diff --git a/R/orsf_R6.R b/R/orsf_R6.R index a2825366..9e7772c8 100644 --- a/R/orsf_R6.R +++ b/R/orsf_R6.R @@ -3465,12 +3465,10 @@ ObliqueForestRegression <- R6::R6Class( stop("user-supplied function encountered an error when it was tested. ", "Please make sure the function works for this case:\n\n", - ".x_node <- matrix(seq(-1, 1, length.out = 300), ncol = 3)\n\n", - "test_time <- seq(from = 1, to = 5, length.out = 100)\n", - "test_status <- rep(c(0,1), each = 50)\n", - ".y_node <- cbind(time = test_time, status = test_status)\n\n", - ".w_node <- matrix(rep(c(1,2,3,4), each = 25), ncol = 1)\n\n", - "test_output <- beta_fun(.x_node, .y_node, .w_node)\n\n", + ".x_node <- matrix(rnorm(300), ncol = 3)\n", + ".y_node <- matrix(rnorm(100), ncol = 1)\n", + ".w_node <- matrix(rep(c(1,2,3,4), each = 25), ncol = 1)\n", + "test_output <- your_function(.x_node, .y_node, .w_node)\n\n", "test_output should be a numeric matrix with 1 column and", " with nrow(test_output) = ncol(.x_node)", call. = FALSE) diff --git a/orsf_output.txt b/orsf_output.txt new file mode 100644 index 00000000..1d745688 --- /dev/null +++ b/orsf_output.txt @@ -0,0 +1,64435 @@ +initializing regression forest + + +------------ input data dimensions ------------ +N observations total: 1994 +N columns total: 126 +----------------------------------------------- + +------------ Growing tree 0 -------------- + +- N obs inbag: 1994 +- N row inbag: 1275 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1275 + -- columns sampled (showing up to 5) + + 4 27 57 93 114 + + + -- linear combo weights (showing up to 5) + + 0.6534 -0.4998 0.6183 -0.7853 0.3457 + + + + -- lower cutpoint: -21.9064 + - n_obs, left node: 10 + + + -- upper cutpoint: 27.1586 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.4785 (9.8848), N = 1922 moving right + --- -1.67873 (34.8973), N = 1468 moving right + --- 3.79096 (15.5244), N = 365 moving right + --- 4.36142 (16.1252), N = 260 moving right + --- 9.90411 (5.55439), N = 36 moving right + + -- best stat: 34.8973, min to split: 0 + + -- p-values: + --- column 4: 0.143526 + --- column 27: 0.264158 + --- column 57: 0.205826 + --- column 93: 0.105001 + --- column 114: 0.676424 + --- column 13: 0.491057 + --- column 35: 0.0410114* + --- column 122: 0.764959 + --- column 105: 0.773406 + --- column 61: 0*** [+1 to VI numerator] + --- column 109: 0.00344351** [+1 to VI numerator] + --- column 0: 3.10862e-15*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 526, try number 1) + + -- N obs (unweighted): 336 + -- columns sampled (showing up to 5) + + 99 53 52 41 19 + + + -- linear combo weights (showing up to 5) + + 1.2698 -0.4501 -0.9006 -1.6514 10.1158 + + + + -- lower cutpoint: -19.3162 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.4893 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.7388 (12.9159), N = 433 moving right + --- -7.79111 (43.8474), N = 335 moving right + --- -5.68906 (56.5558), N = 280 moving right + --- -3.66051 (67.8389), N = 225 moving right + --- 4.13072 (37.5112), N = 79 moving right + + -- best stat: 67.8389, min to split: 0 + + -- p-values: + --- column 99: 0.0784434 + --- column 53: 0.744785 + --- column 52: 0.40114 + --- column 41: 0.138283 + --- column 19: 3.6406e-06*** [+1 to VI numerator] + --- column 79: 0.012757* + --- column 10: 0.0317219* + --- column 20: 0.209129 + --- column 16: 1.32812e-06*** [+1 to VI numerator] + --- column 49: 0.011259* + --- column 94: 7.30907e-07*** [+1 to VI numerator] + --- column 50: 0.00260826** [+1 to VI numerator] + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1468, try number 1) + + -- N obs (unweighted): 939 + -- columns sampled (showing up to 5) + + 104 14 101 31 32 + + + -- linear combo weights (showing up to 5) + + -0.5237 -0.2462 0.6004 -1.4945 1.6586 + + + + -- lower cutpoint: -10.2639 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.66417 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.499418 (2.28367), N = 1015 moving right + --- 3.10654 (2.59886), N = 457 moving right + --- 3.27426 (1.37677), N = 423 moving right + --- 3.35503 (1.01), N = 405 moving right + --- 5.9528 (3.52117), N = 104 moving right + + -- best stat: 3.52117, min to split: 0 + + -- p-values: + --- column 104: 0.609557 + --- column 14: 0.670407 + --- column 101: 0.529041 + --- column 31: 0.125261 + --- column 32: 0.039667* + --- column 13: 0.908152 + --- column 45: 9.83248e-05*** [+1 to VI numerator] + --- column 76: 0.00263305** [+1 to VI numerator] + --- column 42: 0.874783 + --- column 77: 0.269391 + --- column 61: 0.0069046** [+1 to VI numerator] + --- column 75: 0.00495002** [+1 to VI numerator] + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 301, try number 1) + + -- N obs (unweighted): 194 + -- columns sampled (showing up to 5) + + 44 114 27 40 38 + + + -- linear combo weights (showing up to 5) + + -3.3613 -0.1479 -0.9699 -4.6510 4.3108 + + + + -- lower cutpoint: -11.0217 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.83809 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -7.19381 (1.46812), N = 267 moving right + --- -5.5551 (2.50428), N = 246 moving right + --- -4.46389 (2.87398), N = 232 moving right + --- 0.355353 (23.7409), N = 88 moving right + --- 2.57738 (27.3896), N = 41 moving right + + -- best stat: 27.3896, min to split: 0 + + -- p-values: + --- column 44: 0.00559267** [+1 to VI numerator] + --- column 114: 0.860309 + --- column 27: 0.574335 + --- column 40: 0.0421652* + --- column 38: 0.0210234* + --- column 20: 0.0300244* + --- column 53: 0.0452702* + --- column 102: 0.0809121 + --- column 17: 0.463165 + --- column 79: 0.0266599* + --- column 76: 0.000493796*** [+1 to VI numerator] + --- column 16: 0.446504 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 225, try number 1) + + -- N obs (unweighted): 142 + -- columns sampled (showing up to 5) + + 73 30 13 103 70 + + + -- linear combo weights (showing up to 5) + + -0.6357 -2.3721 -1.9074 1.9732 16.0223 + + + + -- lower cutpoint: -11.0185 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.6653 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.75266 (10.5707), N = 198 moving right + --- 1.98286 (32.0543), N = 104 moving right + --- 6.37195 (8.89836), N = 37 moving right + --- 7.19945 (6.58674), N = 35 moving right + --- 7.99473 (9.01793), N = 28 moving right + + -- best stat: 32.0543, min to split: 0 + + -- p-values: + --- column 73: 0.723526 + --- column 30: 0.466409 + --- column 13: 0.502703 + --- column 103: 0.074829 + --- column 70: 0.0255729* + --- column 66: 0.811046 + --- column 72: 0.272725 + --- column 42: 0.031201* + --- column 75: 0.612191 + --- column 76: 0.00267903** [+1 to VI numerator] + --- column 36: 0.828257 + --- column 33: 0.661787 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 1364, try number 1) + + -- N obs (unweighted): 875 + -- columns sampled (showing up to 5) + + 36 60 112 86 96 + + + -- linear combo weights (showing up to 5) + + 0.8993 3.0573 -1.7497 -4.4800 2.2573 + + + + -- lower cutpoint: -14.4686 + - n_obs, left node: 10 + + + -- upper cutpoint: 23.7156 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.43294 (15.7277), N = 1301 moving right + --- -4.21374 (17.4363), N = 1160 moving right + --- 2.19951 (12.8824), N = 413 moving right + --- 3.39945 (11.8926), N = 302 moving right + --- 15.034 (7.59315), N = 27 moving right + + -- best stat: 17.4363, min to split: 0 + + -- p-values: + --- column 36: 0.361727 + --- column 60: 0.201733 + --- column 112: 0.0910267 + --- column 86: 1.53918e-06*** [+1 to VI numerator] + --- column 96: 0.00620032** [+1 to VI numerator] + --- column 0: 1.14167e-09*** [+1 to VI numerator] + --- column 70: 0.128144 + --- column 19: 0.00101952** [+1 to VI numerator] + --- column 58: 0.0925722 + --- column 1: 0.0482273* + --- column 78: 0.000265441*** [+1 to VI numerator] + --- column 37: 0.891414 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 104, try number 1) + + -- N obs (unweighted): 64 + -- columns sampled (showing up to 5) + + 107 109 67 61 82 + + + -- linear combo weights (showing up to 5) + + 0.5311 -1.9728 -0.9863 7.2768 -30.4138 + + + + -- lower cutpoint: -11.4624 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0412 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.283181 (44.53), N = 52 moving right + --- 0.5933 (40.8012), N = 47 moving right + --- 4.77129 (28.7702), N = 32 moving right + --- 5.59808 (23.9362), N = 27 moving right + --- 8.2625 (17.3643), N = 19 moving right + + -- best stat: 44.53, min to split: 0 + + -- p-values: + --- column 107: 0.798047 + --- column 109: 0.167161 + --- column 67: 0.620052 + --- column 61: 0.210639 + --- column 82: 0.000446507*** [+1 to VI numerator] + --- column 19: 0.164857 + --- column 40: 0.0378387* + --- column 86: 0.0910912 + --- column 20: 0.000821463*** [+1 to VI numerator] + --- column 98: 0.341297 + --- column 9: 0.0700431 + --- column 81: 0.945513 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 260, try number 1) + + -- N obs (unweighted): 171 + -- columns sampled (showing up to 5) + + 63 103 74 115 72 + + + -- linear combo weights (showing up to 5) + + -5.0192 -0.2604 0.7696 0.0451 -0.6806 + + + + -- lower cutpoint: -15.1616 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.09021 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.9345 (1.14733), N = 238 moving right + --- -7.30422 (12.2226), N = 131 moving right + --- -4.75976 (23.6035), N = 85 moving right + --- -3.80281 (28.3184), N = 69 moving right + --- -3.66659 (28.9158), N = 68 moving right + + -- best stat: 28.9158, min to split: 0 + + -- p-values: + --- column 63: 9.69025e-05*** [+1 to VI numerator] + --- column 103: 0.643466 + --- column 74: 0.382841 + --- column 115: 0.91128 + --- column 72: 0.314964 + --- column 25: 0.0975369 + --- column 83: 5.13123e-06*** [+1 to VI numerator] + --- column 26: 0.392525 + --- column 71: 7.56876e-06*** [+1 to VI numerator] + --- column 90: 0.165107 + --- column 11: 0.705256 + --- column 35: 0.894019 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 41, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 114 105 42 83 59 + + + -- linear combo weights (showing up to 5) + + 6.2146 -3.0787 -2.0227 -6.8714 0.1507 + + + + -- lower cutpoint: -14.1515 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.48709 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.07254 (58.6751), N = 27 moving right + --- -5.52247 (86.9443), N = 25 moving right + --- -2.88686 (121.251), N = 23 moving right + --- 2.131 (70.3515), N = 14 moving right + --- 2.93305 (90.8537), N = 13 moving right + + -- best stat: 121.251, min to split: 0 + + -- p-values: + --- column 114: 0.258128 + --- column 105: 0.411926 + --- column 42: 0.702203 + --- column 83: 0.0444236* + --- column 59: 0.970651 + --- column 81: 0.506015 + --- column 49: 0.0555408 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 121, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 39 112 30 10 105 + + + -- linear combo weights (showing up to 5) + + -1.7489 0.0064 -0.6588 -1.3414 -0.1408 + + + + -- lower cutpoint: -9.77235 + - n_obs, left node: 13 + + + -- upper cutpoint: 10.9592 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.46519 (62.1845), N = 77 moving right + --- 1.02045 (53.1369), N = 60 moving right + --- 6.1859 (22.2978), N = 32 moving right + --- 7.29372 (30.1504), N = 25 moving right + --- 9.35125 (20.4186), N = 17 moving right + + -- best stat: 62.1845, min to split: 0 + + -- p-values: + --- column 39: 0.617653 + --- column 112: 0.997292 + --- column 30: 0.585803 + --- column 10: 0.394185 + --- column 105: 0.926243 + --- column 59: 0.0525407 + --- column 66: 0.133949 + --- column 56: 0.42431 + --- column 111: 0.9486 + --- column 68: 0.0178461* + --- column 69: 0.162244 + --- column 32: 0.00722619** [+1 to VI numerator] + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 104, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 13 7 64 44 106 + + + -- linear combo weights (showing up to 5) + + 6.6846 3.4502 3.6375 8.6675 -0.9061 + + + + -- lower cutpoint: -6.90124 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.64168 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.90124 (11.6301), N = 94 moving right + --- -5.12418 (5.51581), N = 86 moving right + --- -5.01469 (7.12134), N = 81 moving right + --- 0.42982 (11.5011), N = 42 moving right + --- 3.71723 (8.33597), N = 18 moving right + + -- best stat: 11.6301, min to split: 0 + + -- p-values: + --- column 13: 0.315958 + --- column 7: 0.0901998 + --- column 64: 0.155478 + --- column 44: 0.327655 + --- column 106: 0.617105 + --- column 43: 0.452022 + --- column 101: 0.39916 + --- column 25: 0.157739 + --- column 45: 0.496731 + --- column 103: 0.294809 + --- column 125: 0.68637 + --- column 70: 0.558578 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 204, try number 1) + + -- N obs (unweighted): 130 + -- columns sampled (showing up to 5) + + 4 30 113 39 36 + + + -- linear combo weights (showing up to 5) + + 0.9502 3.7866 2.2656 -3.3118 1.3211 + + + + -- lower cutpoint: -5.45191 + - n_obs, left node: 13 + + + -- upper cutpoint: 5.71548 + - n_obs, right node: 16 + + -- cutpoint (score) + --- -1.37939 (7.17321), N = 147 moving right + --- -1.10423 (3.21158), N = 138 moving right + --- 0.364275 (3.30609), N = 107 moving right + --- 0.890013 (3.46034), N = 96 moving right + --- 0.955526 (4.71136), N = 94 moving right + + -- best stat: 7.17321, min to split: 0 + + -- p-values: + --- column 4: 0.645604 + --- column 30: 0.625299 + --- column 113: 0.369324 + --- column 39: 0.263722 + --- column 36: 0.493578 + --- column 101: 0.626736 + --- column 86: 0.745144 + --- column 61: 0.885411 + --- column 112: 0.643749 + --- column 55: 0.637276 + --- column 35: 0.972826 + --- column 73: 0.752379 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 1160, try number 1) + + -- N obs (unweighted): 745 + -- columns sampled (showing up to 5) + + 99 32 29 8 117 + + + -- linear combo weights (showing up to 5) + + 0.1138 -0.3878 0.3713 2.4615 1.9665 + + + + -- lower cutpoint: -7.36842 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0184 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.71405 (3.79558), N = 1054 moving right + --- -1.42624 (8.02337), N = 901 moving right + --- 2.46867 (5.07343), N = 374 moving right + --- 6.48922 (4.46823), N = 50 moving right + --- 7.98311 (1.97938), N = 25 moving right + + -- best stat: 8.02337, min to split: 0 + + -- p-values: + --- column 99: 0.947308 + --- column 32: 0.712116 + --- column 29: 0.5613 + --- column 8: 0.0328532* + --- column 117: 0.0163908* + --- column 34: 0.0889858 + --- column 36: 0.498127 + --- column 19: 0.66584 + --- column 57: 0.0124384* + --- column 124: 0.890154 + --- column 84: 4.76855e-05*** [+1 to VI numerator] + --- column 45: 0.448768 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 52, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 15 35 72 46 2 + + + -- linear combo weights (showing up to 5) + + -31.3616 -0.7993 -3.1995 -64.5228 8.7270 + + + + -- lower cutpoint: 4.9536 + - n_obs, left node: 10 + + + -- upper cutpoint: 22.0124 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 11.0519 (79.5675), N = 25 moving right + --- 12.9336 (59.5211), N = 23 moving right + --- 16.6751 (41.8236), N = 17 moving right + --- 20.7942 (35.8137), N = 13 moving right + --- 22.0124 (31.2149), N = 10 moving right + + -- best stat: 79.5675, min to split: 0 + + -- p-values: + --- column 15: 0.0103097* + --- column 35: 0.862536 + --- column 72: 0.493589 + --- column 46: 0.0138661* + --- column 2: 0.0108093* + --- column 96: 0.00762129** [+1 to VI numerator] + --- column 47: 0.0149116* + --- column 102: 0.487004 + --- column 16: 0.0387698* + --- column 45: 0.14237 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 52, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 27 101 36 86 52 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 14 (N = 52, try number 2) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 66 109 103 13 69 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 14 (N = 52, try number 3) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 37 47 23 95 115 + + + -- linear combo weights (showing up to 5) + + 0.8546 -0.3795 -8.3943 0.5508 -21.4526 + + + + -- lower cutpoint: 2.57717 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.79172 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.24816 (16.7316), N = 38 moving right + --- 5.02744 (13.0127), N = 33 moving right + --- 6.75121 (11.4977), N = 25 moving right + --- 7.3637 (7.45566), N = 20 moving right + --- 8.18961 (4.44962), N = 14 moving right + + -- best stat: 16.7316, min to split: 0 + + -- p-values: + --- column 37: 0.638952 + --- column 47: 0.914652 + --- column 23: 0.240977 + --- column 95: 0.767328 + --- column 115: 0.524499 + --- column 25: 0.717568 + --- column 101: 0.58437 + --- column 51: 0.0820482 + --- column 48: 0.295653 + --- column 17: 0.287805 + --- column 3: 0.366762 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 192, try number 1) + + -- N obs (unweighted): 126 + -- columns sampled (showing up to 5) + + 122 93 55 52 84 + + + -- linear combo weights (showing up to 5) + + -0.1914 0.0310 -0.8181 -0.9064 -0.2285 + + + + -- lower cutpoint: -3.14838 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.118301 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.58225 (0.0193102), N = 162 moving right + --- -2.52774 (0.0232461), N = 157 moving right + --- -1.35831 (0.251438), N = 60 moving right + --- -1.00479 (0.380714), N = 44 moving right + --- -0.981688 (0.44287), N = 39 moving right + + -- best stat: 0.44287, min to split: 0 + + -- p-values: + --- column 122: 0.325427 + --- column 93: 0.794323 + --- column 55: 0.0616323 + --- column 52: 0.331533 + --- column 84: 0.40617 + --- column 45: 3.95112e-07*** [+1 to VI numerator] + --- column 125: 0.0320926* + --- column 99: 0.577381 + --- column 36: 6.62032e-05*** [+1 to VI numerator] + --- column 5: 0.00987106** [+1 to VI numerator] + --- column 33: 1.31944e-06*** [+1 to VI numerator] + --- column 30: 0.242157 + +-- node 15 was split into node 31 (left) and 32 (right) + +-- attempting to split node 16 (N = 68, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 118 2 52 74 110 + + + -- linear combo weights (showing up to 5) + + 4.6509 3.5640 2.9895 -4.5270 2.0341 + + + + -- lower cutpoint: -27.5211 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.1598 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -22.4215 (54.2022), N = 45 moving right + --- -19.7028 (70.976), N = 37 moving right + --- -17.4569 (69.0889), N = 32 moving right + --- -6.96929 (76.3901), N = 11 moving right + --- -6.1598 (77.791), N = 10 moving right + + -- best stat: 77.791, min to split: 0 + + -- p-values: + --- column 118: 0.0533344 + --- column 2: 0.153635 + --- column 52: 0.443369 + --- column 74: 0.211982 + --- column 110: 0.086027 + --- column 50: 0.476608 + --- column 43: 0.39911 + --- column 3: 0.0456411* + --- column 44: 0.124709 + --- column 99: 0.0526919 + --- column 46: 0.328321 + --- column 94: 0.00629876** [+1 to VI numerator] + +-- node 16 was split into node 33 (left) and 34 (right) + +-- sprouting node 17 into a leaf (N = 18) + +-- attempting to split node 18 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 120 39 60 91 + + + -- linear combo weights (showing up to 5) + + -12.7639 17.8998 -19.9896 -6.8275 + + + + -- lower cutpoint: -36.6399 + - n_obs, left node: 11 + + + -- upper cutpoint: -36.6399 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -36.6399 (63.7581), N = 12 moving right + + -- best stat: 63.7581, min to split: 0 + + -- p-values: + --- column 120: 0.0745822 + --- column 39: 0.0336944* + --- column 60: 0.01277* + --- column 91: 0.231144 + +-- node 18 was split into node 35 (left) and 36 (right) + +-- attempting to split node 19 (N = 44, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 40 61 95 17 11 + + + -- linear combo weights (showing up to 5) + + 0.4168 7.9899 -0.6758 -2.0588 -1.3857 + + + + -- lower cutpoint: -6.92547 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.40856 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.1624 (14.5775), N = 32 moving right + --- -5.58344 (16.4361), N = 31 moving right + --- -1.7754 (30.7813), N = 23 moving right + --- 3.18527 (18.8555), N = 16 moving right + --- 4.11084 (13.0837), N = 13 moving right + + -- best stat: 30.7813, min to split: 0 + + -- p-values: + --- column 40: 0.862461 + --- column 61: 0.35977 + --- column 95: 0.83895 + --- column 17: 0.47056 + --- column 11: 0.528307 + --- column 110: 0.829417 + --- column 94: 0.222542 + --- column 86: 0.413355 + --- column 120: 0.243089 + +-- node 19 was split into node 37 (left) and 38 (right) + +-- attempting to split node 20 (N = 77, try number 1) + + -- N obs (unweighted): 54 + -- columns sampled (showing up to 5) + + 17 9 109 63 24 + + + -- linear combo weights (showing up to 5) + + 5.5926 4.2374 -0.0878 -0.7142 -2.9396 + + + + -- lower cutpoint: -10.4787 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.72597 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.4111 (20.6939), N = 66 moving right + --- -6.53781 (39.7183), N = 54 moving right + --- -4.10365 (19.1884), N = 50 moving right + --- -3.81741 (24.4916), N = 47 moving right + --- 4.72597 (14.7437), N = 10 moving right + + -- best stat: 39.7183, min to split: 0 + + -- p-values: + --- column 17: 0.202877 + --- column 9: 0.538196 + --- column 109: 0.97009 + --- column 63: 0.872581 + --- column 24: 0.24676 + --- column 11: 0.419671 + --- column 61: 0.379225 + --- column 49: 0.152408 + --- column 70: 0.29319 + --- column 119: 0.813131 + --- column 116: 0.782999 + --- column 89: 0.519098 + +-- node 20 was split into node 39 (left) and 40 (right) + +-- sprouting node 21 into a leaf (N = 10) + +-- attempting to split node 22 (N = 94, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 2 122 98 42 23 + + + -- linear combo weights (showing up to 5) + + -1.6695 2.1943 0.7774 -0.0729 -4.3634 + + + + -- lower cutpoint: -8.4571 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.84119 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.72065 (9.70389), N = 81 moving right + --- -5.96292 (21.5411), N = 70 moving right + --- 0.450334 (19.7429), N = 26 moving right + --- 3.23577 (22.7637), N = 19 moving right + --- 5.27859 (10.6533), N = 13 moving right + + -- best stat: 22.7637, min to split: 0 + + -- p-values: + --- column 2: 0.166991 + --- column 122: 0.0241222* + --- column 98: 0.626008 + --- column 42: 0.965224 + --- column 23: 0.455685 + --- column 63: 0.4657 + --- column 43: 0.142781 + --- column 26: 0.106726 + --- column 80: 0.397509 + --- column 14: 0.0447384* + --- column 120: 0.578809 + --- column 22: 0.550908 + +-- node 22 was split into node 41 (left) and 42 (right) + +-- attempting to split node 23 (N = 57, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 124 125 6 38 88 + + + -- linear combo weights (showing up to 5) + + -1.5901 -4.8510 -6.2054 0.0375 4.8456 + + + + -- lower cutpoint: -19.2061 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.82737 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.2673 (23.0952), N = 43 moving right + --- -16.1874 (27.648), N = 39 moving right + --- -14.5798 (35.0686), N = 31 moving right + --- -8.04964 (38.241), N = 16 moving right + --- -5.95682 (54.473), N = 14 moving right + + -- best stat: 54.473, min to split: 0 + + -- p-values: + --- column 124: 0.906154 + --- column 125: 0.481483 + --- column 6: 0.635312 + --- column 38: 0.993479 + --- column 88: 0.497333 + --- column 35: 0.36697 + --- column 8: 0.512136 + --- column 96: 0.569531 + --- column 0: 0.628164 + --- column 74: 0.190709 + --- column 3: 0.282942 + --- column 71: 0.764697 + +-- node 23 was split into node 43 (left) and 44 (right) + +-- attempting to split node 24 (N = 147, try number 1) + + -- N obs (unweighted): 93 + -- columns sampled (showing up to 5) + + 100 74 11 21 24 + + + -- linear combo weights (showing up to 5) + + 1.5004 2.1382 -11.3992 2.2235 -1.4937 + + + + -- lower cutpoint: -12.518 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.0433 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -11.2554 (12.4183), N = 135 moving right + --- -6.6483 (50.0651), N = 115 moving right + --- -3.70921 (83.999), N = 101 moving right + --- -1.53549 (88.393), N = 93 moving right + --- 4.74901 (40.9994), N = 47 moving right + + -- best stat: 88.393, min to split: 0 + + -- p-values: + --- column 100: 0.253317 + --- column 74: 0.439376 + --- column 11: 0.0293301* + --- column 21: 0.168742 + --- column 24: 0.373934 + --- column 32: 0.171552 + --- column 71: 7.63189e-05*** [+1 to VI numerator] + --- column 9: 0.00819339** [+1 to VI numerator] + --- column 65: 0.00216144** [+1 to VI numerator] + --- column 47: 0.0842527 + --- column 121: 0.916374 + --- column 76: 0.000335457*** [+1 to VI numerator] + +-- node 24 was split into node 45 (left) and 46 (right) + +-- attempting to split node 25 (N = 259, try number 1) + + -- N obs (unweighted): 178 + -- columns sampled (showing up to 5) + + 1 57 17 32 29 + + + -- linear combo weights (showing up to 5) + + 1.7843 2.3987 0.6060 -0.2105 -0.3838 + + + + -- lower cutpoint: -4.60636 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.19876 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.85483 (6.2694), N = 224 moving right + --- 2.22957 (8.9099), N = 115 moving right + --- 3.62459 (12.3671), N = 66 moving right + --- 4.75345 (15.1377), N = 47 moving right + --- 5.32059 (11.5374), N = 40 moving right + + -- best stat: 15.1377, min to split: 0 + + -- p-values: + --- column 1: 0.126918 + --- column 57: 0.267265 + --- column 17: 0.554061 + --- column 32: 0.909421 + --- column 29: 0.712679 + --- column 53: 0.964152 + --- column 30: 0.787975 + --- column 56: 0.40096 + --- column 84: 0.0355026* + --- column 95: 0.212513 + --- column 41: 0.0215145* + --- column 76: 0.257198 + +-- node 25 was split into node 47 (left) and 48 (right) + +-- attempting to split node 26 (N = 901, try number 1) + + -- N obs (unweighted): 567 + -- columns sampled (showing up to 5) + + 102 8 101 7 51 + + + -- linear combo weights (showing up to 5) + + 2.9321 -0.3634 -0.5881 -0.6735 -2.1446 + + + + -- lower cutpoint: -12.4659 + - n_obs, left node: 14 + + + -- upper cutpoint: 8.30757 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.87685 (9.05659), N = 767 moving right + --- -4.59199 (9.91416), N = 752 moving right + --- -3.90575 (11.0851), N = 718 moving right + --- -1.80177 (18.8214), N = 606 moving right + --- -0.603872 (12.7506), N = 471 moving right + + -- best stat: 18.8214, min to split: 0 + + -- p-values: + --- column 102: 0.320849 + --- column 8: 0.851728 + --- column 101: 0.758846 + --- column 7: 0.733788 + --- column 51: 0.00525753** [+1 to VI numerator] + --- column 63: 0.230691 + --- column 46: 0.00996409** [+1 to VI numerator] + --- column 103: 0.0434033* + --- column 39: 0.00357091** [+1 to VI numerator] + --- column 20: 0.138045 + --- column 47: 0.000820459*** [+1 to VI numerator] + --- column 3: 0.0249479* + +-- node 26 was split into node 49 (left) and 50 (right) + +-- attempting to split node 27 (N = 27, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 82 67 65 51 + + + -- linear combo weights (showing up to 5) + + -9.4193 -8.6564 -2.8630 0.6259 + + + + -- lower cutpoint: 0.931255 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.39811 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.931255 (21.3737), N = 16 moving right + --- 4.15573 (15.2405), N = 14 moving right + --- 4.39811 (15.1673), N = 11 moving right + + -- best stat: 21.3737, min to split: 0 + + -- p-values: + --- column 82: 0.294629 + --- column 67: 0.195429 + --- column 65: 0.507099 + --- column 51: 0.802465 + +-- node 27 was split into node 51 (left) and 52 (right) + +-- attempting to split node 28 (N = 25, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 13 125 100 114 21 + + + -- linear combo weights (showing up to 5) + + 0.1620 0.4812 -33.2745 29.5356 -4.6260 + + + + -- lower cutpoint: 0.358037 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.29495 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.358037 (13.6203), N = 15 moving right + --- 0.57078 (16.0525), N = 14 moving right + --- 0.964515 (12.546), N = 13 moving right + --- 1.29495 (18.4335), N = 11 moving right + + -- best stat: 18.4335, min to split: 0 + + -- p-values: + --- column 13: 0.953041 + --- column 125: 0.732893 + --- column 100: 0.0683512 + --- column 114: 0.0986458 + --- column 21: 0.0296817* + --- column 0: 0.0403224* + +-- node 28 was split into node 53 (left) and 54 (right) + +-- sprouting node 29 into a leaf (N = 14) + +-- attempting to split node 30 (N = 38, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 