statistical.py

# Uses Wilcoxon signed-rank test with pred data and test data (for RANDOM) for URIEL and URIEL+ to determine statistical significance of results

from scipy.stats import wilcoxon

# Y_test
test = [5.8, 1.0, 12.8, 0.0, 2.4, 13.9, 6.9, 10.6, 0.7, 9.6, 9.2, 34.8, 28.3, 2.0, 6.4, 5.2, 16.7, 37.1, 25.0, 12.9, 27.1, 7.5, 7.3, 0.2, 2.9, 2.7, 1.3, 1.7, 18.6, 33.9, 7.2, 5.8, 9.1, 13.8, 7.2, 3.3, 4.8, 42.5, 4.5, 12.5, 12.4, 35.3, 14.6, 1.3, 40.2, 35.9, 6.3, 13.6, 16.1, 12.5, 0.1, 11.7, 26.1, 16.5, 13.3, 43.5, 16.1, 27.3, 2.6, 26.5, 6.0, 0.1, 3.6, 2.9, 32.6, 32.3, 1.6, 0.4, 1.5, 7.3, 22.5, 24.3, 20.6, 22.9, 7.3, 11.8, 56.2, 12.6, 24.4, 3.3, 4.6, 35.6, 48.2, 24.3, 24.4, 0.2, 29.2, 1.7, 1.3, 3.1, 3.3, 9.6, 5.1, 9.6, 16.1, 0.0, 21.5, 25.2, 12.6, 5.1, 0.7, 2.1, 8.3, 24.4, 4.3, 3.6, 4.8, 19.2, 15.4, 0.8, 23.0, 25.5, 23.5, 2.5, 34.3, 5.0, 7.1, 10.6, 1.9, 1.0, 20.2, 3.7, 8.8, 2.1, 5.9, 2.8, 3.0, 6.0, 1.3, 12.1, 5.8, 1.4, 6.3, 33.4, 3.9, 7.0, 6.6, 9.4, 23.3, 1.4, 5.9, 10.5, 0.7, 23.0, 2.5, 21.6, 2.2, 11.4, 15.0, 4.6, 1.2, 1.1, 46.4, 16.4, 11.3, 1.5, 2.1, 3.7, 4.7, 40.5, 35.1, 16.3, 10.3, 7.0, 0.6, 23.3, 2.2, 45.0, 0.6, 18.6, 44.2, 5.3, 2.0, 2.5, 3.4, 4.7, 26.5, 0.5, 0.0, 1.2, 33.8, 7.5, 30.8, 43.8, 46.6, 3.6, 5.1, 0.2, 8.7, 11.6, 4.7, 37.5, 3.6, 9.5, 23.9, 11.4, 17.7, 14.9, 15.5, 1.7, 10.4, 1.1, 11.4, 4.3, 0.6, 17.4, 13.2, 22.7, 5.6, 16.6, 5.6, 23.5, 22.7, 1.6, 2.6, 32.7, 65.8, 46.6, 9.6, 6.2, 35.0, 11.4, 48.3, 7.9, 30.4, 23.0, 6.5, 10.0, 10.0, 9.4, 3.4, 14.4, 2.6, 1.2, 2.3, 17.9, 6.5, 2.1, 4.7, 1.8, 29.3, 9.1, 2.8, 26.5, 32.8, 4.2, 39.1, 0.2, 4.5, 3.1, 4.0, 5.1, 2.1, 4.8, 36.4, 3.8, 1.9, 5.7, 0.1, 5.3, 17.2, 18.4, 44.5, 0.4, 15.9, 15.2, 6.1, 33.8, 0.0, 6.1, 2.3, 5.3, 23.3, 1.7, 19.6, 2.8, 7.5, 14.6, 20.0, 4.3, 3.7, 4.2, 19.4, 0.4, 0.3, 6.6, 49.2, 20.0, 1.3, 6.0, 17.0, 0.5, 0.8, 0.7, 13.9, 0.7, 3.6, 7.4, 5.0, 37.1, 4.9, 41.3, 32.6, 25.4, 19.1, 1.5, 2.4, 0.9, 21.1, 5.1, 42.6, 0.1, 9.4, 0.9, 11.5, 22.9, 9.7, 2.8, 10.5, 7.4, 5.2, 15.7, 19.1, 37.3, 6.6, 0.0, 8.8, 24.5, 9.3, 34.7, 25.8, 0.4, 6.8, 26.7, 1.8, 3.1, 2.3, 2.4, 10.4, 31.9, 20.8, 0.4, 7.6, 14.7, 19.9, 9.0, 4.5, 3.0, 32.2, 2.8, 3.2, 2.4, 2.3, 10.4,
16.1, 2.2, 19.7, 0.7, 17.7, 9.7, 1.9, 1.1, 2.8, 27.1, 0.0, 32.6, 31.9, 1.7, 5.6, 35.7, 28.9, 3.4, 15.4, 33.3, 0.1, 0.0, 9.0, 4.0, 25.5, 2.6, 0.3, 10.3, 3.8, 31.9, 23.5, 0.7, 13.9, 35.0, 3.0, 1.7, 27.6, 17.9, 15.8, 15.7, 35.7, 9.8, 4.7, 0.4, 22.4, 6.8, 12.5, 9.4, 1.2, 1.5, 1.2, 12.9, 0.6, 23.9, 2.1, 2.5, 2.1, 16.7, 36.4, 1.4, 1.8, 0.8, 8.8, 37.1, 2.4, 4.7, 17.2, 5.1, 4.7, 6.5, 13.8, 1.1, 3.7, 17.3, 28.6, 6.3, 1.6, 48.3, 2.6, 4.6, 0.3, 4.9, 6.2, 4.2, 0.8, 13.4, 28.2, 51.6, 5.0, 4.9, 10.1, 23.5, 5.3, 3.6, 39.8, 8.6, 2.3, 48.8, 42.6, 5.1, 4.0, 32.1, 3.1, 2.5, 9.2, 25.2, 22.2, 0.5, 4.2, 13.5, 32.6, 3.9, 14.4, 7.1, 19.2, 1.3, 14.7, 6.2, 34.7, 1.2, 2.2, 12.6, 0.3, 22.1, 5.6, 21.5, 49.2, 28.8, 40.7, 0.4, 53.4, 0.7, 0.5, 1.9, 27.0, 4.5, 11.3, 7.0, 0.4, 26.3, 1.6, 30.2, 8.1, 21.2, 2.3, 15.2, 9.4, 7.5, 1.4, 6.0, 20.5, 6.5, 0.3, 4.4, 25.2, 23.6, 4.4, 4.5, 24.2, 6.8, 16.2, 22.9, 6.4, 21.0, 17.3, 4.1, 4.0, 2.4, 9.8, 22.8, 45.1, 33.8, 4.3, 5.6, 7.5, 6.6, 2.7, 0.1, 3.4, 8.5, 29.3, 5.8, 16.4, 4.6, 5.2, 19.0, 0.2, 1.6, 30.4, 3.3, 50.4, 18.6, 11.8, 11.5, 1.7, 1.2, 22.5, 49.5, 6.3, 11.5, 28.8, 2.6, 2.6, 0.7, 12.5, 16.1, 22.0, 0.9, 6.4, 5.0, 13.4, 3.6, 23.0, 1.7, 0.7, 15.6, 39.9, 20.1, 23.6, 25.3, 21.2, 5.0, 36.4, 16.5, 33.4, 0.1, 10.4, 4.8, 3.6, 1.7, 12.0, 23.3, 12.4, 31.7, 31.1, 1.0, 43.1, 19.4, 46.4, 9.1, 2.4, 11.1, 41.3, 3.0, 2.2, 22.3, 6.6, 22.7, 19.9, 18.4, 28.6, 2.1, 2.2, 11.2, 17.5, 2.5, 5.3, 5.9, 13.7, 4.4, 10.3, 11.9, 20.2, 14.6, 21.8, 46.6, 0.3, 0.6, 7.5, 8.9, 2.1, 5.0, 1.5, 5.3, 9.2, 8.0, 2.6, 28.6, 5.3, 2.2, 17.0, 36.6, 30.9, 17.0, 26.1, 3.0, 7.9, 28.7, 0.6, 59.3, 13.6, 10.1, 4.6, 5.3, 3.9, 1.5, 6.3, 20.6, 0.7, 18.0, 2.4, 4.2, 8.5, 0.9, 0.4, 2.0, 23.8, 3.6, 9.2, 4.9, 9.4, 3.5, 0.4, 3.0, 24.7, 8.5, 23.1, 6.1, 9.2, 10.1, 4.8, 20.0, 30.8, 0.3, 17.5, 1.4, 8.2, 10.5, 4.9, 20.5, 4.1, 55.5, 19.0, 2.6, 1.0, 26.4, 6.7, 8.6, 12.9, 41.8, 40.2, 34.2, 15.5, 29.6, 20.1, 22.0, 0.7, 0.7, 2.1, 8.8, 33.4, 5.2, 14.3, 0.5,
6.1, 26.5, 1.2, 3.6, 18.1, 10.6, 4.9, 0.8, 0.2, 21.0, 2.6, 16.8, 1.2, 4.0, 5.1, 8.0, 4.1, 4.1, 16.3, 19.2, 16.2, 0.0, 23.5, 1.3, 0.4, 31.2, 10.4, 3.6, 19.2, 4.0, 8.6, 13.3, 17.0, 3.0, 3.3, 26.5, 9.4, 2.2, 2.0, 0.7, 12.8, 4.2, 0.2, 18.8, 5.6, 47.4, 2.4, 0.1, 2.4, 8.0, 5.4, 5.3, 0.6, 48.2, 3.3, 5.0, 11.4, 23.7, 2.2, 5.2, 6.8, 20.0, 1.3, 0.5, 4.0, 3.9, 17.0, 3.6, 18.4, 21.6, 22.3, 8.5, 0.0, 2.8, 9.8, 0.4, 13.4, 0.5, 13.2, 5.2, 19.3, 4.6, 8.0, 6.7, 33.3, 2.1, 2.8, 18.1, 17.6, 2.4, 6.0, 23.6, 0.3, 23.0, 0.8, 12.1, 2.1, 39.8, 0.5, 3.1, 51.9, 15.9, 9.4, 11.4, 1.7, 10.1, 8.1, 12.8, 5.2, 21.1, 25.0, 0.6, 0.5, 10.2, 26.3, 19.2, 2.2, 11.6, 9.1, 0.8, 0.3, 0.0, 9.2, 59.1, 0.7, 1.9, 12.6, 7.5, 0.6, 6.6, 9.8, 5.5, 13.7, 9.4, 8.8, 9.3, 0.9, 17.5, 7.8, 2.9, 21.1, 5.1, 8.1, 0.5, 2.9, 2.0, 3.8, 8.6, 6.3, 4.9, 5.7, 3.8, 3.7, 5.7, 17.3, 0.2, 39.9, 3.9, 1.0, 32.9, 53.4, 7.3, 