree(hclust(dist(mydata)), 6) # Show the map with different colours for every cluster plot(som_model, type="mapping", bgcol = pretty_palette[som_cluster], main = "Clusters") #add.cluster.boundaries(som_model, som_cluster) #show the same plot with the codes instead of just colours plot(som_model, type="codes", bgcol = pretty_palette[som_cluster], main = "Clusters") #add.cluster.boundaries(som_model, som_cluster)
INFO411 Assignment 1/SIM_INFO411_Assignment1.pdf
School of Computing and Information Technology
University of Wollongong
INFO411 Data Mining and Knowledege Discovery
Assignment 1 (12 Marks in total)
Submission of the answers must be done online by using the submission link that is associated with this
subject for assignment 1 on MOODLE . One PDF document is to be submitted. The PDF must contain
typed text of your answer (do not submit a scan of a handwritten document). The document can
include computer generated graphics and illustrations (hand drawn graphics and illustrations will be
ignored). The size limit for this PDF document is 20MB. All questions are to be answered. A clear and
complete explanation and analysis needs to be provided with each answer.
Submissions made after the due time will be assessed as late submissions and are counted in full day
increments (i.e. 1 minute late counts as a 1 day late submission). There is a 25% penalty for each day
after the due date. The submission site closes four days after the due date. No submission will be
accepted after the submission site has closed.
This is an individual assignment. Plagiarism of any part of the assignment will result in having zero
marks for all students involved.
You may need to do some research on background information for this assignment. For example, you
may need to develop a deeper understanding of writing code in R.
What you need:
The R software package, the file assignment1.zip from the Moodle site.
Task1
Preface: Banks are often posed with a problem to whether or not a client is credit worthy. Banks commonly
employ data mining techniques to classify a customer into risk categories such as category A (highest rating)
or category C (lowest rating).
A bank collects data from past credit assessments. The file creditworthiness.csv contains 2500 of such
assessments. Each assessment lists 46 attributes of a customer. The last attribute (the 47-th attribute) is the
result of the assessment. Open the file and study its contents. You will notice that the columns are coded by
numeric values. The meaning of these values is defined in the file definitions.txt. For example, a value 3 in
the 47-th column means that the customer credit worthiness is rated "C". Any value of attributes not listed in
definitions.txt is "as is".
This poses a "prediction" problem. A machine is to learn from the outcomes of past assessments and, once
the machine has been trained, to assess any customer who has not yet been assessed. For example, the value
0 in column 47 indicates that this customer has not yet been assessed.
Purpose of this task:
You are to start with an analysis of the general properties of this dataset by using suitable visualization and
clustering techniques (i.e. Such as those introduced during the lectures), and you are to obtain an insight into
the degree of difficulty of this prediction task. Then you are to design and deploy an appropriate supervised
prediction model (i.e. MLP) to obtain a prediction of customer ratings.
Question 1: (5 marks)
Analyse the general properties of the dataset and obtain an insight into the difficulty of the prediction task.
Create a statistical analysis of the attributes and their values, then list 5 of the most interesting (most
valuable) attributes. Explain the reasons that make these attributes interesting.
Note: A set of R-script files are provided with this assignment (included in the assignment1.zip file). The
scripts provided will allow you to produce some first results. However, virtually none of the parameters used
in these scripts are suitable for obtaining a good insight into the general properties of the given dataset.
Hence your task is to modify the scripts such that informative results can be obtained from which
conclusions about the learning problem can be made. Note that finding a good set of parameters is often very
time consuming in data mining. An additional challange is to make a correct interpretation of the results.
This is what you need to do: Find a good set of parameters (i.e. Through a trial and error approach), obtain
informative results then offer an interpretation of the results. Write down your approach to conducting the
experiments, explain your results, and offer a comprehensive interpretation of the results. Do not forget that
you are also to provide an insight into the degree of difficulty of this learning problem (i.e. From the results
that you obtained, can it be expected that a prediction model will be able to obtain 100% prediction
accuracy?). Always explain your answers.
Question 2: (7 marks)
Deploy a prediction model to predict the credit worthiness of customers which have not yet been assessed.
The prediction capabilities of the MLP in the lab of “Classification” was very poor. Your task is to:
a.) Describe a valid strategy that maximises the accuracy of predicting the credit rating. Explain why
your strategy can be expected to maximise the prediction capabilities.
b.) Use your strategy to train MLP(s) then report your results. Give an interpretation of your results.
What is the best classification accuracy (expressed in % of correctly classified data) that you can
obtain for data that were not used during training (i.e. The test set)?
What you need:
The R software package (Rstudio is optional) and the file assignment1.zip. Successful completion of the lab
of “Classification”. You may use the R-script of the lab of “Classification” as a basis for attempting this
question.
Note that in this assignment the term "prediction capabilities" refer to a model's ability to predict the credit
rating of samples that were not used to train the model (i.e. samples in a test set).
The answers to this assignment should be provided with a single PDF document which is to be submitted.
Submit one single PDF document that contains your answers to this assignment. Submit before the due date
and follow the submission procedure as described in the header of this assignment.