19 32 85 79 60 + + + -- linear combo weights (showing up to 5) + + 1.5192 0.1660 2.7852 3.4145 -0.1531 + + + + -- lower cutpoint: -1.25284 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.565273 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.25284 (2.43068), N = 27 moving right + --- -0.345482 (1.79508), N = 20 moving right + --- 0.350935 (1.42672), N = 14 moving right + --- 0.428357 (1.48567), N = 13 moving right + --- 0.565273 (1.55871), N = 12 moving right + + -- best stat: 2.43068, min to split: 0 + + -- p-values: + --- column 19: 0.433142 + --- column 32: 0.841833 + --- column 85: 0.510916 + --- column 79: 0.0864056 + --- column 60: 0.957787 + --- column 96: 0.0437657* + --- column 50: 0.873783 + +-- node 30 was split into node 55 (left) and 56 (right) + +-- attempting to split node 31 (N = 153, try number 1) + + -- N obs (unweighted): 97 + -- columns sampled (showing up to 5) + + 15 37 81 73 35 + + + -- linear combo weights (showing up to 5) + + 0.1158 0.0375 -0.0165 -0.0064 -0.1173 + + + + -- lower cutpoint: -0.0735156 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.140799 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.0135844 (0.000598061), N = 119 moving right + --- 0.0453158 (0.00016006), N = 74 moving right + --- 0.0548743 (0.000119612), N = 63 moving right + --- 0.0901618 (4.34189e-05), N = 31 moving right + --- 0.0939344 (4.16767e-05), N = 30 moving right + + -- best stat: 0.000598061, min to split: 0 + + -- p-values: + --- column 15: 0.0916814 + --- column 37: 0.103415 + --- column 81: 0.551875 + --- column 73: 0.802099 + --- column 35: 0.00292464** [+1 to VI numerator] + --- column 46: 0.653918 + --- column 122: 0.42542 + --- column 20: 0.00118312** [+1 to VI numerator] + --- column 5: 0.916163 + --- column 24: 0.0959014 + --- column 121: 0.529977 + --- column 4: 0.0291212* + +-- node 31 was split into node 57 (left) and 58 (right) + +-- attempting to split node 32 (N = 39, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 30 59 51 117 16 + + + -- linear combo weights (showing up to 5) + + -4.0599 1.1609 -0.3933 1.4315 -4.3299 + + + + -- lower cutpoint: -1.26358 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.87978 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.507774 (1.87337), N = 23 moving right + --- 0.82459 (2.30826), N = 21 moving right + --- 0.830409 (2.55832), N = 20 moving right + --- 0.98297 (2.8347), N = 19 moving right + --- 1.16464 (3.14179), N = 18 moving right + + -- best stat: 3.14179, min to split: 0 + + -- p-values: + --- column 30: 0.332592 + --- column 59: 0.357775 + --- column 51: 0.851078 + --- column 117: 0.249464 + --- column 16: 0.0984959 + --- column 5: 0.84494 + --- column 82: 0.0192324* + --- column 36: 0.130667 + --- column 103: 0.354856 + +-- node 32 was split into node 59 (left) and 60 (right) + +-- attempting to split node 33 (N = 58, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 118 32 96 33 21 + + + -- linear combo weights (showing up to 5) + + 3.4243 6.3724 12.1178 -13.8424 -3.6150 + + + + -- lower cutpoint: -33.9232 + - n_obs, left node: 10 + + + -- upper cutpoint: -19.1465 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -33.4308 (12.9656), N = 43 moving right + --- -33.2793 (13.9272), N = 40 moving right + --- -32.9614 (16.0439), N = 39 moving right + --- -24.0847 (76.101), N = 15 moving right + --- -23.4318 (88.3516), N = 13 moving right + + -- best stat: 88.3516, min to split: 0 + + -- p-values: + --- column 118: 0.321421 + --- column 32: 0.373354 + --- column 96: 0.0255327* + --- column 33: 0.111755 + --- column 21: 0.192906 + --- column 70: 0.357211 + --- column 0: 0.460423 + --- column 87: 0.0817362 + --- column 45: 0.608021 + --- column 29: 0.26617 + --- column 100: 0.689107 + --- column 56: 0.713848 + +-- node 33 was split into node 61 (left) and 62 (right) + +-- sprouting node 34 into a leaf (N = 10) + +-- sprouting node 35 into a leaf (N = 11) + +-- sprouting node 36 into a leaf (N = 12) + +-- attempting to split node 37 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 115 69 80 123 68 + + + -- linear combo weights (showing up to 5) + + 1.9764 -0.1363 -0.4684 -5.8964 -0.0346 + + + + -- lower cutpoint: 1.83719 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.83719 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.83719 (0.841146), N = 11 moving right + + -- best stat: 0.841146, min to split: 0 + + -- p-values: + --- column 115: 0.00791461** [+1 to VI numerator] + --- column 69: 0.84593 + --- column 80: 0.838276 + --- column 123: 0.1453 + --- column 68: 0.966867 + +-- node 37 was split into node 63 (left) and 64 (right) + +-- attempting to split node 38 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 25 7 38 99 + + + -- linear combo weights (showing up to 5) + + -35.7191 30.7288 -7.7281 -1.7347 + + + + -- lower cutpoint: 4.43415 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.43415 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 4.43415 (19.37), N = 12 moving right + + -- best stat: 19.37, min to split: 0 + + -- p-values: + --- column 25: 0.0895219 + --- column 7: 0.07922 + --- column 38: 0.249139 + --- column 99: 0.373717 + +-- node 38 was split into node 65 (left) and 66 (right) + +-- attempting to split node 39 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 48 57 116 83 124 + + + -- linear combo weights (showing up to 5) + + -5.1251 -3.8865 -20.2543 0.8373 -1.5024 + + + + -- lower cutpoint: -7.27116 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.46947 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.27116 (55.1837), N = 12 moving right + --- -5.06495 (69.3132), N = 11 moving right + --- -2.46947 (72.3121), N = 10 moving right + + -- best stat: 72.3121, min to split: 0 + + -- p-values: + --- column 48: 0.371816 + --- column 57: 0.371569 + --- column 116: 0.0493561* + --- column 83: 0.878733 + --- column 124: 0.686152 + +-- node 39 was split into node 67 (left) and 68 (right) + +-- attempting to split node 40 (N = 54, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 114 91 95 93 104 + + + -- linear combo weights (showing up to 5) + + -1.4016 1.8460 1.2930 -0.5416 3.7166 + + + + -- lower cutpoint: -11.5135 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.548464 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.1418 (31.889), N = 43 moving right + --- -9.06982 (34.0382), N = 39 moving right + --- -4.38421 (25.7462), N = 27 moving right + --- -3.26849 (24.9199), N = 23 moving right + --- -2.25055 (10.3642), N = 17 moving right + + -- best stat: 34.0382, min to split: 0 + + -- p-values: + --- column 114: 0.72253 + --- column 91: 0.30926 + --- column 95: 0.64196 + --- column 93: 0.879058 + --- column 104: 0.69108 + --- column 55: 0.530684 + --- column 47: 0.214659 + --- column 56: 0.587393 + --- column 21: 0.922749 + --- column 46: 0.418793 + --- column 102: 0.812904 + --- column 88: 0.0126829* + +-- node 40 was split into node 69 (left) and 70 (right) + +-- attempting to split node 41 (N = 75, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 122 45 43 76 65 + + + -- linear combo weights (showing up to 5) + + 5.5852 7.2528 -0.2829 2.0063 -4.3281 + + + + -- lower cutpoint: -8.34847 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.313162 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.61452 (20.8198), N = 55 moving right + --- -4.60305 (20.3005), N = 43 moving right + --- -2.72776 (7.50625), N = 29 moving right + --- -2.13637 (7.42606), N = 26 moving right + --- -2.05809 (7.42409), N = 25 moving right + + -- best stat: 20.8198, min to split: 0 + + -- p-values: + --- column 122: 0.028144* + --- column 45: 0.161107 + --- column 43: 0.887707 + --- column 76: 0.506672 + --- column 65: 0.494624 + --- column 53: 0.813596 + --- column 20: 0.809407 + --- column 31: 0.220223 + --- column 3: 0.856136 + --- column 78: 0.896905 + --- column 112: 0.185878 + --- column 73: 0.539707 + +-- node 41 was split into node 71 (left) and 72 (right) + +-- sprouting node 42 into a leaf (N = 19) + +-- attempting to split node 43 (N = 43, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 72 110 86 24 95 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 43 (N = 43, try number 2) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 91 87 28 21 109 + + + -- linear combo weights (showing up to 5) + + 1.6796 6.6914 3.0665 0.2215 1.7741 + + + + -- lower cutpoint: -7.21031 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.00315 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.13187 (18.0208), N = 27 moving right + --- -5.16312 (21.451), N = 26 moving right + --- -3.08025 (7.35019), N = 25 moving right + --- -1.23981 (24.2434), N = 15 moving right + --- 3.00315 (36.4036), N = 10 moving right + + -- best stat: 36.4036, min to split: 0 + + -- p-values: + --- column 91: 0.733933 + --- column 87: 0.24407 + --- column 28: 0.428873 + --- column 21: 0.946635 + --- column 109: 0.850595 + --- column 71: 0.715048 + --- column 51: 0.102372 + --- column 74: 0.178957 + +-- node 43 was split into node 73 (left) and 74 (right) + +-- sprouting node 44 into a leaf (N = 14) + +-- attempting to split node 45 (N = 54, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 40 37 97 90 4 + + + -- linear combo weights (showing up to 5) + + 3.1831 1.8251 -0.4904 -1.8075 0.3439 + + + + -- lower cutpoint: -3.03557 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.55925 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.03557 (3.87214), N = 43 moving right + --- -1.25356 (8.86785), N = 37 moving right + --- 0.0716388 (10.8984), N = 32 moving right + --- 2.41466 (17.4134), N = 23 moving right + --- 3.62811 (11.8446), N = 17 moving right + + -- best stat: 17.4134, min to split: 0 + + -- p-values: + --- column 40: 0.507178 + --- column 37: 0.546993 + --- column 97: 0.784681 + --- column 90: 0.570997 + --- column 4: 0.869839 + --- column 84: 0.762112 + --- column 125: 0.287302 + --- column 110: 0.0122968* + --- column 70: 0.527924 + --- column 9: 0.311394 + --- column 33: 0.77976 + --- column 78: 0.914743 + +-- node 45 was split into node 75 (left) and 76 (right) + +-- attempting to split node 46 (N = 93, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 121 8 82 35 55 + + + -- linear combo weights (showing up to 5) + + -2.2366 0.8710 -4.2545 -0.6961 -5.6341 + + + + -- lower cutpoint: -14.1088 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.113802 + - n_obs, right node: 15 + + -- cutpoint (score) + --- -13.3982 (22.0084), N = 80 moving right + --- -12.6941 (19.7443), N = 79 moving right + --- -9.86116 (27.6866), N = 70 moving right + --- -4.79143 (12.8598), N = 46 moving right + --- -2.77356 (13.5305), N = 32 moving right + + -- best stat: 27.6866, min to split: 0 + + -- p-values: + --- column 121: 0.333696 + --- column 8: 0.929689 + --- column 82: 0.291354 + --- column 35: 0.885295 + --- column 55: 0.120982 + --- column 75: 0.396432 + --- column 18: 0.955609 + --- column 24: 0.93215 + --- column 57: 0.127047 + --- column 33: 0.460419 + --- column 67: 0.069496 + --- column 79: 0.804789 + +-- node 46 was split into node 77 (left) and 78 (right) + +-- attempting to split node 47 (N = 212, try number 1) + + -- N obs (unweighted): 146 + -- columns sampled (showing up to 5) + + 55 12 89 93 120 + + + -- linear combo weights (showing up to 5) + + 1.4510 9.4827 4.3247 -2.9678 -9.2866 + + + + -- lower cutpoint: -3.81359 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.1253 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.95153 (10.8335), N = 185 moving right + --- 0.340253 (27.0117), N = 150 moving right + --- 2.7068 (20.7891), N = 95 moving right + --- 3.08561 (19.2188), N = 93 moving right + --- 4.74235 (21.5505), N = 70 moving right + + -- best stat: 27.0117, min to split: 0 + + -- p-values: + --- column 55: 0.174326 + --- column 12: 0.054376 + --- column 89: 0.0041263** [+1 to VI numerator] + --- column 93: 0.281739 + --- column 120: 0.238324 + --- column 4: 0.300312 + --- column 64: 0.858971 + --- column 19: 0.276777 + --- column 0: 0.000137606*** [+1 to VI numerator] + --- column 110: 0.712211 + --- column 16: 0.0805709 + --- column 33: 0.181817 + +-- node 47 was split into node 79 (left) and 80 (right) + +-- attempting to split node 48 (N = 47, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 66 28 2 96 87 + + + -- linear combo weights (showing up to 5) + + 0.5718 -3.3217 -0.6612 -1.4101 -5.4347 + + + + -- lower cutpoint: -2.29116 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.41087 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.29116 (46.6678), N = 37 moving right + --- 3.87492 (37.7684), N = 30 moving right + --- 3.93691 (21.9882), N = 23 moving right + --- 5.09846 (14.4138), N = 16 moving right + --- 7.74092 (12.1119), N = 11 moving right + + -- best stat: 46.6678, min to split: 0 + + -- p-values: + --- column 66: 0.922607 + --- column 28: 0.0384863* + --- column 2: 0.784086 + --- column 96: 0.592409 + --- column 87: 0.282436 + --- column 94: 0.957417 + --- column 71: 0.219167 + --- column 47: 0.658767 + --- column 85: 0.444013 + --- column 57: 0.374979 + +-- node 48 was split into node 81 (left) and 82 (right) + +-- attempting to split node 49 (N = 295, try number 1) + + -- N obs (unweighted): 187 + -- columns sampled (showing up to 5) + + 45 44 105 37 63 + + + -- linear combo weights (showing up to 5) + + -5.4050 -1.1317 2.3084 1.0264 -15.4863 + + + + -- lower cutpoint: -15.6287 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.0464 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.4608 (9.29478), N = 282 moving right + --- -10.51 (20.1906), N = 262 moving right + --- -5.12166 (10.0318), N = 162 moving right + --- -3.77371 (8.70136), N = 121 moving right + --- -0.874624 (18.9201), N = 61 moving right + + -- best stat: 20.1906, min to split: 0 + + -- p-values: + --- column 45: 0.015057* + --- column 44: 0.47389 + --- column 105: 0.550712 + --- column 37: 0.397226 + --- column 63: 0.069003 + --- column 0: 0.00148118** [+1 to VI numerator] + --- column 42: 0.384061 + --- column 102: 0.816844 + --- column 8: 0.115999 + --- column 108: 0.662654 + --- column 110: 0.0918823 + --- column 23: 0.373616 + +-- node 49 was split into node 83 (left) and 84 (right) + +-- attempting to split node 50 (N = 606, try number 1) + + -- N obs (unweighted): 380 + -- columns sampled (showing up to 5) + + 86 84 37 118 110 + + + -- linear combo weights (showing up to 5) + + -10.7273 -8.5530 -0.2986 0.1667 -1.6091 + + + + -- lower cutpoint: -3.00369 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.05528 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.390852 (3.52885), N = 525 moving right + --- 1.13706 (2.73096), N = 473 moving right + --- 1.79941 (4.86966), N = 426 moving right + --- 2.68251 (7.29117), N = 323 moving right + --- 4.60908 (1.33114), N = 102 moving right + + -- best stat: 7.29117, min to split: 0 + + -- p-values: + --- column 86: 0.146499 + --- column 84: 0.0257018* + --- column 37: 0.671449 + --- column 118: 0.858477 + --- column 110: 0.366583 + --- column 77: 0.592418 + --- column 114: 0.967418 + --- column 87: 0.0206046* + --- column 30: 0.94053 + --- column 27: 0.593717 + --- column 88: 0.763667 + --- column 67: 0.915705 + +-- node 50 was split into node 85 (left) and 86 (right) + +-- sprouting node 51 into a leaf (N = 11) + +-- sprouting node 52 into a leaf (N = 16) + +-- sprouting node 53 into a leaf (N = 14) + +-- sprouting node 54 into a leaf (N = 11) + +-- sprouting node 55 into a leaf (N = 11) + +-- attempting to split node 56 (N = 27, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 25 86 112 57 36 + + + -- linear combo weights (showing up to 5) + + -0.2919 8.4574 -0.4915 0.0700 -2.1924 + + + + -- lower cutpoint: -7.24671 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.82544 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.24671 (0.449415), N = 17 moving right + --- -7.0713 (0.438957), N = 15 moving right + --- -6.87408 (0.441399), N = 14 moving right + --- -6.83715 (0.448725), N = 13 moving right + --- -6.82544 (0.504317), N = 10 moving right + + -- best stat: 0.504317, min to split: 0 + + -- p-values: + --- column 25: 0.242316 + --- column 86: 0.0594608 + --- column 112: 0.111387 + --- column 57: 0.915925 + --- column 36: 0.192304 + +-- node 56 was split into node 87 (left) and 88 (right) + +-- attempting to split node 57 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 106 99 123 3 20 + + + -- linear combo weights (showing up to 5) + + 0.1313 -0.1948 -0.0771 0.4426 0.0331 + + + + -- lower cutpoint: -0.0232021 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0596054 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0303285 (0.00634371), N = 22 moving right + --- 0.0316267 (0.00558957), N = 21 moving right + --- 0.0396495 (0.00389273), N = 18 moving right + --- 0.0510235 (0.00188739), N = 12 moving right + --- 0.0596054 (0.00144175), N = 10 moving right + + -- best stat: 0.00634371, min to split: 0 + + -- p-values: + --- column 106: 0.783772 + --- column 99: 0.524929 + --- column 123: 0.693389 + --- column 3: 0.522995 + --- column 20: 0.752184 + --- column 105: 0.703103 + +-- node 57 was split into node 89 (left) and 90 (right) + +-- sprouting node 58 into a leaf (N = 119) + +-- sprouting node 59 into a leaf (N = 21) + +-- sprouting node 60 into a leaf (N = 18) + +-- attempting to split node 61 (N = 45, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 96 101 62 50 38 + + + -- linear combo weights (showing up to 5) + + 0.5851 1.2781 1.3266 0.5887 -3.2984 + + + + -- lower cutpoint: -1.6808 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.39103 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.6808 (3.00755), N = 35 moving right + --- -1.52202 (2.45299), N = 34 moving right + --- 0.207632 (4.03018), N = 31 moving right + --- 0.245278 (3.49654), N = 30 moving right + --- 2.27838 (8.68715), N = 16 moving right + + -- best stat: 8.68715, min to split: 0 + + -- p-values: + --- column 96: 0.73094 + --- column 101: 0.102614 + --- column 62: 0.327301 + --- column 50: 0.580151 + --- column 38: 0.0865193 + --- column 84: 0.224815 + --- column 35: 0.000198697*** [+1 to VI numerator] + --- column 32: 0.0082278** [+1 to VI numerator] + --- column 90: 0.769719 + +-- node 61 was split into node 91 (left) and 92 (right) + +-- sprouting node 62 into a leaf (N = 13) + +-- sprouting node 63 into a leaf (N = 10) + +-- sprouting node 64 into a leaf (N = 11) + +-- sprouting node 65 into a leaf (N = 11) + +-- sprouting node 66 into a leaf (N = 12) + +-- sprouting node 67 into a leaf (N = 13) + +-- sprouting node 68 into a leaf (N = 10) + +-- sprouting node 69 into a leaf (N = 15) + +-- attempting to split node 70 (N = 39, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 88 76 51 18 10 + + + -- linear combo weights (showing up to 5) + + -8.1415 1.2836 -2.4521 -3.3893 -1.4361 + + + + -- lower cutpoint: -6.3066 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.17708 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.3066 (6.95891), N = 29 moving right + --- -5.90887 (7.05169), N = 24 moving right + --- -5.07694 (12.0398), N = 21 moving right + --- -3.49337 (12.9515), N = 20 moving right + --- -1.17708 (23.6706), N = 11 moving right + + -- best stat: 23.6706, min to split: 0 + + -- p-values: + --- column 88: 0.00127567** [+1 to VI numerator] + --- column 76: 0.509425 + --- column 51: 0.0663429 + --- column 18: 0.303691 + --- column 10: 0.275639 + --- column 13: 0.435282 + --- column 59: 0.108501 + --- column 20: 0.0487184* + --- column 38: 0.399153 + +-- node 70 was split into node 93 (left) and 94 (right) + +-- attempting to split node 71 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 5 99 106 66 + + + -- linear combo weights (showing up to 5) + + 6.8335 41.6631 -9.0631 -7.3630 + + + + -- lower cutpoint: -1.90624 + - n_obs, left node: 12 + + + -- upper cutpoint: -3.33412 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 71 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 53 24 116 49 + + + -- linear combo weights (showing up to 5) + + 8.8933 -3.3328 -4.1792 12.6560 + + + + -- lower cutpoint: -3.0366 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.0366 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.0366 (31.36), N = 10 moving right + + -- best stat: 31.36, min to split: 0 + + -- p-values: + --- column 53: 0.0108516* + --- column 24: 0.304731 + --- column 116: 0.639869 + --- column 49: 0.0114024* + +-- node 71 was split into node 95 (left) and 96 (right) + +-- attempting to split node 72 (N = 55, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 66 26 79 120 45 + + + -- linear combo weights (showing up to 5) + + -0.2948 1.2494 1.1141 -6.3971 -1.6614 + + + + -- lower cutpoint: -6.84603 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.91404 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.30386 (5.2777), N = 40 moving right + --- -4.64437 (7.51103), N = 37 moving right + --- -4.11401 (9.72173), N = 36 moving right + --- -1.02451 (14.4681), N = 20 moving right + --- 0.342037 (20.1499), N = 14 moving right + + -- best stat: 20.1499, min to split: 0 + + -- p-values: + --- column 66: 0.95836 + --- column 26: 0.413066 + --- column 79: 0.475517 + --- column 120: 0.0164784* + --- column 45: 0.690676 + --- column 3: 0.0114287* + --- column 18: 0.112659 + --- column 108: 0.135902 + --- column 111: 0.00782436** [+1 to VI numerator] + --- column 101: 0.0809606 + +-- node 72 was split into node 97 (left) and 98 (right) + +-- attempting to split node 73 (N = 33, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 123 62 11 97 72 + + + -- linear combo weights (showing up to 5) + + -12.5998 6.6010 -0.8926 5.6346 0.3342 + + + + -- lower cutpoint: -20.4798 + - n_obs, left node: 11 + + + -- upper cutpoint: -15.9132 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -20.4798 (0.202479), N = 22 moving right + --- -17.3483 (6.48882), N = 14 moving right + --- -16.3599 (7.91484), N = 13 moving right + --- -16.2526 (16.4008), N = 11 moving right + --- -15.9132 (19.4116), N = 10 moving right + + -- best stat: 19.4116, min to split: 0 + + -- p-values: + --- column 123: 0.238845 + --- column 62: 0.48587 + --- column 11: 0.910907 + --- column 97: 0.171641 + --- column 72: 0.893286 + --- column 81: 0.391104 + --- column 118: 0.391245 + +-- node 73 was split into node 99 (left) and 100 (right) + +-- sprouting node 74 into a leaf (N = 10) + +-- attempting to split node 75 (N = 31, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 69 33 108 53 96 + + + -- linear combo weights (showing up to 5) + + 1.1727 3.2681 1.8138 -0.8135 0.3537 + + + + -- lower cutpoint: -2.89456 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.08067 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.89456 (1.19946), N = 21 moving right + --- -2.74212 (1.52475), N = 19 moving right + --- -2.69463 (1.92768), N = 17 moving right + --- -2.30492 (3.5263), N = 12 moving right + --- -2.08067 (4.61436), N = 10 moving right + + -- best stat: 4.61436, min to split: 0 + + -- p-values: + --- column 69: 0.176607 + --- column 33: 0.0022189** [+1 to VI numerator] + --- column 108: 0.166533 + --- column 53: 0.328828 + --- column 96: 0.538505 + --- column 66: 0.0156766* + +-- node 75 was split into node 101 (left) and 102 (right) + +-- attempting to split node 76 (N = 23, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 75 42 68 119 117 + + + -- linear combo weights (showing up to 5) + + 4.8211 4.9586 6.1271 0.9856 11.6408 + + + + -- lower cutpoint: -13.1408 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.7948 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.1408 (17.1815), N = 13 moving right + --- -12.4903 (19.7718), N = 12 moving right + --- -12.0167 (25.4085), N = 11 moving right + --- -10.7948 (32.2397), N = 10 moving right + + -- best stat: 32.2397, min to split: 0 + + -- p-values: + --- column 75: 0.154008 + --- column 42: 0.19254 + --- column 68: 0.0855014 + --- column 119: 0.603968 + --- column 117: 0.0453058* + +-- node 76 was split into node 103 (left) and 104 (right) + +-- attempting to split node 77 (N = 23, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 45 124 54 91 110 + + + -- linear combo weights (showing up to 5) + + 2.2205 -0.0704 9.5586 -2.3593 -43.8392 + + + + -- lower cutpoint: 6.53565 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.75762 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 6.53565 (71.7924), N = 12 moving right + --- 6.75762 (66.4449), N = 11 moving right + + -- best stat: 71.7924, min to split: 0 + + -- p-values: + --- column 45: 0.885992 + --- column 124: 0.987101 + --- column 54: 0.790648 + --- column 91: 0.683388 + --- column 110: 0.417795 + +-- node 77 was split into node 105 (left) and 106 (right) + +-- attempting to split node 78 (N = 70, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 21 86 15 102 48 + + + -- linear combo weights (showing up to 5) + + -1.4835 9.2204 -6.8004 1.4446 -7.2609 + + + + -- lower cutpoint: -10.7436 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.40156 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.245 (19.5012), N = 59 moving right + --- -5.99322 (33.3913), N = 46 moving right + --- -3.47374 (29.1838), N = 36 moving right + --- -1.28636 (25.7812), N = 22 moving right + --- 3.40156 (20.9067), N = 10 moving right + + -- best stat: 33.3913, min to split: 0 + + -- p-values: + --- column 21: 0.500035 + --- column 86: 0.0782692 + --- column 15: 0.388053 + --- column 102: 0.634697 + --- column 48: 0.260299 + --- column 32: 0.652991 + --- column 7: 0.0133813* + --- column 74: 0.78112 + --- column 23: 0.734691 + --- column 56: 0.401499 + --- column 114: 0.293509 + --- column 109: 0.248744 + +-- node 78 was split into node 107 (left) and 108 (right) + +-- attempting to split node 79 (N = 62, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 3 69 113 18 42 + + + -- linear combo weights (showing up to 5) + + -6.7166 -6.7184 6.3095 -11.5371 4.8275 + + + + -- lower cutpoint: -15.0029 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.805655 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -15.0029 (41.903), N = 52 moving right + --- -12.4281 (55.0047), N = 48 moving right + --- -11.6957 (69.7538), N = 46 moving right + --- -11.0275 (72.6461), N = 45 moving right + --- -0.396957 (27.9626), N = 17 moving right + + -- best stat: 72.6461, min to split: 0 + + -- p-values: + --- column 3: 0.36017 + --- column 69: 0.265351 + --- column 113: 0.449115 + --- column 18: 0.0258133* + --- column 42: 0.215583 + --- column 80: 0.00707711** [+1 to VI numerator] + --- column 77: 0.31581 + --- column 62: 0.148959 + --- column 55: 0.172 + --- column 116: 0.324 + --- column 123: 0.889356 + --- column 82: 0.275105 + +-- node 79 was split into node 109 (left) and 110 (right) + +-- attempting to split node 80 (N = 150, try number 1) + + -- N obs (unweighted): 109 + -- columns sampled (showing up to 5) + + 29 86 5 33 79 + + + -- linear combo weights (showing up to 5) + + -0.6115 2.9980 1.1682 2.8250 2.9793 + + + + -- lower cutpoint: -8.11336 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.69004 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.59153 (9.17062), N = 106 moving right + --- -3.22138 (21.3059), N = 98 moving right + --- -2.65986 (24.145), N = 86 moving right + --- 0.162921 (25.3209), N = 55 moving right + --- 2.65655 (1.94994), N = 21 moving right + + -- best stat: 25.3209, min to split: 0 + + -- p-values: + --- column 29: 0.603034 + --- column 86: 0.321582 + --- column 5: 0.594645 + --- column 33: 0.242303 + --- column 79: 0.090414 + --- column 55: 0.351499 + --- column 110: 0.0267652* + --- column 4: 0.799022 + --- column 65: 0.0947886 + --- column 76: 0.848522 + --- column 1: 0.691322 + --- column 54: 0.0219184* + +-- node 80 was split into node 111 (left) and 112 (right) + +-- sprouting node 81 into a leaf (N = 10) + +-- attempting to split node 82 (N = 37, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 74 54 24 10 2 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 82 (N = 37, try number 2) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 37 28 90 15 36 + + + -- linear combo weights (showing up to 5) + + -1.4918 -0.7732 -2.4441 -8.4715 6.7755 + + + + -- lower cutpoint: -3.4705 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.32953 + - n_obs, right node: 14 + + -- cutpoint (score) + --- -3.05791 (21.1751), N = 25 moving right + --- -3.01229 (17.6963), N = 23 moving right + --- -1.01342 (13.1469), N = 19 moving right + --- -0.11067 (18.2806), N = 17 moving right + --- 0.304812 (16.6206), N = 16 moving right + + -- best stat: 21.1751, min to split: 0 + + -- p-values: + --- column 37: 0.494426 + --- column 28: 0.731784 + --- column 90: 0.519419 + --- column 15: 