8.7, 1.1, 0.9, 16.5, 44.9, 2.0, 18.9, 4.7, 30.9, 4.8, 3.5, 4.3, 18.6, 5.0, 9.4, 1.4, 5.1, 1.3, 15.7, 5.8, 10.9, 2.9, 0.3, 5.4, 4.4, 35.0, 1.3, 5.3, 5.6, 2.3, 2.8, 0.3, 3.5, 2.6, 46.6, 28.3, 9.6, 14.1, 14.8, 0.9, 26.7, 17.3, 1.0, 31.3, 0.6, 45.1, 24.2, 23.3, 0.5, 59.3, 21.0, 4.2, 2.8, 25.5, 48.3, 52.3, 0.6, 15.4, 13.9, 9.6, 2.0, 6.3, 4.0, 23.8, 33.2, 14.4, 3.6, 39.1, 8.8, 9.8, 2.5, 17.9, 4.4, 3.3, 3.9, 3.1, 67.8, 10.5, 17.4, 1.7, 4.9, 20.1, 2.4, 4.9, 20.5, 28.8, 1.2, 14.3, 3.6, 12.4, 13.2, 18.6, 9.8, 1.5, 3.0, 17.4, 6.9, 5.6, 0.2, 1.1, 2.4, 13.8, 6.0, 0.8, 0.7, 6.8, 13.1, 36.3, 16.7, 18.5, 6.0, 1.3, 14.5, 15.1, 0.5, 50.4, 5.0, 1.1, 19.4, 0.2, 9.2, 32.1, 7.1, 14.7, 15.6, 0.1, 35.1, 8.3, 7.7, 43.5, 6.0, 21.9, 39.1, 45.0, 33.3, 26.4, 14.5, 8.8, 0.4, 6.4, 22.1, 0.4, 11.6, 4.6, 6.8, 3.2, 46.4, 25.4, 4.6, 3.5, 2.4, 0.4, 28.6, 3.6, 30.1, 3.0, 2.5, 6.0, 14.5, 1.9, 42.5, 1.4, 9.4, 11.6, 24.3, 0.0, 1.5, 2.4, 7.5, 37.5, 12.5, 30.8, 11.4, 1.5, 4.1, 5.0, 28.8, 2.5, 19.9, 21.5, 0.9, 5.1, 26.5, 6.3, 0.3, 0.4, 8.5, 3.0, 34.6, 15.8, 3.4, 32.8,
8.7, 0.2, 22.3, 9.1, 1.8, 7.5, 2.4, 4.1, 18.6, 7.0, 4.3, 7.2, 6.3, 13.5, 37.0, 13.3, 5.9, 2.4, 7.7, 4.7, 61.7, 10.4, 15.5, 15.4, 0.7, 5.0, 30.8, 9.5, 21.9, 11.1, 9.7, 8.0, 5.6, 3.5, 0.0, 25.4, 45.0, 19.5, 5.6, 2.3, 9.4, 27.1, 15.0, 6.4, 5.1, 1.0, 30.4, 28.8, 3.6, 6.8, 23.6, 1.0, 39.7, 10.3, 12.6, 46.7, 39.1, 0.0, 11.6, 0.5, 19.4, 2.2, 3.8, 2.4, 31.7, 7.4, 26.7, 24.6, 10.3, 18.1, 4.6, 6.3, 13.4, 2.1, 23.7, 4.7, 3.2, 2.2, 0.8, 1.9, 1.2, 4.2, 4.5, 0.1, 6.0, 12.9, 18.7, 3.3, 11.5, 16.5, 26.5, 24.4, 19.7, 29.8, 4.6, 2.1, 1.4, 3.6, 20.1, 2.8, 3.3, 17.1, 32.8, 17.7, 5.2, 45.1, 2.2, 4.4, 10.0, 17.3, 21.3, 9.0, 16.4, 53.4, 2.8, 5.1, 33.2, 34.2, 0.8, 4.0, 20.5, 3.1, 10.1, 38.7, 1.5, 0.6, 22.0, 5.9, 5.1, 0.2, 3.2, 9.2, 3.6, 13.7, 8.9, 3.1, 23.3, 7.1, 3.7, 0.4, 15.6, 11.4, 24.7, 7.3, 44.5, 12.4, 26.3, 4.5, 32.6, 59.1, 4.6, 0.6, 9.6, 9.2, 35.6, 0.3, 12.9, 8.0, 20.4, 0.2, 15.7, 10.3, 8.8, 39.1, 6.0, 0.0, 7.3, 14.6, 21.1, 7.3, 51.6, 0.4, 1.0, 8.9, 1.1, 4.1, 10.4, 6.6, 2.2, 5.5, 15.0, 1.3, 0.7, 1.8, 11.3, 32.2, 12.7, 15.4, 6.0, 4.8, 6.3, 1.1, 42.6, 23.3, 40.2, 5.8, 8.0, 34.6, 7.2, 5.8, 25.2, 2.3, 1.3, 24.4, 32.9, 0.6, 4.2, 2.3, 3.4, 5.3, 3.9, 43.5, 1.3, 11.1, 0.5, 1.0, 0.6, 8.1, 18.4, 0.3, 44.2, 4.6, 34.9, 4.1, 20.9, 6.4, 4.4, 34.2, 7.5, 1.5, 5.3, 25.2, 12.4, 2.1, 35.4, 9.4, 7.5, 35.7, 11.4, 2.4, 0.9, 17.3, 0.4, 5.7, 12.4, 19.0, 0.1, 37.1, 3.1, 0.0, 3.0, 9.2, 5.0, 6.8, 0.5, 23.0, 3.7, 20.5, 3.6, 6.3, 14.5, 34.7, 11.4, 0.4, 13.8, 10.4, 62.4, 3.8, 3.2, 0.5, 0.8, 7.1, 22.3, 43.8, 0.3, 0.4, 8.8, 0.9, 1.5, 3.6, 14.5, 6.0, 21.4, 15.7, 7.0, 13.1, 11.6, 14.8, 2.1, 4.6, 2.1, 4.1, 0.9, 2.8, 14.3, 6.7, 34.9, 3.0, 2.3, 0.0, 8.6, 21.9, 1.0, 18.0, 0.7, 2.6, 14.9, 1.4, 35.9, 1.2, 33.0, 22.4, 13.9, 16.4, 0.0, 9.4, 22.2, 6.0, 16.2, 0.6, 1.4, 16.6, 1.8, 2.0, 1.2, 22.1, 13.2, 1.9, 23.3, 2.1, 8.4, 33.9, 7.5, 51.9, 1.6, 29.0, 17.3, 34.1, 0.4, 28.6, 1.2, 10.1, 29.2, 3.7, 31.3, 9.1, 23.3, 4.9, 14.7, 5.7, 20.1, 40.7, 13.0, 5.1,
18.6, 12.2, 0.4, 4.4, 46.7, 4.3, 1.0, 21.1, 3.3, 12.6, 5.0, 10.4, 29.2, 30.1, 1.1, 26.1, 3.0, 14.0, 23.3, 12.4, 1.5, 8.0, 2.9, 12.1, 3.9, 0.7, 2.5, 12.9, 4.5, 45.0, 51.9, 28.2, 11.3, 1.3, 8.3, 0.3, 1.9, 23.5, 22.7, 3.8, 2.0, 7.3, 3.4, 7.3, 9.4, 6.6, 28.3, 1.7, 1.5, 0.5, 5.7, 7.5, 3.6, 0.3, 11.2, 24.6, 17.3, 16.6, 12.2, 0.3, 20.5, 18.9, 18.4, 19.4, 8.5, 21.1, 30.8, 10.6, 3.6, 24.4, 8.3, 23.0, 6.8, 10.3, 1.3, 2.2, 1.0, 1.5, 31.8, 17.3, 15.5, 20.9, 0.8, 6.0, 7.4, 4.6, 0.7, 20.8, 16.7, 23.9, 35.0, 37.0, 0.7, 13.9, 10.1, 52.3, 1.3, 1.2, 5.8, 4.3, 31.2, 9.2, 1.6, 5.6, 5.5, 21.9, 59.3, 1.2, 0.6, 9.2, 25.3, 4.9, 3.4, 4.1, 6.4, 3.3, 4.6, 3.6, 13.4, 23.3, 3.7, 5.2, 12.4, 1.9, 12.5, 2.3, 0.3, 16.2, 13.9, 3.0, 9.3, 5.7, 0.4, 6.3, 11.4, 30.8, 27.3, 3.6, 2.1, 9.8, 34.1, 4.5, 12.6, 0.9, 4.8, 35.5, 14.3, 18.9, 0.0, 0.6, 6.0, 15.7, 7.2, 26.7, 4.1, 32.8, 0.0, 2.6, 23.5, 6.5, 6.0, 3.5, 0.4, 0.5, 26.6, 20.1, 13.6, 3.2, 9.7, 0.4, 6.0, 11.4, 11.0, 42.6, 27.1, 3.0, 14.5, 12.1, 2.2, 0.5, 2.2, 1.5, 21.1, 18.6, 13.7, 0.3, 33.3, 31.6, 2.4, 9.8, 31.1, 5.0, 3.7, 0.2, 12.8, 23.3, 33.8, 62.4, 21.2, 1.1, 6.8, 2.1, 9.6, 7.5, 0.0, 0.4, 13.3, 9.4, 19.6, 26.1, 2.0, 0.5, 5.2, 3.6, 2.1, 0.9, 4.7, 21.6, 12.5, 5.9, 3.0, 15.7, 31.7, 41.3, 1.1, 17.0, 2.6, 40.2, 4.3, 0.0, 30.0, 0.0, 0.3, 0.8, 11.8, 0.1, 22.1, 45.0, 15.9, 27.6, 0.3, 38.7, 2.4, 0.9, 8.7, 4.2, 2.8, 4.5, 13.4, 12.8, 0.6, 31.4, 4.6, 3.3, 1.5, 3.3, 42.6, 2.4, 9.7, 17.1, 5.0, 13.0, 22.4, 22.8, 4.0, 1.7, 5.3, 28.5, 5.6, 52.4, 26.1, 20.9, 15.3, 17.2, 15.0, 10.3, 7.1, 22.1, 35.1, 6.9, 15.6, 5.1, 2.9, 0.8, 9.1, 6.4, 6.3, 26.3, 0.6, 19.3, 3.4, 1.4, 4.7, 8.7, 0.1, 0.0, 14.7, 2.4, 7.0, 6.3, 20.0, 32.1, 13.8, 0.4, 8.2, 36.4, 4.1, 7.1, 47.0, 22.7, 20.1, 5.1, 5.0, 4.7, 5.2, 6.0, 1.6, 43.8, 2.3, 3.7, 10.0, 48.8, 44.9, 29.3, 6.3, 8.4, 1.2, 3.6, 9.2, 36.3, 3.6, 6.1, 4.0, 4.0, 6.3, 1.2, 6.8, 3.9, 4.3, 11.4, 2.4, 31.9, 4.9, 1.0, 6.9, 6.0, 8.8, 1.7, 23.6, 32.8, 32.2, 46.6, 4.1, 2.1,
