model_CatBoost.py

###  Model data
class catboost_model(object):
    float_features_index = [
        0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19,
    ]
    float_feature_count = 20
    cat_feature_count = 0
    binary_feature_count = 20
    tree_count = 925
    float_feature_borders = [
        [34.5, 35.5, 38.5, 39.5, 40.5, 41.5, 42.5, 43.5, 44.5, 45.5, 46.5, 47.5, 48.5, 49.5, 50.5, 51.5, 52.5, 53.5, 54.5, 55.5, 56.5, 57.5, 58.5, 59.5, 60.5, 61.5, 62.5, 63.5, 64.5, 65.5, 66.5, 67.5, 68.5, 70.5, 71.5, 73, 74.5, 75.5, 76.5],
        [100.5, 103, 104.5, 105.5, 109, 111, 112.5, 113.5, 114.5, 116.5, 119, 121, 122.5, 123.5, 124.5, 125.5, 126.5, 127.5, 129, 130.5, 131.5, 132.5, 133.5, 134.5, 135.5, 137.5, 139.5, 140.5, 141.5, 142.5, 143.5, 144.5, 145.5, 147, 149, 151, 153, 154.5, 155.5, 157, 159, 171, 176, 179, 182.5, 187.5],
        [130, 150.5, 156.5, 158, 159.5, 160.5, 162, 163.5, 171.5, 172.5, 173.5, 174.5, 176.5, 178, 180.5, 185.5, 193.5, 196.5, 203.5, 204.5, 206.5, 208.5, 211.5, 212.5, 213.5, 214.5, 215.5, 218.5, 220.5, 221.5, 222.5, 223.5, 224.5, 225.5, 228.5, 230.5, 231.5, 232.5, 233.5, 235.5, 237.5, 238.5, 242.5, 243.5, 253.5, 257.5, 258.5, 259.5, 260.5, 261.5, 262.5, 268.5, 273.5, 274.5, 275.5, 278.5, 279.5, 280.5, 281.5, 290.5, 291.5, 292.5, 293.5, 296, 297.5, 299.5, 303.5, 304.5, 309.5, 317, 318.5, 328.5, 329.5, 334, 339, 343, 345.5, 350, 356.5, 362.5, 392.5, 393.5, 399, 410.5],
        [0.5],
        [65, 68, 71, 94.5, 95.5, 96.5, 97.5, 98.5, 101, 102.5, 104.5, 107.5, 109.5, 111.5, 112.5, 114.5, 119.5, 120.5, 121.5, 122.5, 124.5, 125.5, 126.5, 127.5, 128.5, 129.5, 130.5, 131.5, 132.5, 133.5, 134.5, 135.5, 137.5, 140.5, 141.5, 143.5, 145.5, 147.5, 148.5, 149.5, 150.5, 151.5, 152.5, 154.5, 155.5, 156.5, 157.5, 158.5, 159.5, 160.5, 161.5, 162.5, 163.5, 166.5, 167.5, 168.5, 169.5, 174.5, 175.5, 177, 178.5, 180.5, 183],
        [-0.300000012, 0.0500000007, 0.150000006, 0.25, 0.350000024, 0.449999988, 0.550000012, 0.649999976, 0.75, 0.850000024, 0.949999988, 1.04999995, 1.1500001, 1.25, 1.3499999, 1.45000005, 1.54999995, 1.6500001, 1.75, 1.8499999, 1.95000005, 2.04999995, 2.1500001, 2.25, 2.3499999, 2.45000005, 2.54999995, 2.69999981, 2.95000005, 3.04999995, 3.1500001, 3.9000001],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5],
        [0.5]
    ]
    tree_depth = [6, 11, 0, 1, 1, 1, 3, 5, 0, 4, 0, 1, 1, 1, 4, 0, 2, 2, 0, 2, 0, 1, 5, 7, 2, 6, 1, 2, 5, 6, 0, 1, 0, 1, 2, 0, 3, 1, 0, 0, 2, 4, 3, 4, 0, 1, 0, 7, 9, 1, 1, 3, 4, 8, 4, 1, 0, 0, 5, 0, 0, 7, 4, 3, 2, 2, 0, 3, 4, 0, 6, 3, 7, 1, 2, 6, 7, 5, 0, 1, 0, 1, 3, 1, 7, 2, 1, 6, 0, 2, 2, 4, 0, 5, 5, 4, 1, 0, 7, 0, 4, 2, 1, 0, 0, 4, 0, 1, 5, 9, 3, 4, 0, 6, 1, 6, 0, 1, 4, 2, 2, 0, 2, 3, 2, 3, 0, 0, 6, 2, 4, 3, 2, 0, 2, 5, 2, 7, 0, 0, 0, 0, 2, 7, 3, 2, 3, 1, 2, 3, 4, 6, 3, 5, 3, 3, 0, 0, 3, 3, 0, 2, 0, 10, 4, 0, 0, 3, 2, 1, 3, 7, 1, 4, 3, 0, 8, 2, 1, 2, 2, 0, 4, 8, 0, 2, 4, 3, 5, 1, 2, 0, 1, 5, 5, 0, 2, 0, 1, 0, 2, 0, 0, 1, 2, 9, 0, 7, 4, 0, 2, 3, 2, 2, 0, 9, 0, 0, 5, 2, 1, 4, 4, 5, 7, 1, 5, 1, 1, 3, 1, 0, 3, 1, 3, 3, 3, 2, 3, 2, 4, 1, 3, 3, 1, 2, 7, 0, 3, 2, 0, 1, 6, 8, 4, 3, 1, 0, 4, 4, 2, 3, 0, 2, 5, 1, 6, 5, 5, 0, 4, 4, 5, 0, 2, 3, 2, 5, 5, 5, 10, 0, 0, 0, 6, 4, 0, 6, 1, 6, 4, 0, 7, 6, 0, 0, 2, 2, 0, 5, 1, 4, 4, 5, 4, 0, 6, 6, 9, 4, 9, 1, 4, 7, 3, 0, 3, 3, 4, 0, 1, 0, 2, 1, 1, 4, 9, 0, 