0.0869416 + --- column 36: 0.162345 + --- column 4: 0.155652 + --- column 2: 0.515144 + --- column 16: 0.46503 + +-- node 82 was split into node 113 (left) and 114 (right) + +-- attempting to split node 83 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 119 43 100 42 15 + + + -- linear combo weights (showing up to 5) + + 5.4662 -5.5932 9.5361 -1.6750 -6.9153 + + + + -- lower cutpoint: -5.48681 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.60127 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.48681 (28.5261), N = 23 moving right + --- -2.49467 (37.037), N = 18 moving right + --- -1.11753 (39.2346), N = 13 moving right + --- 0.475146 (43.75), N = 12 moving right + --- 1.37909 (48.1983), N = 11 moving right + + -- best stat: 48.1983, min to split: 0 + + -- p-values: + --- column 119: 0.739752 + --- column 43: 0.170164 + --- column 100: 0.750753 + --- column 42: 0.63159 + --- column 15: 0.264034 + --- column 105: 0.692533 + --- column 98: 0.0938602 + +-- node 83 was split into node 115 (left) and 116 (right) + +-- attempting to split node 84 (N = 262, try number 1) + + -- N obs (unweighted): 165 + -- columns sampled (showing up to 5) + + 104 53 124 96 60 + + + -- linear combo weights (showing up to 5) + + -0.5487 -0.7770 5.9192 2.8112 -0.4164 + + + + -- lower cutpoint: -9.48248 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.11092 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.47532 (7.66421), N = 210 moving right + --- -3.89867 (20.1456), N = 168 moving right + --- -1.42432 (29.8381), N = 119 moving right + --- 1.68042 (4.05536), N = 34 moving right + --- 2.93226 (1.00909), N = 20 moving right + + -- best stat: 29.8381, min to split: 0 + + -- p-values: + --- column 104: 0.92305 + --- column 53: 0.600271 + --- column 124: 0.368725 + --- column 96: 0.187574 + --- column 60: 0.950888 + --- column 50: 0.115096 + --- column 8: 0.120169 + --- column 14: 0.944924 + --- column 43: 0.600201 + --- column 68: 0.0242037* + --- column 83: 0.419449 + --- column 64: 0.521703 + +-- node 84 was split into node 117 (left) and 118 (right) + +-- attempting to split node 85 (N = 283, try number 1) + + -- N obs (unweighted): 182 + -- columns sampled (showing up to 5) + + 59 44 53 124 114 + + + -- linear combo weights (showing up to 5) + + -2.3900 -0.5054 0.4831 -2.6317 3.5548 + + + + -- lower cutpoint: -4.1462 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.18189 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.02488 (11.2187), N = 262 moving right + --- 1.97567 (5.29252), N = 171 moving right + --- 5.63903 (2.13459), N = 69 moving right + --- 6.72376 (5.88106), N = 31 moving right + --- 7.37268 (1.20387), N = 20 moving right + + -- best stat: 11.2187, min to split: 0 + + -- p-values: + --- column 59: 0.511563 + --- column 44: 0.851984 + --- column 53: 0.913012 + --- column 124: 0.571347 + --- column 114: 0.210112 + --- column 37: 0.139441 + --- column 45: 0.731211 + --- column 50: 0.205548 + --- column 46: 0.84288 + --- column 24: 0.642555 + --- column 75: 0.545912 + --- column 125: 0.0892721 + +-- node 85 was split into node 119 (left) and 120 (right) + +-- attempting to split node 86 (N = 323, try number 1) + + -- N obs (unweighted): 198 + -- columns sampled (showing up to 5) + + 65 72 109 73 18 + + + -- linear combo weights (showing up to 5) + + 9.7769 2.3467 -0.2258 0.4017 1.4207 + + + + -- lower cutpoint: -5.92761 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.91918 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.17671 (1.76206), N = 294 moving right + --- 0.647402 (10.4442), N = 90 moving right + --- 1.54033 (11.3119), N = 73 moving right + --- 3.11558 (7.68691), N = 38 moving right + --- 5.30475 (2.84463), N = 14 moving right + + -- best stat: 11.3119, min to split: 0 + + -- p-values: + --- column 65: 0.340651 + --- column 72: 0.266411 + --- column 109: 0.93694 + --- column 73: 0.760093 + --- column 18: 0.488485 + --- column 113: 0.921755 + --- column 0: 0.0910228 + --- column 66: 0.307396 + --- column 8: 0.454834 + --- column 69: 0.0859565 + --- column 44: 0.0386329* + --- column 68: 0.565374 + +-- node 86 was split into node 121 (left) and 122 (right) + +-- sprouting node 87 into a leaf (N = 17) + +-- sprouting node 88 into a leaf (N = 10) + +-- sprouting node 89 into a leaf (N = 12) + +-- sprouting node 90 into a leaf (N = 22) + +-- attempting to split node 91 (N = 29, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 31 68 24 20 17 + + + -- linear combo weights (showing up to 5) + + 2.5524 -0.4721 -0.9065 -2.3750 -0.4209 + + + + -- lower cutpoint: -3.08125 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.61794 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.08125 (1.44189), N = 19 moving right + --- -2.96858 (1.6742), N = 18 moving right + --- -2.73064 (2.22592), N = 16 moving right + --- -2.64684 (3.37181), N = 13 moving right + --- -2.61794 (5.20523), N = 10 moving right + + -- best stat: 5.20523, min to split: 0 + + -- p-values: + --- column 31: 0.000352209*** [+1 to VI numerator] + --- column 68: 0.030706* + --- column 24: 0.016652* + --- column 20: 8.63138e-05*** [+1 to VI numerator] + --- column 17: 0.301095 + +-- node 91 was split into node 123 (left) and 124 (right) + +-- sprouting node 92 into a leaf (N = 16) + +-- attempting to split node 93 (N = 28, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 48 45 91 50 3 + + + -- linear combo weights (showing up to 5) + + 2.5663 0.5581 1.5084 0.1433 0.7681 + + + + -- lower cutpoint: -2.52389 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.59452 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.52389 (3.04943), N = 18 moving right + --- -2.18115 (2.56329), N = 15 moving right + --- -1.77385 (2.46939), N = 14 moving right + --- -1.59452 (0.878005), N = 10 moving right + + -- best stat: 3.04943, min to split: 0 + + -- p-values: + --- column 48: 0.272685 + --- column 45: 0.735885 + --- column 91: 0.180584 + --- column 50: 0.911325 + --- column 3: 0.684168 + --- column 88: 0.0206461* + +-- node 93 was split into node 125 (left) and 126 (right) + +-- sprouting node 94 into a leaf (N = 11) + +-- sprouting node 95 into a leaf (N = 10) + +-- sprouting node 96 into a leaf (N = 10) + +-- attempting to split node 97 (N = 41, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 43 120 20 12 67 + + + -- linear combo weights (showing up to 5) + + 0.2859 0.5004 -4.3308 1.4963 4.5487 + + + + -- lower cutpoint: 2.44204 + - n_obs, left node: 13 + + + -- upper cutpoint: 4.31229 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.44204 (2.90832), N = 28 moving right + --- 3.0849 (1.24886), N = 21 moving right + --- 3.15002 (1.01389), N = 18 moving right + --- 3.46638 (0.837537), N = 15 moving right + --- 4.31229 (0.668579), N = 11 moving right + + -- best stat: 2.90832, min to split: 0 + + -- p-values: + --- column 43: 0.824327 + --- column 120: 0.0287075* + --- column 20: 0.0122721* + --- column 12: 0.340699 + --- column 67: 0.0495296* + --- column 70: 0.134505 + --- column 58: 0.415306 + +-- node 97 was split into node 127 (left) and 128 (right) + +-- sprouting node 98 into a leaf (N = 14) + +-- attempting to split node 99 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 72 76 87 74 + + + -- linear combo weights (showing up to 5) + + 2.8203 -3.7969 4.6694 -1.6628 + + + + -- lower cutpoint: -3.1608 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.0024 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.1608 (7.30074), N = 12 moving right + --- -2.0024 (8.31083), N = 10 moving right + + -- best stat: 8.31083, min to split: 0 + + -- p-values: + --- column 72: 0.00511008** [+1 to VI numerator] + --- column 76: 0.0937164 + --- column 87: 0.00862784** [+1 to VI numerator] + --- column 74: 0.358225 + +-- node 99 was split into node 129 (left) and 130 (right) + +-- sprouting node 100 into a leaf (N = 10) + +-- attempting to split node 101 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 55 35 64 81 + + + -- linear combo weights (showing up to 5) + + 0.0865 0.0531 -0.2664 0.1761 + + + + -- lower cutpoint: -0.0850079 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.0850079 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0850079 (0.00824572), N = 10 moving right + + -- best stat: 0.00824572, min to split: 0 + + -- p-values: + --- column 55: 0.816095 + --- column 35: 0.845585 + --- column 64: 0.681545 + --- column 81: 0.671727 + +-- node 101 was split into node 131 (left) and 132 (right) + +-- sprouting node 102 into a leaf (N = 10) + +-- sprouting node 103 into a leaf (N = 13) + +-- sprouting node 104 into a leaf (N = 10) + +-- sprouting node 105 into a leaf (N = 11) + +-- sprouting node 106 into a leaf (N = 12) + +-- attempting to split node 107 (N = 24, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 37 23 30 33 92 + + + -- linear combo weights (showing up to 5) + + 1.7742 4.5042 -32.6110 8.4128 79.3461 + + + + -- lower cutpoint: -11.5425 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.2384 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.5425 (12.6), N = 14 moving right + --- -11.3229 (17.1346), N = 13 moving right + --- -10.9724 (12.6311), N = 11 moving right + --- -10.2384 (17.8571), N = 10 moving right + + -- best stat: 17.8571, min to split: 0 + + -- p-values: + --- column 37: 0.755625 + --- column 23: 0.52786 + --- column 30: 0.297679 + --- column 33: 0.345625 + --- column 92: 0.092629 + --- column 53: 0.885356 + +-- node 107 was split into node 133 (left) and 134 (right) + +-- attempting to split node 108 (N = 46, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 67 33 90 45 24 + + + -- linear combo weights (showing up to 5) + + 15.5916 -2.7516 -0.9095 -13.3410 -3.9187 + + + + -- lower cutpoint: -4.64849 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.0849 + - n_obs, right node: 15 + + -- cutpoint (score) + --- -2.3004 (21.8244), N = 33 moving right + --- 0.37133 (22.2538), N = 23 moving right + --- 0.742416 (26.4535), N = 21 moving right + --- 1.99246 (23.9491), N = 16 moving right + --- 2.0849 (22.7669), N = 15 moving right + + -- best stat: 26.4535, min to split: 0 + + -- p-values: + --- column 67: 0.133585 + --- column 33: 0.52156 + --- column 90: 0.768763 + --- column 45: 0.203949 + --- column 24: 0.123522 + --- column 122: 0.0621043 + --- column 85: 0.688476 + +-- node 108 was split into node 135 (left) and 136 (right) + +-- sprouting node 109 into a leaf (N = 17) + +-- attempting to split node 110 (N = 45, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 69 54 51 117 84 + + + -- linear combo weights (showing up to 5) + + -8.4967 70.9433 0.5655 -12.1978 -11.7460 + + + + -- lower cutpoint: -14.3937 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.94048 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.5187 (21.7471), N = 33 moving right + --- -10.0585 (14.1337), N = 24 moving right + --- -8.65501 (10.7637), N = 23 moving right + --- -8.45651 (9.8896), N = 21 moving right + --- -4.97782 (23.9282), N = 11 moving right + + -- best stat: 23.9282, min to split: 0 + + -- p-values: + --- column 69: 0.355376 + --- column 54: 0.0207179* + --- column 51: 0.85672 + --- column 117: 0.257803 + --- column 84: 0.0480282* + --- column 10: 0.864956 + --- column 55: 0.769721 + --- column 14: 0.387597 + +-- node 110 was split into node 137 (left) and 138 (right) + +-- attempting to split node 111 (N = 95, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 65 4 2 37 82 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 111 (N = 95, try number 2) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 90 99 17 29 34 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 111 (N = 95, try number 3) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 25 54 73 94 104 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 111 into a leaf (N = 95) + +-- attempting to split node 112 (N = 55, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 88 23 111 73 18 + + + -- linear combo weights (showing up to 5) + + -2.0938 4.3920 49.7638 0.6163 1.0125 + + + + -- lower cutpoint: 1.6742 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.54048 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.67011 (14.0885), N = 38 moving right + --- 3.22844 (11.5222), N = 37 moving right + --- 4.33859 (14.5828), N = 32 moving right + --- 4.79961 (14.9748), N = 28 moving right + --- 5.70525 (27.6179), N = 22 moving right + + -- best stat: 27.6179, min to split: 0 + + -- p-values: + --- column 88: 0.646644 + --- column 23: 0.461423 + --- column 111: 0.0785005 + --- column 73: 0.834941 + --- column 18: 0.828861 + --- column 11: 0.307605 + --- column 77: 0.0333987* + --- column 27: 0.859025 + --- column 95: 0.365188 + --- column 30: 0.138198 + --- column 8: 0.734125 + --- column 70: 0.4107 + +-- node 112 was split into node 139 (left) and 140 (right) + +-- sprouting node 113 into a leaf (N = 12) + +-- attempting to split node 114 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 13 97 17 125 46 + + + -- linear combo weights (showing up to 5) + + 14.9554 -5.3228 1.3067 2.6066 -0.5382 + + + + -- lower cutpoint: -8.73015 + - n_obs, left node: 14 + + + -- upper cutpoint: -8.73015 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.73015 (15.0359), N = 11 moving right + + -- best stat: 15.0359, min to split: 0 + + -- p-values: + --- column 13: 0.601475 + --- column 97: 0.032524* + --- column 17: 0.298028 + --- column 125: 0.74842 + --- column 46: 0.917234 + +-- node 114 was split into node 141 (left) and 142 (right) + +-- attempting to split node 115 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 49 112 6 93 + + + -- linear combo weights (showing up to 5) + + -6.5971 -0.2563 1.9984 -3.6613 + + + + -- lower cutpoint: 2.75115 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.10531 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.75115 (16.8069), N = 12 moving right + --- 4.49323 (20.6612), N = 11 moving right + --- 5.10531 (20.0826), N = 10 moving right + + -- best stat: 20.6612, min to split: 0 + + -- p-values: + --- column 49: 0.305041 + --- column 112: 0.964033 + --- column 6: 0.695893 + --- column 93: 0.583531 + +-- node 115 was split into node 143 (left) and 144 (right) + +-- sprouting node 116 into a leaf (N = 11) + +-- attempting to split node 117 (N = 143, try number 1) + + -- N obs (unweighted): 90 + -- columns sampled (showing up to 5) + + 59 63 55 93 25 + + + -- linear combo weights (showing up to 5) + + 20.4088 -3.3196 -2.4340 -15.7920 0.7787 + + + + -- lower cutpoint: -29.4741 + - n_obs, left node: 10 + + + -- upper cutpoint: -9.21081 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -24.6444 (38.4849), N = 111 moving right + --- -23.3382 (46.1475), N = 104 moving right + --- -23.0776 (35.8464), N = 102 moving right + --- -20.3271 (31.2745), N = 86 moving right + --- -17.926 (40.7785), N = 56 moving right + + -- best stat: 46.1475, min to split: 0 + + -- p-values: + --- column 59: 0.332998 + --- column 63: 0.773799 + --- column 55: 0.326713 + --- column 93: 0.108677 + --- column 25: 0.87012 + --- column 123: 0.25525 + --- column 124: 0.0518142 + --- column 6: 0.00255429** [+1 to VI numerator] + --- column 34: 0.806635 + --- column 46: 0.00165434** [+1 to VI numerator] + --- column 60: 0.369451 + --- column 15: 0.00560035** [+1 to VI numerator] + +-- node 117 was split into node 145 (left) and 146 (right) + +-- attempting to split node 118 (N = 119, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 51 69 10 38 17 + + + -- linear combo weights (showing up to 5) + + 0.8449 2.0032 2.5977 1.7253 0.6687 + + + + -- lower cutpoint: -4.08792 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.66923 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.0186 (7.46821), N = 107 moving right + --- -0.517016 (13.7607), N = 83 moving right + --- 1.88387 (17.6868), N = 65 moving right + --- 5.63789 (23.8831), N = 25 moving right + --- 6.03673 (13.1245), N = 17 moving right + + -- best stat: 23.8831, min to split: 0 + + -- p-values: + --- column 51: 0.726408 + --- column 69: 0.629714 + --- column 10: 0.310497 + --- column 38: 0.511878 + --- column 17: 0.721842 + --- column 90: 0.995299 + --- column 78: 0.362029 + --- column 25: 0.715353 + --- column 46: 0.747353 + --- column 94: 0.538668 + --- column 65: 0.206828 + --- column 5: 0.245055 + +-- node 118 was split into node 147 (left) and 148 (right) + +-- attempting to split node 119 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 97 77 64 65 + + + -- linear combo weights (showing up to 5) + + -4.8314 -5.5322 4.3924 24.9230 + + + + -- lower cutpoint: -15.0065 + - n_obs, left node: 11 + + + -- upper cutpoint: -15.0065 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -15.0065 (131.117), N = 10 moving right + + -- best stat: 131.117, min to split: 0 + + -- p-values: + --- column 97: 0.2474 + --- column 77: 0.408025 + --- column 64: 0.755267 + --- column 65: 0.0750729 + +-- node 119 was split into node 149 (left) and 150 (right) + +-- attempting to split node 120 (N = 262, try number 1) + + -- N obs (unweighted): 168 + -- columns sampled (showing up to 5) + + 18 123 84 53 59 + + + -- linear combo weights (showing up to 5) + + 6.0408 2.2885 -4.9221 1.5957 -0.9870 + + + + -- lower cutpoint: -4.81358 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0334 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.38455 (0.0354348), N = 247 moving right + --- -2.30477 (3.71177), N = 205 moving right + --- -1.57055 (6.42658), N = 189 moving right + --- 5.90092 (26.8627), N = 49 moving right + --- 6.59866 (25.9693), N = 38 moving right + + -- best stat: 26.8627, min to split: 0 + + -- p-values: + --- column 18: 0.00591067** [+1 to VI numerator] + --- column 123: 0.167142 + --- column 84: 0.101113 + --- column 53: 0.533442 + --- column 59: 0.873364 + --- column 71: 0.543044 + --- column 64: 0.684058 + --- column 0: 0.0012664** [+1 to VI numerator] + --- column 56: 0.780709 + --- column 55: 0.757262 + --- column 119: 0.203446 + --- column 77: 0.868925 + +-- node 120 was split into node 151 (left) and 152 (right) + +-- attempting to split node 121 (N = 250, try number 1) + + -- N obs (unweighted): 155 + -- columns sampled (showing up to 5) + + 116 106 4 119 109 + + + -- linear combo weights (showing up to 5) + + 3.0542 -1.5124 0.7644 -4.0207 -5.0976 + + + + -- lower cutpoint: -10.5165 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.64169 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.87068 (7.55522), N = 194 moving right + --- -2.31325 (15.6156), N = 155 moving right + --- -1.17848 (12.4259), N = 124 moving right + --- 2.06719 (7.79866), N = 53 moving right + --- 2.08151 (7.72202), N = 52 moving right + + -- best stat: 15.6156, min to split: 0 + + -- p-values: + --- column 116: 0.36869 + --- column 106: 0.55548 + --- column 4: 0.727326 + --- column 119: 0.400443 + --- column 109: 0.237725 + --- column 18: 0.0162729* + --- column 75: 0.0419785* + --- column 93: 0.248445 + --- column 6: 0.0678674 + --- column 95: 0.00499438** [+1 to VI numerator] + --- column 52: 0.202038 + --- column 12: 0.435512 + +-- node 121 was split into node 153 (left) and 154 (right) + +-- attempting to split node 122 (N = 73, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 9 111 31 76 30 + + + -- linear combo weights (showing up to 5) + + -0.8755 -48.9883 3.1176 -4.3816 2.8283 + + + + -- lower cutpoint: 6.38812 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.8263 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 9.05781 (20.4473), N = 51 moving right + --- 9.09144 (22.0176), N = 50 moving right + --- 9.84268 (19.0339), N = 46 moving right + --- 12.8178 (17.7394), N = 30 moving right + --- 13.0556 (17.6171), N = 29 moving right + + -- best stat: 22.0176, min to split: 0 + + -- p-values: + --- column 9: 0.714186 + --- column 111: 0.195263 + --- column 31: 0.253023 + --- column 76: 0.0824235 + --- column 30: 0.769348 + --- column 47: 0.0509414 + --- column 100: 0.149962 + --- column 78: 0.51184 + --- column 36: 0.396716 + --- column 37: 0.496067 + --- column 112: 0.73551 + --- column 43: 0.316299 + +-- node 122 was split into node 155 (left) and 156 (right) + +-- sprouting node 123 into a leaf (N = 19) + +-- sprouting node 124 into a leaf (N = 10) + +-- sprouting node 125 into a leaf (N = 10) + +-- sprouting node 126 into a leaf (N = 18) + +-- sprouting node 127 into a leaf (N = 13) + +-- attempting to split node 128 (N = 28, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 93 30 85 113 + + + -- linear combo weights (showing up to 5) + + -1.1303 2.6770 -0.0627 -0.4321 + + + + -- lower cutpoint: -0.84608 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.653985 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.84608 (0.172449), N = 18 moving right + --- -0.725422 (0.205782), N = 16 moving right + --- -0.685418 (0.277577), N = 13 moving right + --- -0.68256 (0.309949), N = 12 moving right + --- -0.653985 (0.394671), N = 10 moving right + + -- best stat: 0.394671, min to split: 0 + + -- p-values: + --- column 93: 0.0091039** [+1 to VI numerator] + --- column 30: 0.0495697* + --- column 85: 0.868379 + --- column 113: 0.221315 + +-- node 128 was split into node 157 (left) and 158 (right) + +-- sprouting node 129 into a leaf (N = 13) + +-- sprouting node 130 into a leaf (N = 10) + +-- sprouting node 131 into a leaf (N = 11) + +-- sprouting node 132 into a leaf (N = 10) + +-- sprouting node 133 into a leaf (N = 14) + +-- sprouting node 134 into a leaf (N = 10) + +-- attempting to split node 135 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 13 101 35 18 + + + -- linear combo weights (showing up to 5) + + -32.1934 17.5011 0.0076 3.4462 + + + + -- lower cutpoint: 7.47067 + - n_obs, left node: 12 + + + -- upper cutpoint: 9.01438 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.47067 (8.54943), N = 13 moving right + --- 8.05102 (8.06943), N = 12 moving right + --- 9.01438 (7.43707), N = 10 moving right + + -- best stat: 8.54943, min to split: 0 + + -- p-values: + --- column 13: 0.079793 + --- column 101: 0.0362082* + --- column 35: 0.998342 + --- column 18: 0.209461 + +-- node 135 was split into node 159 (left) and 160 (right) + +-- attempting to split node 136 (N = 21, try number 1) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 81 54 4 + + + -- linear combo weights (showing up to 5) + + -2.7788 11.6803 -3.6218 + + + + -- lower cutpoint: -4.32113 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.32113 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.32113 (8.81707), N = 10 moving right + + -- best stat: 8.81707, min to split: 0 + + -- p-values: + --- column 81: 0.776717 + --- column 54: 0.679379 + --- column 4: 0.16895 + +-- node 136 was split into node 161 (left) and 162 (right) + +-- attempting to split node 137 (N = 34, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 68 1 92 84 20 + + + -- linear combo weights (showing up to 5) + + 7.7869 2.6085 21.5693 -1.8552 4.1123 + + + + -- lower cutpoint: -8.81735 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.31142 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -8.81735 (33.8825), N = 24 moving right + --- -8.23191 (16.3511), N = 19 moving right + --- -5.9217 (12.1047), N = 15 moving right + --- -5.54478 (17.6769), N = 14 moving right + --- -5.31142 (15.9418), N = 13 moving right + + -- best stat: 33.8825, min to split: 0 + + -- p-values: + --- column 68: 0.0279495* + --- column 1: 0.12496 + --- column 92: 0.556192 + --- column 84: 0.70322 + --- column 20: 0.427232 + +-- node 137 was split into node 163 (left) and 164 (right) + +-- sprouting node 138 into a leaf (N = 11) + +-- attempting to split node 139 (N = 33, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 79 114 50 0 19 + + + -- linear combo weights (showing up to 5) + + -1.6192 8.8459 2.0194 20.2042 2.9252 + + + + -- lower cutpoint: 35.5257 + - n_obs, left node: 10 + + + -- upper cutpoint: 39.6423 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 35.5257 (30.0178), N = 23 moving right + --- 35.87 (19.9528), N = 21 moving right + --- 36.159 (23.3007), N = 19 moving right + --- 36.4355 (14.4045), N = 15 moving right + --- 38.2769 (12.0496), N = 11 moving right + + -- best stat: 30.0178, min to split: 0 + + -- p-values: + --- column 79: 0.802399 + --- column 114: 0.524932 + --- column 50: 0.554551 + --- column 0: 0.178181 + --- column 19: 0.583951 + --- column 119: 0.158113 + --- column 3: 0.643123 + --- column 125: 0.934028 + --- column 69: 0.395211 + +-- node 139 was split into node 165 (left) and 166 (right) + +-- attempting to split node 140 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 56 114 42 122 58 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 140 (N = 22, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 38 34 118 93 37 + + + -- linear combo weights (showing up to 5) + + -3.8606 -0.8917 7.2205 0.5278 -5.6820 + + + + -- lower cutpoint: -3.19944 + - n_obs, left node: 12 + + + -- upper cutpoint: -3.19944 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.19944 (18.1246), N = 10 moving right + + -- best stat: 18.1246, min to split: 0 + + -- p-values: + --- column 38: 0.315316 + --- column 34: 0.803753 + --- column 118: 0.666821 + --- column 93: 0.958566 + --- column 37: 0.221893 + +-- node 140 was split into node 167 (left) and 168 (right) + +-- sprouting node 141 into a leaf (N = 14) + +-- sprouting node 142 into a leaf (N = 11) + +-- sprouting node 143 into a leaf (N = 11) + +-- sprouting node 144 into a leaf (N = 11) + +-- attempting to split node 145 (N = 39, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 18 88 82 97 9 + + + -- linear combo weights (showing up to 5) + + 4.8103e+00 1.4635e+01 -1.0562e+02 6.3257e+00 3.8672e+00 + + + + -- lower cutpoint: 25.65 + - n_obs, left node: 10 + + + -- upper cutpoint: 41.2796 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 25.65 (41.5687), N = 29 moving right + --- 26.1314 (49.4885), N = 26 moving right + --- 31.5988 (101.704), N = 19 moving right + --- 35.3294 (107.046), N = 15 moving right + --- 41.2796 (73.0514), N = 12 moving right + + -- best stat: 107.046, min to split: 0 + + -- p-values: + --- column 18: 0.519016 + --- column 88: 0.418545 + --- column 82: 0.000698515*** [+1 to VI numerator] + --- column 97: 0.168452 + --- column 9: 0.332285 + --- column 32: 0.103578 + --- column 94: 0.032503* + --- column 21: 0.475024 + +-- node 145 was split into node 169 (left) and 170 (right) + +-- attempting to split node 146 (N = 104, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 115 59 55 83 60 + + + -- linear combo weights (showing up to 5) + + 6.9669 5.6451 -4.0084 -0.6147 4.1049 + + + + -- lower cutpoint: -16.9545 + - n_obs, left node: 12 + + + -- upper cutpoint: -4.2903 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -15.6226 (12.2836), N = 84 moving right + --- -8.39439 (15.7221), N = 35 moving right + --- -7.48476 (34.6292), N = 27 moving right + --- -7.01856 (38.7079), N = 24 moving right + --- -6.25759 (30.7599), N = 18 moving right + + -- best stat: 38.7079, min to split: 0 + + -- p-values: + --- column 115: 0.246685 + --- column 59: 0.844764 + --- column 55: 0.147101 + --- column 83: 0.957375 + --- column 60: 0.873412 + --- column 109: 0.150683 + --- column 17: 0.929459 + --- column 12: 0.196411 + --- column 34: 0.23454 + --- column 103: 0.0608683 + --- column 89: 0.945346 + --- column 48: 0.783974 + +-- node 146 was split into node 171 (left) and 172 (right) + +-- attempting to split node 147 (N = 94, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 36 74 103 62 9 + + + -- linear combo weights (showing up to 5) + + -2.8768 -2.3201 -0.9853 -3.7396 -6.9247 + + + + -- lower cutpoint: -3.59604 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.0879 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.319952 (14.0809), N = 71 moving right + --- 0.924584 (17.2839), N = 68 moving right + --- 4.50748 (18.3952), N = 44 moving right + --- 4.70561 (26.3616), N = 41 moving right + --- 5.98022 (33.5117), N = 32 moving right + + -- best stat: 33.5117, min to split: 0 + + -- p-values: + --- column 36: 0.509571 + --- column 74: 0.552853 + --- column 103: 0.900503 + --- column 62: 0.697793 + --- column 9: 0.124236 + --- column 120: 0.712854 + --- column 69: 0.948634 + --- column 76: 0.392318 + --- column 97: 0.0935148 + --- column 86: 0.696774 + --- column 111: 0.186483 + --- column 37: 0.556161 + +-- node 147 was split into node 173 (left) and 174 (right) + +-- attempting to split node 148 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 29 60 75 34 14 + + + -- linear combo weights (showing up to 5) + + -0.1108 14.8800 3.5810 -5.3978 -0.2396 + + + + -- lower cutpoint: -8.44679 + - n_obs, left node: 11 + + + -- upper cutpoint: -6.45206 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.44679 (10.3481), N = 14 moving right + --- -8.28083 (15.1657), N = 13 moving right + --- -6.73104 (15.618), N = 12 moving right + --- -6.45206 (12.6172), N = 11 moving right + + -- best stat: 15.618, min to split: 0 + + -- p-values: + --- column 29: 0.92489 + --- column 60: 0.0153821* + --- column 75: 0.0695712 + --- column 34: 0.0913246 + --- column 14: 0.829705 + +-- node 148 was split into node 175 (left) and 176 (right) + +-- sprouting node 149 into a leaf (N = 11) + +-- sprouting node 150 into a leaf (N = 10) + +-- attempting to split node 151 (N = 213, try number 1) + + -- N obs (unweighted): 130 + -- columns sampled (showing up to 5) + + 72 85 53 68 8 + + + -- linear combo weights (showing up to 5) + + -2.6748 20.1880 -0.2204 -5.6887 -1.8448 + + + + -- lower cutpoint: -6.72147 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.6423 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.53365 (3.67355), N = 169 moving right + --- -0.311777 (5.48516), N = 138 moving right + --- -0.114666 (8.43664), N = 136 moving right + --- 1.91467 (6.41434), N = 72 moving right + --- 2.72434 (6.18652), N = 61 moving right + + -- best stat: 8.43664, min to split: 0 + + -- p-values: + --- column 72: 0.27552 + --- column 85: 0.0230209* + --- column 53: 0.928554 + --- column 68: 0.0325505* + --- column 8: 0.670468 + --- column 38: 0.77282 + --- column 13: 0.284166 + --- column 110: 0.0479042* + --- column 24: 0.406842 + --- column 84: 0.316471 + --- column 86: 0.0574787 + --- column 51: 0.999172 + +-- node 151 was split into node 177 (left) and 178 (right) + +-- attempting to split node 152 (N = 49, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 92 59 120 1 94 + + + -- linear combo weights (showing up to 5) + + 59.3304 3.3570 49.1338 -1.1475 1.4044 + + + + -- lower cutpoint: -18.5668 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.4233 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -18.1322 (14.0118), N = 38 moving right + --- -18.079 (15.8334), N = 36 moving right + --- -16.1453 (17.6033), N = 33 moving right + --- -14.04 (27.5856), N = 20 moving right + --- -11.4233 (16.2708), N = 11 moving right + + -- best stat: 27.5856, min to split: 0 + + -- p-values: + --- column 92: 0.271794 + --- column 59: 0.728883 + --- column 120: 0.283134 + --- column 1: 0.526623 + --- column 94: 0.925323 + --- column 46: 0.409614 + --- column 27: 0.0938436 + --- column 47: 0.424301 + --- column 112: 0.0553756 + --- column 8: 0.103181 + --- column 24: 0.743104 + --- column 52: 0.4451 + +-- node 152 was split into node 179 (left) and 180 (right) + +-- attempting to split node 153 (N = 95, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 71 91 119 61 20 + + + -- linear combo weights (showing up to 5) + + -12.1044 1.5821 -1.1374 0.8510 5.5245 + + + + -- lower cutpoint: -5.55308 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.6545 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.4152 (44.7411), N = 82 moving right + --- -2.58861 (21.3105), N = 64 moving right + --- -2.56137 (26.5122), N = 63 moving right + --- -2.18535 (21.994), N = 56 moving right + --- 0.156261 (8.29081), N = 33 moving right + + -- best stat: 44.7411, min to split: 0 + + -- p-values: + --- column 71: 0.205565 + --- column 91: 0.674321 + --- column 119: 0.792206 + --- column 61: 0.94987 + --- column 20: 0.246037 + --- column 67: 0.706641 + --- column 114: 0.510419 + --- column 1: 0.55756 + --- column 53: 0.837894 + --- column 0: 0.772817 + --- column 104: 0.942902 + --- column 4: 0.487414 + +-- node 153 was split into node 181 (left) and 182 (right) + +-- attempting to split node 154 (N = 155, try number 1) + + -- N obs (unweighted): 92 + -- columns sampled (showing up to 5) + + 78 73 65 50 75 + + + -- linear combo weights (showing up to 5) + + 1.8426 -0.2125 1.3449 -0.5070 1.1690 + + + + -- lower cutpoint: -4.46346 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.1707 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -4.24421 (2.98884), N = 144 moving right + --- -1.80981 (0.765792), N = 121 moving right + --- -0.309986 (2.62228), N = 64 moving right + --- 0.663886 (4.00017), N = 44 moving right + --- 3.01128 (2.85445), N = 14 moving right + + -- best stat: 4.00017, min to split: 0 + + -- p-values: + --- column 78: 0.205959 + --- column 73: 0.901949 + --- column 65: 0.565018 + --- column 50: 0.703016 + --- column 75: 0.534066 + --- column 19: 0.877057 + --- column 10: 0.50108 + --- column 15: 0.972171 + --- column 72: 0.484115 + --- column 27: 0.881915 + --- column 97: 0.750708 + --- column 79: 0.15741 + +-- node 154 was split into node 183 (left) and 184 (right) + +-- attempting to split node 155 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 103 27 31 123 122 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 155 (N = 23, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 48 114 5 124 42 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 155 (N = 23, try number 3) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 72 5 43 71 79 + + + -- linear combo weights (showing up to 5) + + -2.7864 6.0028 1.4007 3.9893 0.0001 + + + + -- lower cutpoint: -5.82351 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.47324 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.82351 (24.4614), N = 13 moving right + --- -3.47324 (24.7264), N = 12 moving right + + -- best stat: 24.7264, min to split: 0 + + -- p-values: + --- column 72: 0.521906 + --- column 5: 0.392585 + --- column 43: 0.832399 + --- column 71: 0.176337 + --- column 79: 0.999975 + +-- node 155 was split into node 185 (left) and 186 (right) + +-- attempting to split node 156 (N = 50, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 39 116 2 12 67 + + + -- linear combo weights (showing up to 5) + + -0.0780 8.9704 1.7923 -1.9171 -1.7633 + + + + -- lower cutpoint: -5.13663 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.718656 + - n_obs, right node: 14 + + -- cutpoint (score) + --- -2.62378 (5.4678), N = 32 moving right + --- -0.93145 (5.80004), N = 26 moving right + --- -0.0438149 (7.84583), N = 22 moving right + --- 0.0393923 (8.36166), N = 21 moving right + --- 0.239852 (5.91803), N = 19 moving right + + -- best stat: 8.36166, min to split: 0 + + -- p-values: + --- column 39: 0.961772 + --- column 116: 0.0566758 + --- column 2: 0.0431958* + --- column 12: 0.398678 + --- column 67: 0.303145 + --- column 33: 0.96211 + --- column 112: 0.225701 + --- column 6: 0.992404 + --- column 1: 0.440739 + +-- node 156 was split into node 187 (left) and 188 (right) + +-- sprouting node 157 into a leaf (N = 18) + +-- sprouting node 158 into a leaf (N = 10) + +-- sprouting node 159 into a leaf (N = 12) + +-- sprouting node 160 into a leaf (N = 13) + +-- sprouting node 161 into a leaf (N = 11) + +-- sprouting node 162 into a leaf (N = 10) + +-- sprouting node 163 into a leaf (N = 10) + +-- attempting to split node 164 (N = 24, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 62 25 8 11 + + + -- linear combo weights (showing up to 5) + + 23.0445 -3.1318 0.6307 2.9558 + + + + -- lower cutpoint: -13.6741 + - n_obs, left node: 10 + + + -- upper cutpoint: -13.6741 + - n_obs, right node: 14 + + -- cutpoint (score) + --- -13.6741 (2.25045), N = 14 moving right + + -- best stat: 2.25045, min to split: 0 + + -- p-values: + --- column 62: 0.245629 + --- column 25: 0.0661878 + --- column 8: 0.983288 + --- column 11: 0.31407 + +-- node 164 was split into node 189 (left) and 190 (right) + +-- sprouting node 165 into a leaf (N = 10) + +-- attempting to split node 166 (N = 23, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 12 108 123 64 32 + + + -- linear combo weights (showing up to 5) + + 0.1160 2.9808 0.9924 -28.9808 1.3614 + + + + -- lower cutpoint: 12.1492 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.6398 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 12.1492 (0.653541), N = 13 moving right + --- 12.8066 (1.5407), N = 11 moving right + --- 14.6398 (0.465915), N = 10 moving right + + -- best stat: 1.5407, min to split: 0 + + -- p-values: + --- column 12: 0.988365 + --- column 108: 0.782474 + --- column 123: 0.930588 + --- column 64: 0.447707 + --- column 32: 0.843322 + --- column 24: 0.774611 + +-- node 166 was split into node 191 (left) and 192 (right) + +-- sprouting node 167 into a leaf (N = 12) + +-- sprouting node 168 into a leaf (N = 10) + +-- attempting to split node 169 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 88 13 32 73 71 + + + -- linear combo weights (showing up to 5) + + 1.7620 -1.0081 -3.7594 4.2986 9.6967 + + + + -- lower cutpoint: -2.2574 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.90892 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.2574 (1.02857), N = 14 moving right + --- -1.93704 (3.36111), N = 12 moving right + --- -1.90892 (7.31429), N = 10 moving right + + -- best stat: 7.31429, min to split: 0 + + -- p-values: + --- column 88: 0.852004 + --- column 13: 0.720179 + --- column 32: 0.515934 + --- column 73: 0.152562 + --- column 71: 0.226502 + +-- node 169 was split into node 193 (left) and 194 (right) + +-- sprouting node 170 into a leaf (N = 15) + +-- attempting to split node 171 (N = 80, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 44 87 34 58 49 + + + -- linear combo weights (showing up to 5) + + -6.3471 0.5737 1.4781 -2.1852 -3.1248 + + + + -- lower cutpoint: -18.6724 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.25004 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -18.6724 (13.5108), N = 70 moving right + --- -12.7067 (24.7684), N = 50 moving right + --- -12.5118 (34.6504), N = 47 moving right + --- -7.78926 (39.1234), N = 30 moving right + --- -6.22133 (45.5562), N = 27 moving right + + -- best stat: 45.5562, min to split: 0 + + -- p-values: + --- column 44: 0.152957 + --- column 87: 0.921672 + --- column 34: 0.818887 + --- column 58: 0.461499 + --- column 49: 0.404488 + --- column 12: 0.476095 + --- column 55: 0.925785 + --- column 23: 0.453529 + --- column 25: 0.184891 + --- column 50: 0.910359 + --- column 28: 0.243107 + --- column 97: 0.358706 + +-- node 171 was split into node 195 (left) and 196 (right) + +-- attempting to split node 172 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 76 59 44 57 49 + + + -- linear combo weights (showing up to 5) + + -14.4392 -13.5877 7.4307 4.1089 16.5951 + + + + -- lower cutpoint: 3.50885 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.70868 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.50885 (40.0893), N = 14 moving right + --- 4.85952 (70.1406), N = 12 moving right + --- 7.70868 (53.2856), N = 11 moving right + + -- best stat: 70.1406, min to split: 0 + + -- p-values: + --- column 76: 0.0307799* + --- column 59: 0.279001 + --- column 44: 0.150826 + --- column 57: 0.438679 + --- column 49: 0.00346131** [+1 to VI numerator] + +-- node 172 was split into node 197 (left) and 198 (right) + +-- attempting to split node 173 (N = 62, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 28 38 74 9 60 + + + -- linear combo weights (showing up to 5) + + 3.1592 6.5286 0.2478 -4.8419 7.3491 + + + + -- lower cutpoint: -1.27914 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.57559 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.27914 (3.8063), N = 51 moving right + --- -0.0318634 (3.51798), N = 49 moving right + --- 0.279676 (3.41476), N = 48 moving right + --- 4.71374 (14.4924), N = 23 moving right + --- 6.18397 (9.86148), N = 21 moving right + + -- best stat: 14.4924, min to split: 0 + + -- p-values: + --- column 28: 0.289402 + --- column 38: 0.234307 + --- column 74: 0.901655 + --- column 9: 0.444333 + --- column 60: 0.880279 + --- column 15: 0.41398 + --- column 94: 0.93771 + --- column 64: 0.751565 + --- column 59: 0.752874 + --- column 24: 0.871204 + --- column 114: 0.385275 + --- column 35: 0.566551 + +-- node 173 was split into node 199 (left) and 200 (right) + +-- attempting to split node 174 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 86 30 87 85 17 + + + -- linear combo weights (showing up to 5) + + 89.1665 10.1201 -91.4877 -5.7807 2.1547 + + + + -- lower cutpoint: 9.48322 + - n_obs, left node: 11 + + + -- upper cutpoint: 13.8788 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 9.48322 (19.198), N = 21 moving right + --- 10.901 (22.2842), N = 18 moving right + --- 11.5047 (16.7123), N = 15 moving right + --- 11.7676 (14.7961), N = 14 moving right + --- 13.8788 (12.4329), N = 12 moving right + + -- best stat: 22.2842, min to split: 0 + + -- p-values: + --- column 86: 0.252467 + --- column 30: 0.0187064* + --- column 87: 0.11597 + --- column 85: 0.873325 + --- column 17: 0.213662 + --- column 11: 0.824584 + +-- node 174 was split into node 201 (left) and 202 (right) + +-- sprouting node 175 into a leaf (N = 13) + +-- sprouting node 176 into a leaf (N = 12) + +-- attempting to split node 177 (N = 77, try number 1) + + -- N obs (unweighted): 48 + -- columns sampled (showing up to 5) + + 13 11 100 49 112 + + + -- linear combo weights (showing up to 5) + + 6.7655 -0.0020 -28.8002 2.4402 13.3461 + + + + -- lower cutpoint: 2.08736 + - n_obs, left node: 12 + + + -- upper cutpoint: 12.587 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.29714 (52.209), N = 62 moving right + --- 4.65295 (44.0221), N = 59 moving right + --- 6.90342 (6.91823), N = 46 moving right + --- 11.0496 (12.5126), N = 23 moving right + --- 12.4492 (9.03585), N = 14 moving right + + -- best stat: 52.209, min to split: 0 + + -- p-values: + --- column 13: 0.697321 + --- column 11: 0.999512 + --- column 100: 0.59901 + --- column 49: 0.531014 + --- column 112: 0.807111 + --- column 108: 0.549672 + --- column 5: 0.815655 + --- column 109: 0.43007 + --- column 92: 0.856274 + --- column 61: 0.233661 + --- column 52: 0.809692 + --- column 74: 0.132405 + +-- node 177 was split into node 203 (left) and 204 (right) + +-- attempting to split node 178 (N = 136, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 103 26 57 96 85 + + + -- linear combo weights (showing up to 5) + + -4.9905 0.5728 3.4413 2.0454 -0.8373 + + + + -- lower cutpoint: -6.78468 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.3526 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.0026 (12.9266), N = 104 moving right + --- -3.82823 (19.1848), N = 101 moving right + --- -1.80983 (12.0522), N = 75 moving right + --- -1.06731 (10.2498), N = 71 moving right + --- 0.237439 (6.51649), N = 54 moving right + + -- best stat: 19.1848, min to split: 0 + + -- p-values: + --- column 103: 0.38023 + --- column 26: 0.693727 + --- column 57: 0.112202 + --- column 96: 0.210412 + --- column 85: 0.773803 + --- column 68: 0.964409 + --- column 72: 0.207757 + --- column 123: 0.623195 + --- column 46: 0.161587 + --- column 110: 0.257386 + --- column 48: 0.237743 + --- column 51: 0.728481 + +-- node 178 was split into node 205 (left) and 206 (right) + +-- attempting to split node 179 (N = 29, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 97 52 25 72 19 + + + -- linear combo weights (showing up to 5) + + -3.2993 -37.1738 -1.2063 -2.3487 -1.6766 + + + + -- lower cutpoint: 5.8724 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.8914 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.06353 (7.06559), N = 17 moving right + --- 6.41454 (4.93945), N = 14 moving right + --- 7.62387 (6.01674), N = 12 moving right + --- 7.88517 (7.46601), N = 11 moving right + --- 7.8914 (7.94874), N = 10 moving right + + -- best stat: 7.94874, min to split: 0 + + -- p-values: + --- column 97: 0.423929 + --- column 52: 0.505423 + --- column 25: 0.45935 + --- column 72: 0.583664 + --- column 19: 0.608609 + --- column 73: 0.857717 + --- column 51: 0.62345 + --- column 55: 0.160455 + +-- node 179 was split into node 207 (left) and 208 (right) + +-- attempting to split node 180 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 100 11 69 48 + + + -- linear combo weights (showing up to 5) + + -6.8858 -0.9036 2.7673 -5.1961 + + + + -- lower cutpoint: -3.32573 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.32573 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.32573 (2.25), N = 10 moving right + + -- best stat: 2.25, min to split: 0 + + -- p-values: + --- column 100: 0.0362183* + --- column 11: 0.675769 + --- column 69: 0.206814 + --- column 48: 0.124177 + +-- node 180 was split into node 209 (left) and 210 (right) + +-- sprouting node 181 into a leaf (N = 13) + +-- attempting to split node 182 (N = 82, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 7 105 41 20 8 + + + -- linear combo weights (showing up to 5) + + 15.0607 2.0813 16.3851 13.5236 -12.2633 + + + + -- lower cutpoint: -13.1443 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.42195 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.0398 (39.8863), N = 65 moving right + --- -9.61897 (50.7219), N = 63 moving right + --- -7.37079 (61.1146), N = 55 moving right + --- -7.26757 (69.3647), N = 52 moving right + --- -2.68837 (17.5771), N = 26 moving right + + -- best stat: 69.3647, min to split: 0 + + -- p-values: + --- column 7: 0.210385 + --- column 105: 0.450922 + --- column 41: 0.0111899* + --- column 20: 0.0184385* + --- column 8: 0.248566 + --- column 61: 0.459775 + --- column 58: 0.292599 + --- column 99: 0.894856 + --- column 88: 0.892595 + --- column 5: 0.0592749 + --- column 43: 0.0110796* + --- column 79: 0.0160363* + +-- node 182 was split into node 211 (left) and 212 (right) + +-- attempting to split node 183 (N = 111, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 40 84 68 43 10 + + + -- linear combo weights (showing up to 5) + + -0.3150 6.0563 -2.7248 0.6949 2.0975 + + + + -- lower cutpoint: -5.63175 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.5721 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.1076 (5.05677), N = 74 moving right + --- -2.45519 (13.8583), N = 64 moving right + --- -2.05956 (12.0437), N = 60 moving right + --- -0.101765 (15.7894), N = 46 moving right + --- 0.568484 (17.0477), N = 44 moving right + + -- best stat: 17.0477, min to split: 0 + + -- p-values: + --- column 40: 0.940617 + --- column 84: 0.523914 + --- column 68: 0.408848 + --- column 43: 0.756717 + --- column 10: 0.459476 + --- column 33: 0.106278 + --- column 95: 0.0418339* + --- column 63: 0.288503 + --- column 55: 0.314099 + --- column 39: 0.289238 + --- column 102: 0.866333 + --- column 14: 0.66412 + +-- node 183 was split into node 213 (left) and 214 (right) + +-- attempting to split node 184 (N = 44, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 113 91 27 20 124 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 184 (N = 44, try number 2) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 30 36 87 3 17 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 184 (N = 44, try number 3) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 106 44 28 103 100 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 184 into a leaf (N = 44) + +-- sprouting node 185 into a leaf (N = 11) + +-- sprouting node 186 into a leaf (N = 12) + +-- attempting to split node 187 (N = 29, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 80 96 64 94 25 + + + -- linear combo weights (showing up to 5) + + 0.3721 1.1690 -1.0877 2.7843 -2.2770 + + + + -- lower cutpoint: -2.49669 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.821877 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.49669 (2.49968), N = 19 moving right + --- -2.46699 (2.264), N = 18 moving right + --- -1.25233 (1.49236), N = 12 moving right + --- -1.00318 (1.43014), N = 11 moving right + --- -0.821877 (1.38244), N = 10 moving right + + -- best stat: 2.49968, min to split: 0 + + -- p-values: + --- column 80: 0.781996 + --- column 96: 0.464829 + --- column 64: 0.646705 + --- column 94: 0.454202 + --- column 25: 0.433502 + --- column 49: 0.814659 + --- column 36: 0.113749 + +-- node 187 was split into node 215 (left) and 216 (right) + +-- attempting to split node 188 (N = 21, try number 1) + + -- N obs (unweighted): 6 + -- columns sampled (showing up to 5) + + 11 119 + + + -- linear combo weights (showing up to 5) + + 0.5132 -3.7869 + + + + -- lower cutpoint: 1.72695 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.72695 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.72695 (1.39353), N = 11 moving right + + -- best stat: 1.39353, min to split: 0 + + -- p-values: + --- column 11: 0.359953 + --- column 119: 0.317208 + +-- node 188 was split into node 217 (left) and 218 (right) + +-- sprouting node 189 into a leaf (N = 10) + +-- sprouting node 190 into a leaf (N = 14) + +-- sprouting node 191 into a leaf (N = 12) + +-- sprouting node 192 into a leaf (N = 11) + +-- sprouting node 193 into a leaf (N = 14) + +-- sprouting node 194 into a leaf (N = 10) + +-- attempting to split node 195 (N = 53, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 25 107 31 17 53 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 195 (N = 53, try number 2) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 42 53 88 116 51 + + + -- linear combo weights (showing up to 5) + + -1.7773 -10.0611 16.5758 4.1085 1.4075 + + + + -- lower cutpoint: 3.05775 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.2611 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.05775 (3.51238), N = 42 moving right + --- 3.67714 (7.43721), N = 41 moving right + --- 4.64968 (7.23205), N = 36 moving right + --- 6.27446 (17.9956), N = 27 moving right + --- 7.23995 (14.2694), N = 23 moving right + + -- best stat: 17.9956, min to split: 0 + + -- p-values: + --- column 42: 0.664093 + --- column 53: 0.174799 + --- column 88: 0.331467 + --- column 116: 0.552859 + --- column 51: 0.758392 + --- column 16: 0.976347 + --- column 48: 0.231316 + --- column 54: 0.712981 + --- column 8: 0.408017 + --- column 80: 0.88681 + --- column 30: 0.609236 + +-- node 195 was split into node 219 (left) and 220 (right) + +-- attempting to split node 196 (N = 27, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 16 95 52 73 31 + + + -- linear combo weights (showing up to 5) + + -2.8496 2.9718 16.2603 -6.4633 -12.4085 + + + + -- lower cutpoint: -5.10334 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.08558 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.10334 (10.2852), N = 17 moving right + --- -4.75197 (11.1392), N = 15 moving right + --- -4.41162 (10.7631), N = 14 moving right + --- -4.27129 (13.4776), N = 11 moving right + --- -4.08558 (10.9704), N = 10 moving right + + -- best stat: 13.4776, min to split: 0 + + -- p-values: + --- column 16: 0.5484 + --- column 95: 0.285993 + --- column 52: 0.0900891 + --- column 73: 0.0495779* + --- column 31: 0.175502 + +-- node 196 was split into node 221 (left) and 222 (right) + +-- sprouting node 197 into a leaf (N = 12) + +-- sprouting node 198 into a leaf (N = 12) + +-- attempting to split node 199 (N = 39, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 79 44 115 82 41 + + + -- linear combo weights (showing up to 5) + + 0.3489 -18.5155 -1.1966 22.1486 30.1155 + + + + -- lower cutpoint: -17.4222 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.97318 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.7366 (68.6201), N = 25 moving right + --- -13.5303 (74.3611), N = 24 moving right + --- -12.445 (39.2838), N = 20 moving right + --- -11.1476 (37.7815), N = 19 moving right + --- -3.97318 (24.0939), N = 10 moving right + + -- best stat: 74.3611, min to split: 0 + + -- p-values: + --- column 79: 0.942992 + --- column 44: 0.458413 + --- column 115: 0.730832 + --- column 82: 0.165504 + --- column 41: 0.233885 + --- column 31: 0.462193 + --- column 108: 0.435819 + --- column 6: 0.341127 + --- column 93: 0.326451 + +-- node 199 was split into node 223 (left) and 224 (right) + +-- attempting to split node 200 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 59 62 30 94 + + + -- linear combo weights (showing up to 5) + + -30.5795 45.2899 -3.5048 -6.3038 + + + + -- lower cutpoint: -5.42616 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.04873 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.42616 (14.3673), N = 13 moving right + --- -5.04873 (21.878), N = 12 moving right + + -- best stat: 21.878, min to split: 0 + + -- p-values: + --- column 59: 0.30632 + --- column 62: 0.293122 + --- column 30: 0.387317 + --- column 94: 0.8671 + +-- node 200 was split into node 225 (left) and 226 (right) + +-- sprouting node 201 into a leaf (N = 14) + +-- sprouting node 202 into a leaf (N = 18) + +-- sprouting node 203 into a leaf (N = 15) + +-- attempting to split node 204 (N = 62, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 92 15 108 78 66 + + + -- linear combo weights (showing up to 5) + + -1.4670 -0.8457 5.2770 1.8199 13.9528 + + + + -- lower cutpoint: -4.1419 + - n_obs, left node: 11 + + + -- upper cutpoint: 12.6729 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.37637 (16.7097), N = 50 moving right + --- 4.02949 (62.5936), N = 27 moving right + --- 6.02801 (54.4013), N = 24 moving right + --- 8.81108 (44.1445), N = 22 moving right + --- 11.1435 (21.9922), N = 12 moving right + + -- best stat: 62.5936, min to split: 0 + + -- p-values: + --- column 92: 0.947378 + --- column 15: 0.8692 + --- column 108: 0.211847 + --- column 78: 0.432666 + --- column 66: 0.224779 + --- column 96: 0.575358 + --- column 45: 0.273929 + --- column 95: 0.0255035* + --- column 64: 0.88124 + --- column 103: 0.162201 + --- column 46: 0.823393 + --- column 110: 0.473731 + +-- node 204 was split into node 227 (left) and 228 (right) + +-- attempting to split node 205 (N = 35, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 0 20 118 78 86 + + + -- linear combo weights (showing up to 5) + + -99.4065 -2.1500 11.6117 10.7929 11.6132 + + + + -- lower cutpoint: 9.70891 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.5391 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 9.70891 (101.488), N = 25 moving right + --- 10.2808 (71.4714), N = 22 moving right + --- 12.3168 (22.5751), N = 17 moving right + --- 15.7931 (14.9601), N = 12 moving right + --- 16.5391 (11.9746), N = 10 moving right + + -- best stat: 101.488, min to split: 0 + + -- p-values: + --- column 0: 0.330205 + --- column 20: 0.691479 + --- column 118: 0.568299 + --- column 78: 0.200625 + --- column 86: 0.407997 + --- column 63: 0.807414 + +-- node 205 was split into node 229 (left) and 230 (right) + +-- attempting to split node 206 (N = 101, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 48 92 54 116 21 + + + -- linear combo weights (showing up to 5) + + -2.7232 -2.6002 19.7131 2.0976 2.3177 + + + + -- lower cutpoint: -12.2507 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.198103 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -11.5009 (4.19946), N = 89 moving right + --- -7.73395 (11.4383), N = 69 moving right + --- -5.91065 (20.2572), N = 55 moving right + --- -0.52637 (6.14799), N = 14 moving right + --- 0.198103 (6.34836), N = 11 moving right + + -- best stat: 20.2572, min to split: 0 + + -- p-values: + --- column 48: 0.247023 + --- column 92: 0.841104 + --- column 54: 0.321066 + --- column 116: 0.745203 + --- column 21: 0.0569264 + --- column 51: 0.0437962* + --- column 10: 0.0990664 + --- column 3: 0.708955 + --- column 91: 0.0360916* + --- column 24: 0.387678 + --- column 102: 0.100037 + --- column 38: 0.777439 + +-- node 206 was split into node 231 (left) and 232 (right) + +-- sprouting node 207 into a leaf (N = 19) + +-- sprouting node 208 into a leaf (N = 10) + +-- sprouting node 209 into a leaf (N = 10) + +-- sprouting node 210 into a leaf (N = 10) + +-- attempting to split node 211 (N = 30, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 97 125 4 56 14 + + + -- linear combo weights (showing up to 5) + + 4.1214 2.7711 11.5058 6.3435 -0.9066 + + + + -- lower cutpoint: -11.3328 + - n_obs, left node: 11 + + + -- upper cutpoint: -6.71761 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.3328 (16.0587), N = 19 moving right + --- -9.20735 (29.16), N = 15 moving right + --- -9.05147 (24.4667), N = 13 moving right + --- -8.53498 (30.2252), N = 12 moving right + --- -6.71761 (49.3356), N = 10 moving right + + -- best stat: 49.3356, min to split: 0 + + -- p-values: + --- column 97: 0.357108 + --- column 125: 0.548339 + --- column 4: 0.0517878 + --- column 56: 0.140048 + --- column 14: 0.732417 + --- column 26: 0.59588 + --- column 119: 0.693859 + +-- node 211 was split into node 233 (left) and 234 (right) + +-- attempting to split node 212 (N = 52, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 29 94 86 24 26 + + + -- linear combo weights (showing up to 5) + + 4.1113 10.0500 -3.3269 -18.2254 -2.1615 + + + + -- lower cutpoint: 2.38803 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.9399 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.27387 (16.7851), N = 39 moving right + --- 6.10325 (24.4973), N = 29 moving right + --- 6.92793 (18.5387), N = 24 moving right + --- 8.5929 (9.76947), N = 15 moving right + --- 11.9399 (9.57735), N = 10 moving right + + -- best stat: 24.4973, min to split: 0 + + -- p-values: + --- column 29: 0.260941 + --- column 94: 0.396154 + --- column 86: 0.715382 + --- column 24: 0.0967251 + --- column 26: 0.52929 + --- column 28: 0.521122 + --- column 58: 0.502102 + --- column 78: 0.386617 + --- column 14: 0.499564 + --- column 16: 0.158477 + --- column 123: 0.482877 + +-- node 212 was split into node 235 (left) and 236 (right) + +-- attempting to split node 213 (N = 67, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 26 41 24 103 91 + + + -- linear combo weights (showing up to 5) + + 0.7043 -0.6760 1.4454 -3.0261 1.9778 + + + + -- lower cutpoint: -6.87628 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.15393 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.59888 (27.9223), N = 56 moving right + --- -4.81408 (33.5122), N = 50 moving right + --- -3.89244 (12.2635), N = 44 moving right + --- 0.363697 (14.1338), N = 23 moving right + --- 0.527183 (10.3118), N = 21 moving right + + -- best stat: 33.5122, min to split: 0 + + -- p-values: + --- column 26: 0.741418 + --- column 41: 0.863342 + --- column 24: 0.855048 + --- column 103: 0.511652 + --- column 91: 0.546803 + --- column 75: 0.0640135 + --- column 29: 0.184962 + --- column 94: 0.44501 + --- column 74: 0.505779 + --- column 86: 0.187613 + --- column 71: 0.750421 + --- column 0: 0.160352 + +-- node 213 was split into node 237 (left) and 238 (right) + +-- attempting to split node 214 (N = 44, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 70 88 26 23 55 + + + -- linear combo weights (showing up to 5) + + -3.5853 0.7848 0.6561 2.1023 0.0476 + + + + -- lower cutpoint: 0.305654 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.24215 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.305654 (5.05435), N = 34 moving right + --- 2.93952 (12.3442), N = 27 moving right + --- 4.45807 (19.2982), N = 21 moving right + --- 5.78494 (15.6399), N = 17 moving right + --- 6.67998 (16.2439), N = 13 moving right + + -- best stat: 19.2982, min to split: 0 + + -- p-values: + --- column 70: 0.146258 + --- column 88: 0.844226 + --- column 26: 0.722567 + --- column 23: 0.617673 + --- column 55: 0.984913 + --- column 74: 0.0366787* + --- column 68: 0.081539 + --- column 118: 0.0386009* + +-- node 214 was split into node 239 (left) and 240 (right) + +-- sprouting node 215 into a leaf (N = 10) + +-- sprouting node 216 into a leaf (N = 19) + +-- sprouting node 217 into a leaf (N = 10) + +-- sprouting node 218 into a leaf (N = 11) + +-- attempting to split node 219 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 70 80 17 73 25 + + + -- linear combo weights (showing up to 5) + + 4.3353 -1.8938 0.5059 -2.3762 4.0515 + + + + -- lower cutpoint: -6.90348 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.54974 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.90348 (0.000439304), N = 15 moving right + --- -5.56895 (1.45143), N = 14 moving right + --- -4.6686 (4.50673), N = 11 moving right + --- -4.54974 (11.6391), N = 10 moving right + + -- best stat: 11.6391, min to split: 0 + + -- p-values: + --- column 70: 0.558115 + --- column 80: 0.671125 + --- column 17: 0.874076 + --- column 73: 0.467589 + --- column 25: 0.535749 + +-- node 219 was split into node 241 (left) and 242 (right) + +-- attempting to split node 220 (N = 27, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 87 46 75 27 96 + + + -- linear combo weights (showing up to 5) + + 2.2171 6.0854 -13.8502 5.5101 12.2762 + + + + -- lower cutpoint: -16.9967 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.5147 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -16.9967 (20.9678), N = 17 moving right + --- -13.1016 (13.1313), N = 16 moving right + --- -11.8549 (29.1319), N = 14 moving right + --- -10.5147 (23.951), N = 11 moving right + + -- best stat: 29.1319, min to split: 0 + + -- p-values: + --- column 87: 0.914024 + --- column 46: 0.581643 + --- column 75: 0.0940822 + --- column 27: 0.545881 + --- column 96: 0.305108 + +-- node 220 was split into node 243 (left) and 244 (right) + +-- sprouting node 221 into a leaf (N = 16) + +-- sprouting node 222 into a leaf (N = 11) + +-- sprouting node 223 into a leaf (N = 15) + +-- attempting to split node 224 (N = 24, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 57 5 18 118 16 + + + -- linear combo weights (showing up to 5) + + 2.5679 4.6106 -8.3196 -7.6520 5.6239 + + + + -- lower cutpoint: 1.50646 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.34181 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.50646 (30.7227), N = 14 moving right + --- 3.44273 (34.3065), N = 13 moving right + --- 6.2022 (38.5434), N = 12 moving right + --- 6.34181 (38.5), N = 10 moving right + + -- best stat: 38.5434, min to split: 0 + + -- p-values: + --- column 57: 0.183668 + --- column 5: 0.0623655 + --- column 18: 0.124911 + --- column 118: 0.0289769* + --- column 16: 0.0946124 + --- column 117: 0.954956 + +-- node 224 was split into node 245 (left) and 246 (right) + +-- sprouting node 225 into a leaf (N = 11) + +-- sprouting node 226 into a leaf (N = 12) + +-- attempting to split node 227 (N = 35, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 125 74 18 55 0 + + + -- linear combo weights (showing up to 5) + + -1.8005 25.9849 3.4223 -0.2667 39.9616 + + + + -- lower cutpoint: -6.16966 + - n_obs, left node: 14 + + + -- upper cutpoint: 1.88751 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.16966 (36.9307), N = 21 moving right + --- -3.2582 (49.5331), N = 17 moving right + --- -2.1985 (54.6879), N = 14 moving right + --- -1.27548 (44.0458), N = 12 moving right + --- 1.88751 (41.3832), N = 10 moving right + + -- best stat: 54.6879, min to split: 0 + + -- p-values: + --- column 125: 0.81228 + --- column 74: 0.282484 + --- column 18: 0.48388 + --- column 55: 0.92267 + --- column 0: 0.00485173** [+1 to VI numerator] + --- column 119: 0.586942 + --- column 86: 0.569121 + +-- node 227 was split into node 247 (left) and 248 (right) + +-- attempting to split node 228 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 118 45 99 102 56 + + + -- linear combo weights (showing up to 5) + + -7.4651 2.8480 20.6140 -0.1967 -0.5149 + + + + -- lower cutpoint: -1.63672 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.07527 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.63672 (6.3485), N = 17 moving right + --- -1.33221 (9.5684), N = 16 moving right + --- -0.58938 (6.50645), N = 15 moving right + --- 0.717592 (4.75162), N = 14 moving right + --- 0.842373 (12.6818), N = 12 moving right + + -- best stat: 12.6818, min to split: 0 + + -- p-values: + --- column 118: 0.13905 + --- column 45: 0.544654 + --- column 99: 0.75874 + --- column 102: 0.98706 + --- column 56: 0.747678 + --- column 50: 0.349122 + +-- node 228 was split into node 249 (left) and 250 (right) + +-- sprouting node 229 into a leaf (N = 10) + +-- attempting to split node 230 (N = 25, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 82 27 81 61 + + + -- linear combo weights (showing up to 5) + + 2.4494 -3.9707 -1.0228 11.3419 + + + + -- lower cutpoint: -10.2321 + - n_obs, left node: 10 + + + -- upper cutpoint: -8.45231 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.2321 (6.40667), N = 15 moving right + --- -9.99726 (2.97377), N = 11 moving right + --- -8.45231 (7.26), N = 10 moving right + + -- best stat: 7.26, min to split: 0 + + -- p-values: + --- column 82: 0.831937 + --- column 27: 0.507366 + --- column 81: 0.882366 + --- column 61: 0.570576 + +-- node 230 was split into node 251 (left) and 252 (right) + +-- attempting to split node 231 (N = 46, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 39 65 67 101 32 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 231 (N = 46, try number 2) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 32 28 90 52 14 + + + -- linear combo weights (showing up to 5) + + -7.6391 -2.4093 8.0728 0.5352 -0.7810 + + + + -- lower cutpoint: 2.41749 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.6973 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.51557 (18.5144), N = 34 moving right + --- 3.55386 (15.4979), N = 31 moving right + --- 5.25842 (5.23137), N = 19 moving right + --- 6.87664 (6.86572), N = 11 moving right + --- 7.6973 (7.15128), N = 10 moving right + + -- best stat: 18.5144, min to split: 0 + + -- p-values: + --- column 32: 0.102024 + --- column 28: 0.246967 + --- column 90: 0.10178 + --- column 52: 0.806511 + --- column 14: 0.80978 + --- column 45: 0.970009 + --- column 71: 0.688959 + --- column 72: 0.995168 + --- column 84: 0.687911 + +-- node 231 was split into node 253 (left) and 254 (right) + +-- attempting to split node 232 (N = 55, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 86 85 51 47 13 + + + -- linear combo weights (showing up to 5) + + 3.6130 -9.3748 -1.6319 8.5291 6.6319 + + + + -- lower cutpoint: 1.13061 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.45457 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.5525 (5.50413), N = 37 moving right + --- 2.37333 (7.51352), N = 32 moving right + --- 5.13758 (13.2769), N = 21 moving right + --- 5.72567 (8.27258), N = 14 moving right + --- 5.95534 (9.56657), N = 13 moving right + + -- best stat: 13.2769, min to split: 0 + + -- p-values: + --- column 86: 0.711927 + --- column 85: 0.33882 + --- column 51: 0.179073 + --- column 47: 0.0103116* + --- column 13: 0.136053 + --- column 19: 0.823302 + --- column 44: 0.00593104** [+1 to VI numerator] + --- column 36: 0.59345 + --- column 65: 0.821825 + --- column 124: 0.00467008** [+1 to VI numerator] + --- column 37: 0.0893172 + +-- node 232 was split into node 255 (left) and 256 (right) + +-- attempting to split node 233 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 123 76 86 109 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 233 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 28 85 32 43 + + + -- linear combo weights (showing up to 5) + + -1.2278 4.6307 3.6709 -1.8465 + + + + -- lower cutpoint: -3.99333 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.09597 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 233 (N = 20, try number 3) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 88 80 103 96 + + + -- linear combo weights (showing up to 5) + + 4.9422 0.2728 -10.5824 5.3242 + + + + -- lower cutpoint: -1.92891 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.92891 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.92891 (0.16), N = 10 moving right + + -- best stat: 0.16, min to split: 0 + + -- p-values: + --- column 88: 0.713422 + --- column 80: 0.966283 + --- column 103: 0.759075 + --- column 96: 0.177129 + +-- node 233 was split into node 257 (left) and 258 (right) + +-- sprouting node 234 into a leaf (N = 10) + +-- attempting to split node 235 (N = 23, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 15 109 25 120 27 + + + -- linear combo weights (showing up to 5) + + -7.6073 -14.1352 1.2268 43.2549 -3.1155 + + + + -- lower cutpoint: 0.143355 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.459053 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.143355 (76.9231), N = 13 moving right + --- 0.459053 (59.5692), N = 10 moving right + + -- best stat: 76.9231, min to split: 0 + + -- p-values: + --- column 15: 0.245623 + --- column 109: 0.0319207* + --- column 25: 0.789675 + --- column 120: 0.149189 + --- column 27: 0.239753 + +-- node 235 was split into node 259 (left) and 260 (right) + +-- attempting to split node 236 (N = 29, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 40 119 95 59 124 + + + -- linear combo weights (showing up to 5) + + 7.4917 -4.0386 -3.5673 -5.9941 8.0118 + + + + -- lower cutpoint: -1.94478 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.319641 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.94478 (6.56152), N = 17 moving right + --- -1.11645 (14.1351), N = 14 moving right + --- -0.472804 (8.00625), N = 12 moving right + --- -0.00169213 (7.83197), N = 11 moving right + --- 0.319641 (7.34019), N = 10 moving right + + -- best stat: 14.1351, min to split: 0 + + -- p-values: + --- column 40: 0.100053 + --- column 119: 0.589393 + --- column 95: 0.0844637 + --- column 59: 0.25938 + --- column 124: 0.576011 + +-- node 236 was split into node 261 (left) and 262 (right) + +-- sprouting node 237 into a leaf (N = 17) + +-- attempting to split node 238 (N = 50, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 113 123 85 55 51 + + + -- linear combo weights (showing up to 5) + + -63.9019 14.9233 10.8970 1.6837 -2.1157 + + + + -- lower cutpoint: 5.66897 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.525 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.88451 (5.2139), N = 38 moving right + --- 7.29976 (7.11085), N = 33 moving right + --- 9.40621 (9.2416), N = 25 moving right + --- 11.703 (18.9715), N = 15 moving right + --- 11.8047 (16.31), N = 12 moving right + + -- best stat: 18.9715, min to split: 0 + + -- p-values: + --- column 113: 0.00511304** [+1 to VI numerator] + --- column 123: 0.00307295** [+1 to VI numerator] + --- column 85: 0.0706532 + --- column 55: 0.572503 + --- column 51: 0.355542 + --- column 16: 0.918365 + --- column 94: 0.132063 + --- column 74: 0.00486366** [+1 to VI numerator] + --- column 60: 0.899759 + --- column 3: 0.721727 + +-- node 238 was split into node 263 (left) and 264 (right) + +-- attempting to split node 239 (N = 23, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 82 23 38 + + + -- linear combo weights (showing up to 5) + + -9.8151 4.2701 -0.7296 + + + + -- lower cutpoint: 5.52264 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.80518 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 5.52264 (0.230856), N = 13 moving right + --- 5.80518 (0.463997), N = 12 moving right + + -- best stat: 0.463997, min to split: 0 + + -- p-values: + --- column 82: 0.089898 + --- column 23: 0.107945 + --- column 38: 0.411372 + +-- node 239 was split into node 265 (left) and 266 (right) + +-- attempting to split node 240 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 31 64 48 18 13 + + + -- linear combo weights (showing up to 5) + + -4.1369 -25.7497 -7.4361 5.0635 2.8335 + + + + -- lower cutpoint: 15.3194 + - n_obs, left node: 10 + + + -- upper cutpoint: 17.7233 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 15.3194 (12.7354), N = 11 moving right + --- 17.7233 (9.64453), N = 10 moving right + + -- best stat: 12.7354, min to split: 0 + + -- p-values: + --- column 31: 0.572221 + --- column 64: 0.243289 + --- column 48: 0.227527 + --- column 18: 0.397845 + --- column 13: 0.766891 + +-- node 240 was split into node 267 (left) and 268 (right) + +-- sprouting node 241 into a leaf (N = 16) + +-- sprouting node 242 into a leaf (N = 10) + +-- sprouting node 243 into a leaf (N = 13) + +-- sprouting node 244 into a leaf (N = 14) + +-- sprouting node 245 into a leaf (N = 12) + +-- sprouting node 246 into a leaf (N = 12) + +-- attempting to split node 247 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 71 64 96 40 + + + -- linear combo weights (showing up to 5) + + -41.5227 0.9845 -0.7904 -1.3277 + + + + -- lower cutpoint: 21.1718 + - n_obs, left node: 11 + + + -- upper cutpoint: 21.1718 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 21.1718 (17.6763), N = 10 moving right + + -- best stat: 17.6763, min to split: 0 + + -- p-values: + --- column 71: 0.125693 + --- column 64: 0.977717 + --- column 96: 0.918926 + --- column 40: 0.716685 + +-- node 247 was split into node 269 (left) and 270 (right) + +-- sprouting node 248 into a leaf (N = 14) + +-- sprouting node 249 into a leaf (N = 15) + +-- sprouting node 250 into a leaf (N = 12) + +-- sprouting node 251 into a leaf (N = 15) + +-- sprouting node 252 into a leaf (N = 10) + +-- sprouting node 253 into a leaf (N = 12) + +-- attempting to split node 254 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 100 92 24 53 83 + + + -- linear combo weights (showing up to 5) + + -18.5747 29.1287 -1.0185 -0.6104 -0.5577 + + + + -- lower cutpoint: -3.4823 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.19277 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.4823 (5.96091), N = 24 moving right + --- -2.61751 (6.92195), N = 21 moving right + --- -2.08286 (4.78375), N = 18 moving right + --- -2.08268 (5.26298), N = 17 moving right + --- -1.19277 (2.04915), N = 10 moving right + + -- best stat: 6.92195, min to split: 0 + + -- p-values: + --- column 100: 0.00286833** [+1 to VI numerator] + --- column 92: 0.0496886* + --- column 24: 0.740821 + --- column 53: 0.914765 + --- column 83: 0.903689 + --- column 62: 0.797011 + +-- node 254 was split into node 271 (left) and 272 (right) + +-- attempting to split node 255 (N = 34, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 81 23 17 95 54 + + + -- linear combo weights (showing up to 5) + + -0.1592 -0.3605 -2.2851 0.6733 8.1832 + + + + -- lower cutpoint: -1.46536 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0420597 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.38672 (0.914286), N = 20 moving right + --- -0.666877 (0.420139), N = 18 moving right + --- -0.373898 (0.316667), N = 15 moving right + --- -0.0478081 (0.640152), N = 12 moving right + --- -0.0420597 (0.6), N = 10 moving right + + -- best stat: 0.914286, min to split: 0 + + -- p-values: + --- column 81: 0.885108 + --- column 23: 0.744175 + --- column 17: 0.24093 + --- column 95: 0.666048 + --- column 54: 0.406869 + --- column 108: 0.710552 + --- column 9: 0.0445105* + +-- node 255 was split into node 273 (left) and 274 (right) + +-- attempting to split node 256 (N = 21, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 70 44 29 + + + -- linear combo weights (showing up to 5) + + 3.3683 3.0969 -0.0637 + + + + -- lower cutpoint: 0.807818 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.963548 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.807818 (1.53636), N = 11 moving right + --- 0.963548 (1.53636), N = 10 moving right + + -- best stat: 1.53636, min to split: 0 + + -- p-values: + --- column 70: 0.415079 + --- column 44: 0.346393 + --- column 29: 0.976249 + +-- node 256 was split into node 275 (left) and 276 (right) + +-- sprouting node 257 into a leaf (N = 10) + +-- sprouting node 258 into a leaf (N = 10) + +-- sprouting node 259 into a leaf (N = 10) + +-- sprouting node 260 into a leaf (N = 13) + +-- sprouting node 261 into a leaf (N = 15) + +-- sprouting node 262 into a leaf (N = 14) + +-- attempting to split node 263 (N = 35, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 7 24 44 32 118 + + + -- linear combo weights (showing up to 5) + + -14.9524 -0.0440 -0.9814 -12.1353 -1.4486 + + + + -- lower cutpoint: 7.52981 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.317 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.52981 (3.6689), N = 25 moving right + --- 7.58973 (9.06291), N = 24 moving right + --- 9.3099 (7.24879), N = 16 moving right + --- 9.5216 (6.41359), N = 13 moving right + --- 10.0196 (6.08661), N = 11 moving right + + -- best stat: 9.06291, min to split: 0 + + -- p-values: + --- column 7: 0.300481 + --- column 24: 0.994569 + --- column 44: 0.696739 + --- column 32: 0.044331* + --- column 118: 0.718619 + --- column 5: 0.392919 + --- column 33: 0.609123 + +-- node 263 was split into node 277 (left) and 278 (right) + +-- sprouting node 264 into a leaf (N = 15) + +-- sprouting node 265 into a leaf (N = 11) + +-- sprouting node 266 into a leaf (N = 12) + +-- sprouting node 267 into a leaf (N = 10) + +-- sprouting node 268 into a leaf (N = 11) + +-- sprouting node 269 into a leaf (N = 11) + +-- sprouting node 270 into a leaf (N = 10) + +-- sprouting node 271 into a leaf (N = 13) + +-- attempting to split node 272 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 78 64 11 49 36 + + + -- linear combo weights (showing up to 5) + + -1.9456 -11.6902 4.7228 2.7908 -6.9122 + + + + -- lower cutpoint: -2.23612 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.87597 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.23612 (12.1272), N = 11 moving right + --- -1.87597 (12.7679), N = 10 moving right + + -- best stat: 12.7679, min to split: 0 + + -- p-values: + --- column 78: 0.608366 + --- column 64: 0.325932 + --- column 11: 0.585673 + --- column 49: 0.489843 + --- column 36: 0.200787 + +-- node 272 was split into node 279 (left) and 280 (right) + +-- sprouting node 273 into a leaf (N = 14) + +-- attempting to split node 274 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 9 15 96 114 + + + -- linear combo weights (showing up to 5) + + 0.0699 -0.1725 -0.8286 -0.0985 + + + + -- lower cutpoint: -0.184407 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.184407 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.184407 (0.09), N = 10 moving right + + -- best stat: 0.09, min to split: 0 + + -- p-values: + --- column 9: 0.960885 + --- column 15: 0.91854 + --- column 96: 0.564903 + --- column 114: 0.924932 + +-- node 274 was split into node 281 (left) and 282 (right) + +-- sprouting node 275 into a leaf (N = 10) + +-- sprouting node 276 into a leaf (N = 11) + +-- sprouting node 277 into a leaf (N = 11) + +-- attempting to split node 278 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 42 18 11 118 + + + -- linear combo weights (showing up to 5) + + -2.6029 2.5318 1.1243 0.5597 + + + + -- lower cutpoint: 0.126667 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.128956 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.126667 (0.746698), N = 13 moving right + --- 0.128956 (0.951826), N = 11 moving right + + -- best stat: 0.951826, min to split: 0 + + -- p-values: + --- column 42: 0.26198 + --- column 18: 0.255908 + --- column 11: 0.599318 + --- column 118: 0.832429 + +-- node 278 was split into node 283 (left) and 284 (right) + +-- sprouting node 279 into a leaf (N = 11) + +-- sprouting node 280 into a leaf (N = 10) + +-- sprouting node 281 into a leaf (N = 10) + +-- sprouting node 282 into a leaf (N = 10) + +-- sprouting node 283 into a leaf (N = 13) + +-- sprouting node 284 into a leaf (N = 11) + +------------ Growing tree 1 -------------- + +- N obs inbag: 1994 +- N row inbag: 1274 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1274 + -- columns sampled (showing up to 5) + + 83 32 93 106 98 + + + -- linear combo weights (showing up to 5) + + -11.4394 1.2723 -0.4996 1.0185 0.6389 + + + + -- lower cutpoint: -32.9035 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.6951 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -15.0764 (32.3484), N = 1865 moving right + --- -2.49348 (42.2472), N = 1442 moving right + --- 0.375245 (42.9546), N = 1128 moving right + --- 0.500145 (42.0578), N = 1112 moving right + --- 9.74084 (3.37328), N = 63 moving right + + -- best stat: 42.9546, min to split: 0 + + -- p-values: + --- column 83: 0*** [+1 to VI numerator] + --- column 32: 0.0861933 + --- column 93: 0.35294 + --- column 106: 0.0279588* + --- column 98: 0.155462 + --- column 6: 1.36412e-05*** [+1 to VI numerator] + --- column 22: 2.54005e-09*** [+1 to VI numerator] + --- column 116: 0.346801 + --- column 23: 0.293566 + --- column 38: 6.0713e-05*** [+1 to VI numerator] + --- column 122: 0.623547 + --- column 64: 0.307624 + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 866, try number 1) + + -- N obs (unweighted): 549 + -- columns sampled (showing up to 5) + + 116 46 20 85 52 + + + -- linear combo weights (showing up to 5) + + -1.7707 0.2560 -8.6835 -6.6642 2.8047 + + + + -- lower cutpoint: -24.5394 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.0225 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -12.2938 (45.9127), N = 686 moving right + --- -7.12759 (58.9274), N = 493 moving right + --- -2.48589 (47.1743), N = 337 moving right + --- -2.18962 (44.9841), N = 330 moving right + --- 2.25504 (20.3424), N = 151 moving right + + -- best stat: 58.9274, min to split: 0 + + -- p-values: + --- column 116: 0.0266709* + --- column 46: 0.793739 + --- column 20: 4.21885e-15*** [+1 to VI numerator] + --- column 85: 2.27637e-10*** [+1 to VI numerator] + --- column 52: 0.00300938** [+1 to VI numerator] + --- column 39: 9.29303e-05*** [+1 to VI numerator] + --- column 113: 0.162563 + --- column 94: 0.0384991* + --- column 108: 0.0177167* + --- column 36: 0.00210333** [+1 to VI numerator] + --- column 31: 0.215118 + --- column 2: 0.00929024** [+1 to VI numerator] + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1128, try number 1) + + -- N obs (unweighted): 725 + -- columns sampled (showing up to 5) + + 40 115 91 48 123 + + + -- linear combo weights (showing up to 5) + + 0.4669 -1.0009 1.8362 1.0896 1.0151 + + + + -- lower cutpoint: -8.06221 + - n_obs, left node: 11 + + + -- upper cutpoint: 22.5847 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.7625 (16.6426), N = 458 moving right + --- 3.20862 (14.4767), N = 276 moving right + --- 3.37886 (15.3918), N = 262 moving right + --- 4.39835 (13.8171), N = 177 moving right + --- 4.96664 (12.17), N = 160 moving right + + -- best stat: 16.6426, min to split: 0 + + -- p-values: + --- column 40: 0.663066 + --- column 115: 0.26581 + --- column 91: 0.00686988** [+1 to VI numerator] + --- column 48: 0.498169 + --- column 123: 0.219369 + --- column 72: 0.87545 + --- column 52: 0.871382 + --- column 0: 5.98999e-10*** [+1 to VI numerator] + --- column 51: 0.0127175* + --- column 19: 0.374925 + --- column 46: 0.255985 + --- column 23: 0.00172829** [+1 to VI numerator] + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 373, try number 1) + + -- N obs (unweighted): 239 + -- columns sampled (showing up to 5) + + 71 59 113 82 73 + + + -- linear combo weights (showing up to 5) + + -7.1012 3.2595 -1.1329 -5.2348 -0.7474 + + + + -- lower cutpoint: -21.0392 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1186 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.2274 (10.7915), N = 282 moving right + --- -4.41749 (61.9655), N = 108 moving right + --- 1.09968 (49.6684), N = 57 moving right + --- 2.31799 (42.9616), N = 49 moving right + --- 5.38923 (30.953), N = 25 moving right + + -- best stat: 61.9655, min to split: 0 + + -- p-values: + --- column 71: 3.56428e-07*** [+1 to VI numerator] + --- column 59: 0.000630827*** [+1 to VI numerator] + --- column 113: 0.0467635* + --- column 82: 5.44753e-11*** [+1 to VI numerator] + --- column 73: 0.287622 + --- column 16: 0.00232211** [+1 to VI numerator] + --- column 58: 0.000559362*** [+1 to VI numerator] + --- column 38: 0.424162 + --- column 66: 0.12763 + --- column 17: 0.690997 + --- column 118: 6.69687e-13*** [+1 to VI numerator] + --- column 47: 0.658981 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 493, try number 1) + + -- N obs (unweighted): 310 + -- columns sampled (showing up to 5) + + 81 45 70 27 26 + + + -- linear combo weights (showing up to 5) + + -1.6011 -0.0552 -2.8736 -0.6313 -0.2662 + + + + -- lower cutpoint: -11.0849 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.5944 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.29276 (14.0561), N = 458 moving right + --- -4.27449 (22.8851), N = 412 moving right + --- -3.35529 (25.1204), N = 382 moving right + --- 1.61925 (19.1559), N = 188 moving right + --- 11.7015 (4.76747), N = 17 moving right + + -- best stat: 25.1204, min to split: 0 + + -- p-values: + --- column 81: 0.0770389 + --- column 45: 0.967765 + --- column 70: 0.00642354** [+1 to VI numerator] + --- column 27: 0.603373 + --- column 26: 0.72693 + --- column 37: 0.00283989** [+1 to VI numerator] + --- column 9: 0.116891 + --- column 47: 0.0117141* + --- column 113: 0.214788 + --- column 118: 0.00450515** [+1 to VI numerator] + --- column 25: 0.464955 + --- column 18: 0.367279 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 670, try number 1) + + -- N obs (unweighted): 449 + -- columns sampled (showing up to 5) + + 42 81 2 98 7 + + + -- linear combo weights (showing up to 5) + + -1.4665 -0.1231 1.1350 4.6517 4.3934 + + + + -- lower cutpoint: -10.0845 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.55109 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.14362 (13.5924), N = 407 moving right + --- 0.472227 (17.0433), N = 283 moving right + --- 3.52986 (10.0524), N = 113 moving right + --- 3.6328 (9.43676), N = 108 moving right + --- 8.19326 (0.0930494), N = 13 moving right + + -- best stat: 17.0433, min to split: 0 + + -- p-values: + --- column 42: 0.141216 + --- column 81: 0.898165 + --- column 2: 0.120936 + --- column 98: 3.56936e-05*** [+1 to VI numerator] + --- column 7: 0.0324197* + --- column 