24.4, 4.4, 34.3, 1.0, 30.4, 45.0, 26.3, 16.8, 4.7, 26.6, 14.9, 39.1, 34.4, 30.5, 10.9, 16.8, 29.5, 41.9, 28.8, 24.5, 36.4, 39.2, 38.8, 1.0, 19.0, 22.6, 4.5, 18.0, 30.7, 45.3, 42.2, 33.9, 43.4, 12.3, 8.1, 3.6, 30.8, 22.5, 15.8, 23.3, 23.1, 43.3, 25.9, 3.6, 43.0, 39.6, 32.2, 34.2, 55.9, 41.0, 3.0, 30.7, 53.9, 46.8, 34.6, 51.9, 38.5, 58.2, 32.5, 42.4, 35.7, 2.0, 30.3, 24.3, 50.5, 49.0, 30.6, 4.2, 31.7, 25.5, 37.6, 36.6, 36.7, 35.6, 31.1, 50.9, 46.7, 17.3, 37.0, 31.9, 37.2, 60.8, 53.1, 47.1, 34.7, 5.4, 45.5, 46.4, 19.9, 13.4, 21.3, 37.9, 29.2, 10.2, 33.2, 0.9, 18.0, 30.2, 25.6, 44.0, 28.3, 29.5, 19.6, 29.2, 39.1, 35.8, 14.3, 33.8, 25.3, 33.7, 25.7, 37.4, 47.1, 10.9, 1.7, 25.0, 23.5, 52.1, 12.7, 1.6, 48.8, 21.4, 30.9, 24.8, 59.8, 3.6, 39.3, 64.8, 4.3, 17.4, 9.0, 28.7, 13.7, 57.4, 27.2, 25.4, 36.9, 32.9, 26.3, 34.5, 33.2, 25.8, 28.2, 45.3, 44.1, 35.4, 22.2, 18.0, 35.5, 26.5, 15.0, 36.7, 45.8, 26.3, 21.4, 15.4, 35.4, 27.8, 33.6, 28.0, 45.4, 25.7, 28.9, 28.8, 24.5, 55.2, 48.0, 57.4, 26.0, 37.8, 53.7, 18.6, 30.9, 33.7, 8.5, 40.1, 46.7, 0.9, 23.5, 37.7, 23.2, 20.2, 39.0, 49.2, 43.0, 37.3, 31.2, 3.1, 36.8, 35.2, 27.2, 46.0, 37.4, 24.4, 41.1, 48.6, 59.6, 21.8, 15.8, 11.4, 35.0, 19.8, 16.8, 27.9, 42.2, 36.5, 31.0, 41.8, 4.9, 17.0, 29.2, 25.0, 58.9, 26.3, 2.5, 31.3, 55.7, 37.4, 22.7, 51.2, 40.7, 36.9, 67.5, 35.1, 39.5, 46.0, 21.9, 27.3, 36.0, 10.3, 3.5, 21.1, 33.9, 30.9, 28.6, 18.6, 41.9, 16.5, 18.0, 31.0, 48.4, 37.7, 9.2, 50.7, 49.5, 25.1, 56.8, 15.9, 18.0, 42.5, 36.6, 8.0, 26.6, 34.2, 42.9, 33.2, 37.7, 16.3, 0.9, 9.0, 41.2, 56.4, 3.5, 4.5, 43.7, 34.4, 21.9, 47.2, 30.9, 37.9, 22.7, 19.6, 39.7, 28.1, 24.5, 4.7, 24.5, 49.5, 56.3, 24.5, 52.2, 4.7, 17.6, 4.1, 24.0, 17.4, 69.0, 28.1, 18.1, 30.4, 26.7, 2.5, 5.9, 48.1, 25.2, 3.4, 30.9, 21.7, 3.5, 24.2, 25.9, 48.4, 37.1, 38.5, 38.1, 41.2, 3.6, 15.4, 27.0, 8.8, 63.3, 6.1, 42.0, 14.4, 31.8, 38.8, 48.5, 15.0, 17.1, 6.4, 3.4, 10.4, 41.1, 54.3, 24.7, 54.0, 42.9, 31.5, 19.5, 53.8, 34.4, 3.0, 44.9, 33.8, 8.7, 23.6, 37.0, 37.4, 31.0, 41.2, 50.8, 29.5, 34.4, 32.1, 28.6, 26.2, 9.3, 13.1, 47.1, 34.5, 19.1, 30.3, 19.1, 21.6,
33.2, 25.9, 27.0, 8.2, 25.0, 48.5, 2.3, 30.5, 33.3, 36.4, 1.0, 37.1, 42.7, 4.7, 26.6, 21.9, 39.9, 3.5, 42.6, 56.5, 0.6, 1.7, 35.1, 15.0, 37.4, 6.2, 24.0, 25.9, 19.2, 41.2, 23.8, 28.2, 45.0, 40.7, 16.5, 16.4, 44.1, 45.0, 39.8, 35.4, 53.9, 27.0, 25.5, 22.5, 11.7, 38.4, 36.9, 23.2, 4.5, 31.7, 41.0, 31.7, 2.3, 41.1, 16.5, 10.9, 5.1, 34.6, 42.9, 28.7, 2.6, 33.7, 39.6, 24.2, 3.5, 18.0, 41.2, 17.7, 20.4, 31.0, 19.4, 18.8, 21.4, 42.4, 32.0, 26.3, 30.6, 67.5, 32.5, 26.5, 26.9, 8.6, 40.0, 20.2, 37.1, 48.4, 32.8, 60.5, 21.6, 8.2, 57.2, 25.0, 12.9, 37.4, 46.0, 9.1, 22.7, 56.9, 48.5, 29.2, 28.2, 24.0, 28.2, 29.4, 45.0, 29.4, 34.2, 20.0, 17.3, 21.6, 50.5, 31.7, 21.1, 23.5, 43.5, 19.9, 32.1, 51.2, 53.8, 32.7, 36.5, 34.2, 1.2, 37.9, 24.8, 18.0, 69.0, 35.5, 46.9, 4.4, 43.3, 4.7, 20.3, 19.6, 33.8, 9.3, 9.3, 25.4, 4.1, 7.6, 36.4, 40.3, 9.0, 55.3, 7.2, 34.4, 13.3, 20.2, 34.5, 37.5, 28.2, 26.9, 2.7, 20.5, 30.2, 28.9, 34.2, 25.2, 34.1, 30.5, 34.7, 25.9, 7.4, 63.9, 40.9, 36.1, 8.8, 29.9, 22.5, 42.4, 56.0, 47.2, 30.0, 35.4, 42.0, 24.7, 19.2, 22.4, 14.7, 22.9, 48.4, 9.0, 27.7, 21.5, 3.4, 26.3, 19.4, 30.7, 39.5, 31.9, 64.5, 37.8, 50.9, 30.8, 3.1, 37.7, 37.6, 61.3, 8.5, 31.8, 38.4, 7.9, 24.0, 3.4, 26.1, 38.5, 37.1, 15.4, 26.8, 2.0, 28.5, 30.3, 45.3, 11.4, 28.3, 34.9, 43.6, 40.4, 53.7, 54.0, 19.8, 20.3, 47.3, 25.4, 43.8, 6.1, 32.0, 5.3, 22.4, 42.6, 31.8, 26.3, 34.4, 39.9, 47.3, 1.6, 56.1, 17.6, 45.8, 37.7, 3.6, 37.8, 48.4, 14.3, 26.1, 43.1, 36.9, 41.8, 28.6, 33.6, 39.7, 4.4, 2.9, 25.1, 34.3, 37.6, 9.0, 46.5, 55.7, 27.5, 28.9, 34.6, 48.8, 49.5, 29.3, 37.4, 20.1, 26.0, 29.2, 49.6, 29.5, 25.2, 25.0, 8.6, 14.9, 19.8, 35.6, 48.4, 11.3, 14.8, 15.8, 44.1, 20.1, 32.2, 53.9, 24.0, 39.9, 49.1, 24.5, 68.1, 31.4, 38.0, 18.3, 34.4, 4.8, 16.5, 33.1, 36.7, 26.0, 26.8, 30.4, 4.7, 39.4, 14.5, 0.9, 28.2, 55.6, 30.9, 9.4, 44.3, 42.0, 8.6, 29.5, 13.1, 37.5, 43.6, 34.9, 21.9, 32.6, 26.2, 14.3, 28.1, 50.9, 11.9, 42.0, 2.5, 24.8, 25.8, 25.9, 42.0, 5.1, 38.3, 14.2, 2.5, 17.5, 43.2, 27.3, 37.4, 24.5, 41.9, 43.0, 57.1, 15.8, 37.0, 18.5, 60.3, 20.7, 20.3, 35.4, 9.8, 57.4, 16.8, 30.3, 0.7,
37.9, 46.7, 13.3, 30.9, 26.6, 22.2, 3.5, 5.8, 4.1, 38.2, 5.0, 25.8, 17.7, 28.2, 5.0, 27.6, 20.7, 26.9, 22.5, 26.7, 41.7, 1.0, 47.1, 4.4, 4.4, 41.0, 35.0, 33.8, 27.3, 4.8, 37.4, 34.6, 15.8, 14.3, 34.3, 50.7, 10.3, 34.7, 30.5, 2.9, 32.5, 25.1, 15.8, 20.8, 5.8, 44.9, 30.3, 0.6, 8.3, 14.9, 12.3, 11.3, 2.3, 53.1, 20.1, 21.9, 38.7, 55.9, 36.5, 18.0, 30.5, 28.1, 31.8, 3.5, 4.6, 31.7, 26.7, 22.4, 33.6, 27.2, 43.1, 32.6, 24.9, 33.3, 37.3, 1.9, 28.5, 38.6, 31.8, 16.8, 41.4, 29.9, 19.8, 20.7, 53.7, 14.8, 15.0, 29.0, 47.6, 19.6, 31.1, 28.9, 22.0, 46.0, 5.9, 22.1, 32.1, 46.0, 2.5, 28.2, 26.1, 43.7, 35.9, 48.6, 11.4, 26.2, 33.0, 34.3, 32.8, 27.0, 28.8, 13.0, 0.7, 55.2, 40.3, 35.6, 26.1, 29.6, 37.7, 37.1, 24.0, 22.7, 45.0, 68.2, 28.2, 12.7, 17.3, 9.7, 50.7, 25.9, 27.0, 32.8, 39.8, 8.6, 42.9, 19.8, 1.6, 42.0, 26.7, 25.0, 32.9, 44.0, 