5, 4, 1, 6, 4, 6, 8, 2, 1, 1, 0, 5, 2, 4, 5, 3, 2, 1, 4, 1, 1, 1, 3, 0, 8, 0, 4, 5, 0, 2, 0, 3, 0, 3, 0, 3, 2, 5, 6, 3, 1, 2, 11, 3, 5, 1, 4, 3, 0, 0, 0, 5, 2, 1, 0, 7, 3, 1, 0, 8, 11, 6, 0, 1, 0, 0, 3, 4, 5, 3, 0, 9, 1, 3, 1, 2, 2, 1, 1, 6, 2, 3, 0, 0, 5, 1, 0, 6, 7, 0, 2, 7, 2, 1, 1, 0, 2, 0, 9, 1, 1, 0, 0, 2, 0, 3, 1, 3, 1, 4, 0, 0, 0, 3, 5, 4, 3, 3, 2, 1, 1, 0, 3, 0, 3, 4, 0, 4, 2, 4, 2, 12, 2, 1, 0, 1, 0, 4, 0, 12, 1, 2, 7, 9, 1, 0, 3, 1, 3, 0, 5, 1, 4, 1, 2, 0, 4, 0, 1, 3, 9, 0, 6, 2, 0, 2, 2, 2, 4, 3, 4, 0, 5, 6, 1, 1, 1, 0, 0, 0, 2, 0, 1, 3, 2, 1, 0, 6, 0, 2, 3, 1, 5, 2, 5, 2, 0, 2, 1, 0, 4, 3, 1, 3, 0, 1, 4, 0, 9, 10, 5, 0, 8, 6, 4, 1, 5, 2, 0, 2, 2, 4, 3, 3, 4, 5, 1, 3, 4, 3, 4, 0, 0, 2, 1, 2, 0, 3, 3, 0, 0, 4, 9, 1, 0, 7, 2, 9, 9, 1, 3, 6, 9, 1, 0, 3, 1, 8, 0, 3, 1, 3, 3, 0, 3, 4, 4, 3, 1, 0, 9, 9, 0, 8, 7, 2, 6, 7, 1, 1, 5, 3, 0, 1, 1, 1, 3, 3, 0, 2, 1, 1, 4, 4, 4, 4, 2, 1, 5, 0, 0, 1, 1, 1, 5, 0, 0, 4, 0, 2, 2, 12, 0, 3, 1, 0, 1, 2, 1, 1, 3, 3, 0, 1, 8, 8, 0, 7, 2, 1, 4, 3, 8, 2, 1, 4, 2, 6, 0, 2, 4, 0, 0, 7, 3, 0, 2, 4, 1, 3, 2, 4, 0, 3, 7, 6, 0, 0, 0, 2, 4, 3, 5, 3, 4, 8, 2, 2, 2, 6, 0, 2, 0, 1, 3, 5, 0, 6, 4, 0, 0, 11, 2, 3, 5, 4, 1, 6, 3, 3, 0, 0, 10, 0, 7, 2, 2, 3, 0, 0, 2, 0, 2, 4, 2, 2, 3, 0, 0, 9, 0, 5, 1, 1, 0, 2, 0, 1, 12, 0, 2, 1, 5, 2, 3, 6, 7, 7, 4, 5, 4, 7, 1, 5, 3, 8, 5, 3, 5, 0, 1, 0, 1, 6, 2, 3, 10, 3, 8, 2, 0, 4, 4, 0, 2, 11, 1, 9, 0, 1, 1, 3, 5, 3, 0, 6, 1, 1, 2, 0, 1, 0, 2, 5, 2, 4, 1, 6, 2, 1, 3, 2, 6, 7, 7, 0, 0, 1, 8, 0, 0, 1, 6, 8, 2, 7, 2, 5, 5, 2, 5, 2, 8, 0, 2, 1, 2, 5, 4, 5, 2, 0, 0, 2, 7, 5, 4, 0, 7, 4, 7, 8, 2, 7, 1, 7, 0, 1, 2, 0, 2, 5, 9, 6, 12, 5, 2, 8, 2, 7, 2, 6, 5, 8, 2, 2, 3, 7, 3, 2, 0, 5, 2, 1, 2, 11, 5, 2, 7, 2, 0, 0, 2, 0, 6, 5, 2, 4, 1, 3, 1, 1, 5, 1, 0, 1, 5, 0, 5, 7, 2, 0, 12, 0, 0, 1, 2, 0, 2, 1, 0, 7, 4, 6, 9, 5, 4]
    tree_split_border = [1, 17, 1, 1, 21, 1, 8, 10, 12, 46, 1, 83, 36, 1, 51, 1, 1, 1, 1, 20, 1, 26, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 27, 31, 1, 1, 33, 1, 19, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 8, 1, 18, 1, 1, 1, 1, 1, 1, 1, 46, 1, 1, 19, 15, 8, 1, 42, 1, 1, 75, 1, 1, 1, 11, 39, 1, 1, 1, 1, 1, 10, 1, 1, 1, 1, 1, 1, 1, 1, 1, 20, 1, 1, 1, 27, 1, 1, 1, 1, 1, 21, 1, 1, 1, 1, 22, 1, 29, 27, 14, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 25, 12, 1, 1, 37, 4, 11, 1, 1, 1, 1, 36, 1, 1, 1, 1, 19, 1, 1, 1, 74, 1, 4, 1, 1, 1, 8, 1, 13, 30, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 36, 1, 19, 1, 1, 1, 1, 1, 1, 19, 22, 1, 1, 1, 1, 1, 1, 1, 20, 1, 1, 1, 3, 22, 1, 21, 37, 1, 57, 1, 1, 1, 1, 1, 17, 21, 1, 1, 13, 60, 1, 1, 27, 1, 1, 1, 1, 1, 58, 25, 1, 1, 1, 26, 41, 1, 13, 14, 1, 1, 1, 31, 1, 1, 1, 1, 1, 1, 1, 1, 1, 16, 1, 58, 1, 34, 1, 29, 1, 80, 1, 1, 1, 1, 1, 36, 1, 31, 1, 1, 31, 1, 19, 1, 1, 1, 26, 1, 1, 1, 1, 39, 1, 1, 30, 1, 34, 29, 24, 1, 1, 1, 1, 1, 47, 1, 77, 1, 58, 1, 64, 1, 1, 1, 1, 1, 35, 1, 1, 1, 1, 1, 13, 1, 1, 1, 11, 1, 1, 1, 1, 13, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 60, 20, 1, 1, 1, 1, 1, 1, 1, 30, 1, 1, 1, 1, 1, 20, 1, 1, 42, 1, 1, 23, 1, 1, 16, 23, 1, 1, 63, 1, 1, 18, 1, 1, 1, 31, 1, 1, 1, 23, 1, 1, 1, 1, 1, 1, 21, 1, 1, 22, 1, 1, 1, 1, 1, 1, 55, 3, 1, 1, 1, 1, 1, 61, 10, 9, 48, 20, 9, 40, 1, 5, 1, 19, 1, 1, 53, 1, 22, 1, 1, 1, 1, 1, 25, 1, 1, 1, 1, 43, 40, 1, 22, 1, 32, 28, 11, 1, 1, 1, 32, 1, 1, 23, 24, 1, 