123: 0.296917 + --- column 73: 0.0182438* + --- column 34: 0.00837376** [+1 to VI numerator] + --- column 22: 0.0611465 + --- column 21: 0.139693 + --- column 78: 0.512886 + --- column 99: 0.492618 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 458, try number 1) + + -- N obs (unweighted): 276 + -- columns sampled (showing up to 5) + + 99 34 82 9 71 + + + -- linear combo weights (showing up to 5) + + -3.5586 1.8329 -10.3919 0.7912 -0.0588 + + + + -- lower cutpoint: -6.9433 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.0308 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.53299 (25.7116), N = 408 moving right + --- 0.896751 (22.1621), N = 336 moving right + --- 5.5524 (20.3175), N = 215 moving right + --- 6.88182 (17.1959), N = 152 moving right + --- 11.1725 (7.56418), N = 62 moving right + + -- best stat: 25.7116, min to split: 0 + + -- p-values: + --- column 99: 0.142323 + --- column 34: 0.282823 + --- column 82: 1.93234e-05*** [+1 to VI numerator] + --- column 9: 0.512255 + --- column 71: 0.97281 + --- column 98: 1.14931e-05*** [+1 to VI numerator] + --- column 121: 0.959211 + --- column 20: 7.6064e-06*** [+1 to VI numerator] + --- column 13: 0.0111171* + --- column 24: 0.443168 + --- column 8: 0.116672 + --- column 93: 0.638328 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 265, try number 1) + + -- N obs (unweighted): 166 + -- columns sampled (showing up to 5) + + 14 57 82 72 55 + + + -- linear combo weights (showing up to 5) + + -0.0203 -3.2400 -1.1916 0.4032 0.3134 + + + + -- lower cutpoint: -6.54083 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.21055 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.2056 (0.63079), N = 174 moving right + --- -3.43769 (1.33892), N = 121 moving right + --- -2.94316 (2.16174), N = 89 moving right + --- -2.46065 (2.51191), N = 80 moving right + --- -1.48916 (3.29128), N = 56 moving right + + -- best stat: 3.29128, min to split: 0 + + -- p-values: + --- column 14: 0.96798 + --- column 57: 0.000516389*** [+1 to VI numerator] + --- column 82: 0.0313477* + --- column 72: 0.30188 + --- column 55: 0.664458 + --- column 109: 0.131649 + --- column 42: 0.629676 + --- column 34: 1.91565e-05*** [+1 to VI numerator] + --- column 26: 0.131888 + --- column 106: 0.10389 + --- column 99: 0.349387 + --- column 29: 0.000665298*** [+1 to VI numerator] + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 108, try number 1) + + -- N obs (unweighted): 73 + -- columns sampled (showing up to 5) + + 9 106 8 3 7 + + + -- linear combo weights (showing up to 5) + + 1.6209 17.8655 -6.5840 -22.3515 -2.6730 + + + + -- lower cutpoint: -10.0707 + - n_obs, left node: 14 + + + -- upper cutpoint: 10.0594 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.0707 (46.61), N = 94 moving right + --- -10.0493 (48.4588), N = 93 moving right + --- -1.63878 (80.2466), N = 74 moving right + --- 6.6917 (10.7578), N = 22 moving right + --- 10.0594 (9.14467), N = 10 moving right + + -- best stat: 80.2466, min to split: 0 + + -- p-values: + --- column 9: 0.376559 + --- column 106: 0.52073 + --- column 8: 0.0931112 + --- column 3: 0.00529406** [+1 to VI numerator] + --- column 7: 0.0275626* + --- column 73: 0.708534 + --- column 58: 0.000876546*** [+1 to VI numerator] + --- column 88: 0.349503 + --- column 27: 0.721268 + --- column 25: 0.234088 + --- column 30: 0.0404789* + --- column 102: 0.450037 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 111, try number 1) + + -- N obs (unweighted): 69 + -- columns sampled (showing up to 5) + + 22 86 47 124 27 + + + -- linear combo weights (showing up to 5) + + -0.6441 1.8034 -0.6328 0.1593 0.8472 + + + + -- lower cutpoint: -11.1383 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.95221 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.84625 (19.6904), N = 77 moving right + --- -1.55256 (14.9584), N = 52 moving right + --- -0.74864 (22.487), N = 40 moving right + --- 0.899046 (22.3764), N = 21 moving right + --- 1.57719 (12.7213), N = 13 moving right + + -- best stat: 22.487, min to split: 0 + + -- p-values: + --- column 22: 0.915701 + --- column 86: 0.645949 + --- column 47: 0.821005 + --- column 124: 0.939186 + --- column 27: 0.671317 + --- column 9: 0.334767 + --- column 34: 0.994617 + --- column 113: 0.868581 + --- column 122: 0.752934 + --- column 99: 0.866671 + --- column 63: 0.966243 + --- column 4: 0.598795 + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 382, try number 1) + + -- N obs (unweighted): 241 + -- columns sampled (showing up to 5) + + 53 108 24 9 63 + + + -- linear combo weights (showing up to 5) + + -2.8707 0.2482 -0.9365 -0.8134 0.6295 + + + + -- lower cutpoint: -7.91434 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.9194 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.42727 (1.07988), N = 367 moving right + --- -1.48865 (8.90952), N = 220 moving right + --- -0.985069 (9.39962), N = 211 moving right + --- 2.89288 (17.1788), N = 70 moving right + --- 6.08445 (15.5522), N = 34 moving right + + -- best stat: 17.1788, min to split: 0 + + -- p-values: + --- column 53: 0.0220973* + --- column 108: 0.764037 + --- column 24: 0.477574 + --- column 9: 0.585826 + --- column 63: 0.796506 + --- column 119: 0.00366023** [+1 to VI numerator] + --- column 120: 0.00628558** [+1 to VI numerator] + --- column 10: 0.895576 + --- column 42: 0.640016 + --- column 77: 0.105546 + --- column 61: 0.980489 + --- column 58: 0.00300185** [+1 to VI numerator] + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 387, try number 1) + + -- N obs (unweighted): 260 + -- columns sampled (showing up to 5) + + 69 112 74 41 50 + + + -- linear combo weights (showing up to 5) + + -0.6970 -1.1931 -1.1528 2.0406 -1.5634 + + + + -- lower cutpoint: -12.8385 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.38575 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.54856 (24.5141), N = 294 moving right + --- -6.39839 (25.3646), N = 256 moving right + --- -5.51378 (20.5802), N = 227 moving right + --- -4.91922 (15.8873), N = 206 moving right + --- -3.79311 (13.8278), N = 165 moving right + + -- best stat: 25.3646, min to split: 0 + + -- p-values: + --- column 69: 0.70391 + --- column 112: 0.473493 + --- column 74: 0.488844 + --- column 41: 0.1831 + --- column 50: 0.137048 + --- column 56: 0.0725006 + --- column 0: 4.871e-05*** [+1 to VI numerator] + --- column 89: 0.0686036 + --- column 34: 0.580576 + --- column 68: 0.279923 + --- column 33: 0.687811 + --- column 92: 0.28509 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 283, try number 1) + + -- N obs (unweighted): 189 + -- columns sampled (showing up to 5) + + 78 4 55 82 49 + + + -- linear combo weights (showing up to 5) + + 1.6188 0.9271 -1.6072 -5.4842 -0.4799 + + + + -- lower cutpoint: -8.03054 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.73639 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.84025 (6.91279), N = 254 moving right + --- 0.281781 (15.268), N = 159 moving right + --- 2.23058 (20.8338), N = 120 moving right + --- 5.0249 (6.92423), N = 51 moving right + --- 5.82015 (9.24292), N = 44 moving right + + -- best stat: 20.8338, min to split: 0 + + -- p-values: + --- column 78: 0.228376 + --- column 4: 0.622932 + --- column 55: 0.280208 + --- column 82: 0.0633375 + --- column 49: 0.798477 + --- column 114: 0.548164 + --- column 57: 0.0291093* + --- column 51: 0.534005 + --- column 95: 0.00929811** [+1 to VI numerator] + --- column 10: 0.333111 + --- column 44: 0.423049 + --- column 29: 0.56435 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 50, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 50 36 75 97 54 + + + -- linear combo weights (showing up to 5) + + -1.9768 -3.8774 -0.9109 4.7715 4.9488 + + + + -- lower cutpoint: -13.0741 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.322058 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.4705 (42.6039), N = 22 moving right + --- -4.99618 (46.4817), N = 20 moving right + --- -3.98373 (40.2647), N = 16 moving right + --- -1.06799 (35.9298), N = 12 moving right + --- -0.322058 (31.6369), N = 11 moving right + + -- best stat: 46.4817, min to split: 0 + + -- p-values: + --- column 50: 0.571439 + --- column 36: 0.302521 + --- column 75: 0.732371 + --- column 97: 0.159542 + --- column 54: 0.838488 + --- column 25: 0.586264 + --- column 48: 0.827594 + --- column 35: 0.00798833** [+1 to VI numerator] + --- column 58: 0.158879 + --- column 46: 0.877269 + --- column 59: 0.499786 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 408, try number 1) + + -- N obs (unweighted): 242 + -- columns sampled (showing up to 5) + + 79 99 5 53 30 + + + -- linear combo weights (showing up to 5) + + -2.9623 -0.2901 -3.2854 -0.9200 1.0568 + + + + -- lower cutpoint: -4.67329 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.23016 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.59897 (6.05743), N = 352 moving right + --- -1.58059 (12.1019), N = 291 moving right + --- 1.56427 (2.31897), N = 106 moving right + --- 2.43689 (3.58483), N = 69 moving right + --- 3.52798 (3.15287), N = 47 moving right + + -- best stat: 12.1019, min to split: 0 + + -- p-values: + --- column 79: 0.021453* + --- column 99: 0.816483 + --- column 5: 0.162403 + --- column 53: 0.708119 + --- column 30: 0.515438 + --- column 124: 0.610022 + --- column 6: 0.0160253* + --- column 7: 0.813209 + --- column 38: 0.221729 + --- column 41: 0.409015 + --- column 12: 0.358751 + --- column 4: 0.358348 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 209, try number 1) + + -- N obs (unweighted): 135 + -- columns sampled (showing up to 5) + + 77 73 118 82 45 + + + -- linear combo weights (showing up to 5) + + 0.0269 -0.4033 -0.1163 -0.5103 -0.6366 + + + + -- lower cutpoint: -2.06975 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.00385993 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.909836 (0.0506737), N = 71 moving right + --- -0.876639 (0.055473), N = 63 moving right + --- -0.849191 (0.0576557), N = 60 moving right + --- -0.843676 (0.0584386), N = 59 moving right + --- -0.453378 (0.116889), N = 27 moving right + + -- best stat: 0.116889, min to split: 0 + + -- p-values: + --- column 77: 0.931997 + --- column 73: 0.0749648 + --- column 118: 0.721412 + --- column 82: 0.189167 + --- column 45: 0.0685522 + --- column 85: 0.316375 + --- column 112: 0.560055 + --- column 40: 0.0629788 + --- column 37: 0.055161 + --- column 7: 0.166665 + --- column 44: 0.00883547** [+1 to VI numerator] + --- column 71: 0.29726 + +-- node 15 was split into node 31 (left) and 32 (right) + +-- attempting to split node 16 (N = 56, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 86 92 39 6 55 + + + -- linear combo weights (showing up to 5) + + 6.9765 -0.0408 -5.8875 0.0879 4.1779 + + + + -- lower cutpoint: -2.35687 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.99126 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.35687 (2.06513), N = 46 moving right + --- -0.645915 (7.32915), N = 36 moving right + --- -0.101358 (7.31493), N = 30 moving right + --- 6.56176 (23.1395), N = 13 moving right + --- 7.99126 (27.5112), N = 11 moving right + + -- best stat: 27.5112, min to split: 0 + + -- p-values: + --- column 86: 0.271854 + --- column 92: 0.975501 + --- column 39: 0.125028 + --- column 6: 0.965734 + --- column 55: 0.12276 + --- column 60: 0.713177 + --- column 57: 0.249712 + --- column 41: 0.315084 + --- column 29: 0.30683 + --- column 85: 0.0950242 + +-- node 16 was split into node 33 (left) and 34 (right) + +-- attempting to split node 17 (N = 34, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 50 48 125 105 16 + + + -- linear combo weights (showing up to 5) + + -1.6571 2.4926 -2.4241 2.2975 4.0344 + + + + -- lower cutpoint: -5.13505 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.980714 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.13505 (10.9126), N = 24 moving right + --- -4.88577 (9.99802), N = 23 moving right + --- -1.83247 (23.3944), N = 12 moving right + --- -1.19524 (27.6944), N = 11 moving right + --- -0.980714 (28.5822), N = 10 moving right + + -- best stat: 28.5822, min to split: 0 + + -- p-values: + --- column 50: 0.521113 + --- column 48: 0.727351 + --- column 125: 0.698024 + --- column 105: 0.688774 + --- column 16: 0.213782 + --- column 69: 0.231531 + --- column 99: 0.783306 + +-- node 17 was split into node 35 (left) and 36 (right) + +-- attempting to split node 18 (N = 74, try number 1) + + -- N obs (unweighted): 51 + -- columns sampled (showing up to 5) + + 2 75 79 20 73 + + + -- linear combo weights (showing up to 5) + + 0.6264 -1.2985 0.3256 -7.7264 -1.1529 + + + + -- lower cutpoint: -1.3466 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.03988 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.16758 (30.5573), N = 51 moving right + --- 2.91859 (14.4494), N = 38 moving right + --- 4.12688 (8.50259), N = 28 moving right + --- 5.11356 (7.61085), N = 26 moving right + --- 8.03988 (2.24984), N = 10 moving right + + -- best stat: 30.5573, min to split: 0 + + -- p-values: + --- column 2: 0.541819 + --- column 75: 0.120718 + --- column 79: 0.783072 + --- column 20: 0.000740669*** [+1 to VI numerator] + --- column 73: 0.294736 + --- column 66: 0.955337 + --- column 77: 0.291046 + --- column 50: 0.422048 + --- column 101: 0.063148 + --- column 5: 0.0189809* + --- column 41: 0.0449868* + --- column 33: 0.00435267** [+1 to VI numerator] + +-- node 18 was split into node 37 (left) and 38 (right) + +-- attempting to split node 19 (N = 71, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 63 106 31 66 89 + + + -- linear combo weights (showing up to 5) + + 3.7186 -0.3027 -5.8298 3.3663 -0.1867 + + + + -- lower cutpoint: -1.88349 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.75379 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.50167 (7.99199), N = 50 moving right + --- 4.64536 (17.6443), N = 31 moving right + --- 6.21961 (28.8674), N = 24 moving right + --- 8.26935 (19.9906), N = 16 moving right + --- 8.26939 (7.37639), N = 13 moving right + + -- best stat: 28.8674, min to split: 0 + + -- p-values: + --- column 63: 0.532682 + --- column 106: 0.783761 + --- column 31: 0.223705 + --- column 66: 0.671527 + --- column 89: 0.952544 + --- column 13: 0.163075 + --- column 74: 0.313751 + --- column 60: 0.861771 + --- column 36: 0.421639 + --- column 22: 0.835554 + --- column 7: 0.195168 + --- column 67: 0.84239 + +-- node 19 was split into node 39 (left) and 40 (right) + +-- attempting to split node 20 (N = 40, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 30 13 20 98 44 + + + -- linear combo weights (showing up to 5) + + 0.1631 -24.6601 15.5283 -4.0828 -5.8421 + + + + -- lower cutpoint: -12.4899 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.22177 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -12.4899 (85.6002), N = 30 moving right + --- -6.89602 (99.5415), N = 26 moving right + --- -4.17041 (59.0312), N = 23 moving right + --- -1.65386 (46.4817), N = 16 moving right + --- 0.320618 (67.7206), N = 13 moving right + + -- best stat: 99.5415, min to split: 0 + + -- p-values: + --- column 30: 0.989714 + --- column 13: 0.129523 + --- column 20: 0.00352409** [+1 to VI numerator] + --- column 98: 0.287334 + --- column 44: 0.120423 + --- column 59: 0.00586304** [+1 to VI numerator] + --- column 38: 0.309308 + --- column 12: 0.0360295* + +-- node 20 was split into node 41 (left) and 42 (right) + +-- attempting to split node 21 (N = 312, try number 1) + + -- N obs (unweighted): 201 + -- columns sampled (showing up to 5) + + 85 82 77 26 25 + + + -- linear combo weights (showing up to 5) + + 0.6940 -2.1143 1.3079 -1.2633 1.7702 + + + + -- lower cutpoint: -6.77528 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.71927 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.10869 (1.80422), N = 297 moving right + --- -4.53958 (7.57676), N = 288 moving right + --- -0.75091 (3.35192), N = 172 moving right + --- -0.215943 (1.83444), N = 130 moving right + --- -0.0250585 (1.11499), N = 121 moving right + + -- best stat: 7.57676, min to split: 0 + + -- p-values: + --- column 85: 0.748505 + --- column 82: 0.283233 + --- column 77: 0.410536 + --- column 26: 0.246117 + --- column 25: 0.262195 + --- column 122: 0.302702 + --- column 102: 0.744635 + --- column 10: 0.46818 + --- column 112: 0.92933 + --- column 54: 0.355655 + --- column 95: 0.511654 + --- column 37: 0.862251 + +-- node 21 was split into node 43 (left) and 44 (right) + +-- attempting to split node 22 (N = 70, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 85 6 94 104 90 + + + -- linear combo weights (showing up to 5) + + -1.7601 0.0845 5.7269 4.9558 -0.7467 + + + + -- lower cutpoint: -8.79307 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.4111 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.63378 (55.3276), N = 53 moving right + --- -0.151524 (70.1267), N = 41 moving right + --- 1.24138 (52.8737), N = 35 moving right + --- 1.44089 (54.9984), N = 34 moving right + --- 9.41829 (21.4237), N = 14 moving right + + -- best stat: 70.1267, min to split: 0 + + -- p-values: + --- column 85: 0.775249 + --- column 6: 0.985349 + --- column 94: 0.163837 + --- column 104: 0.105055 + --- column 90: 0.886195 + --- column 48: 0.0440545* + --- column 84: 0.781335 + --- column 102: 0.808245 + --- column 29: 0.975755 + --- column 80: 0.563672 + --- column 83: 0.696433 + --- column 97: 0.995334 + +-- node 22 was split into node 45 (left) and 46 (right) + +-- attempting to split node 23 (N = 131, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 119 74 27 38 88 + + + -- linear combo weights (showing up to 5) + + -0.9357 -2.2951 0.6818 -2.8673 9.7567 + + + + -- lower cutpoint: -11.4961 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.82221 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.81468 (4.15436), N = 113 moving right + --- -0.949974 (19.8012), N = 48 moving right + --- 1.336 (37.8816), N = 30 moving right + --- 1.61096 (30.7935), N = 28 moving right + --- 3.6692 (21.2355), N = 14 moving right + + -- best stat: 37.8816, min to split: 0 + + -- p-values: + --- column 119: 0.751865 + --- column 74: 0.438482 + --- column 27: 0.759059 + --- column 38: 0.238104 + --- column 88: 0.397883 + --- column 72: 0.645624 + --- column 105: 0.852872 + --- column 85: 0.547623 + --- column 125: 0.935584 + --- column 42: 0.306738 + --- column 95: 0.0226752* + --- column 81: 0.45083 + +-- node 23 was split into node 47 (left) and 48 (right) + +-- attempting to split node 24 (N = 256, try number 1) + + -- N obs (unweighted): 178 + -- columns sampled (showing up to 5) + + 39 69 63 77 67 + + + -- linear combo weights (showing up to 5) + + -0.1644 1.6938 2.0321 2.2233 -4.3438 + + + + -- lower cutpoint: -9.18638 + - n_obs, left node: 12 + + + -- upper cutpoint: 9.65428 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.90132 (5.83612), N = 241 moving right + --- -7.08312 (11.9432), N = 211 moving right + --- -2.53109 (11.5822), N = 86 moving right + --- -0.831807 (15.4704), N = 58 moving right + --- -0.669458 (14.5274), N = 55 moving right + + -- best stat: 15.4704, min to split: 0 + + -- p-values: + --- column 39: 0.915861 + --- column 69: 0.603698 + --- column 63: 0.403927 + --- column 77: 0.162318 + --- column 67: 0.245704 + --- column 51: 0.183505 + --- column 49: 0.269963 + --- column 0: 0.00249687** [+1 to VI numerator] + --- column 3: 0.996701 + --- column 21: 0.272337 + --- column 41: 0.706783 + --- column 73: 0.380725 + +-- node 24 was split into node 49 (left) and 50 (right) + +-- attempting to split node 25 (N = 163, try number 1) + + -- N obs (unweighted): 110 + -- columns sampled (showing up to 5) + + 28 112 21 60 49 + + + -- linear combo weights (showing up to 5) + + -0.4813 -1.4810 0.9870 4.6572 -4.6216 + + + + -- lower cutpoint: -9.73439 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.16875 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.62133 (7.17428), N = 130 moving right + --- -5.34354 (15.888), N = 120 moving right + --- -4.9736 (14.2942), N = 118 moving right + --- -4.18509 (11.8957), N = 107 moving right + --- 1.99801 (6.64184), N = 38 moving right + + -- best stat: 15.888, min to split: 0 + + -- p-values: + --- column 28: 0.70379 + --- column 112: 0.629726 + --- column 21: 0.650598 + --- column 60: 0.514424 + --- column 49: 0.0692336 + --- column 9: 0.411905 + --- column 92: 0.667248 + --- column 51: 0.907881 + --- column 82: 0.199137 + --- column 96: 0.499589 + --- column 33: 0.786879 + --- column 88: 0.0969434 + +-- node 25 was split into node 51 (left) and 52 (right) + +-- attempting to split node 26 (N = 120, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 8 13 92 67 56 + + + -- linear combo weights (showing up to 5) + + -1.8396 -1.5153 -0.7837 -1.4938 -1.3822 + + + + -- lower cutpoint: -7.43191 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.00208 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.72378 (4.27956), N = 53 moving right + --- 3.7638 (5.16177), N = 52 moving right + --- 4.21843 (5.71445), N = 45 moving right + --- 4.34722 (7.78263), N = 43 moving right + --- 7.72853 (2.84462), N = 16 moving right + + -- best stat: 7.78263, min to split: 0 + + -- p-values: + --- column 8: 0.750379 + --- column 13: 0.466066 + --- column 92: 0.744355 + --- column 67: 0.606425 + --- column 56: 0.558827 + --- column 118: 0.190048 + --- column 26: 0.4964 + --- column 57: 0.334115 + --- column 47: 0.0955026 + --- column 18: 0.444243 + --- column 71: 0.894185 + --- column 101: 0.0421792* + +-- node 26 was split into node 53 (left) and 54 (right) + +-- attempting to split node 27 (N = 30, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 30 35 21 52 32 + + + -- linear combo weights (showing up to 5) + + -60.8933 6.1966 -0.4595 21.5971 -8.0646 + + + + -- lower cutpoint: 4.03648 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.1105 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.03648 (34.7222), N = 20 moving right + --- 4.68477 (65.7807), N = 18 moving right + --- 5.86474 (69.8289), N = 16 moving right + --- 6.55028 (86.1717), N = 14 moving right + --- 10.6893 (76.8485), N = 11 moving right + + -- best stat: 86.1717, min to split: 0 + + -- p-values: + --- column 30: 0.0908252 + --- column 35: 0.24152 + --- column 21: 0.851715 + --- column 52: 0.685874 + --- column 32: 0.0770451 + --- column 72: 0.0483298* + +-- node 27 was split into node 55 (left) and 56 (right) + +-- attempting to split node 28 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 12 66 79 21 + + + -- linear combo weights (showing up to 5) + + -0.7730 -10.5137 -3.2222 2.2265 + + + + -- lower cutpoint: 2.64171 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.64171 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.64171 (20.7025), N = 10 moving right + + -- best stat: 20.7025, min to split: 0 + + -- p-values: + --- column 12: 0.916434 + --- column 66: 0.132566 + --- column 79: 0.225619 + --- column 21: 0.624556 + +-- node 28 was split into node 57 (left) and 58 (right) + +-- attempting to split node 29 (N = 117, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 106 112 77 114 52 + + + -- linear combo weights (showing up to 5) + + 2.4589 -19.3588 2.0424 1.2253 6.1674 + + + + -- lower cutpoint: -6.8632 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.9199 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.61363 (49.6864), N = 97 moving right + --- -4.56703 (46.8802), N = 95 moving right + --- -0.733369 (55.0151), N = 79 moving right + --- 1.06776 (77.5727), N = 68 moving right + --- 2.38268 (51.3371), N = 58 moving right + + -- best stat: 77.5727, min to split: 0 + + -- p-values: + --- column 106: 0.387311 + --- column 112: 0.0214448* + --- column 77: 0.599013 + --- column 114: 0.663518 + --- column 52: 0.699264 + --- column 84: 0.212677 + --- column 20: 0.0519828 + --- column 4: 0.522187 + --- column 10: 0.298309 + --- column 24: 0.117733 + --- column 38: 0.383205 + --- column 47: 0.0779786 + +-- node 29 was split into node 59 (left) and 60 (right) + +-- attempting to split node 30 (N = 291, try number 1) + + -- N obs (unweighted): 172 + -- columns sampled (showing up to 5) + + 119 48 63 65 86 + + + -- linear combo weights (showing up to 5) + + 1.6387 3.6818 -0.9539 1.7947 -2.6019 + + + + -- lower cutpoint: -5.13933 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.707 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.745795 (15.4267), N = 223 moving right + --- -0.196219 (12.3155), N = 199 moving right + --- 0.133031 (14.5677), N = 186 moving right + --- 7.35111 (4.80122), N = 29 moving right + --- 8.11099 (4.11356), N = 21 moving right + + -- best stat: 15.4267, min to split: 0 + + -- p-values: + --- column 119: 0.383561 + --- column 48: 0.00178173** [+1 to VI numerator] + --- column 63: 0.317678 + --- column 65: 0.00962872** [+1 to VI numerator] + --- column 86: 0.0362767* + --- column 117: 0.0559794 + --- column 111: 0.205966 + --- column 39: 0.0173848* + --- column 97: 0.000127009*** [+1 to VI numerator] + --- column 0: 0.0366371* + --- column 60: 0.129601 + --- column 120: 0.436162 + +-- node 30 was split into node 61 (left) and 62 (right) + +-- attempting to split node 31 (N = 182, try number 1) + + -- N obs (unweighted): 114 + -- columns sampled (showing up to 5) + + 1 109 68 113 6 + + + -- linear combo weights (showing up to 5) + + -0.0470 0.0532 0.0921 0.0086 0.2560 + + + + -- lower cutpoint: -0.719285 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.215322 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.272287 (0.0230335), N = 132 moving right + --- -0.210791 (0.0146269), N = 114 moving right + --- -0.139394 (0.00931966), N = 94 moving right + --- -0.103942 (0.00669183), N = 79 moving right + --- -0.00622776 (0.00418506), N = 59 moving right + + -- best stat: 0.0230335, min to split: 0 + + -- p-values: + --- column 1: 0.883504 + --- column 109: 0.679033 + --- column 68: 0.430603 + --- column 113: 0.970053 + --- column 6: 0.11165 + --- column 14: 0.996689 + --- column 18: 0.300479 + --- column 17: 0.589813 + --- column 108: 0.888097 + --- column 40: 0.0669055 + --- column 106: 0.753289 + --- column 83: 0.825411 + +-- node 31 was split into node 63 (left) and 64 (right) + +-- attempting to split node 32 (N = 27, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 123 73 83 88 8 + + + -- linear combo weights (showing up to 5) + + 2.2627 0.3887 -0.6596 2.6468 -1.3263 + + + + -- lower cutpoint: -4.80993 + - n_obs, left node: 12 + + + -- upper cutpoint: -3.4336 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.80993 (0.685871), N = 15 moving right + --- -4.0361 (0.7961), N = 14 moving right + --- -3.91704 (0.923288), N = 13 moving right + --- -3.80321 (1.07167), N = 12 moving right + --- -3.4336 (1.45748), N = 10 moving right + + -- best stat: 1.45748, min to split: 0 + + -- p-values: + --- column 123: 0.00580427** [+1 to VI numerator] + --- column 73: 0.804957 + --- column 83: 0.740183 + --- column 88: 0.822199 + --- column 8: 0.0891132 + --- column 112: 0.0490263* + --- column 86: 0.734738 + +-- node 32 was split into node 65 (left) and 66 (right) + +-- attempting to split node 33 (N = 45, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 23 118 41 62 54 + + + -- linear combo weights (showing up to 5) + + -1.1350 2.9627 1.8639 -3.8323 0.3760 + + + + -- lower cutpoint: -6.46365 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.1158 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -4.84485 (3.41278), N = 23 moving right + --- -3.63614 (5.87654), N = 17 moving right + --- -3.331 (6.46682), N = 16 moving right + --- -3.1498 (4.57419), N = 14 moving right + --- -3.1158 (5.89927), N = 12 moving right + + -- best stat: 6.46682, min to split: 0 + + -- p-values: + --- column 23: 0.295041 + --- column 118: 0.299462 + --- column 41: 0.523133 + --- column 62: 0.674852 + --- column 54: 0.589907 + --- column 72: 0.675829 + --- column 43: 0.164081 + --- column 61: 0.899904 + +-- node 33 was split into node 67 (left) and 68 (right) + +-- sprouting node 34 into a leaf (N = 11) + +-- attempting to split node 35 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 79 101 37 116 + + + -- linear combo weights (showing up to 5) + + 0.6583 1.2060 5.0473 -1.4387 + + + + -- lower cutpoint: -5.60225 + - n_obs, left node: 11 + + + -- upper cutpoint: -5.1528 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.60225 (2.35043), N = 13 moving right + --- -5.1528 (1.36111), N = 12 moving right + + -- best stat: 2.35043, min to split: 0 + + -- p-values: + --- column 79: 0.643663 + --- column 101: 0.435017 + --- column 37: 0.198438 + --- column 116: 0.519478 + +-- node 35 was split into node 69 (left) and 70 (right) + +-- sprouting node 36 into a leaf (N = 