1.4, 8.6, 19.0, 28.2, 16.3, 9.1, 36.2, 8.2, 26.3, 32.9, 21.4, 21.3, 40.3, 1.0, 43.6, 30.7, 17.5, 45.6, 43.3, 32.3, 36.8, 18.8, 15.4, 25.4, 58.1, 6.5, 17.7, 21.5, 58.7, 30.8, 18.3, 2.0, 30.7, 26.8, 13.3, 25.2, 31.2, 3.6, 35.4, 33.9, 3.7, 27.0, 1.2, 27.0, 34.2, 39.6, 4.5, 34.4, 35.4, 15.9, 9.2, 0.9, 4.1, 24.0, 43.0, 34.4, 10.2, 20.5, 26.3, 39.5, 33.8, 30.4, 20.9, 45.4, 42.2, 56.0, 34.1, 39.7, 20.3, 68.1, 63.9, 4.7, 18.8, 37.4, 67.5, 51.8, 5.1, 42.6, 45.0, 26.6, 28.6, 13.7, 36.6, 55.6, 19.7, 49.0, 22.4, 48.9, 9.8, 19.5, 37.6, 18.6, 27.5, 31.9, 4.8, 13.4, 34.1, 25.8, 26.3, 47.2, 25.9, 28.8, 3.6, 8.6, 42.0, 35.5, 15.0, 36.0, 30.3, 34.4, 37.0, 37.8, 32.7, 31.7, 16.5, 36.5, 44.6, 5.8, 19.4, 34.5, 3.5, 19.2, 35.7, 38.7, 4.7, 37.7, 25.4, 47.9, 29.5, 47.4, 30.4, 18.1, 20.9, 33.0, 50.6, 64.5, 31.9, 36.7, 38.0, 0.8, 27.0, 24.0, 23.5, 32.1, 19.1, 3.0, 45.4, 19.6, 21.7, 55.4, 19.0, 40.7, 56.8, 58.5, 45.3, 39.2, 49.2, 39.6, 4.2, 7.4, 62.0, 4.1, 24.1, 28.2, 44.9, 28.6, 45.8, 38.5, 37.2, 8.6, 8.5, 24.4, 48.4, 19.0, 44.1, 24.7, 32.1, 51.8, 82.0, 2.9, 22.5, 34.5, 42.0, 41.2, 47.1, 54.0, 16.7, 5.5, 24.5, 46.0, 36.9, 38.4, 16.8, 16.5, 28.7, 2.0, 38.4, 5.2, 33.0, 18.0, 34.8, 19.4, 35.0, 8.5, 17.4, 4.5, 43.6, 4.5, 39.7, 40.1, 24.1, 49.5,
36.8, 15.9, 43.1, 43.4, 31.0, 42.0, 18.9, 28.7, 30.7, 46.4, 30.0, 8.1, 32.2, 21.6, 49.5, 34.6, 33.2, 8.3, 37.6, 21.5, 62.7, 29.6, 15.8, 42.6, 1.6, 29.6, 50.9, 27.6, 40.7, 14.0, 28.3, 19.8, 30.6, 8.6, 11.4, 44.8, 57.4, 39.6, 5.8, 19.2, 23.2, 36.4, 27.2, 10.9, 44.0, 7.6, 39.5, 38.4, 33.8, 30.5, 53.7, 25.7, 48.7, 21.0, 25.6, 59.0, 56.8, 1.0, 29.6, 8.6, 17.6, 32.5, 19.2, 5.5, 39.9, 32.3, 33.8, 42.1, 14.0, 26.6, 30.8, 10.1, 34.4, 24.8, 39.0, 35.4, 28.6, 34.7, 2.4, 8.7, 25.1, 20.2, 25.2, 0.9, 31.1, 31.7, 51.2, 37.7, 30.8, 25.4, 46.7, 47.0, 43.0, 43.2, 21.5, 5.1, 28.7, 14.5, 18.5, 9.2, 44.1, 37.3, 27.5, 25.0, 10.0, 56.0, 48.0, 26.3, 31.3, 30.4, 54.5, 26.2, 27.7, 43.3, 24.5, 5.0, 19.7, 57.1, 33.7, 24.7, 28.2, 17.2, 57.2, 44.8, 16.2, 50.7, 60.3, 25.0, 8.0, 5.4, 5.5, 45.0, 47.1, 55.7, 49.6, 23.6, 39.7, 13.8, 27.8, 3.0, 19.1, 38.7, 37.5, 25.5, 3.5, 34.4, 40.0, 21.5, 50.5, 68.2, 29.9, 26.7, 26.6, 26.5, 60.8, 0.9, 24.5, 27.6, 19.5, 4.1, 41.4, 28.9, 39.6, 48.9, 37.5, 1.7, 8.3, 49.5, 20.1, 31.1, 60.5, 4.2, 20.5, 29.3, 4.3, 26.9, 35.0, 24.7, 36.5, 13.9, 31.4, 2.3, 48.1, 2.6, 21.4, 47.1, 84.4, 25.3, 6.4, 30.8, 26.3, 18.8, 63.3, 26.3, 59.2, 24.4, 14.9, 39.7, 42.2, 25.8, 29.4, 22.7, 4.3, 37.0, 45.6, 3.1, 4.7, 15.9, 8.5, 11.3, 30.7, 50.0, 18.1, 37.8, 0.7, 20.9, 42.2, 33.0, 33.6, 22.0, 53.7, 26.5, 50.3, 29.6, 26.6, 7.4, 20.5, 39.8, 39.2, 25.0, 13.5, 30.2, 34.4, 2.7, 51.8, 42.0, 9.7, 21.9, 48.6, 25.0, 3.8, 42.4, 4.2, 19.1, 22.6, 26.3, 8.5, 24.2, 28.2, 0.9, 16.5, 41.7, 31.9, 38.2, 3.5, 25.7, 5.0, 42.0, 22.4, 29.5, 20.9, 61.1, 36.9, 4.5, 19.2, 32.0, 70.2, 16.3, 5.3, 2.5, 5.9, 23.5, 46.5, 49.2, 2.7, 4.4, 33.0, 39.5, 41.2, 38.3, 82.0, 30.4, 39.9, 27.1, 25.4, 25.4, 38.9, 26.3, 4.4, 5.2, 3.8, 8.2, 15.4, 28.8, 36.0, 20.7, 55.9, 13.1, 37.0, 10.8, 9.1, 39.2, 1.6, 37.4, 2.9, 7.9, 21.8, 3.7, 39.6, 4.5, 39.1, 11.7, 37.2, 26.7, 37.3, 35.9, 34.2, 51.8, 34.7, 5.1, 4.6, 17.0, 8.7, 28.2, 37.7, 62.0, 36.4, 2.9, 33.4, 5.0, 37.4, 45.3, 33.1, 26.1, 30.6, 27.1, 40.9, 31.8, 22.5, 32.0, 20.2, 38.0, 33.9, 21.4, 45.4, 37.7, 55.2, 3.5, 46.6, 16.3, 28.8, 46.9, 16.7, 10.1,
37.8, 17.4, 48.5, 26.3, 59.0, 24.5, 1.6, 32.9, 20.1, 34.2, 21.9, 32.0, 45.5, 44.1, 30.5, 57.4, 26.4, 30.2, 39.7, 22.6, 15.4, 14.9, 19.0, 22.1, 30.7, 20.7, 37.9, 24.5, 15.8, 58.5, 26.1, 32.8, 9.3, 19.9, 48.4, 22.0, 19.6, 47.1, 41.8, 33.2, 27.9, 32.3, 8.5, 8.3, 42.0, 17.4, 31.9, 11.4, 2.6, 50.6, 26.3, 20.2, 35.8, 20.1, 25.1, 23.3, 40.9, 17.0, 30.1, 26.9, 42.0, 17.7, 33.6, 38.0, 32.6, 27.0, 38.4, 26.9, 19.0, 37.0, 19.6, 25.7, 38.2, 28.9, 2.3, 25.9, 39.7, 25.0, 36.4, 30.4, 15.8, 26.6, 33.6, 51.8, 4.9, 19.1, 2.9, 50.8, 25.3, 41.1, 40.7, 49.5, 26.0, 25.2, 26.2, 51.8, 4.4, 22.5, 33.9, 27.9, 41.0, 14.9, 36.4, 5.8, 13.9, 39.2, 68.1, 32.7, 13.0, 32.6, 54.0, 25.9, 24.1, 20.7, 26.8, 44.1, 37.2, 22.4, 34.4, 37.3, 5.0, 16.8, 34.4, 2.9, 36.9, 22.7, 4.1, 26.6, 31.3, 24.0, 19.5, 19.1, 4.5, 8.5, 38.7, 39.0, 58.2, 37.3, 32.1, 32.7, 31.8, 9.3, 17.3, 3.8, 30.8, 60.8, 36.0, 25.4, 22.7, 17.7, 31.1, 41.4, 35.9, 33.8, 5.1, 49.5, 10.7, 2.5, 23.8, 30.6, 64.8, 23.5, 1.9, 0.7, 35.7, 48.2, 34.2, 5.5, 28.3, 4.2, 30.4, 16.8, 30.7, 48.5, 36.4, 24.7, 49.2, 17.4, 36.5, 3.5, 14.8, 16.7, 20.1, 30.7, 55.7, 24.0, 53.7, 50.9, 30.3, 37.3, 47.3, 30.2, 27.8, 1.0, 34.3, 55.2, 47.2, 70.2, 19.8, 35.3, 44.9, 24.4, 44.5, 9.7, 30.9, 22.5, 34.6, 10.3, 33.4, 53.9, 30.5, 2.5, 29.0, 30.9, 14.8, 14.3, 47.8, 27.2, 41.0, 59.8, 16.5, 35.4, 39.9, 48.4, 10.0, 33.7, 35.6, 59.2, 30.0, 11.4, 58.2, 24.9, 11.9, 5.8, 22.3, 8.5, 62.0, 57.4, 29.1, 44.1, 17.4, 44.8, 19.6, 39.2, 36.8, 25.1, 4.7, 21.5, 48.4, 32.5, 24.5, 26.7, 30.8, 31.9, 41.2, 21.3, 63.3, 3.5, 26.4, 37.3, 3.5, 16.7, 11.7, 26.8, 30.8, 44.2, 18.6, 46.5, 29.2, 59.6, 37.0, 22.1, 42.3, 41.2, 27.2, 26.4, 36.2, 37.9, 45.4, 26.3, 19.1, 5.0, 18.3, 38.7, 37.7, 10.9, 36.2, 7.6, 50.7, 41.4, 33.9, 3.7, 21.5, 4.9, 3.0, 10.8, 32.1, 30.4, 25.4, 10.1, 56.3, 24.0, 19.2, 4.4, 24.8, 42.9, 36.1, 23.5, 61.9, 58.9, 28.8, 31.2, 2.0, 25.5, 3.4, 35.7, 30.7, 49.2, 3.8, 52.2, 19.3, 56.9, 58.1, 48.4, 13.7, 37.4, 41.0, 8.5, 45.0, 42.6, 37.4, 37.9, 8.8, 4.6, 32.2, 13.3, 30.5, 31.7, 3.9, 36.9, 29.9, 41.2, 8.6, 2.4, 44.6, 19.0, 42.9, 31.9, 53.7, 27.5, 47.1, 43.0, 8.2, 16.5,
