RealAdaBoost: Base classifiers: ZeroR predicts class value: P RandomTree ========== col_7 < 47.2 | col_7 < 22.45 : P (60.52/0) | col_7 >= 22.45 | | col_12 < 37.85 : P (25.7/0) | | col_12 >= 37.85 | | | col_8 < 34.45 | | | | col_6 < 37.25 : N (6.31/0) | | | | col_6 >= 37.25 | | | | | col_8 < 29.15 : P (0.83/0) | | | | | col_8 >= 29.15 : N (1.26/0) | | | col_8 >= 34.45 | | | | col_11 < 46.25 : P (4.14/0) | | | | col_11 >= 46.25 | | | | | col_6 < 43.95 | | | | | | col_8 < 50.15 | | | | | | | col_8 < 36.05 : N (1.26/0) | | | | | | | col_8 >= 36.05 : P (2.49/0) | | | | | | col_8 >= 50.15 : N (6.31/0) | | | | | col_6 >= 43.95 : P (4.14/0) col_7 >= 47.2 | col_12 < 45.9 | | col_9 < 48.85 | | | col_1 < 1901 | | | | col_9 < 43.25 : P (3.32/0) | | | | col_9 >= 43.25 : N (1.26/0) | | | col_1 >= 1901 : N (1.26/0) | | col_9 >= 48.85 : P (8.29/0) | col_12 >= 45.9 | | col_3 < 93.3 | | | col_4 < 81.65 | | | | col_11 < 45.9 : P (2.49/0) | | | | col_11 >= 45.9 | | | | | col_5 < 92.55 | | | | | | col_12 < 57.1 | | | | | | | col_2 < 55.4 | | | | | | | | col_12 < 47.25 : N (1.26/0) | | | | | | | | col_12 >= 47.25 : P (2.49/0) | | | | | | | col_2 >= 55.4 : N (5.04/0) | | | | | | col_12 >= 57.1 | | | | | | | col_3 < 90.9 : N (29.01/0) | | | | | | | col_3 >= 90.9 : P (0.83/0) | | | | | col_5 >= 92.55 | | | | | | col_1 < 1878 : N (3.78/0) | | | | | | col_1 >= 1878 : P (2.49/0) | | | col_4 >= 81.65 : N (15.13/0) | | col_3 >= 93.3 : N (45.4/0) Size of the tree : 47 RandomTree ========== col_7 < 47.2 | col_11 < 40.65 : P (85.39/0) | col_11 >= 40.65 | | col_4 < 66.9 | | | col_3 < 49.55 | | | | col_12 < 34.35 : P (3.32/0) | | | | col_12 >= 34.35 | | | | | col_3 < 14.25 : P (1.66/0) | | | | | col_3 >= 14.25 : N (15.13/0) | | | col_3 >= 49.55 : P (2.49/0) | | col_4 >= 66.9 : P (4.97/0) col_7 >= 47.2 | col_8 < 77.1 | | col_11 < 54.85 | | | col_7 < 74.65 | | | | col_5 < 57.95 | | | | | col_7 < 55.8 : P (4.97/0) | | | | | col_7 >= 55.8 | | | | | | col_10 < 41.95 | | | | | | | col_1 < 1896.5 | | | | | | | | col_1 < 1839.5 : N (1.26/0) | | | | | | | | col_1 >= 1839.5 : P (0.83/0) | | | | | | | col_1 >= 1896.5 : N (1.26/0) | | | | | | col_10 >= 41.95 : P (1.66/0) | | | | col_5 >= 57.95 | | | | | col_8 < 53.3 : P (0.83/0) | | | | | col_8 >= 53.3 : N (3.78/0) | | | col_7 >= 74.65 : P (5.8/0) | | col_11 >= 54.85 | | | col_7 < 60.75 | | | | col_3 < 45.7 : N (3.78/0) | | | | col_3 >= 45.7 | | | | | col_7 < 52.85 : N (1.26/0) | | | | | col_7 >= 52.85 : P (2.49/0) | | | col_7 >= 60.75 | | | | col_11 < 61.5 | | | | | col_3 < 76.2 : N (5.04/0) | | | | | col_3 >= 76.2 : P (0.83/0) | | | | col_11 >= 61.5 : N (17.66/0) | col_8 >= 77.1 | | col_1 < 1982.5 | | | col_3 < 92.3 | | | | col_3 < 90.9 | | | | | col_6 < 116.2 : N (23.96/0) | | | | | col_6 >= 116.2 | | | | | | col_3 < 81.1 : P (0.83/0) | | | | | | col_3 >= 81.1 : N (2.52/0) | | | | col_3 >= 90.9 : P (0.83/0) | | | col_3 >= 92.3 : N (41.62/0) | | col_1 >= 1982.5 : P (0.83/0) Size of the tree : 51 RandomTree ========== col_12 < 46.15 | col_12 < 36.9 : P (87.04/0) | col_12 >= 36.9 | | col_12 < 39.65 | | | col_9 < 30.8 : P (2.49/0) | | | col_9 >= 30.8 | | | | col_3 < 44.05 : N (6.31/0) | | | | col_3 >= 44.05 : P (1.66/0) | | col_12 >= 39.65 : P (12.43/0) col_12 >= 46.15 | col_10 < 58.35 | | col_6 < 38.05 : N (10.09/0) | | col_6 >= 38.05 | | | col_7 < 47.3 : P (4.97/0) | | | col_7 >= 47.3 | | | | col_1 < 1888 | | | | | col_1 < 1828.5 : P (2.49/0) | | | | | col_1 >= 1828.5 | | | | | | col_1 < 1846.5 : N (1.26/0) | | | | | | col_1 >= 1846.5 : P (1.66/0) | | | | col_1 >= 1888 : N (8.83/0) | col_10 >= 58.35 | | col_4 < 81.65 | | | col_1 < 1860 | | | | col_4 < 80.4 : N (23.96/0) | | | | col_4 >= 80.4 : P (0.83/0) | | | col_1 >= 1860 | | | | col_11 < 67.3 | | | | | col_3 < 59.6 : N (1.26/0) | | | | | col_3 >= 59.6 : P (3.32/0) | | | | col_11 >= 67.3 | | | | | col_7 < 99.95 : N (11.35/0) | | | | | col_7 >= 99.95 : P (0.83/0) | | col_4 >= 81.65 : N (54.23/0) Size of the tree : 35 RandomTree ========== col_11 < 49.7 | col_10 < 29.45 : P (77.1/0) | col_10 >= 29.45 | | col_3 < 43.85 | | | col_5 < 31.3 : P (7.46/0) | | | col_5 >= 31.3 | | | | col_7 < 35.9 : N (3.78/0) | | | | col_7 >= 35.9 | | | | | col_3 < 33.05 | | | | | | col_3 < 30.6 : P (1.66/0) | | | | | | col_3 >= 30.6 : N (2.52/0) | | | | | col_3 >= 33.05 : P (3.32/0) | | col_3 >= 43.85 : P (13.26/0) col_11 >= 49.7 | col_8 < 97.8 | | col_11 < 69 | | | col_1 < 1797.5 : N (6.31/0) | | | col_1 >= 1797.5 | | | | col_12 < 53.05 | | | | | col_8 < 55.65 | | | | | | col_4 < 33.1 : P (1.66/0) | | | | | | col_4 >= 33.1 | | | | | | | col_1 < 1839 | | | | | | | | col_4 < 47.25 : N (1.26/0) | | | | | | | | col_4 >= 47.25 : P (1.66/0) | | | | | | | col_1 >= 1839 : N (3.78/0) | | | | | col_8 >= 55.65 : P (4.97/0) | | | | col_12 >= 53.05 | | | | | col_3 < 52.1 : N (10.09/0) | | | | | col_3 >= 52.1 | | | | | | col_11 < 54.35 : N (5.04/0) | | | | | | col_11 >= 54.35 | | | | | | | col_8 < 57.05 : P (4.14/0) | | | | | | | col_8 >= 57.05 | | | | | | | | col_2 < 43.45 : P (0.83/0) | | | | | | | | col_2 >= 43.45 : N (5.04/0) | | col_11 >= 69 | | | col_7 < 97.2 : N (31.53/0) | | | col_7 >= 97.2 | | | | col_7 < 103.5 : P (1.66/0) | | | | col_7 >= 103.5 : N (3.78/0) | col_8 >= 97.8 : N (44.14/0) Size of the tree : 43 RandomTree ========== col_11 < 49.7 | col_3 < 29.95 : P (70.46/0) | col_3 >= 29.95 | | col_3 < 33.05 | | | col_10 < 29.75 : P (1.66/0) | | | col_10 >= 29.75 : N (5.04/0) | | col_3 >= 33.05 | | | col_11 < 40.3 : P (23.21/0) | | | col_11 >= 40.3 | | | | col_2 < 30.35 : N (1.26/0) | | | | col_2 >= 30.35 : P (7.46/0) col_11 >= 49.7 | col_11 < 69 | | col_9 < 77.55 | | | col_7 < 79.95 | | | | col_7 < 35.4 : N (5.04/0) | | | | col_7 >= 35.4 | | | | | col_1 < 1797.5 : N (5.04/0) | | | | | col_1 >= 1797.5 | | | | | | col_4 < 67.25 | | | | | | | col_7 < 36.65 : P (1.66/0) | | | | | | | col_7 >= 36.65 | | | | | | | | col_12 < 62.35 | | | | | | | | | col_6 < 58.1 | | | | | | | | | | col_8 < 50.15 : P (2.49/0) | | | | | | | | | | col_8 >= 50.15 | | | | | | | | | | | col_7 < 48 : N (3.78/0) | | | | | | | | | | | col_7 >= 48 : P (2.49/0) | | | | | | | | | col_6 >= 58.1 : N (5.04/0) | | | | | | | | col_12 >= 62.35 : N (5.04/0) | | | | | | col_4 >= 67.25 : P (2.49/0) | | | col_7 >= 79.95 : P (4.14/0) | | col_9 >= 77.55 : N (8.83/0) | col_11 >= 69 | | col_1 < 1761.5 | | | col_2 < 64 : N (1.26/0) | | | col_2 >= 64 : P (0.83/0) | | col_1 >= 1761.5 | | | col_12 < 68.45 | | | | col_5 < 102.05 : N (10.09/0) | | | | col_5 >= 102.05 : P (0.83/0) | | | col_12 >= 68.45 : N (66.84/0) Size of the tree : 43 RandomTree ========== col_12 < 46.15 | col_7 < 30.55 : P (70.46/0) | col_7 >= 30.55 | | col_3 < 43.85 | | | col_12 < 34.35 : P (12.43/0) | | | col_12 >= 34.35 | | | | col_10 < 32.5 : N (5.04/0) | | | | col_10 >= 32.5 | | | | | col_2 < 42.35 : P (4.14/0) | | | | | col_2 >= 42.35 : N (1.26/0) | | col_3 >= 43.85 : P (16.58/0) col_12 >= 46.15 | col_8 < 97.8 | | col_10 < 51.15 | | | col_11 < 39 : P (3.32/0) | | | col_11 >= 39 | | | | col_1 < 1891 | | | | | col_1 < 1787.5 : N (2.52/0) | | | | | col_1 >= 1787.5 | | | | | | col_2 < 25.1 : N (1.26/0) | | | | | | col_2 >= 25.1 : P (4.14/0) | | | | col_1 >= 1891 : N (8.83/0) | | col_10 >= 51.15 | | | col_1 < 1861.5 | | | | col_6 < 100.1 : N (32.79/0) | | | | col_6 >= 100.1 | | | | | col_2 < 53 : N (1.26/0) | | | | | col_2 >= 53 | | | | | | col_3 < 94.5 : P (0.83/0) | | | | | | col_3 >= 94.5 : N (1.26/0) | | | col_1 >= 1861.5 | | | | col_4 < 73.05 | | | | | col_2 < 75.7 | | | | | | col_11 < 65.95 | | | | | | | col_9 < 71.05 : P (3.32/0) | | | | | | | col_9 >= 71.05 : N (1.26/0) | | | | | | col_11 >= 65.95 : N (8.83/0) | | | | | col_2 >= 75.7 : P (2.49/0) | | | | col_4 >= 73.05 : N (8.83/0) | col_8 >= 97.8 : N (44.14/0) Size of the tree : 41 RandomTree ========== col_10 < 41.15 | col_4 < 25.8 : P (60.52/0) | col_4 >= 25.8 | | col_12 < 36.4 : P (21.55/0) | | col_12 >= 36.4 | | | col_9 < 56.55 | | | | col_1 < 1808 : P (4.97/0) | | | | col_1 >= 1808 | | | | | col_3 < 46.85 : N (5.04/0) | | | | | col_3 >= 46.85 : P (3.32/0) | | | col_9 >= 56.55 : N (2.52/0) col_10 >= 41.15 | col_10 < 68.45 | | col_1 < 1971.5 | | | col_12 < 50.75 | | | | col_4 < 59.4 : P (11.61/0) | | | | col_4 >= 59.4 | | | | | col_1 < 1889.5 : P (1.66/0) | | | | | col_1 >= 1889.5 | | | | | | col_7 < 91.35 : N (2.52/0) | | | | | | col_7 >= 91.35 : P (0.83/0) | | | col_12 >= 50.75 | | | | col_6 < 43.15 : N (11.35/0) | | | | col_6 >= 43.15 | | | | | col_7 < 46.45 : P (2.49/0) | | | | | col_7 >= 46.45 | | | | | | col_10 < 68.15 | | | | | | | col_1 < 1886.5 | | | | | | | | col_7 < 85.8 | | | | | | | | | col_2 < 39.7 : P (0.83/0) | | | | | | | | | col_2 >= 39.7 : N (7.57/0) | | | | | | | | col_7 >= 85.8 : P (1.66/0) | | | | | | | col_1 >= 1886.5 : N (11.35/0) | | | | | | col_10 >= 68.15 : P (0.83/0) | | col_1 >= 1971.5 : P (3.32/0) | col_10 >= 68.45 | | col_4 < 81.65 | | | col_1 < 1900 | | | | col_4 < 80.4 : N (20.18/0) | | | | col_4 >= 80.4 : P (0.83/0) | | | col_1 >= 1900 | | | | col_12 < 75.75 : P (3.32/0) | | | | col_12 >= 75.75 : N (5.04/0) | | col_4 >= 81.65 : N (51.71/0) Size of the tree : 45 RandomTree ========== col_7 < 47.2 | col_11 < 40.65 : P (85.39/0) | col_11 >= 40.65 | | col_7 < 33.35 | | | col_2 < 7 : P (0.83/0) | | | col_2 >= 7 : N (7.57/0) | | col_7 >= 33.35 | | | col_5 < 51.6 | | | | col_12 < 34.35 : P (4.14/0) | | | | col_12 >= 34.35 | | | | | col_4 < 31.85 | | | | | | col_7 < 40.95 : P (1.66/0) | | | | | | col_7 >= 40.95 : N (1.26/0) | | | | | col_4 >= 31.85 : N (6.31/0) | | | col_5 >= 51.6 : P (5.8/0) col_7 >= 47.2 | col_11 < 64.85 | | col_11 < 48.8 | | | col_11 < 20.5 : N (1.26/0) | | | col_11 >= 20.5 | | | | col_4 < 27.45 : N (1.26/0) | | | | col_4 >= 27.45 : P (9.95/0) | | col_11 >= 48.8 | | | col_2 < 37.55 | | | | col_7 < 48 : N (1.26/0) | | | | col_7 >= 48 : P (3.32/0) | | | col_2 >= 37.55 | | | | col_6 < 78 : N (16.39/0) | | | | col_6 >= 78 | | | | | col_2 < 92.95 | | | | | | col_5 < 46.4 : N (1.26/0) | | | | | | col_5 >= 46.4 : P (4.97/0) | | | | | col_2 >= 92.95 : N (1.26/0) | col_11 >= 64.85 | | col_4 < 81.65 | | | col_6 < 104.2 : N (26.48/0) | | | col_6 >= 104.2 | | | | col_4 < 55.65 : N (1.26/0) | | | | col_4 >= 55.65 : P (1.66/0) | | col_4 >= 81.65 : N (51.71/0) Size of the tree : 41 RandomTree ========== col_11 < 49.7 | col_12 < 36.9 : P (86.21/0) | col_12 >= 36.9 | | col_3 < 43.8 | | | col_5 < 31.3 : P (4.14/0) | | | col_5 >= 31.3 | | | | col_5 < 57.25 | | | | | col_3 < 29.5 : P (0.83/0) | | | | | col_3 >= 29.5 : N (6.31/0) | | | | col_5 >= 57.25 : P (0.83/0) | | col_3 >= 43.8 : P (10.78/0) col_11 >= 49.7 | col_12 < 57.1 | | col_4 < 81.35 | | | col_10 < 56.2 | | | | col_8 < 53.4 | | | | | col_11 < 54.25 : N (2.52/0) | | | | | col_11 >= 54.25 | | | | | | col_8 < 37.3 : N (1.26/0) | | | | | | col_8 >= 37.3 : P (4.14/0) | | | | col_8 >= 53.4 : P (4.97/0) | | | col_10 >= 56.2 | | | | col_1 < 1923 : N (8.83/0) | | | | col_1 >= 1923 : P (1.66/0) | | col_4 >= 81.35 : N (5.04/0) | col_12 >= 57.1 | | col_11 < 88.85 | | | col_12 < 61.4 : N (12.61/0) | | | col_12 >= 61.4 | | | | col_7 < 45.45 | | | | | col_5 < 31.95 : N (1.26/0) | | | | | col_5 >= 31.95 : P (1.66/0) | | | | col_7 >= 45.45 | | | | | col_3 < 76.65 : N (20.18/0) | | | | | col_3 >= 76.65 | | | | | | col_3 < 93.3 | | | | | | | col_4 < 62.65 : N (2.52/0) | | | | | | | col_4 >= 62.65 : P (2.49/0) | | | | | | col_3 >= 93.3 : N (6.31/0) | | col_11 >= 88.85 : N (50.44/0) Size of the tree : 41 RandomTree ========== col_12 < 46.15 | col_9 < 31.9 : P (79.58/0) | col_9 >= 31.9 | | col_2 < 45.55 | | | col_10 < 32.5 | | | | col_11 < 29.25 : P (2.49/0) | | | | col_11 >= 29.25 : N (5.04/0) | | | col_10 >= 32.5 | | | | col_5 < 55.15 : P (8.29/0) | | | | col_5 >= 55.15 | | | | | col_3 < 32.6 : N (1.26/0) | | | | | col_3 >= 32.6 : P (1.66/0) | | col_2 >= 45.55 : P (11.61/0) col_12 >= 46.15 | col_11 < 67.6 | | col_9 < 77.35 | | | col_11 < 43.05 : P (4.14/0) | | | col_11 >= 43.05 | | | | col_6 < 76.8 | | | | | col_3 < 47 : N (10.09/0) | | | | | col_3 >= 47 | | | | | | col_12 < 56.2 | | | | | | | col_6 < 59.45 : P (4.14/0) | | | | | | | col_6 >= 59.45 : N (2.52/0) | | | | | | col_12 >= 56.2 | | | | | | | col_9 < 54.55 | | | | | | | | col_6 < 68.9 | | | | | | | | | col_1 < 1843 : N (1.26/0) | | | | | | | | | col_1 >= 1843 : P (1.66/0) | | | | | | | | col_6 >= 68.9 : N (2.52/0) | | | | | | | col_9 >= 54.55 : N (6.31/0) | | | | col_6 >= 76.8 : P (2.49/0) | | col_9 >= 77.35 : N (8.83/0) | col_11 >= 67.6 | | col_12 < 90.15 | | | col_12 < 89.65 | | | | col_6 < 117.5 : N (21.44/0) | | | | col_6 >= 117.5 | | | | | col_6 < 118.95 : P (0.83/0) | | | | | col_6 >= 118.95 : N (3.78/0) | | | col_12 >= 89.65 : P (0.83/0) | | col_12 >= 90.15 : N (54.23/0) Size of the tree : 43 Number of performed Iterations: 10