17, 6, 1, 46, 1, 1, 1, 1, 28, 13, 1, 14, 33, 12, 1, 1, 1, 1, 1, 1, 1, 18, 1, 34, 1, 1, 1, 1, 28, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 2, 61, 1, 1, 66, 11, 1, 1, 1, 11, 4, 1, 8, 1, 1, 4, 1, 25, 55, 1, 1, 1, 1, 15, 1, 10, 1, 34, 1, 1, 11, 1, 12, 26, 1, 22, 1, 1, 1, 1, 62, 1, 1, 1, 1, 15, 21, 1, 1, 1, 41, 25, 1, 1, 25, 1, 1, 13, 1, 2, 24, 11, 1, 1, 27, 24, 1, 1, 1, 25, 1, 1, 1, 1, 1, 1, 1, 1, 28, 1, 1, 1, 20, 7, 1, 1, 13, 1, 1, 1, 1, 1, 24, 1, 1, 1, 45, 1, 32, 1, 1, 1, 1, 1, 1, 14, 2, 17, 1, 1, 1, 1, 1, 1, 1, 34, 1, 1, 1, 1, 1, 1, 60, 19, 2, 20, 1, 13, 1, 1, 1, 1, 1, 1, 20, 3, 1, 1, 1, 1, 1, 3, 1, 1, 1, 1, 57, 1, 60, 1, 1, 1, 1, 1, 1, 1, 1, 1, 35, 27, 1, 1, 1, 1, 25, 1, 25, 1, 33, 23, 1, 1, 1, 18, 1, 1, 1, 5, 1, 1, 1, 18, 1, 37, 1, 1, 24, 1, 1, 1, 21, 1, 1, 1, 33, 1, 21, 1, 1, 2, 1, 1, 1, 1, 23, 1, 1, 34, 1, 1, 32, 1, 9, 1, 1, 30, 1, 34, 1, 1, 1, 82, 1, 1, 1, 1, 1, 1, 1, 1, 1, 16, 1, 1, 1, 61, 22, 35, 1, 1, 1, 1, 78, 1, 5, 1, 1, 20, 1, 1, 1, 1, 34, 1, 35, 1, 62, 1, 1, 1, 1, 1, 63, 2, 1, 1, 26, 1, 19, 39, 1, 1, 11, 1, 1, 1, 1, 29, 1, 1, 7, 1, 1, 34, 1, 1, 1, 1, 30, 32, 62, 1, 1, 1, 62, 31, 1, 71, 62, 1, 1, 1, 5, 37, 1, 1, 1, 32, 1, 1, 1, 45, 1, 62, 5, 1, 1, 36, 3, 27, 1, 1, 60, 1, 1, 1, 1, 1, 1, 12, 1, 1, 1, 67, 1, 1, 7, 1, 31, 32, 60, 1, 1, 35, 1, 1, 10, 20, 1, 1, 34, 1, 1, 1, 1, 1, 41, 12, 1, 34, 35, 1, 3, 1, 2, 79, 69, 63, 8, 25, 20, 20, 1, 3, 11, 50, 59, 1, 21, 6, 20, 1, 43, 56, 31, 11, 1, 1, 4, 1, 62, 1, 1, 1, 25, 1, 1, 1, 1, 1, 1, 1, 25, 1, 1, 1, 1, 25, 1, 21, 1, 37, 1, 4, 1, 3, 1, 41, 1, 1, 1, 44, 22, 1, 1, 34, 2, 1, 1, 44, 1, 1, 30, 28, 37, 45, 31, 10, 1, 1, 1, 31, 11, 1, 24, 1, 23, 40, 1, 2, 1, 31, 1, 1, 6, 6, 31, 1, 1, 37, 1, 6, 1, 1, 62, 1, 37, 1, 1, 76, 1, 1, 1, 1, 1, 1, 1, 2, 1, 77, 45, 37, 25, 1, 1, 1, 5, 16, 1, 1, 12, 2, 18, 1, 1, 1, 1, 1, 1, 1, 64, 16, 1, 1, 31, 1, 1, 1, 63, 1, 34, 1, 1, 62, 45, 1, 43, 32, 1, 1, 56, 1, 1, 1, 1, 1, 1, 22, 49, 1, 45, 1, 1, 1, 25, 6, 38, 1, 4, 21, 1, 50, 1, 1, 20, 1, 1, 17, 1, 1, 1, 31, 1, 1, 45, 42, 1, 42, 22, 1, 5, 9, 1, 68, 28, 1, 1, 1, 16, 1, 6, 39, 22, 1, 1, 1, 45, 1, 1, 1, 45, 1, 1, 1, 1, 1, 45, 44, 1, 6, 21, 1, 29, 1, 1, 1, 1, 45, 1, 1, 1, 1, 1, 31, 3, 17, 1, 34, 1, 1, 1, 1, 31, 68, 1, 28, 1, 30, 1, 37, 1, 1, 32, 63, 1, 12, 1, 1, 1, 45, 43, 32, 34, 1, 1, 1, 1, 1, 1, 1, 1, 64, 1, 36, 1, 32, 1, 60, 45, 1, 1, 30, 1, 37, 1, 1, 1, 60, 37, 44, 45, 1, 25, 3, 1, 1, 12, 32, 1, 1, 1, 1, 9, 9, 58, 1, 2, 1, 1, 41, 1, 1, 1, 1, 1, 1, 1, 7, 1, 1, 1, 1, 1, 3, 60, 1, 6, 5, 1, 13, 1, 1, 1, 1, 30, 77, 20, 73, 1, 1, 28, 1, 1, 1, 1, 1, 24, 1, 1, 1, 35, 20, 1, 1, 31, 32, 1, 1, 1, 34, 76, 1, 1, 1, 12, 1, 1, 1, 1, 1, 1, 63, 2, 1, 44, 1, 1, 26, 1, 1, 1, 1, 62, 2, 12, 1, 3, 1, 11, 44, 1, 1, 13, 26, 1, 1, 4, 1, 1, 1, 32, 1, 45, 1, 37, 1, 1, 2, 46, 1, 1, 24, 15, 1, 1, 62, 2, 1, 31, 3, 60, 17, 3, 1, 2, 45, 62, 1, 1, 1, 35, 1, 22, 1, 44, 59, 1, 1, 12, 2, 62, 11, 31, 23, 1, 1, 1, 62, 1, 1, 1, 35, 1, 31, 1, 62, 1, 1, 1, 37, 1, 44, 7, 1, 21, 29, 1, 1, 1, 1, 16, 37, 1, 1, 45, 22, 21, 1, 1, 1, 1, 1, 1, 1, 1, 1, 31, 32, 60, 1, 4, 6, 19, 1, 28, 5, 1, 5, 45, 1, 32, 43, 1, 1, 53, 1, 1, 2, 1, 45, 1, 1, 1, 1, 30, 1, 1, 1, 6, 1, 56, 1, 1, 1, 2, 1, 44, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 44, 37, 16, 1, 1, 1, 45, 1, 2, 60, 1, 30, 29, 18, 1, 1, 1, 1, 1, 1, 1, 4, 45, 1, 1, 1, 1, 1, 1, 1, 20, 1, 13, 57, 1, 1, 1, 21, 1, 1, 