21.7, 22.8, 26.3, 44.8, 24.1, 25.7, 22.7, 17.9, 36.0, 40.1, 24.1, 18.9, 23.3, 19.3, 44.8, 24.9, 30.1, 41.5, 26.3, 27.8, 29.6, 23.5, 36.4, 36.2, 21.0, 40.0, 38.1, 22.7, 19.7, 21.6, 56.2, 40.9, 26.0, 29.7, 25.7, 29.3, 27.3, 30.2, 35.0, 44.0, 26.4, 25.8, 43.0, 25.4, 27.8, 20.2, 32.7, 26.9, 56.5, 34.4, 28.9, 42.3, 23.1, 37.8, 31.8, 34.7, 22.3, 34.4, 22.8, 21.3, 22.0, 24.4, 26.9, 51.4, 46.8, 27.5, 19.1, 26.0,
30.1, 24.0, 35.0, 25.1, 40.5, 31.7, 23.5, 36.4, 40.9, 44.8, 21.0, 31.3, 36.5, 56.5, 26.6, 27.8, 25.1, 42.6, 23.6, 24.3, 42.4, 33.1, 27.2, 20.2, 32.9, 24.1, 32.0, 33.2, 16.8, 55.0, 53.1, 24.0, 31.2, 24.4, 24.4, 25.0, 26.3, 24.8, 52.8, 22.3, 26.4, 30.3, 28.9, 26.9, 21.4, 25.3, 19.2, 27.5, 41.5, 22.8, 17.4, 26.2, 25.3, 24.1, 24.3, 24.1, 26.0, 21.3, 38.2, 46.8, 20.3, 39.8, 18.9, 30.3, 27.8, 24.4, 34.4, 19.1,
16.1, 25.7, 38.1, 23.0, 45.7, 24.4, 24.5, 26.2, 25.8, 22.7, 27.8, 16.8, 27.0, 37.7, 36.9, 27.2, 30.3, 24.1, 27.5, 17.4, 23.4, 33.2, 33.8, 30.2, 54.0, 39.1, 44.8, 32.7, 19.6, 25.9, 24.0, 23.6, 26.3, 54.3, 44.8, 34.1, 43.0, 25.0, 44.0, 24.3, 33.2, 39.1, 42.4, 19.3, 27.5, 24.1, 21.6, 30.2, 21.3, 17.8, 39.8, 32.5, 40.1, 23.6, 39.5, 29.6, 40.2, 26.0, 17.9, 27.2, 27.8, 21.3, 56.2, 23.5, 23.3, 34.9, 26.7, 56.3,
23.3, 24.5, 39.5, 31.6, 47.7, 23.6, 30.2, 27.9, 30.3, 38.1, 24.3, 24.0, 56.2, 23.6, 22.7, 23.9, 24.1, 56.3, 25.8, 42.4, 24.0, 25.3, 25.7, 38.7, 43.0, 25.0, 19.1, 23.3, 38.7, 19.7, 27.2, 33.8, 26.2, 40.0, 25.4, 25.8, 21.3, 17.9, 56.5, 19.3, 22.7, 27.5, 26.0, 23.4, 34.4, 39.1, 24.3, 31.0, 29.0, 35.5, 29.8, 24.9, 42.6, 30.3, 24.4, 26.7, 32.3, 27.8, 18.8, 21.3, 39.1, 36.0, 21.6, 27.7, 33.8, 29.3, 29.7, 44.8,
44.8, 24.1, 25.8, 44.1, 33.1, 24.4, 35.4, 16.8, 39.1, 22.8, 42.4, 27.9, 23.3, 24.8, 29.6, 25.3, 18.4, 24.1, 27.5, 27.3, 27.0, 33.3, 25.9, 32.1, 56.2, 16.4, 33.1, 36.9, 17.9, 17.4, 29.9, 33.2, 34.9, 39.5, 22.7, 33.6, 18.8, 34.7, 36.4, 38.8, 40.5, 27.5, 38.1, 32.7, 21.3, 15.7, 29.6, 31.0, 26.9, 39.8, 21.7, 34.1, 31.0, 24.3, 19.7, 33.8, 19.2, 31.6, 30.7, 40.1, 54.0, 30.3, 24.5, 27.7, 52.8, 26.6, 26.2, 26.1,
25.8, 23.7, 27.3, 45.9, 22.5, 30.6, 23.9, 22.5, 41.7, 42.0, 40.8, 35.5, 26.6, 19.8, 45.0, 26.5, 32.1, 42.2, 26.3, 28.9, 30.5, 27.9, 42.1, 39.2, 21.8, 41.7, 40.7, 26.2, 22.3, 23.1, 56.7, 42.0, 34.4, 34.9, 25.7, 32.6, 33.2, 35.6, 39.0, 45.8, 30.3, 25.8, 43.9, 27.3, 27.8, 24.7, 36.5, 26.4, 56.2, 35.3, 29.6, 44.5, 21.5, 39.1, 34.8, 40.0, 22.5, 35.2, 25.0, 23.0, 22.6, 29.1, 30.2, 52.6, 47.4, 29.1, 21.9, 30.2,
32.1, 29.4, 39.0, 31.5, 42.8, 35.2, 27.5, 42.1, 42.0, 45.9, 21.8, 31.1, 40.4, 56.2, 29.0, 27.8, 29.6, 44.6, 25.8, 25.7, 44.3, 35.7, 27.5, 24.7, 33.8, 40.8, 33.7, 36.1, 22.1, 56.0, 48.0, 26.6, 31.8, 26.1, 29.1, 28.5, 26.3, 24.1, 54.4, 22.5, 27.4, 41.3, 29.6, 30.2, 23.1, 26.8, 24.9, 29.8, 42.5, 23.7, 17.2, 27.6, 28.9, 30.4, 25.2, 24.9, 30.2, 25.6, 41.2, 47.4, 21.0, 42.4, 35.5, 30.6, 28.9, 27.8, 35.3, 21.9,
10.1, 25.7, 40.7, 25.8, 49.3, 27.8, 29.4, 26.1, 26.2, 23.9, 28.9, 22.1, 31.7, 37.8, 37.1, 27.5, 30.6, 24.9, 29.1, 17.2, 25.0, 37.3, 37.9, 35.6, 54.1, 41.7, 45.0, 36.5, 22.8, 25.1, 25.1, 24.4, 27.3, 52.8, 45.9, 36.2, 43.9, 30.6, 45.8, 24.4, 36.1, 43.9, 44.3, 19.8, 33.3, 30.4, 23.1, 33.3, 23.0, 16.7, 42.4, 36.2, 42.0, 25.8, 41.4, 30.5, 49.7, 34.4, 22.5, 27.1, 27.8, 25.6, 56.7, 27.5, 23.9, 39.6, 32.7, 56.5,
26.6, 29.4, 41.4, 33.4, 32.2, 24.4, 33.3, 31.3, 30.6, 43.3, 25.7, 29.4, 56.7, 25.8, 26.2, 24.2, 30.4, 56.5, 25.8, 44.3, 26.6, 28.9, 30.6, 46.5, 43.9, 30.6, 21.9, 23.9, 41.8, 22.3, 27.5, 37.9, 27.6, 41.7, 24.3, 26.2, 21.0, 22.5, 56.2, 19.8, 23.9, 29.8, 34.4, 25.0, 35.3, 41.7, 25.2, 37.1, 29.7, 37.5, 31.3, 26.5, 44.6, 41.3, 26.1, 32.7, 35.7, 28.9, 17.5, 21.6, 43.9, 41.7, 20.7, 28.1, 37.3, 32.6, 34.9, 45.0,
45.0, 24.9, 26.2, 48.3, 35.7, 27.8, 39.0, 22.1, 41.7, 23.7, 44.3, 31.3, 26.6, 24.1, 30.3, 28.9, 19.9, 22.5, 29.8, 33.2, 31.7, 32.1, 25.1, 36.1, 56.7, 23.3, 37.4, 37.1, 22.5, 17.2, 31.8, 37.3, 39.6, 41.4, 26.2, 36.7, 17.5, 37.8, 42.1, 44.0, 42.8, 33.3, 43.3, 36.5, 21.0, 18.1, 30.1, 37.1, 30.2, 42.4, 25.8, 36.2, 34.8, 25.7, 22.3, 37.9, 24.9, 33.4, 43.0, 42.0, 54.1, 41.3, 27.4, 28.1, 54.4, 29.0, 31.5, 27.0] #Sample, Test

# Y_pred
# UNSEEN
data1 = [
    5.816599519, 4.285902967, 4.187585543, 7.191906002, 4.535697822,
    3.224646874, 0.897486402, 0.947449055, 6.281318597, 4.117525522,
    7.326235539, 3.915538626, 8.528934254, 6.652741202, 4.301187938,
    5.072647774, 11.59315702, 9.106741381, 3.042365159, 5.908740594,
    2.582106049, 2.255993735, 1.546078212, 4.244691613, 4.349380361,