10) + +-- attempting to split node 37 (N = 23, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 81 83 123 73 75 + + + -- linear combo weights (showing up to 5) + + -3.4488 -2.7245 -10.7707 1.6857 -0.0762 + + + + -- lower cutpoint: 1.20471 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.20471 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.20471 (12.174), N = 11 moving right + + -- best stat: 12.174, min to split: 0 + + -- p-values: + --- column 81: 0.150338 + --- column 83: 0.281951 + --- column 123: 0.204149 + --- column 73: 0.467154 + --- column 75: 0.96137 + +-- node 37 was split into node 71 (left) and 72 (right) + +-- attempting to split node 38 (N = 51, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 105 81 13 79 59 + + + -- linear combo weights (showing up to 5) + + 0.9535 -0.6514 3.4834 0.9051 -0.5781 + + + + -- lower cutpoint: -3.8381 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.512552 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.13699 (1.37078), N = 37 moving right + --- -2.64138 (1.20675), N = 31 moving right + --- -1.80736 (1.20109), N = 26 moving right + --- -0.82352 (1.66331), N = 14 moving right + --- -0.732304 (1.6263), N = 12 moving right + + -- best stat: 1.66331, min to split: 0 + + -- p-values: + --- column 105: 0.707409 + --- column 81: 0.521079 + --- column 13: 0.549781 + --- column 79: 0.429366 + --- column 59: 0.625968 + --- column 0: 0.0736213 + --- column 64: 0.795338 + --- column 6: 0.573291 + --- column 7: 0.18377 + --- column 12: 0.374688 + --- column 29: 0.0665042 + +-- node 38 was split into node 73 (left) and 74 (right) + +-- attempting to split node 39 (N = 47, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 3 101 79 92 33 + + + -- linear combo weights (showing up to 5) + + 0.9764 0.9805 -0.2230 -2.6811 0.6979 + + + + -- lower cutpoint: -1.30481 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.483142 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.30481 (3.51928), N = 37 moving right + --- 0.197453 (0.768451), N = 24 moving right + --- 0.309007 (0.6031), N = 22 moving right + --- 0.470288 (0.294496), N = 17 moving right + --- 0.477654 (0.203048), N = 15 moving right + + -- best stat: 3.51928, min to split: 0 + + -- p-values: + --- column 3: 0.8544 + --- column 101: 0.412673 + --- column 79: 0.902354 + --- column 92: 0.535407 + --- column 33: 0.622341 + --- column 1: 0.882214 + --- column 76: 0.575675 + --- column 11: 0.95652 + --- column 50: 0.462187 + +-- node 39 was split into node 75 (left) and 76 (right) + +-- attempting to split node 40 (N = 24, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 44 86 4 91 59 + + + -- linear combo weights (showing up to 5) + + 3.7810 6.1736 2.2980 6.2107 -18.9472 + + + + -- lower cutpoint: 11.235 + - n_obs, left node: 10 + + + -- upper cutpoint: 17.5245 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 11.235 (47.6389), N = 14 moving right + --- 11.6934 (62.8906), N = 13 moving right + --- 15.7551 (47.8403), N = 12 moving right + --- 15.9744 (64.6715), N = 11 moving right + --- 17.5245 (50.8008), N = 10 moving right + + -- best stat: 64.6715, min to split: 0 + + -- p-values: + --- column 44: 0.574533 + --- column 86: 0.35311 + --- column 4: 0.808409 + --- column 91: 0.0930848 + --- column 59: 0.27229 + +-- node 40 was split into node 77 (left) and 78 (right) + +-- sprouting node 41 into a leaf (N = 14) + +-- attempting to split node 42 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 63 121 75 124 37 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 42 (N = 26, try number 2) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 9 93 14 106 23 + + + -- linear combo weights (showing up to 5) + + -0.2874 -11.5288 -0.4619 -6.0363 -1.0657 + + + + -- lower cutpoint: 2.85154 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.97404 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.85154 (3.15325), N = 16 moving right + --- 3.50983 (12.4411), N = 15 moving right + --- 3.6744 (9.94675), N = 13 moving right + --- 3.82548 (2.8408), N = 12 moving right + --- 3.97404 (1.92249), N = 10 moving right + + -- best stat: 12.4411, min to split: 0 + + -- p-values: + --- column 9: 0.92122 + --- column 93: 0.498145 + --- column 14: 0.859665 + --- column 106: 0.229197 + --- column 23: 0.668311 + +-- node 42 was split into node 79 (left) and 80 (right) + +-- attempting to split node 43 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 70 36 51 14 109 + + + -- linear combo weights (showing up to 5) + + 1.3659 -2.5639 -1.8236 3.2344 2.7240 + + + + -- lower cutpoint: -0.142547 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.45227 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.142547 (18.7579), N = 13 moving right + --- 1.14138 (23.7656), N = 12 moving right + --- 1.45227 (43.3643), N = 10 moving right + + -- best stat: 43.3643, min to split: 0 + + -- p-values: + --- column 70: 0.786714 + --- column 36: 0.635097 + --- column 51: 0.68293 + --- column 14: 0.521163 + --- column 109: 0.608547 + +-- node 43 was split into node 81 (left) and 82 (right) + +-- attempting to split node 44 (N = 288, try number 1) + + -- N obs (unweighted): 185 + -- columns sampled (showing up to 5) + + 71 107 18 17 75 + + + -- linear combo weights (showing up to 5) + + -6.7692 -1.2384 0.4844 -3.3759 0.8634 + + + + -- lower cutpoint: -7.72328 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.43415 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.871333 (12.8115), N = 201 moving right + --- -0.491438 (14.0598), N = 196 moving right + --- 0.836269 (12.3258), N = 155 moving right + --- 2.07205 (4.78733), N = 113 moving right + --- 3.36527 (5.8565), N = 84 moving right + + -- best stat: 14.0598, min to split: 0 + + -- p-values: + --- column 71: 0.0158282* + --- column 107: 0.262054 + --- column 18: 0.858916 + --- column 17: 0.0788231 + --- column 75: 0.479511 + --- column 84: 0.218366 + --- column 40: 0.350473 + --- column 61: 0.00967887** [+1 to VI numerator] + --- column 53: 0.242394 + --- column 103: 0.570576 + --- column 36: 0.095097 + --- column 97: 0.0491593* + +-- node 44 was split into node 83 (left) and 84 (right) + +-- attempting to split node 45 (N = 29, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 79 76 53 41 15 + + + -- linear combo weights (showing up to 5) + + 0.5489 -2.9054 -7.1896 2.4076 0.9963 + + + + -- lower cutpoint: -5.8068 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.58248 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.8068 (52.5455), N = 18 moving right + --- -2.51604 (35.5577), N = 16 moving right + --- -0.923811 (23.3333), N = 14 moving right + --- -0.74143 (17.6471), N = 12 moving right + --- 0.58248 (24.3368), N = 10 moving right + + -- best stat: 52.5455, min to split: 0 + + -- p-values: + --- column 79: 0.894645 + --- column 76: 0.605594 + --- column 53: 0.0594694 + --- column 41: 0.784678 + --- column 15: 0.905424 + --- column 107: 0.380874 + +-- node 45 was split into node 85 (left) and 86 (right) + +-- attempting to split node 46 (N = 41, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 58 44 108 30 20 + + + -- linear combo weights (showing up to 5) + + 7.1267 -1.9698 3.9243 0.4049 4.6567 + + + + -- lower cutpoint: 4.34031 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.069 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 4.34031 (22.7613), N = 31 moving right + --- 5.9122 (28.5824), N = 28 moving right + --- 10.3157 (19.8529), N = 24 moving right + --- 10.7423 (6.375), N = 17 moving right + --- 10.8951 (5.29), N = 16 moving right + + -- best stat: 28.5824, min to split: 0 + + -- p-values: + --- column 58: 0.151537 + --- column 44: 0.510417 + --- column 108: 0.0714042 + --- column 30: 0.755405 + --- column 20: 0.264425 + --- column 14: 0.957852 + +-- node 46 was split into node 87 (left) and 88 (right) + +-- attempting to split node 47 (N = 101, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 50 76 15 46 14 + + + -- linear combo weights (showing up to 5) + + 0.8034 -4.1389 7.4741 5.9481 -1.2210 + + + + -- lower cutpoint: -9.8194 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.792471 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.66876 (13.8445), N = 74 moving right + --- -5.26458 (19.8539), N = 61 moving right + --- -5.12863 (18.7691), N = 58 moving right + --- -1.81501 (12.1947), N = 31 moving right + --- 0.315027 (8.26818), N = 12 moving right + + -- best stat: 19.8539, min to split: 0 + + -- p-values: + --- column 50: 0.863568 + --- column 76: 0.334919 + --- column 15: 0.359646 + --- column 46: 0.285132 + --- column 14: 0.64782 + --- column 33: 0.326365 + --- column 75: 0.321398 + --- column 125: 0.891137 + --- column 51: 0.742995 + --- column 30: 0.99379 + --- column 21: 0.295207 + --- column 25: 0.116931 + +-- node 47 was split into node 89 (left) and 90 (right) + +-- attempting to split node 48 (N = 30, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 70 86 101 109 3 + + + -- linear combo weights (showing up to 5) + + -4.0755e+00 1.1001e+01 -4.6439e+00 -1.2831e+02 5.9766e+01 + + + + -- lower cutpoint: 2.83828 + - n_obs, left node: 11 + + + -- upper cutpoint: 12.7947 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.83828 (39.1012), N = 19 moving right + --- 4.56024 (66.0114), N = 16 moving right + --- 12.5915 (49.9378), N = 15 moving right + --- 12.6089 (40.6653), N = 13 moving right + --- 12.7947 (32.805), N = 10 moving right + + -- best stat: 66.0114, min to split: 0 + + -- p-values: + --- column 70: 0.403125 + --- column 86: 0.159165 + --- column 101: 0.432556 + --- column 109: 0.0299298* + --- column 3: 0.142604 + +-- node 48 was split into node 91 (left) and 92 (right) + +-- attempting to split node 49 (N = 198, try number 1) + + -- N obs (unweighted): 137 + -- columns sampled (showing up to 5) + + 17 75 91 38 61 + + + -- linear combo weights (showing up to 5) + + -3.1984 5.4294 2.7018 -0.5574 1.8807 + + + + -- lower cutpoint: -7.38234 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.58083 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.21776 (7.41479), N = 157 moving right + --- -0.0458403 (17.7611), N = 130 moving right + --- 3.32734 (35.7665), N = 75 moving right + --- 3.46354 (37.6295), N = 72 moving right + --- 7.75577 (24.3941), N = 22 moving right + + -- best stat: 37.6295, min to split: 0 + + -- p-values: + --- column 17: 0.0746607 + --- column 75: 0.0615117 + --- column 91: 0.183782 + --- column 38: 0.772905 + --- column 61: 0.953362 + --- column 120: 0.0447112* + --- column 102: 0.746759 + --- column 31: 0.74287 + --- column 78: 0.0959517 + --- column 62: 0.889622 + --- column 20: 0.525361 + --- column 80: 0.528723 + +-- node 49 was split into node 93 (left) and 94 (right) + +-- attempting to split node 50 (N = 58, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 89 84 114 99 56 + + + -- linear combo weights (showing up to 5) + + -0.3754 -6.0781 -6.1018 0.6835 -3.0421 + + + + -- lower cutpoint: -1.63152 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.6056 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.38118 (34.3867), N = 33 moving right + --- 7.2449 (27.515), N = 22 moving right + --- 8.08787 (24.5112), N = 17 moving right + --- 8.69062 (26.4972), N = 14 moving right + --- 9.14643 (21.8379), N = 12 moving right + + -- best stat: 34.3867, min to split: 0 + + -- p-values: + --- column 89: 0.889185 + --- column 84: 0.421178 + --- column 114: 0.0491379* + --- column 99: 0.913188 + --- column 56: 0.11493 + --- column 105: 0.162938 + --- column 93: 0.0047601** [+1 to VI numerator] + --- column 69: 0.194976 + --- column 30: 0.72361 + --- column 4: 0.703213 + --- column 60: 0.749092 + --- column 122: 0.434926 + +-- node 50 was split into node 95 (left) and 96 (right) + +-- attempting to split node 51 (N = 43, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 107 57 20 121 48 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 51 (N = 43, try number 2) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 96 118 63 115 125 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 51 (N = 43, try number 3) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 26 7 36 19 57 + + + -- linear combo weights (showing up to 5) + + 0.1425 10.7331 0.3173 -3.4107 -1.7721 + + + + -- lower cutpoint: -16.1347 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.86794 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.3569 (40.1176), N = 31 moving right + --- -11.4549 (34.31), N = 18 moving right + --- -7.79921 (49.6488), N = 14 moving right + --- -6.71568 (41.2249), N = 12 moving right + --- -4.34244 (40.7507), N = 11 moving right + + -- best stat: 49.6488, min to split: 0 + + -- p-values: + --- column 26: 0.942106 + --- column 7: 0.379914 + --- column 36: 0.957437 + --- column 19: 0.635639 + --- column 57: 0.602188 + --- column 66: 0.957422 + --- column 4: 0.540669 + --- column 13: 0.55178 + --- column 2: 0.465232 + +-- node 51 was split into node 97 (left) and 98 (right) + +-- attempting to split node 52 (N = 120, try number 1) + + -- N obs (unweighted): 83 + -- columns sampled (showing up to 5) + + 37 7 67 54 13 + + + -- linear combo weights (showing up to 5) + + -0.0304 5.9442 -9.5420 -12.0939 -5.8056 + + + + -- lower cutpoint: -4.02693 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.87413 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.853406 (18.7779), N = 73 moving right + --- 1.0295 (12.3806), N = 67 moving right + --- 2.26007 (14.6307), N = 54 moving right + --- 3.48723 (20.5432), N = 44 moving right + --- 5.78005 (16.1979), N = 27 moving right + + -- best stat: 20.5432, min to split: 0 + + -- p-values: + --- column 37: 0.985069 + --- column 7: 0.278956 + --- column 67: 0.145861 + --- column 54: 0.642389 + --- column 13: 0.253473 + --- column 103: 0.563704 + --- column 43: 0.196503 + --- column 49: 0.500741 + --- column 19: 0.910657 + --- column 114: 0.352889 + --- column 45: 0.258288 + --- column 80: 0.551972 + +-- node 52 was split into node 99 (left) and 100 (right) + +-- attempting to split node 53 (N = 77, try number 1) + + -- N obs (unweighted): 51 + -- columns sampled (showing up to 5) + + 39 49 79 98 121 + + + -- linear combo weights (showing up to 5) + + 4.7473 3.6659 -0.2294 18.3906 5.3156 + + + + -- lower cutpoint: -13.4915 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.49601 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.3789 (78.9301), N = 48 moving right + --- -2.5463 (45.9542), N = 42 moving right + --- -2.31011 (46.8744), N = 40 moving right + --- -0.48542 (46.9821), N = 38 moving right + --- 0.0264002 (31.303), N = 32 moving right + + -- best stat: 78.9301, min to split: 0 + + -- p-values: + --- column 39: 0.1944 + --- column 49: 0.410421 + --- column 79: 0.9379 + --- column 98: 0.00129021** [+1 to VI numerator] + --- column 121: 0.0520318 + --- column 87: 0.0128879* + --- column 3: 0.0354934* + --- column 96: 0.00186803** [+1 to VI numerator] + --- column 42: 0.10424 + --- column 71: 0.048003* + --- column 47: 0.636875 + --- column 61: 0.749891 + +-- node 53 was split into node 101 (left) and 102 (right) + +-- attempting to split node 54 (N = 43, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 111 53 2 77 34 + + + -- linear combo weights (showing up to 5) + + -7.4965 3.8383 -2.9860 -6.0808 3.5964 + + + + -- lower cutpoint: -4.99385 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.35898 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.99385 (13.4336), N = 33 moving right + --- -4.40337 (11.3256), N = 32 moving right + --- -1.78253 (22.6393), N = 24 moving right + --- -0.421766 (20.9477), N = 23 moving right + --- 1.7834 (24.5912), N = 16 moving right + + -- best stat: 24.5912, min to split: 0 + + -- p-values: + --- column 111: 0.495501 + --- column 53: 0.501055 + --- column 2: 0.268284 + --- column 77: 0.105471 + --- column 34: 0.0593064 + --- column 65: 0.0993548 + --- column 101: 0.776743 + --- column 106: 0.915903 + --- column 25: 0.8222 + +-- node 54 was split into node 103 (left) and 104 (right) + +-- sprouting node 55 into a leaf (N = 16) + +-- sprouting node 56 into a leaf (N = 14) + +-- sprouting node 57 into a leaf (N = 10) + +-- sprouting node 58 into a leaf (N = 10) + +-- attempting to split node 59 (N = 49, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 80 49 16 85 96 + + + -- linear combo weights (showing up to 5) + + 3.8012 11.5833 -10.8314 9.0894 -1.1413 + + + + -- lower cutpoint: -8.23488 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.5331 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.23488 (33.3111), N = 39 moving right + --- -3.63054 (76.4692), N = 35 moving right + --- -2.16576 (79.8783), N = 33 moving right + --- 6.429 (166.804), N = 20 moving right + --- 8.29974 (107.418), N = 17 moving right + + -- best stat: 166.804, min to split: 0 + + -- p-values: + --- column 80: 0.55027 + --- column 49: 0.207792 + --- column 16: 0.0740638 + --- column 85: 0.173173 + --- column 96: 0.851051 + --- column 17: 0.575526 + --- column 116: 0.600609 + --- column 13: 0.662501 + +-- node 59 was split into node 105 (left) and 106 (right) + +-- attempting to split node 60 (N = 68, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 50 69 119 44 26 + + + -- linear combo weights (showing up to 5) + + 0.1446 -5.6016 1.2108 -2.5091 -0.6291 + + + + -- lower cutpoint: -5.24473 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.90791 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.912 (26.1546), N = 55 moving right + --- -2.63418 (24.7422), N = 53 moving right + --- 0.0448557 (26.8364), N = 47 moving right + --- 5.06853 (12.7852), N = 29 moving right + --- 6.84254 (7.70417), N = 20 moving right + + -- best stat: 26.8364, min to split: 0 + + -- p-values: + --- column 50: 0.956535 + --- column 69: 0.208082 + --- column 119: 0.756 + --- column 44: 0.462131 + --- column 26: 0.694211 + --- column 45: 0.652555 + --- column 58: 0.8796 + --- column 75: 0.516098 + --- column 39: 0.0341757* + --- column 124: 0.392472 + --- column 57: 0.811801 + --- column 81: 0.557221 + +-- node 60 was split into node 107 (left) and 108 (right) + +-- attempting to split node 61 (N = 68, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 44 86 121 18 52 + + + -- linear combo weights (showing up to 5) + + 6.2250 2.9816 -0.2755 12.3873 -31.0251 + + + + -- lower cutpoint: -7.08485 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.83943 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.41718 (19.3774), N = 45 moving right + --- -3.58054 (20.6261), N = 39 moving right + --- 2.30597 (20.4229), N = 16 moving right + --- 2.46489 (17.5164), N = 13 moving right + --- 2.59249 (16.6461), N = 12 moving right + + -- best stat: 20.6261, min to split: 0 + + -- p-values: + --- column 44: 0.0622125 + --- column 86: 0.775812 + --- column 121: 0.900923 + --- column 18: 0.00522372** [+1 to VI numerator] + --- column 52: 0.32915 + --- column 31: 0.156419 + --- column 30: 0.263312 + --- column 75: 0.0318926* + --- column 88: 0.25062 + --- column 10: 0.699115 + --- column 1: 0.830504 + --- column 15: 0.958059 + +-- node 61 was split into node 109 (left) and 110 (right) + +-- attempting to split node 62 (N = 223, try number 1) + + -- N obs (unweighted): 132 + -- columns sampled (showing up to 5) + + 98 45 12 58 85 + + + -- linear combo weights (showing up to 5) + + 1.9268 -0.7721 -0.2830 1.2184 0.9149 + + + + -- lower cutpoint: -2.29394 + - n_obs, left node: 12 + + + -- upper cutpoint: 6.51165 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.78544 (1.0002), N = 198 moving right + --- 0.474946 (8.12174), N = 147 moving right + --- 1.61424 (10.9467), N = 107 moving right + --- 2.68227 (8.77461), N = 74 moving right + --- 2.86646 (7.8447), N = 69 moving right + + -- best stat: 10.9467, min to split: 0 + + -- p-values: + --- column 98: 0.17229 + --- column 45: 0.773974 + --- column 12: 0.814377 + --- column 58: 0.183114 + --- column 85: 0.604469 + --- column 68: 0.445909 + --- column 13: 0.977469 + --- column 5: 0.172819 + --- column 92: 0.951213 + --- column 80: 0.576952 + --- column 124: 0.941854 + --- column 53: 0.362022 + +-- node 62 was split into node 111 (left) and 112 (right) + +-- attempting to split node 63 (N = 50, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 85 25 125 34 9 + + + -- linear combo weights (showing up to 5) + + -0.2228 0.5469 -1.3316 0.0408 -0.7646 + + + + -- lower cutpoint: -2.50543 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.03415 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.03394 (0.854474), N = 34 moving right + --- -1.83471 (0.592387), N = 27 moving right + --- -1.42888 (0.482397), N = 21 moving right + --- -1.12499 (0.434305), N = 15 moving right + --- -1.04433 (0.716856), N = 12 moving right + + -- best stat: 0.854474, min to split: 0 + + -- p-values: + --- column 85: 0.817251 + --- column 25: 0.415279 + --- column 125: 0.0362732* + --- column 34: 0.974463 + --- column 9: 0.51552 + --- column 94: 0.820325 + --- column 106: 0.368326 + --- column 39: 0.160147 + --- column 69: 0.836957 + --- column 38: 0.89265 + +-- node 63 was split into node 113 (left) and 114 (right) + +-- sprouting node 64 into a leaf (N = 132) + +-- sprouting node 65 into a leaf (N = 17) + +-- sprouting node 66 into a leaf (N = 10) + +-- sprouting node 67 into a leaf (N = 29) + +-- sprouting node 68 into a leaf (N = 16) + +-- sprouting node 69 into a leaf (N = 11) + +-- sprouting node 70 into a leaf (N = 13) + +-- sprouting node 71 into a leaf (N = 12) + +-- sprouting node 72 into a leaf (N = 11) + +-- attempting to split node 73 (N = 37, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 57 108 92 31 14 + + + -- linear combo weights (showing up to 5) + + 0.0516 4.8196 -45.2830 4.3008 0.5851 + + + + -- lower cutpoint: 6.48184 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.32256 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.58942 (1.07909), N = 26 moving right + --- 6.81228 (0.95112), N = 25 moving right + --- 7.38333 (0.842839), N = 24 moving right + --- 7.79457 (0.481901), N = 19 moving right + --- 7.95228 (0.247291), N = 13 moving right + + -- best stat: 1.07909, min to split: 0 + + -- p-values: + --- column 57: 0.978826 + --- column 108: 0.364358 + --- column 92: 0.140411 + --- column 31: 0.141934 + --- column 14: 0.766458 + --- column 1: 0.189273 + --- column 54: 0.20453 + --- column 67: 0.550612 + +-- node 73 was split into node 115 (left) and 116 (right) + +-- sprouting node 74 into a leaf (N = 14) + +-- sprouting node 75 into a leaf (N = 10) + +-- attempting to split node 76 (N = 37, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 101 53 50 7 29 + + + -- linear combo weights (showing up to 5) + + 0.2944 1.1444 0.3156 4.4931 0.5422 + + + + -- lower cutpoint: -1.55761 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.516655 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.55761 (0.289287), N = 27 moving right + --- -1.35035 (0.259903), N = 26 moving right + --- -1.18593 (0.138345), N = 22 moving right + --- -1.12855 (0.117638), N = 20 moving right + --- -0.60018 (0.0741792), N = 13 moving right + + -- best stat: 0.289287, min to split: 0 + + -- p-values: + --- column 101: 0.811707 + --- column 53: 0.49334 + --- column 50: 0.846615 + --- column 7: 0.490111 + --- column 29: 0.803946 + --- column 116: 0.650733 + --- column 78: 0.780032 + +-- node 76 was split into node 117 (left) and 118 (right) + +-- sprouting node 77 into a leaf (N = 13) + +-- sprouting node 78 into a leaf (N = 11) + +-- sprouting node 79 into a leaf (N = 11) + +-- sprouting node 80 into a leaf (N = 15) + +-- sprouting node 81 into a leaf (N = 14) + +-- sprouting node 82 into a leaf (N = 10) + +-- attempting to split node 83 (N = 92, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 103 46 125 83 94 + + + -- linear combo weights (showing up to 5) + + -3.6364 -4.0454 1.2052 -1.7477 8.1699 + + + + -- lower cutpoint: -6.1077 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0055 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.34583 (37.7049), N = 78 moving right + --- 2.36318 (15.5297), N = 62 moving right + --- 2.80596 (16.1062), N = 58 moving right + --- 4.19519 (18.2685), N = 45 moving right + --- 4.87988 (14.7942), N = 42 moving right + + -- best stat: 37.7049, min to split: 0 + + -- p-values: + --- column 103: 0.366033 + --- column 46: 0.390182 + --- column 125: 0.779937 + --- column 83: 0.818951 + --- column 94: 0.176299 + --- column 73: 0.722046 + --- column 87: 0.985983 + --- column 88: 0.831118 + --- column 77: 0.823364 + --- column 71: 0.205027 + --- column 114: 0.628619 + --- column 57: 0.355288 + +-- node 83 was split into node 119 (left) and 120 (right) + +-- attempting to split node 84 (N = 196, try number 1) + + -- N obs (unweighted): 125 + -- columns sampled (showing up to 5) + + 79 55 96 51 57 + + + -- linear combo weights (showing up to 5) + + 1.0691 -2.2958 0.1873 -2.8623 4.4122 + + + + -- lower cutpoint: -5.16185 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.91893 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.22225 (3.89842), N = 176 moving right + --- -1.77807 (9.32994), N = 156 moving right + --- -1.36662 (14.9268), N = 150 moving right + --- -1.03238 (11.9478), N = 141 moving right + --- 7.91893 (4.74332), N = 10 moving right + + -- best stat: 14.9268, min to split: 0 + + -- p-values: + --- column 79: 0.480077 + --- column 55: 0.399118 + --- column 96: 0.913922 + --- column 51: 0.069778 + --- column 57: 0.140287 + --- column 36: 0.991876 + --- column 74: 0.0441933* + --- column 5: 0.238213 + --- column 48: 0.754976 + --- column 34: 0.732767 + --- column 9: 0.744036 + --- column 16: 0.972387 + +-- node 84 was split into node 121 (left) and 122 (right) + +-- sprouting node 85 into a leaf (N = 11) + +-- sprouting node 86 into a leaf (N = 18) + +-- sprouting node 87 into a leaf (N = 13) + +-- attempting to split node 88 (N = 28, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 4 100 30 + + + -- linear combo weights (showing up to 5) + + 0.0401 0.0609 -0.2654 + + + + -- lower cutpoint: -0.133436 + - n_obs, left node: 13 + + + -- upper cutpoint: 0.00340423 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.133436 (0.00211931), N = 15 moving right + --- -0.049956 (0.0816327), N = 14 moving right + --- 0.00340423 (0.0383716), N = 12 moving right + + -- best stat: 0.0816327, min to split: 0 + + -- p-values: + --- column 4: 0.964303 + --- column 100: 0.894044 + --- column 30: 0.564789 + +-- node 88 was split into node 123 (left) and 124 (right) + +-- attempting to split node 89 (N = 40, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 1 16 88 70 14 + + + -- linear combo weights (showing up to 5) + + 6.9746 0.8081 -2.8888 4.5277 2.3364 + + + + -- lower cutpoint: -2.22459 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.49263 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.01917 (14.7633), N = 21 moving right + --- -0.447807 (18.4602), N = 18 moving right + --- 0.404564 (20.3002), N = 15 moving right + --- 0.622304 (26.1161), N = 14 moving right + --- 1.10834 (21.4403), N = 13 moving right + + -- best stat: 26.1161, min to split: 0 + + -- p-values: + --- column 1: 0.19616 + --- column 16: 0.833441 + --- column 88: 0.571524 + --- column 70: 0.352953 + --- column 14: 0.312271 + --- column 81: 0.0363323* + --- column 119: 0.719293 + --- column 68: 0.277448 + +-- node 89 was split into node 125 (left) and 126 (right) + +-- attempting to split node 90 (N = 61, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 69 91 31 44 125 + + + -- linear combo weights (showing up to 5) + + -8.2380 -7.6643 -4.2061 -6.1663 3.4801 + + + + -- lower cutpoint: -0.262735 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.2606 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.05249 (30.6435), N = 46 moving right + --- 1.37475 (32.8408), N = 45 moving right + --- 5.02213 (28.807), N = 36 moving right + --- 6.05091 (29.5658), N = 31 moving right + --- 12.2606 (49.1931), N = 10 moving right + + -- best stat: 49.1931, min to split: 0 + + -- p-values: + --- column 69: 0.186535 + --- column 91: 0.253899 + --- column 31: 0.513372 + --- column 44: 0.32045 + --- column 125: 0.416888 + --- column 7: 0.12678 + --- column 116: 0.444052 + --- column 82: 0.140525 + --- column 2: 0.287673 + --- column 45: 0.0440816* + --- column 87: 0.563188 + --- column 113: 0.795708 + +-- node 90 was split into node 127 (left) and 128 (right) + +-- sprouting node 91 into a leaf (N = 14) + +-- sprouting node 92 into a leaf (N = 16) + +-- attempting to split node 93 (N = 126, try number 1) + + -- N obs (unweighted): 91 + -- columns sampled (showing up to 5) + + 111 59 67 64 106 + + + -- linear combo weights (showing up to 5) + + -6.1996 -10.8766 0.0236 10.1128 1.6102 + + + + -- lower