1, 37, 1, 30, 1, 1, 25, 3, 1, 1, 27, 1, 1, 59, 45, 1, 22, 1, 1, 1, 1, 1, 1, 1, 1, 1, 10, 4, 31, 5, 1, 3, 1, 1, 1, 3, 10, 45, 1, 45, 44, 77, 1, 45, 1, 1, 1, 17, 1, 37, 1, 1, 1, 1, 1, 1, 81, 25, 1, 1, 1, 1, 30, 24, 1, 1, 25, 1, 1, 1, 1, 62, 1, 1, 14, 84, 14, 1, 1, 63, 3, 1, 1, 3, 1, 1, 41, 40, 20, 1, 60, 35, 33, 1, 1, 1, 1, 1, 1, 1, 31, 1, 10, 18, 32, 1, 1, 1, 1, 60, 1, 1, 52, 1, 11, 19, 1, 16, 1, 1, 26, 21, 41, 22, 1, 36, 1, 39, 45, 25, 1, 3, 1, 1, 41, 1, 1, 45, 43, 1, 1, 29, 3, 37, 1, 1, 1, 45, 43, 1, 1, 1, 34, 35, 2, 1, 23, 1, 24, 1, 20, 1, 1, 1, 1, 9, 1, 1, 37, 62, 44, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 63, 1, 30, 49, 45, 1, 1, 20, 60, 1, 1, 41, 1, 12, 14, 1, 17, 1, 3, 23, 1, 1, 3, 31, 1, 6, 10, 44, 1, 20, 1, 1, 39, 1, 1, 1, 5, 1, 4, 1, 1, 1, 1, 31, 2, 1, 1, 32, 27, 1, 5, 73, 1, 1, 1, 45, 1, 25, 1, 59, 1, 17, 1, 1, 45, 44, 12, 1, 34, 1, 6, 7, 11, 1, 1, 30, 24, 1, 4, 10, 1, 1, 1, 1, 1, 37, 1, 4, 1, 1, 45, 1, 1, 1, 78, 21, 1, 1, 3, 1, 1, 1, 1, 1, 1, 31, 3, 14, 1, 9, 13, 1, 1, 3, 1, 45, 39, 59, 1, 48, 1, 1, 1, 30, 1, 2, 1, 60, 5, 1, 1, 1, 1, 37, 3, 44, 41, 1, 1, 1, 1, 1, 30, 29, 1, 1, 17, 1, 58, 1, 73, 1, 1, 1, 1, 27, 45, 18, 3, 1, 1, 45, 12, 48, 1, 1, 1, 1, 2, 7, 1, 20, 22, 50, 1, 1, 63, 1, 1, 1, 32, 18, 1, 1, 60, 1, 2, 23, 1, 20, 1, 1, 45, 1, 78, 1, 1, 1, 9, 34, 18, 23, 2, 62, 3, 1, 1, 1, 1, 1, 10, 1, 5, 1, 1, 1, 1, 6, 1, 1, 1, 1, 37, 1, 2, 25, 1, 1, 27, 1, 41, 1, 12, 1, 1, 10, 1, 1, 1, 1, 1, 1, 1, 1, 56, 36, 57, 3, 5, 1, 34, 1, 25, 3, 21, 1, 1, 1, 1, 1, 37, 1, 35, 1, 1, 1, 1, 1, 1, 1, 41, 1, 1, 1, 1, 1, 1, 11, 1, 1, 1, 72, 1, 1, 1, 6, 1, 1, 12, 1, 1, 21, 1, 1, 1, 1, 4, 1, 1, 1, 30, 43, 1, 35, 13, 10, 34, 1, 1, 45, 1, 1, 1, 3, 1, 1, 5, 1, 52, 1, 1, 1, 1, 1, 1, 62, 1, 20, 2, 7, 34, 40, 1, 4, 13, 30, 1, 1, 1, 1, 1, 1, 4, 51, 19, 1, 1, 14, 45, 1, 1, 20, 1, 2, 1, 56, 23, 1, 1, 1, 81, 1, 60, 7, 25, 1, 1, 1, 9, 1, 37, 38, 1, 1, 37, 38, 1, 32, 45, 1, 1, 1, 1, 20, 1, 1, 6, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 32, 1, 48, 1, 1, 1, 1, 6, 1, 1, 36, 73, 1, 1, 3, 1, 13, 1, 1, 45, 1, 1, 67, 24, 1, 1, 23, 1, 15, 1, 1, 1, 35, 1, 1, 1, 4, 1, 1, 35, 1, 1, 16, 1, 1, 8, 1, 55, 1, 29, 1, 3, 1, 10, 1, 21, 14, 1, 1, 1, 2, 1, 1, 1, 1, 31, 10, 1, 1, 12, 72, 1, 44, 63, 2, 1, 20, 1, 76, 21, 53, 1, 1, 1, 21, 1, 2, 1, 1, 1, 4, 9, 1, 54, 1, 44, 1, 1, 1, 1, 21, 1, 1, 32, 3, 1, 4, 44, 37, 1, 1, 1, 1, 4, 18, 1, 1, 1, 1, 1, 1, 23, 30, 60, 1, 1, 14, 1, 37, 1, 1, 1, 11, 1, 45, 37, 9, 1, 1, 1, 77, 44, 21, 1, 68, 1, 1, 1, 1, 1, 1, 1, 1, 2, 24, 54, 7, 15, 1, 1, 1, 77, 1, 1, 1, 32, 1, 1, 38, 44, 1, 1, 1, 1, 1, 44, 1, 21, 13, 1, 1, 45, 1, 1, 77, 1, 63, 1, 1, 1, 56, 26, 1, 13, 1, 6, 1, 31, 1, 1, 58, 1, 2, 10, 1, 1, 1, 1, 72, 5, 1, 1, 32, 1, 58, 1, 1, 41, 20, 62, 5, 1, 1, 1, 35, 1, 1, 21, 15, 1, 1, 1, 5, 5, 1, 1, 23, 21, 33, 1, 17, 1, 59, 1, 65, 1, 1, 1, 2, 60, 1, 1, 47, 1, 1, 1, 20, 1, 5, 18, 1, 1, 1, 36, 39, 1, 37, 1, 1, 22, 49, 1, 1, 1, 1, 8, 1, 1, 31, 23, 1, 32, 1, 35, 1, 45, 1, 44, 1, 9, 13, 41, 1, 19, 1, 1, 4, 1, 10, 5, 5, 1, 1, 7, 1, 1, 1, 1, 41, 1, 1, 1, 43, 1, 1, 1, 1, 1, 1, 1, 1, 36, 17, 4, 1, 1, 42, 21, 1, 1, 3, 44, 1, 2, 1, 30, 20, 6, 1, 1, 1, 7, 1, 1, 1, 10, 50, 1, 34, 1, 45, 1, 1, 9, 1, 45, 1, 1, 1, 1, 23, 21, 1, 22, 17, 41, 1, 26, 1, 62, 1, 13, 1, 14, 45, 1, 1, 1, 1, 1, 72, 1, 1, 1, 2, 1, 7, 59, 44, 13, 9, 31, 41, 9, 45, 1, 1, 14, 1, 34, 1, 1, 1, 1, 