    3.48529334, 18.09363041, 15.52523723, 6.743889012, 5.005037604,
    2.974139219, 6.632023109, 0.724817957, 2.845512301, 1.581874708,
    7.097424053, 6.181371859, 6.498789033, 16.02617953, 9.604447492,
    9.101696687, 7.668881773, 5.2639136, 4.399846803, 7.401841609,
    5.837240118, 1.897870447, 2.440409163, 5.649180596, 6.067186079,
    8.149238229, 8.355624205, 3.454132988, 14.37466071, 8.340649211,
    3.36057864, 5.086131406, 3.752529642, 6.465778613, 7.003156216,
    1.026538103, 17.50254979, 6.372475283, 3.405067586, 5.186041581,
    5.371336687
] # Sample 1, URIEL+
data2 = [
    5.329275025, 4.320643094, 4.363365608, 7.248294223, 4.242176115,
    3.348078296, 0.775415649, 1.339690194, 5.932072689, 4.176004238,
    7.632403873, 4.134244656, 8.454951875, 6.677216056, 4.458334924,
    4.901850366, 11.29487886, 8.218317064, 2.891206316, 5.755902184,
    2.299166062, 2.146923005, 1.872421458, 5.134037264, 3.887155632,
    3.497531989, 17.36615579, 14.74421292, 6.492781987, 4.618347437,
    2.632617913, 6.550138247, 1.011527553, 3.160058902, 1.413435517,
    6.00482359, 5.877634413, 6.309286985, 16.28528305, 10.6727002,
    8.984384569, 7.862305694, 5.477989091, 4.295211329, 6.801719103,
    5.768549139, 1.831747921, 2.265591355, 3.945900037, 5.123293148,
    8.42281518, 8.494597437, 3.135040728, 13.90879616, 7.780708476,
    3.297852993, 4.689986583, 2.962798213, 6.068304119, 7.233526112,
    0.322727615, 18.05097266, 5.861974523, 2.919518353, 4.426902888,
    5.330048167
] # Sample 2, URIEL

# LOLO
data1 = [
    3.064268623, 3.448953629,
    3.089017216, 3.501307732,
    3.320235863, 5.735766046,
    2.711017952, 2.649456106,
    5.910318809, 1.574621395,
    1.167519535, 1.944723471,
    5.242495502, 3.083515695,
    6.831036848, 4.331533553,
    4.78327381, 3.303491867,
    3.44920964, 2.953338557,
    9.045505048, 2.345989411,
    2.822904372, 4.7610929,
    2.220531007, 1.235608321,
    1.403633325, 2.355479246,
    2.666156392, 2.366573879,
    1.961801155, 3.43326856,
    10.07670311, 5.472853537,
    3.771814772, 2.714358789,
    1.030228991, 4.876909776,
    0.777832001, 1.943644738,
    3.627536787, 1.9372335,
    2.911859314, 3.804585352,
    9.577101239, 14.26575833,
    3.59170509, 8.59749567,
    3.394374161, 2.944729291,
    2.888815849, 3.95550959,
    1.128247086, 1.799641604,
    1.80038743, 1.27191478,
    1.42298304, 1.361845437,
    6.080902019, 7.313980164,
    2.327714068, 10.03853589,
    3.047922035, 3.269576894,
    1.255097234, 1.0898165,
    3.537425164, 6.729152732,
    0.584793607, 5.101238401,
    2.629995007, 6.034332187,
    2.811831151, 4.249807464,
    0.974944442, 2.800872003,
    6.950326631, 4.598213577,
    11.80454798, 0.917485826,
    2.407779364, 0.795405089,
    6.887791095, 3.399649453,
    2.450475724, 5.69409563,
    3.010595359, 9.38395697,
    2.771695, 3.283692386,
    2.803183823, 2.875984074,
    5.796784339, 7.506925581,
    3.096821965, 3.800319603,
    3.065515485, 3.573071109,
    3.14572455, 2.747691911,
    4.237807195, 5.323023337,
    2.615225709, 3.094862259,
    2.330535355, 3.516487374,
    6.77564188, 3.570959382,
    1.991008577, 9.738652809,
    3.086428731, 3.653387186,
    10.59689006, 1.364672638,
    2.733941174, 3.584299011,
    3.470556008, 2.5358147,
    3.927923027, 4.680526247,
    2.912925438, 3.373514749,
    2.743056366, 3.585408923,
    6.616447159, 6.000654378,
    2.873537903, 3.256102651,
    2.249814246, 8.48548057,
    2.095592051, 3.386564081,
    3.725568649, 6.597564571,
    1.785513442, 5.906018795,
    5.512381769, 3.986243848,
    4.415293117, 3.004212071,
    1.561103, 4.446085996,
    2.14952054, 1.372055312,
    0.557128975, 2.899639339,
    2.652807433, 3.608750799,
    2.465889419, 2.038553131,
    2.672818859, 4.110205732,
    4.360347637, 1.832080508,
    3.509136944, 20.55161164,
    7.018456226, 9.621944044,
    3.215631107, 2.948954064,
    2.224197501, 1.697854992,
    2.749566392, 10.78510004,
    4.200901015, 3.128547368,
    3.859396532, 2.793756541,
    2.50491121, 5.014260703,
    9.637141182, 3.662184247,
    2.297668789, 4.20508092,
    3.675851052, 12.49602091,
    3.213302735, 3.108863265,
    1.960039084, 5.164364552,
    2.336206642, 2.108092404,
    4.299183255, 5.593363584,
    3.088888975, 4.949609367,
    2.189240994, 2.108103907,
    2.983526647, 1.910780593,
    4.512490856, 3.073768615,
    2.785504745, 3.449917441,
    2.370230689, 2.388989955,
    6.197181637, 6.145303501,
    1.696038483, 3.422330228,
    2.390724202, 6.91469693,
    5.243585024, 4.760662165,
    3.39735077, 3.384018408,
    2.585759978, 3.659463705
] # Sample 1, URIEL+
data2 =  [
    2.919007402, 3.463634182,
    2.346943951, 3.0153286,
    3.319710502, 5.428383963,
    2.647061479, 2.804298323,
    6.709649564, 1.45698632,
    0.951940552, 1.862903055,
    5.445138536, 2.892102035,
    7.068802093, 4.107530079,
    4.112775821, 3.318548662,
    3.238834185, 2.924539898,
    8.758594257, 2.771797788,
    2.763450277, 4.51925318,
    2.137357844, 1.336826401,
    1.339093424, 2.535925708,
    2.667412195, 2.174779401,
    1.892603612, 3.43018673,
    10.18257065, 5.840517629,
    4.063290218, 2.709625151,
    1.106997298, 4.988296191,
    1.327612394, 1.714352559,
    3.703653778, 1.680914413,
    3.359305111, 4.274457726,
    10.55937344, 14.74097004,
    2.552841172, 8.677292644,
    3.305952086, 2.684426469,
    3.495459726, 4.131051504,
    1.337512888, 1.994458238,
    2.10322324, 1.137051822,
    1.127864975, 1.757300912,
    6.337730203, 7.433587282,
    3.127126636, 10.42499499,
    2.661216971, 3.82434631,
    1.265405151, 1.048559955,
    3.437183095, 6.754162585,
    0.839635857, 4.546926451,
    2.511420002, 6.030323692,
    2.922813645, 4.152348664,
    0.844034042, 3.07113068,
    6.839698771, 4.533861698,
    13.12197037, 0.913951046,
    3.087298112, 0.952047023,
    8.141468929, 3.102672184,
    2.356447948, 5.698297186,
    2.79339435, 9.836302821,
    3.029483802, 3.5799124,
    3.868852038, 3.243029694,
    5.714896071, 7.244069426,
    3.175715868, 3.729111636,
    3.175177048, 3.137391139,
    2.863438172, 2.742258142,
    3.746981208, 4.547187042,
    2.384279303, 2.118733853,
    2.528689538, 3.459207261,
    5.575491253, 1.782101422,
    1.995741892, 9.563481644,
    3.148614899, 3.651608245,
    13.55036209, 1.264091525,
    2.430152474, 3.617527285,
    3.630100495, 3.210572976,
    4.221354992, 4.453583154,
    2.975496396, 3.300112116,
    2.790731312, 3.450228723,
    6.656276158, 5.778227258,
    3.031981459, 3.259567632,
    2.195417484, 8.374806079,
    2.607481474, 3.441599665,
    3.622364936, 6.624006274,
    1.814038522, 6.056753686,
    5.362342986, 3.83891756,
    4.26397639, 2.821388297,
    1.641689032, 4.608873902,
    2.943146407, 1.612657862,
    1.458941678, 3.269145329,
    2.731269823, 3.659603351,
    2.62404065, 2.394167602,
    2.371642208, 4.199665148,
    4.470525809, 1.892344379,
    3.254060677, 20.03615192,
    6.7398161, 9.628771624,
    3.500522835, 3.678641817,
    1.555178523, 2.894709158,
    2.754660746, 10.73959481,
    4.371805737, 3.357906832,
    3.249688893, 2.679912906,
    2.565632145, 4.67304351,
    10.30082083, 4.231218114,
    2.554820986, 3.984518577,
    4.045355101, 11.44549752,
    2.893459535, 3.89685279,
    2.041337111, 4.251777186,
    2.354794791, 2.154704011,
    4.215377003, 5.293795655,
    3.258867985, 4.659038286,
    3.723522791, 1.048162507,
    2.630935564, 1.661768096,
    3.840021072, 3.558385953,
    2.972281388, 3.224856893,
    2.299091501, 1.853501043,
    6.903836395, 6.2800332,
    1.741916151, 3.614797899,
    2.16640982, 5.688624346,
    5.613988739, 4.916260975,
    2.907706255, 3.018850068,
    2.315926134, 3.258812269
]  # Sample 2, URIEL

#RANDOM 
data1 = [
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] # Sample 1, URIEL+
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    29.0693, 26.468554, 35.696106, 27.067709, 39.554234, 30.065386, 23.90455, 40.55354, 42.708103, 43.945423, 19.981356, 28.970428, 33.715782, 54.30979, 26.361692, 29.13767, 28.73738, 43.247044, 21.801619, 24.594933, 44.744316, 31.95754, 26.160044, 21.039757, 31.42178, 33.10568, 32.472122, 31.97926, 17.571867, 54.611263, 46.239185, 25.392914, 30.12386, 24.889484, 25.057367, 26.598034, 27.438581, 24.639587, 50.267162, 22.523968, 25.127, 32.0981, 26.88168, 25.856531, 19.642262, 25.787565, 23.153027, 26.77325, 39.069626, 22.30684, 17.364817, 24.584799, 26.483711, 27.287638, 24.06246, 25.823107, 23.027191, 25.26806, 38.524387, 46.429787, 18.513994, 38.53838, 32.24578, 29.367226, 27.178526, 25.39617, 32.78548, 19.816343,
    17.296339, 26.490372, 36.435158, 24.89374, 44.424416, 23.256536, 25.634573, 26.410261, 24.536764, 20.938194, 26.292982, 17.991638, 27.061047, 36.784897, 35.595497, 27.688246, 30.706089, 25.964643, 27.977028, 17.930885, 24.300268, 33.580605, 31.882364, 28.479893, 54.159435, 39.837517, 45.269756, 33.19678, 21.042986, 25.890926, 24.001724, 23.348032, 24.09122, 53.183796, 43.999855, 33.217606, 35.978394, 25.041216, 43.172615, 23.395061, 31.229067, 36.74268, 45.44858, 19.981499, 32.53376, 26.225315, 22.60891, 31.68014, 21.794127, 17.097195, 37.64782, 31.73546, 41.437016, 22.32284, 39.57323, 26.436605, 52.834625, 29.733032, 22.254473, 27.490479, 27.555588, 23.735909, 54.059505, 24.290136, 22.716911, 36.443523, 27.963417, 55.180534,
    24.191471, 27.09568, 38.106617, 31.781153, 40.792873, 22.978966, 31.672659, 25.024687, 31.44073, 37.086956, 24.73991, 28.239655, 50.583714, 21.111769, 23.486727, 22.253605, 25.422792, 54.922325, 25.552116, 45.81797, 23.959806, 27.108624, 27.970682, 45.540295, 35.51029, 27.29877, 19.563232, 22.964853, 38.00131, 21.557674, 26.48853, 33.4229, 25.371227, 38.69848, 20.356815, 25.717064, 20.443289, 20.5782, 52.772007, 19.071829, 22.407187, 27.61598, 30.906727, 23.897987, 32.80552, 39.851727, 24.1961, 30.960379, 28.302683, 34.340023, 30.994953, 25.292751, 42.939007, 28.148224, 25.74918, 28.923822, 31.864431, 27.556416, 17.232035, 20.093897, 36.32168, 35.962128, 21.496115, 28.025211, 33.697163, 23.963093, 29.117582, 46.33769,