1, 20, 13, 1, 1, 37, 1, 1, 1, 1, 1, 1, 1, 1, 40, 1, 37, 1, 1, 1, 1, 1, 35, 1, 54, 1, 2, 63, 1, 29, 14, 16, 31, 1, 1, 1, 1, 1, 1, 25, 38, 1, 1, 1, 1, 1, 7, 45, 1, 1, 6, 1, 1, 1, 1, 45, 1, 1, 1, 59, 1, 1, 1, 4, 1, 2, 1, 1, 1, 72, 20, 1, 1, 1, 5, 1, 1, 1, 1, 1, 1, 3, 1, 1, 59, 25, 1, 1, 53, 11, 18, 37, 20, 1, 22, 1, 4, 29, 1, 37, 59, 7, 25, 1, 35, 15, 1, 7, 1, 1, 23, 9, 1, 1, 1, 1, 1, 22, 1, 1, 31, 1, 1, 4, 1, 1, 6, 1, 1, 1, 30, 1, 1, 1, 1, 30, 2, 23, 1, 1, 1, 62, 45, 73, 1, 1, 75, 1, 1, 1, 35, 20, 1, 63, 30, 44, 41, 20, 25, 1, 1, 1, 2, 72, 1, 70, 42, 1, 1, 1, 1, 48, 32, 22, 1, 1, 1, 1, 1, 1, 1, 1, 4, 1, 1, 1, 6, 1, 1, 1, 1, 1, 31, 30, 1, 3, 1, 1, 1, 1, 1, 1, 1, 1, 20, 1, 1, 1, 4, 41, 34, 1, 26, 1, 1]
    tree_split_feature_index = [9, 0, 8, 19, 0, 18, 5, 0, 4, 2, 18, 2, 4, 15, 4, 6, 17, 6, 16, 1, 16, 4, 18, 15, 6, 3, 18, 9, 16, 13, 3, 19, 6, 2, 2, 14, 19, 4, 6, 0, 8, 19, 15, 15, 19, 15, 3, 6, 19, 15, 13, 9, 12, 5, 11, 4, 19, 6, 11, 15, 9, 12, 14, 4, 11, 6, 0, 1, 5, 16, 1, 9, 6, 2, 7, 19, 10, 0, 1, 15, 19, 9, 18, 10, 5, 14, 18, 6, 15, 18, 8, 16, 11, 12, 0, 14, 9, 7, 4, 8, 15, 8, 18, 14, 0, 17, 15, 11, 10, 0, 11, 4, 4, 5, 3, 10, 17, 18, 16, 15, 7, 13, 15, 3, 18, 10, 7, 14, 15, 5, 4, 19, 9, 4, 0, 5, 8, 14, 19, 6, 1, 17, 6, 3, 16, 5, 11, 3, 19, 2, 5, 5, 18, 10, 19, 0, 12, 5, 5, 11, 3, 15, 18, 17, 8, 15, 19, 6, 16, 17, 2, 8, 0, 19, 15, 18, 10, 15, 9, 0, 0, 14, 19, 10, 13, 9, 16, 16, 5, 18, 10, 14, 5, 0, 12, 5, 1, 15, 4, 13, 6, 19, 9, 3, 0, 5, 8, 16, 4, 4, 8, 11, 4, 11, 7, 17, 9, 18, 2, 2, 19, 16, 13, 5, 4, 12, 4, 2, 8, 15, 10, 4, 8, 15, 18, 6, 12, 3, 12, 7, 16, 0, 7, 4, 15, 0, 18, 1, 18, 2, 10, 17, 17, 10, 9, 2, 19, 4, 16, 8, 1, 13, 4, 7, 10, 16, 1, 18, 13, 7, 6, 2, 14, 16, 2, 19, 2, 2, 0, 19, 16, 13, 3, 10, 2, 19, 2, 3, 4, 9, 2, 14, 16, 11, 6, 3, 1, 19, 12, 10, 19, 8, 0, 9, 15, 14, 0, 8, 7, 12, 16, 4, 18, 6, 19, 2, 18, 17, 10, 19, 16, 9, 6, 12, 15, 17, 4, 4, 3, 7, 3, 15, 3, 15, 6, 0, 18, 7, 14, 6, 19, 0, 14, 19, 4, 15, 12, 1, 15, 18, 4, 0, 3, 18, 2, 12, 16, 5, 6, 8, 6, 0, 11, 9, 17, 4, 19, 9, 15, 3, 17, 8, 0, 19, 7, 5, 19, 18, 11, 15, 12, 18, 2, 5, 19, 16, 11, 3, 18, 2, 0, 2, 4, 5, 1, 1, 11, 5, 16, 2, 8, 13, 2, 6, 5, 17, 15, 8, 14, 18, 5, 6, 8, 14, 15, 4, 1, 3, 1, 9, 2, 1, 0, 9, 19, 12, 4, 10, 16, 2, 5, 10, 5, 1, 3, 1, 14, 10, 19, 16, 4, 5, 12, 5, 2, 4, 10, 19, 7, 11, 17, 10, 9, 5, 19, 4, 3, 14, 14, 17, 2, 8, 6, 9, 7, 15, 7, 12, 14, 10, 13, 1, 4, 11, 19, 2, 0, 19, 6, 10, 0, 2, 18, 1, 17, 19, 0, 8, 1, 4, 7, 9, 3, 6, 5, 19, 1, 15, 4, 7, 13, 1, 12, 5, 2, 11, 5, 11, 13, 8, 11, 4, 17, 18, 17, 9, 0, 0, 7, 16, 13, 4, 4, 6, 10, 1, 16, 13, 1, 19, 5, 0, 5, 7, 11, 2, 5, 6, 6, 10, 5, 14, 1, 18, 3, 8, 6, 17, 11, 4, 13, 6, 8, 1, 0, 19, 10, 0, 16, 19, 17, 10, 12, 5, 8, 18, 19, 1, 3, 2, 19, 15, 10, 15, 12, 13, 5, 5, 4, 6, 3, 19, 6, 17, 11, 12, 2, 14, 6, 15, 8, 9, 14, 4, 5, 0, 5, 9, 0, 6, 18, 16, 18, 10, 9, 5, 0, 14, 19, 10, 16, 6, 2, 8, 12, 6, 13, 2, 19, 4, 10, 14, 19, 6, 9, 8, 9, 19, 3, 2, 0, 14, 6, 3, 16, 5, 19, 5, 14, 0, 0, 10, 19, 9, 5, 3, 10, 15, 5, 11, 19, 7, 5, 6, 0, 3, 9, 5, 7, 19, 18, 1, 8, 7, 3, 2, 14, 0, 6, 14, 0, 3, 11, 11, 15, 5, 15, 11, 2, 3, 11, 2, 13, 1, 19, 3, 1, 8, 2, 13, 9, 12, 2, 15, 18, 17, 12, 19, 3, 9, 6, 18, 1, 7, 3, 8, 4, 5, 1, 6, 3, 14, 18, 2, 12, 2, 7, 6, 5, 18, 3, 8, 11, 1, 14, 0, 18, 2, 7, 12, 18, 17, 19, 2, 5, 13, 15, 4, 11, 1, 4, 7, 12, 1, 11, 15, 6, 18, 2, 9, 19, 1, 10, 9, 2, 3, 18, 15, 10, 5, 2, 4, 6, 17, 9, 4, 2, 8, 2, 4, 19, 7, 16, 5, 4, 12, 13, 3, 2, 11, 17, 9, 1, 13, 4, 0, 17, 14, 0, 4, 0, 6, 0, 4, 14, 13, 14, 8, 7, 3, 0, 18, 19, 12, 2, 8, 6, 2, 3, 2, 2, 4, 8, 6, 2, 12, 3, 2, 0, 18, 9, 2, 13, 9, 17, 12, 11, 2, 2, 10, 2, 2, 6, 1, 15, 0, 2, 2, 2, 5, 0, 1, 4, 10, 0, 0, 4, 4, 8, 0, 1, 2, 14, 4, 4, 2, 4, 17, 12, 1, 11, 4, 9, 13, 14, 5, 15, 8, 6, 8, 3, 16, 18, 5, 3, 8, 17, 14, 5, 8, 0, 15, 2, 13, 5, 7, 0, 19, 4, 8, 17, 3, 4, 0, 15, 9, 2, 0, 12, 9, 2, 3, 11, 5, 0, 1, 1, 2, 1, 15, 18, 6, 2, 4, 6, 4, 3, 0, 4, 9, 0, 11, 2, 12, 13, 1, 0, 2, 16, 3, 0, 19, 1, 18, 16, 4, 3, 0, 8, 7, 2, 13, 6, 19, 3, 14, 18, 15, 5, 10, 2, 1, 0, 5, 12, 15, 18, 0, 1, 12, 8, 1, 5, 0, 19, 6, 12, 16, 14, 6, 11, 2, 5, 9, 19, 5, 13, 17, 19, 2, 12, 2, 12, 11, 4, 2, 3, 1, 2, 14, 13, 2, 9, 18, 7, 16, 12, 8, 5, 2, 10, 1, 13, 17, 15, 5, 1, 4, 8, 5, 2, 9, 2, 11, 3, 5, 14, 10, 2, 14, 16, 6, 2, 3, 12, 4, 2, 19, 4, 0, 17, 4, 5, 3, 2, 5, 6, 15, 18, 1, 15, 1, 4, 4, 10, 18, 8, 2, 13, 3, 10, 4, 9, 7, 16, 8, 17, 1, 1, 9, 1, 0, 15, 2, 6, 19, 13, 12, 1, 13, 18, 10, 8, 19, 2, 1, 0, 3, 2, 9, 19, 14, 6, 0, 2, 9, 0, 7, 5, 3, 0, 10, 16, 4, 2, 3, 5, 13, 7, 18, 1, 1, 2, 2, 16, 14, 16, 7, 16, 11, 3, 19, 2, 12, 4, 16, 2, 3, 4, 4, 12, 0, 5, 3, 0, 18, 16, 8, 4, 2, 1, 4, 7, 5, 1, 15, 6, 5, 2, 11, 8, 16, 10, 0, 5, 4, 18, 5, 13, 18, 4, 10, 7, 6, 9, 8, 15, 9, 1, 12, 3, 13, 17, 18, 1, 4, 17, 1, 4, 12, 2, 8, 10, 18, 9, 5, 2, 5, 2, 8, 7, 5, 9, 10, 7, 17, 16, 4, 9, 7, 15, 1, 0, 18, 12, 2, 2, 11, 17, 10, 2, 2, 14, 15, 10, 0, 9, 13, 17, 15, 13, 7, 4, 0, 8, 4, 16, 14, 0, 6, 11, 16, 9, 4, 0, 0, 16, 1, 12, 2, 4, 3, 10, 5, 0, 14, 8, 2, 15, 17, 3, 2, 7, 4, 19, 0, 11, 17, 5, 4, 15, 8, 2, 0, 6, 10, 4, 0, 19, 5, 2, 4, 5, 1, 11, 5, 1, 4, 11, 18, 9, 1, 19, 1, 6, 4, 4, 8, 16, 0, 0, 4, 1, 2, 0, 11, 15, 13, 4, 11, 19, 10, 1, 17, 2, 16, 4, 3, 14, 6, 0, 6, 4, 1, 8, 0, 5, 3, 14, 9, 7, 5, 2, 19, 3, 4, 0, 0, 6, 17, 14, 12, 11, 19, 18, 12, 9, 2, 2, 4, 3, 4, 4, 1, 6, 5, 1, 13, 4, 1, 3, 2, 1, 12, 11, 2, 17, 19, 5, 14, 1, 6, 17, 7, 16, 5, 10, 16, 6, 2, 18, 2, 18, 11, 19, 5, 7, 1, 14, 6, 13, 9, 18, 19, 14, 12, 8, 15, 14, 1, 0, 5, 11, 3, 14, 4, 3, 0, 4, 12, 5, 5, 1, 14, 12, 11, 6, 19, 12, 3, 1, 1, 14, 19, 3, 15, 8, 9, 7, 0, 14, 5, 2, 13, 15, 9, 0, 16, 6, 13, 4, 19, 4, 14, 8, 5, 1, 16, 11, 0, 8, 14, 4, 4, 19, 0, 11, 13, 12, 10, 11, 7, 14, 15, 12, 4, 1, 2, 4, 14, 1, 6, 19, 16, 0, 0, 1, 10, 1, 1, 2, 15, 4, 10, 8, 16, 5, 3, 0, 10, 9, 12, 7, 13, 15, 2, 5, 13, 6, 6, 14, 0, 0, 13, 15, 5, 17, 11, 18, 17, 4, 8, 6, 5, 2, 0, 8, 19, 2, 1, 15, 6, 2, 15, 13, 4, 4, 1, 18, 4, 1, 0, 11, 9, 12, 8, 13, 7, 12, 2, 6, 1, 2, 2, 19, 15, 18, 13, 4, 18, 12, 4, 9, 0, 0, 17, 2, 15, 19, 0, 0, 4, 1, 6, 1, 17, 0, 1, 5, 17, 1, 15, 13, 1, 11, 12, 1, 1, 3, 10, 5, 1, 0, 18, 7, 13, 1, 1, 15, 3, 19, 4, 1, 5, 12, 0, 10, 1, 12, 0, 18, 14, 10, 7, 4, 3, 14, 2, 4, 4, 10, 3, 7, 12, 13, 8, 10, 15, 19, 18, 11, 16, 8, 16, 17, 12, 8, 6, 2, 3, 4, 4, 1, 19, 14, 1, 2, 17, 8, 4, 6, 0, 1, 19, 1, 7, 5, 4, 14, 3, 1, 2, 14, 4, 1, 4, 12, 0, 8, 7, 1, 18, 9, 10, 2, 12, 1, 10, 8, 16, 9, 5, 0, 11, 14, 1, 5, 16, 4, 2, 14, 3, 15, 1, 12, 5, 16, 4, 14, 1, 12, 14, 1, 4, 0, 11, 1, 6, 1, 0, 1, 10, 14, 0, 0, 10, 2, 1, 7, 14, 12, 15, 10, 0, 12, 1, 3, 9, 1, 6, 12, 18, 2, 0, 16, 14, 0, 12, 19, 11, 6, 19, 11, 5, 2, 0, 6, 5, 2, 18, 12, 5, 3, 4, 2, 2, 8, 2, 12, 