    45.907276, 25.448689, 24.812782, 41.202312, 30.33297, 25.356634, 34.359432, 19.687, 38.700527, 22.180996, 45.217133, 24.18307, 24.546494, 24.068546, 29.408978, 27.002695, 18.438292, 24.62081, 26.533323, 29.05375, 26.614775, 28.728304, 26.120802, 33.576664, 50.143105, 23.011675, 32.48325, 36.16496, 20.757357, 18.814537, 29.205597, 32.614067, 34.650608, 39.330914, 23.433903, 33.541042, 19.84688, 34.022568, 40.048923, 39.85585, 39.25039, 30.849197, 38.58375, 31.30432, 20.632662, 18.631004, 28.272604, 30.816013, 25.889446, 38.589058, 22.067701, 32.40374, 30.328737, 24.192472, 20.59438, 31.826815, 23.53128, 30.747255, 35.97003, 41.20635, 53.151512, 31.786978, 25.081139, 26.799547, 49.124138, 26.553553, 25.337776, 26.346037,
    27.253714, 24.861462, 26.134825, 44.03192, 22.777342, 30.309937, 24.6386, 23.29867, 38.679924, 42.87442, 37.597816, 36.104088, 27.462397, 19.69781, 44.634808, 26.464617, 30.770584, 44.284893, 26.741026, 27.886536, 28.688282, 28.017097, 42.475803, 36.672985, 22.118244, 42.45262, 40.404736, 26.312576, 19.41056, 23.375446, 54.585815, 42.800606, 33.051544, 32.333755, 25.49967, 29.049074, 32.85851, 34.23057, 36.312435, 43.852512, 29.162592, 25.76217, 44.228535, 27.362337, 28.25408, 23.349277, 32.866013, 28.62259, 55.38189, 35.879395, 28.264025, 44.829037, 16.110283, 38.57232, 34.74504, 38.553894, 22.139486, 35.44381, 27.598528, 21.42018, 21.491365, 29.075392, 31.819235, 51.85048, 48.142464, 28.548223, 20.994814, 29.644878,
    32.11377, 30.54644, 38.153934, 30.456373, 43.361244, 35.581554, 27.208578, 41.927345, 41.429462, 45.281395, 23.599495, 32.48238, 37.107513, 56.676315, 29.042814, 28.042368, 30.387476, 44.392986, 25.558046, 26.010986, 44.645176, 37.223454, 29.067734, 23.797588, 33.561993, 36.53455, 34.792915, 36.03761, 21.398737, 55.66055, 47.20655, 26.725262, 32.597183, 25.830603, 29.033897, 27.862928, 26.448376, 25.749939, 55.360493, 22.992662, 27.836464, 39.924023, 28.668709, 30.497519, 23.755589, 27.73242, 24.816393, 28.50561, 41.942272, 24.285923, 19.82413, 27.06464, 29.310308, 29.40907, 24.682274, 25.69138, 27.61519, 26.64493, 41.91154, 48.402023, 21.129974, 42.10011, 34.88843, 30.969715, 28.456705, 27.780334, 35.561356, 20.708405,
    17.195206, 26.51721, 40.482246, 27.297934, 46.72272, 28.679613, 29.443808, 27.16514, 26.334694, 22.72465, 27.905714, 20.960962, 30.895168, 38.061043, 36.889713, 28.511677, 31.95124, 25.57514, 29.559456, 19.3521, 25.787254, 35.991177, 37.54674, 33.956703, 53.778946, 41.114395, 44.695503, 34.242813, 22.090702, 25.089031, 25.364653, 24.545227, 25.708607, 52.465057, 44.207417, 36.658314, 43.259903, 30.484924, 43.917477, 24.886879, 36.28507, 39.509026, 44.3065, 20.09731, 34.02242, 30.872658, 22.883324, 33.951397, 21.700438, 19.548407, 42.11671, 37.38728, 42.798687, 26.075357, 41.658676, 29.141945, 45.319324, 33.18691, 22.913322, 26.907276, 27.195812, 26.97988, 55.32562, 26.790873, 24.897856, 37.5746, 33.365, 55.989586,
    27.21479, 29.277111, 41.00646, 32.765533, 46.627914, 24.605719, 34.188377, 30.25367, 30.583136, 44.666214, 27.280924, 28.022285, 54.012157, 26.07019, 25.999363, 24.971197, 29.318222, 55.202396, 25.166471, 46.002136, 27.358332, 28.56199, 30.707733, 48.226635, 43.06795, 30.9373, 21.02064, 25.746124, 41.992832, 18.25462, 28.44157, 38.823154, 25.86712, 42.368774, 22.350803, 27.755539, 22.52321, 23.393595, 53.857113, 19.685266, 22.965393, 29.29325, 34.23165, 26.310692, 34.805355, 40.967716, 24.14568, 34.734257, 28.855572, 37.408695, 33.589832, 28.293007, 44.553493, 39.07752, 26.337189, 34.09128, 37.296925, 27.633875, 19.938253, 23.017218, 41.50995, 41.129177, 22.456036, 29.420416, 37.061615, 28.701725, 32.93639, 45.772156,
    45.105366, 25.214525, 27.088177, 46.361084, 37.12263, 28.00097, 38.55494, 21.375175, 40.44175, 23.825115, 44.69762, 31.622883, 27.032824, 25.810131, 30.795671, 29.165703, 18.744535, 23.739141, 28.261686, 34.835083, 31.203716, 32.306034, 25.821035, 35.386955, 55.274525, 24.678406, 32.30718, 36.762463, 23.186178, 20.467686, 31.885063, 35.815063, 39.36928, 41.5181, 25.473316, 37.261715, 18.706228, 38.060524, 41.811928, 42.9104, 41.975307, 33.68276, 39.642914, 34.465973, 22.091204, 19.662252, 27.415018, 36.410976, 30.00744, 42.919285, 25.784239, 36.69605, 35.874054, 26.296951, 19.290714, 37.809113, 24.761105, 30.69404, 42.39627, 43.346462, 52.74976, 39.725986, 27.849018, 29.248045, 54.813374, 29.102907, 29.301392, 26.837677
] # Sample 2, URIEL


squared_difference1 = [abs(a - b) for a, b in zip(data1, test)]
squared_difference2 = [abs(a - b) for a, b in zip(data2, test)]

# Perform Wilcoxon signed-rank test
stat, p = wilcoxon(squared_difference1, squared_difference2)

print("Statistic:", stat)
print("p-value:", p)