13, 18, 5, 8, 0, 14, 4, 0, 11, 7, 19, 14, 0, 0, 4, 4, 8, 7, 13, 18, 14, 5, 5, 13, 6, 1, 11, 2, 10, 2, 3, 8, 17, 7, 1, 4, 5, 1, 11, 11, 4, 5, 4, 3, 19, 12, 13, 2, 4, 9, 0, 2, 4, 6, 19, 2, 17, 17, 11, 0, 5, 19, 14, 4, 19, 5, 4, 7, 1, 12, 10, 1, 19, 2, 11, 14, 15, 5, 2, 1, 0, 5, 4, 0, 8, 3, 7, 10, 6, 5, 14, 4, 10, 12, 14, 13, 1, 10, 12, 9, 17, 0, 13, 4, 5, 19, 15, 0, 7, 4, 10, 0, 10, 12, 2, 11, 3, 3, 11, 13, 12, 19, 10, 2, 0, 2, 2, 4, 9, 2, 14, 5, 1, 4, 3, 10, 12, 16, 3, 0, 16, 0, 7, 10, 14, 12, 17, 14, 18, 4, 6, 18, 8, 3, 12, 14, 0, 19, 15, 9, 2, 13, 8, 12, 1, 17, 16, 5, 14, 16, 0, 9, 12, 10, 11, 2, 8, 18, 17, 5, 1, 9, 4, 5, 0, 2, 13, 18, 4, 16, 6, 18, 0, 8, 19, 0, 19, 2, 10, 17, 7, 3, 10, 14, 4, 19, 1, 5, 5, 1, 2, 12, 1, 5, 5, 19, 17, 10, 9, 16, 18, 5, 2, 1, 14, 12, 5, 1, 14, 19, 1, 18, 5, 11, 2, 1, 7, 14, 15, 2, 17, 4, 0, 5, 6, 10, 11, 0, 7, 0, 0, 3, 12, 0, 0, 4, 5, 4, 8, 19, 12, 6, 1, 10, 9, 1, 18, 19, 10, 15, 3, 7, 14, 16, 19, 8, 5, 11, 2, 7, 15, 19, 12, 5, 9, 17, 4, 2, 17, 10, 2, 13, 1, 8, 19, 1, 12, 17, 2, 0, 14, 12, 5, 18, 4, 3, 11, 18, 1, 15, 9, 6, 5, 11, 16, 0, 12, 14, 5, 10, 12, 2, 7, 4, 14, 0, 19, 5, 7, 0, 9, 0, 5, 11, 19, 13, 5, 3, 7, 16, 6, 2, 1, 6, 12, 5, 2, 19, 4, 4, 0, 9, 5, 13, 2, 0, 2, 10, 14, 18, 5, 6, 0, 12, 8, 6, 2, 5, 15, 4, 13, 4, 19, 10, 14, 16, 5, 8, 8, 5, 2, 12, 1, 4, 1, 3, 15, 19, 11, 5, 4, 10, 12, 12, 16, 3, 13, 5, 5, 4, 8, 15, 5, 19, 0, 17, 8, 18, 0, 13, 1, 0, 5, 10, 19, 11, 2, 4, 0, 9, 2, 15, 18, 14, 10, 7, 8, 12, 19, 5, 4, 2, 5, 1, 10, 6, 17, 2, 0, 11, 16, 1, 12, 3, 2, 4, 13, 6, 16, 3, 7, 4, 9, 0, 5, 12, 12, 1, 3, 15, 2, 19, 2, 11, 7, 15, 2, 0, 7, 4, 9, 1, 19, 2, 6, 10, 4, 6, 5, 5, 18, 12, 9, 18, 2, 4, 14, 3, 2, 12, 4, 19, 14, 4, 0, 4, 0, 18, 9, 6, 1, 8, 9, 0, 1, 12, 14, 17, 5, 4, 8, 6, 0, 0, 1, 3, 1, 18, 4, 11, 2, 7, 19, 18, 5, 4, 13, 6, 4, 9, 14, 8, 1, 17, 4, 5, 17, 13, 15, 4, 2, 6, 0, 15, 8, 5, 2, 3, 17, 15, 14, 4, 12, 7, 2, 0, 3, 2, 19, 1, 12, 1, 3, 4, 7, 1, 5, 4, 15, 1, 19, 12, 1, 7, 0, 0, 4, 7, 18, 4, 8, 12, 10, 15, 1, 3, 13, 7, 2, 9, 11, 15, 13, 18, 18, 10, 15, 1, 5, 5, 14, 15, 4, 0, 9, 19, 0, 4, 18, 5, 12, 0, 0, 5, 9, 19, 7, 0, 10, 16, 12, 0, 4, 7, 1, 8, 4, 12, 3, 1, 11, 4, 8, 15, 6, 17, 2, 2, 8, 5, 5, 2, 17, 0, 16, 4, 6, 4, 10, 5, 4, 15, 18, 11, 8, 12, 2, 13, 19, 9, 5, 12, 5, 4, 2, 5, 1, 2, 2, 5, 4, 8, 8, 5, 15, 1, 9, 7, 7, 14, 9, 0, 5, 15, 19, 2, 11, 18, 13, 8, 18, 14, 9, 19, 2, 17, 0, 12, 8, 17, 11, 19, 1, 6, 2, 18, 5, 4, 14, 0, 4, 4, 2, 10, 3, 17, 17, 11, 3, 0, 1, 6, 6, 19, 8, 18, 4, 1, 10, 17, 2, 12, 19, 3, 7, 1, 11, 10, 12, 4, 17, 14, 12, 1, 18, 5, 11, 7, 19, 2, 1, 11, 13, 11, 4, 15, 3, 17, 13, 7, 11, 0, 7, 11, 4, 5, 13, 10, 4, 5, 1, 1, 0, 16, 4, 14, 4, 0, 6, 1, 4, 0, 5, 7, 1, 2, 19, 4, 13, 13, 5, 5, 17, 12, 19, 18, 14, 5, 15, 6, 0, 18, 11, 5, 8, 17, 2, 17, 12, 7, 5, 3, 17, 11, 6, 5, 0, 2, 14, 15, 10, 4, 1, 2, 10, 15, 2, 18, 18, 13, 0, 4, 16, 4, 5, 4, 4, 5, 0, 14, 3, 13, 0, 2, 13, 2, 4, 12, 11, 15, 18, 4, 1, 1, 7, 17, 16, 6, 11, 16, 3, 12, 1, 10, 17, 11, 5, 17, 13, 6, 18, 7, 0, 0, 19, 5, 16, 13, 10, 9, 17, 6, 12, 18, 0, 8, 14, 19, 5, 4, 1, 16, 0, 13, 14]
    tree_split_xor_mask = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 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    cat_features_index = []
    one_hot_cat_feature_index = []
    one_hot_hash_values = [
    ]
    ctr_feature_borders = [
    ]

    ## Aggregated array of leaf values for trees. Each tree is represented by a separate line:
    leaf_values = [
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        0.003934512990474283, 0.005311657553526921, -0.007854431570287975, -0.003935053903818021, 8.635561228194084e-05, -0.002875193469296514, 0.0007313348746546697, 0.007081908000795834, 0.00792230841720918, -0.006322451356619471, -0.02449149779553026, 0.04942710207973919, 0, 0, 0, 0
    ]
    scale = 1
    bias = 0
cat_features_hashes = {
}

def hash_uint64(string):
    return cat_features_hashes.get(str(string), 0x7fFFffFF)


### Applicator for the CatBoost model

def apply_catboost_model(float_features, cat_features=[], ntree_start=0, ntree_end=catboost_model.tree_count):
    """
    Applies the model built by CatBoost.

    Parameters
    ----------

    float_features : list of float features

    cat_features : list of categorical features
        You need to pass float and categorical features separately in the same order they appeared in train dataset.
        For example if you had features f1,f2,f3,f4, where f2 and f4 were considered categorical, you need to pass here float_features=f1,f3, cat_features=f2,f4


    Returns
    -------
    prediction : formula value for the model and the features

    """
    if ntree_end == 0:
        ntree_end = catboost_model.tree_count
    else:
        ntree_end = min(ntree_end, catboost_model.tree_count)

    model = catboost_model

    assert len(float_features) >= model.float_feature_count
    assert len(cat_features) >= model.cat_feature_count

    # Binarise features
    binary_features = [0] * model.binary_feature_count
    binary_feature_index = 0

    for i in range(len(model.float_feature_borders)):
        for border in model.float_feature_borders[i]:
            binary_features[binary_feature_index] += 1 if (float_features[model.float_features_index[i]] > border) else 0
        binary_feature_index += 1
    transposed_hash = [0] * model.cat_feature_count
    for i in range(model.cat_feature_count):
        transposed_hash[i] = hash_uint64(cat_features[i])

    if len(model.one_hot_cat_feature_index) > 0:
        cat_feature_packed_indexes = {}
        for i in range(model.cat_feature_count):
            cat_feature_packed_indexes[model.cat_features_index[i]] = i
        for i in range(len(model.one_hot_cat_feature_index)):
            cat_idx = cat_feature_packed_indexes[model.one_hot_cat_feature_index[i]]
            hash = transposed_hash[cat_idx]
            for border_idx in range(len(model.one_hot_hash_values[i])):
                binary_features[binary_feature_index] |= (1 if hash == model.one_hot_hash_values[i][border_idx] else 0) * (border_idx + 1)
            binary_feature_index += 1

    if hasattr(model, 'model_ctrs') and model.model_ctrs.used_model_ctrs_count > 0:
        ctrs = [0.] * model.model_ctrs.used_model_ctrs_count;
        calc_ctrs(model.model_ctrs, binary_features, transposed_hash, ctrs)
        for i in range(len(model.ctr_feature_borders)):
            for border in model.ctr_feature_borders[i]:
                binary_features[binary_feature_index] += 1 if ctrs[i] > border else 0
            binary_feature_index += 1

    # Extract and sum values from trees
    result = 0.
    tree_splits_index = 0
    current_tree_leaf_values_index = 0
    for tree_id in range(ntree_start, ntree_end):
        current_tree_depth = model.tree_depth[tree_id]
        index = 0
        for depth in range(current_tree_depth):
            border_val = model.tree_split_border[tree_splits_index + depth]
            feature_index = model.tree_split_feature_index[tree_splits_index + depth]
            xor_mask = model.tree_split_xor_mask[tree_splits_index + depth]
            index |= ((binary_features[feature_index] ^ xor_mask) >= border_val) << depth
        result += model.leaf_values[current_tree_leaf_values_index + index]
        tree_splits_index += current_tree_depth
        current_tree_leaf_values_index += (1 << current_tree_depth)
    return model.scale * result + model.bias