cutpoint: -0.698925 + - n_obs, left node: 12 + + + -- upper cutpoint: 14.7499 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.258805 (11.3984), N = 111 moving right + --- 2.03147 (17.8995), N = 105 moving right + --- 8.83134 (18.2794), N = 66 moving right + --- 10.9456 (15.7323), N = 40 moving right + --- 11.9091 (31.4549), N = 29 moving right + + -- best stat: 31.4549, min to split: 0 + + -- p-values: + --- column 111: 0.240587 + --- column 59: 0.116253 + --- column 67: 0.995684 + --- column 64: 0.134778 + --- column 106: 0.551559 + --- column 66: 0.352858 + --- column 39: 0.867095 + --- column 25: 0.691697 + --- column 43: 0.559897 + --- column 20: 0.378382 + --- column 17: 0.50075 + --- column 73: 0.0522161 + +-- node 93 was split into node 129 (left) and 130 (right) + +-- attempting to split node 94 (N = 72, try number 1) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 35 53 26 60 80 + + + -- linear combo weights (showing up to 5) + + -1.8469 -8.5345 -0.2158 -3.4323 -1.0645 + + + + -- lower cutpoint: -3.47967 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.65109 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -3.47967 (15.232), N = 61 moving right + --- -2.06965 (14.9573), N = 52 moving right + --- -1.37141 (19.0995), N = 46 moving right + --- -0.752652 (29.8955), N = 42 moving right + --- -0.195566 (24.6297), N = 40 moving right + + -- best stat: 29.8955, min to split: 0 + + -- p-values: + --- column 35: 0.732664 + --- column 53: 0.0256441* + --- column 26: 0.92196 + --- column 60: 0.790438 + --- column 80: 0.854019 + --- column 30: 0.74651 + --- column 81: 0.226973 + --- column 18: 0.714735 + --- column 82: 0.622395 + --- column 36: 0.328052 + --- column 48: 0.0107378* + --- column 93: 0.997815 + +-- node 94 was split into node 131 (left) and 132 (right) + +-- attempting to split node 95 (N = 25, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 87 115 4 104 26 + + + -- linear combo weights (showing up to 5) + + -10.0071 -2.7823 -9.1477 -0.1477 5.6252 + + + + -- lower cutpoint: 5.65504 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.83824 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.71209 (32.8076), N = 14 moving right + --- 6.05453 (45.6193), N = 13 moving right + --- 6.23748 (59.8672), N = 12 moving right + --- 7.32747 (51.3426), N = 11 moving right + --- 9.83824 (30.1056), N = 10 moving right + + -- best stat: 59.8672, min to split: 0 + + -- p-values: + --- column 87: 0.242354 + --- column 115: 0.116536 + --- column 4: 0.108417 + --- column 104: 0.946441 + --- column 26: 0.471735 + --- column 1: 0.791626 + +-- node 95 was split into node 133 (left) and 134 (right) + +-- attempting to split node 96 (N = 33, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 64 117 9 119 109 + + + -- linear combo weights (showing up to 5) + + 11.8424 -8.8093 0.2884 -2.3151 3.0925 + + + + -- lower cutpoint: -8.16955 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.0728 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.16955 (12.1988), N = 22 moving right + --- -3.89749 (27.2769), N = 18 moving right + --- -2.30863 (15.9634), N = 13 moving right + --- -2.18947 (20.3125), N = 12 moving right + --- -2.0728 (23.6589), N = 11 moving right + + -- best stat: 27.2769, min to split: 0 + + -- p-values: + --- column 64: 0.343781 + --- column 117: 0.0547175 + --- column 9: 0.951651 + --- column 119: 0.78382 + --- column 109: 0.512952 + --- column 103: 0.909805 + --- column 10: 0.894713 + +-- node 96 was split into node 135 (left) and 136 (right) + +-- attempting to split node 97 (N = 29, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 95 15 84 27 34 + + + -- linear combo weights (showing up to 5) + + -10.4406 5.8138 -18.6904 12.0269 -13.9944 + + + + -- lower cutpoint: -14.4738 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.80171 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -14.4738 (102.195), N = 19 moving right + --- -14.0438 (92.5615), N = 17 moving right + --- -7.03146 (89.5102), N = 16 moving right + --- -4.02365 (68.7145), N = 13 moving right + --- -3.80171 (79.1805), N = 10 moving right + + -- best stat: 102.195, min to split: 0 + + -- p-values: + --- column 95: 0.342221 + --- column 15: 0.497282 + --- column 84: 0.205983 + --- column 27: 0.0937216 + --- column 34: 0.0613303 + +-- node 97 was split into node 137 (left) and 138 (right) + +-- sprouting node 98 into a leaf (N = 14) + +-- attempting to split node 99 (N = 76, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 3 73 90 64 81 + + + -- linear combo weights (showing up to 5) + + -0.9579 1.2835 -2.2249 12.4516 -0.3955 + + + + -- lower cutpoint: 5.99128 + - n_obs, left node: 12 + + + -- upper cutpoint: 21.0823 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 8.18932 (31.5428), N = 54 moving right + --- 12.054 (29.2581), N = 39 moving right + --- 15.4426 (28.8704), N = 31 moving right + --- 15.7376 (32.9411), N = 30 moving right + --- 20.4795 (25.7709), N = 12 moving right + + -- best stat: 32.9411, min to split: 0 + + -- p-values: + --- column 3: 0.828033 + --- column 73: 0.675451 + --- column 90: 0.559125 + --- column 64: 0.0936312 + --- column 81: 0.875991 + --- column 72: 0.153546 + --- column 68: 0.0497883* + --- column 40: 0.40443 + --- column 27: 0.789337 + --- column 20: 0.803479 + --- column 120: 0.160218 + --- column 56: 0.853392 + +-- node 99 was split into node 139 (left) and 140 (right) + +-- attempting to split node 100 (N = 44, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 96 61 20 66 87 + + + -- linear combo weights (showing up to 5) + + -7.1663 12.0958 5.1865 -1.4124 5.1702 + + + + -- lower cutpoint: -5.53625 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.0217 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.77707 (22.5207), N = 29 moving right + --- -4.04397 (31.685), N = 26 moving right + --- -2.36276 (23.248), N = 24 moving right + --- -1.82884 (25.0281), N = 18 moving right + --- 0.789577 (21.9221), N = 14 moving right + + -- best stat: 31.685, min to split: 0 + + -- p-values: + --- column 96: 0.075478 + --- column 61: 0.467113 + --- column 20: 0.132196 + --- column 66: 0.805793 + --- column 87: 0.402489 + --- column 108: 0.294204 + --- column 11: 0.188906 + --- column 116: 0.960362 + --- column 114: 0.992191 + --- column 54: 0.0894138 + +-- node 100 was split into node 141 (left) and 142 (right) + +-- attempting to split node 101 (N = 29, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 12 28 25 83 113 + + + -- linear combo weights (showing up to 5) + + 0.3225 -5.6219 12.2262 -4.1716 -2.0642 + + + + -- lower cutpoint: -1.33215 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.809584 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.33215 (64.9683), N = 19 moving right + --- -0.520754 (41.2861), N = 18 moving right + --- 0.138639 (34.3614), N = 17 moving right + --- 0.410951 (30.7395), N = 15 moving right + --- 0.456659 (14.525), N = 13 moving right + + -- best stat: 64.9683, min to split: 0 + + -- p-values: + --- column 12: 0.948933 + --- column 28: 0.53092 + --- column 25: 0.225433 + --- column 83: 0.660949 + --- column 113: 0.619417 + --- column 14: 0.837834 + --- column 77: 0.422713 + +-- node 101 was split into node 143 (left) and 144 (right) + +-- attempting to split node 102 (N = 48, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 73 107 111 52 74 + + + -- linear combo weights (showing up to 5) + + -0.5683 -34.3531 3.0196 -18.3273 -1.8222 + + + + -- lower cutpoint: 2.58741 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.71799 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.5154 (21.6701), N = 32 moving right + --- 4.20607 (15.4391), N = 27 moving right + --- 5.96624 (7.564), N = 20 moving right + --- 6.15593 (6.75026), N = 18 moving right + --- 6.3514 (5.45536), N = 14 moving right + + -- best stat: 21.6701, min to split: 0 + + -- p-values: + --- column 73: 0.728756 + --- column 107: 0.284079 + --- column 111: 0.298737 + --- column 52: 0.277962 + --- column 74: 0.786363 + --- column 29: 0.114034 + --- column 27: 0.0005119*** [+1 to VI numerator] + --- column 19: 0.753442 + --- column 123: 0.248132 + +-- node 102 was split into node 145 (left) and 146 (right) + +-- attempting to split node 103 (N = 27, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 118 41 115 34 85 + + + -- linear combo weights (showing up to 5) + + -29.4424 3.3215 8.7864 -1.6448 14.1170 + + + + -- lower cutpoint: 3.05308 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.29497 + - n_obs, right node: 13 + + -- cutpoint (score) + --- 3.05308 (13.2204), N = 17 moving right + --- 4.47142 (19.8779), N = 16 moving right + --- 5.01951 (19.926), N = 15 moving right + --- 6.29497 (12.3294), N = 13 moving right + + -- best stat: 19.926, min to split: 0 + + -- p-values: + --- column 118: 0.0545706 + --- column 41: 0.377332 + --- column 115: 0.28248 + --- column 34: 0.67851 + --- column 85: 0.0253646* + --- column 116: 0.558275 + +-- node 103 was split into node 147 (left) and 148 (right) + +-- sprouting node 104 into a leaf (N = 16) + +-- attempting to split node 105 (N = 29, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 70 103 93 45 + + + -- linear combo weights (showing up to 5) + + 7.9055 19.4475 -90.6508 1.4714 + + + + -- lower cutpoint: 16.4245 + - n_obs, left node: 12 + + + -- upper cutpoint: 18.5048 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 16.4245 (62.6696), N = 17 moving right + --- 16.6353 (42.2629), N = 13 moving right + --- 16.6488 (23.2916), N = 12 moving right + --- 18.5048 (18.4928), N = 10 moving right + + -- best stat: 62.6696, min to split: 0 + + -- p-values: + --- column 70: 0.422445 + --- column 103: 0.591068 + --- column 93: 0.546509 + --- column 45: 0.8907 + +-- node 105 was split into node 149 (left) and 150 (right) + +-- attempting to split node 106 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 85 22 109 80 + + + -- linear combo weights (showing up to 5) + + -6.2732 9.4680 -8.7725 3.6676 + + + + -- lower cutpoint: 0.751529 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.751529 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.751529 (31.9225), N = 10 moving right + + -- best stat: 31.9225, min to split: 0 + + -- p-values: + --- column 85: 0.00782885** [+1 to VI numerator] + --- column 22: 0.0531698 + --- column 109: 0.000482894*** [+1 to VI numerator] + --- column 80: 0.0259844* + +-- node 106 was split into node 151 (left) and 152 (right) + +-- attempting to split node 107 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 113 51 84 56 + + + -- linear combo weights (showing up to 5) + + 15.3789 -4.3205 -7.7693 -4.8886 + + + + -- lower cutpoint: -2.89952 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.89952 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.89952 (16.8091), N = 11 moving right + + -- best stat: 16.8091, min to split: 0 + + -- p-values: + --- column 113: 0.365797 + --- column 51: 0.546627 + --- column 84: 0.582271 + --- column 56: 0.308619 + +-- node 107 was split into node 153 (left) and 154 (right) + +-- attempting to split node 108 (N = 47, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 79 106 33 78 36 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 108 (N = 47, try number 2) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 82 32 85 43 27 + + + -- linear combo weights (showing up to 5) + + -3.9414 -4.5560 4.2684 -11.3807 -2.8311 + + + + -- lower cutpoint: 2.42087 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.4564 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.01125 (17.9629), N = 36 moving right + --- 5.70164 (25.4732), N = 31 moving right + --- 5.97667 (25.3118), N = 28 moving right + --- 7.96848 (22.3635), N = 23 moving right + --- 8.3476 (21.498), N = 20 moving right + + -- best stat: 25.4732, min to split: 0 + + -- p-values: + --- column 82: 0.858749 + --- column 32: 0.243909 + --- column 85: 0.460897 + --- column 43: 0.0285849* + --- column 27: 0.0850376 + --- column 30: 0.962669 + --- column 84: 0.469343 + --- column 41: 0.0646265 + --- column 15: 0.295996 + --- column 53: 0.00689545** [+1 to VI numerator] + +-- node 108 was split into node 155 (left) and 156 (right) + +-- attempting to split node 109 (N = 29, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 5 97 75 38 51 + + + -- linear combo weights (showing up to 5) + + -4.3555 -5.5364 -0.6919 0.7222 -2.1973 + + + + -- lower cutpoint: -2.00644 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.05173 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.00644 (27.9415), N = 19 moving right + --- -1.78383 (21.3753), N = 17 moving right + --- -1.71611 (14.8232), N = 14 moving right + --- -1.06826 (13.1903), N = 13 moving right + --- -1.05173 (8.71993), N = 11 moving right + + -- best stat: 27.9415, min to split: 0 + + -- p-values: + --- column 5: 0.535503 + --- column 97: 0.457361 + --- column 75: 0.856379 + --- column 38: 0.82573 + --- column 51: 0.367356 + +-- node 109 was split into node 157 (left) and 158 (right) + +-- attempting to split node 110 (N = 39, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 81 74 72 41 88 + + + -- linear combo weights (showing up to 5) + + -3.7115 -2.4357 0.1566 2.4110 -2.9111 + + + + -- lower cutpoint: -1.58505 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.10037 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.58505 (7.00868), N = 28 moving right + --- -1.2715 (10.5194), N = 24 moving right + --- 0.757123 (8.85529), N = 15 moving right + --- 1.35832 (7.79444), N = 14 moving right + --- 1.41811 (9.61243), N = 13 moving right + + -- best stat: 10.5194, min to split: 0 + + -- p-values: + --- column 81: 0.0484091* + --- column 74: 0.458767 + --- column 72: 0.948944 + --- column 41: 0.277191 + --- column 88: 0.385791 + --- column 68: 0.469069 + --- column 62: 0.802037 + --- column 25: 0.620442 + +-- node 110 was split into node 159 (left) and 160 (right) + +-- attempting to split node 111 (N = 116, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 30 22 21 43 121 + + + -- linear combo weights (showing up to 5) + + -5.7130 -5.9438 -1.5929 2.1307 -3.6446 + + + + -- lower cutpoint: -4.8944 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.56874 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.57739 (2.04258), N = 77 moving right + --- -2.38931 (4.58704), N = 71 moving right + --- -0.159173 (5.7561), N = 48 moving right + --- 0.405231 (8.60352), N = 40 moving right + --- 0.731686 (10.4227), N = 34 moving right + + -- best stat: 10.4227, min to split: 0 + + -- p-values: + --- column 30: 0.197148 + --- column 22: 0.109047 + --- column 21: 0.210149 + --- column 43: 0.104036 + --- column 121: 0.646 + --- column 68: 0.0409718* + --- column 122: 0.169297 + --- column 18: 0.0159541* + --- column 62: 0.472892 + --- column 70: 0.500498 + --- column 92: 0.419023 + --- column 106: 0.533684 + +-- node 111 was split into node 161 (left) and 162 (right) + +-- attempting to split node 112 (N = 107, try number 1) + + -- N obs (unweighted): 64 + -- columns sampled (showing up to 5) + + 100 55 125 115 97 + + + -- linear combo weights (showing up to 5) + + 28.2394 1.3177 -1.6198 15.6019 0.7866 + + + + -- lower cutpoint: -12.221 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.76147 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.221 (0.633775), N = 97 moving right + --- -10.9925 (2.6948), N = 74 moving right + --- -10.9925 (2.69227), N = 69 moving right + --- -10.3661 (2.41634), N = 55 moving right + --- -9.95553 (5.78437), N = 42 moving right + + -- best stat: 5.78437, min to split: 0 + + -- p-values: + --- column 100: 0.390995 + --- column 55: 0.224651 + --- column 125: 0.545454 + --- column 115: 0.00977815** [+1 to VI numerator] + --- column 97: 0.475204 + --- column 53: 0.685485 + --- column 121: 0.0594816 + --- column 8: 0.477615 + --- column 87: 0.926068 + --- column 109: 0.209348 + --- column 119: 0.00637492** [+1 to VI numerator] + --- column 15: 0.85977 + +-- node 112 was split into node 163 (left) and 164 (right) + +-- sprouting node 113 into a leaf (N = 16) + +-- attempting to split node 114 (N = 34, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 41 35 57 23 120 + + + -- linear combo weights (showing up to 5) + + -0.0168 -0.3960 -0.4088 -0.4610 2.2599 + + + + -- lower cutpoint: -4.39244 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.69879 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -4.39244 (0.0360438), N = 24 moving right + --- -4.17707 (0.0471846), N = 22 moving right + --- -4.02046 (0.0973183), N = 16 moving right + --- -4.01848 (0.109573), N = 15 moving right + --- -3.69879 (0.415277), N = 12 moving right + + -- best stat: 0.415277, min to split: 0 + + -- p-values: + --- column 41: 0.949216 + --- column 35: 0.323522 + --- column 57: 0.670665 + --- column 23: 0.170998 + --- column 120: 0.484494 + --- column 60: 0.512424 + --- column 91: 0.0153779* + +-- node 114 was split into node 165 (left) and 166 (right) + +-- sprouting node 115 into a leaf (N = 11) + +-- sprouting node 116 into a leaf (N = 26) + +-- sprouting node 117 into a leaf (N = 10) + +-- attempting to split node 118 (N = 27, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 24 57 73 80 + + + -- linear combo weights (showing up to 5) + + -0.1029 0.2834 -0.0506 0.0112 + + + + -- lower cutpoint: -0.146028 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0640287 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.146028 (0.00726216), N = 17 moving right + --- -0.0757969 (0.0114638), N = 14 moving right + --- -0.0741357 (0.0132953), N = 13 moving right + --- -0.0640287 (0.0179574), N = 11 moving right + + -- best stat: 0.0179574, min to split: 0 + + -- p-values: + --- column 24: 0.268881 + --- column 57: 0.015832* + --- column 73: 0.812446 + --- column 80: 0.939308 + +-- node 118 was split into node 167 (left) and 168 (right) + +-- sprouting node 119 into a leaf (N = 14) + +-- attempting to split node 120 (N = 78, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 79 74 73 47 99 + + + -- linear combo weights (showing up to 5) + + -0.8656 10.3062 -7.1180 18.3359 2.4358 + + + + -- lower cutpoint: -12.087 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.05469 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.15741 (33.0339), N = 52 moving right + --- -5.90239 (32.4795), N = 49 moving right + --- -4.46314 (38.8594), N = 43 moving right + --- -1.49206 (22.8804), N = 27 moving right + --- 0.409696 (11.1177), N = 15 moving right + + -- best stat: 38.8594, min to split: 0 + + -- p-values: + --- column 79: 0.803426 + --- column 74: 0.104157 + --- column 73: 0.0781892 + --- column 47: 0.00299192** [+1 to VI numerator] + --- column 99: 0.885562 + --- column 86: 0.0412104* + --- column 71: 0.286009 + --- column 123: 0.429981 + --- column 66: 0.481773 + --- column 19: 0.537235 + --- column 54: 0.593763 + --- column 91: 0.473513 + +-- node 120 was split into node 169 (left) and 170 (right) + +-- attempting to split node 121 (N = 46, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 99 116 8 47 103 + + + -- linear combo weights (showing up to 5) + + -46.8615 -4.7258 -1.4534 14.1255 44.2631 + + + + -- lower cutpoint: 1.44289 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.1378 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.54183 (44.3819), N = 34 moving right + --- 4.77054 (47.4254), N = 27 moving right + --- 4.86444 (36.9286), N = 25 moving right + --- 5.28814 (36.2613), N = 23 moving right + --- 9.81299 (29.6616), N = 13 moving right + + -- best stat: 47.4254, min to split: 0 + + -- p-values: + --- column 99: 0.458698 + --- column 116: 0.229135 + --- column 8: 0.815511 + --- column 47: 0.075343 + --- column 103: 0.376055 + --- column 84: 0.161886 + --- column 24: 0.0930609 + --- column 65: 0.870364 + --- column 80: 0.790127 + --- column 70: 0.212453 + +-- node 121 was split into node 171 (left) and 172 (right) + +-- attempting to split node 122 (N = 150, try number 1) + + -- N obs (unweighted): 94 + -- columns sampled (showing up to 5) + + 95 102 59 65 10 + + + -- linear combo weights (showing up to 5) + + -6.2136 0.1707 -1.2372 0.7514 -3.5487 + + + + -- lower cutpoint: -8.47162 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.80707 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.04539 (4.66427), N = 133 moving right + --- -3.68108 (9.69246), N = 102 moving right + --- -1.37882 (11.6476), N = 78 moving right + --- -0.772638 (14.9999), N = 72 moving right + --- 0.674536 (15.8033), N = 48 moving right + + -- best stat: 15.8033, min to split: 0 + + -- p-values: + --- column 95: 0.0286319* + --- column 102: 0.945643 + --- column 59: 0.420609 + --- column 65: 0.801035 + --- column 10: 0.0588294 + --- column 98: 0.289089 + --- column 89: 0.18838 + --- column 123: 0.691976 + --- column 73: 0.200215 + --- column 86: 0.14599 + --- column 48: 0.720528 + --- column 103: 0.985638 + +-- node 122 was split into node 173 (left) and 174 (right) + +-- sprouting node 123 into a leaf (N = 14) + +-- sprouting node 124 into a leaf (N = 14) + +-- attempting to split node 125 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 74 69 93 31 118 + + + -- linear combo weights (showing up to 5) + + -1.6927 -3.4922 3.8701 -4.6417 -3.4791 + + + + -- lower cutpoint: -2.34746 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.69195 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.34746 (9.05357), N = 14 moving right + --- -1.0739 (8.59524), N = 12 moving right + --- -0.69195 (8.55625), N = 10 moving right + + -- best stat: 9.05357, min to split: 0 + + -- p-values: + --- column 74: 0.204508 + --- column 69: 0.149981 + --- column 93: 0.355127 + --- column 31: 0.0133115* + --- column 118: 0.420381 + +-- node 125 was split into node 175 (left) and 176 (right) + +-- sprouting node 126 into a leaf (N = 14) + +-- attempting to split node 127 (N = 51, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 12 21 110 105 28 + + + -- linear combo weights (showing up to 5) + + -9.0081 6.6388 -18.0716 6.9311 -2.6268 + + + + -- lower cutpoint: -3.2194 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.32866 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.2194 (15.0487), N = 41 moving right + --- -2.37703 (16.9476), N = 39 moving right + --- -1.80895 (24.8993), N = 37 moving right + --- -1.57803 (26.1464), N = 36 moving right + --- 6.36688 (27.0917), N = 13 moving right + + -- best stat: 27.0917, min to split: 0 + + -- p-values: + --- column 12: 0.00874006** [+1 to VI numerator] + --- column 21: 0.0765235 + --- column 110: 0.0395962* + --- column 105: 0.157485 + --- column 28: 0.376651 + --- column 106: 0.112278 + --- column 40: 0.79718 + --- column 62: 0.20214 + --- column 48: 0.0520909 + --- column 79: 0.331664 + --- column 38: 0.267359 + +-- node 127 was split into node 177 (left) and 178 (right) + +-- sprouting node 128 into a leaf (N = 10) + +-- attempting to split node 129 (N = 97, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 44 100 107 63 95 + + + -- linear combo weights (showing up to 5) + + -11.5098 -4.1305 -10.9917 5.5613 0.0978 + + + + -- lower cutpoint: -16.8125 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.29032 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.1652 (23.5571), N = 85 moving right + --- -14.7727 (32.9759), N = 77 moving right + --- -13.5093 (26.9039), N = 71 moving right + --- -6.98381 (25.3079), N = 26 moving right + --- -3.29032 (5.60402), N = 10 moving right + + -- best stat: 32.9759, min to split: 0 + + -- p-values: + --- column 44: 0.0197933* + --- column 100: 0.686686 + --- column 107: 0.367332 + --- column 63: 0.282754 + --- column 95: 0.971409 + --- column 46: 0.0326726* + --- column 30: 0.398553 + --- column 62: 0.907338 + --- column 90: 0.892393 + --- column 99: 0.798024 + --- column 121: 0.209728 + --- column 117: 0.0382191* + +-- node 129 was split into node 179 (left) and 180 (right) + +-- attempting to split node 130 (N = 29, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 32 15 6 41 120 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 130 (N = 29, try number 2) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 41 80 25 58 9 + + + -- linear combo weights (showing up to 5) + + -3.2890 8.9719 -4.7997 -0.1347 6.1079 + + + + -- lower cutpoint: -6.99261 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.58955 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.99261 (33.1924), N = 19 moving right + --- -5.19075 (46.2117), N = 18 moving right + --- -4.33328 (28.607), N = 16 moving right + --- -2.39148 (9.24943), N = 13 moving right + --- -1.70467 (8.28183), N = 12 moving right + + -- best stat: 46.2117, min to split: 0 + + -- p-values: + --- column 41: 0.655552 + --- column 80: 0.602636 + --- column 25: 0.437065 + --- column 58: 0.983125 + --- column 9: 0.520575 + --- column 113: 0.568602 + --- column 96: 0.479779 + +-- node 130 was split into node 181 (left) and 182 (right) + +-- attempting to split node 131 (N = 30, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 20 85 29 99 102 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 131 (N = 30, try number 2) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 48 16 54 105 96 + + + -- linear combo weights (showing up to 5) + + -6.1842e-01 -5.1448e+00 -5.0121e+01 2.6793e+02 -3.6904e+00 + + + + -- lower cutpoint: -91.5531 + - n_obs, left node: 11 + + + -- upper cutpoint: -86.4401 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -90.5018 (49), N = 15 moving right + --- -89.4995 (45.781), N = 14 moving right + --- -89.4719 (36.2725), N = 13 moving right + --- -87.8013 (30.2252), N = 12 moving right + --- -86.4401 (33.8144), N = 11 moving right + + -- best stat: 49, min to split: 0 + + -- p-values: + --- column 48: 0.950723 + --- column 16: 0.383193 + --- column 54: 0.538099 + --- column 105: 0.411099 + --- column 96: 0.413262 + --- column 82: 0.89723 + --- column 95: 0.514623 + +-- node 131 was split into node 183 (left) and 184 (right) + +-- attempting to split node 132 (N = 42, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 103 100 61 109 117 + + + -- linear combo weights (showing up to 5) + + -0.0330 -5.2780 0.1903 12.7402 0.2489 + + + + -- lower cutpoint: -6.26809 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.96295 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.26809 (5.14388), N = 32 moving right + --- -5.49621 (10.7781), N = 28 moving right + --- -0.421088 (33.842), N = 17 moving right + --- 0.042258 (30.8501), N = 16 moving right + --- 0.986398 (32), N = 14 moving right + + -- best stat: 33.842, min to split: 0 + + -- p-values: + --- column 103: 0.983044 + --- column 100: 0.247323 + --- column 61: 0.979085 + --- column 109: 0.0248391* + --- column 117: 0.912047 + --- column 48: 0.74946 + --- column 49: 0.00689846** [+1 to VI numerator] + --- column 70: 0.0116966* + +-- node 132 was split into node 185 (left) and 186 (right) + +-- sprouting node 133 into a leaf (N = 13) + +-- sprouting node 134 into a leaf (N = 12) + +-- sprouting node 135 into a leaf (N = 15) + +-- sprouting node 136 into a leaf (N = 18) + +-- sprouting node 137 into a leaf (N = 10) + +-- sprouting node 138 into a leaf (N = 19) + +-- attempting to split node 139 (N = 46, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 80 57 48 43 73 + + + -- linear combo weights (showing up to 5) + + 0.0775 4.6765 -5.0205 -7.1396 -2.0157 + + + + -- lower cutpoint: -11.7644 + - n_obs, left node: 11 + + + -- upper cutpoint: -6.41999 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.1891 (14.3643), N = 29 moving right + --- -9.6961 (30.7302), N = 23 moving right + --- -8.41049 (17.1533), N = 16 moving right + --- -8.14676 (6.16154), N = 13 moving right + --- -6.41999 (5.90002), N = 10 moving right + + -- best stat: 30.7302, min to split: 0 + + -- p-values: + --- column 80: 0.988524 + --- column 57: 0.420701 + --- column 48: 0.568444 + --- column 43: 0.314338 + --- column 73: 0.613373 + --- column 54: 0.361327 + --- column 61: 0.618879 + --- column 63: 0.985623 + --- column 29: 0.515306 + --- column 92: 0.187407 + +-- node 139 was split into node 187 (left) and 188 (right) + +-- attempting to split node 140 (N = 30, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 57 26 40 74 51 + + + -- linear combo weights (showing up to 5) + + -0.7099 -1.3976 5.2848 55.0864 6.4025 + + + + -- lower cutpoint: -16.8521 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.6857 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.2475 (33.734), N = 19 moving right + --- -14.5532 (41.0287), N = 16 moving right + --- -14.1684 (57.1391), N = 14 moving right + --- -13.4785 (60.5896), N = 12 moving right + --- -11.6857 (45.7606), N = 10 moving right + + -- best stat: 60.5896, min to split: 0 + + -- p-values: + --- column 57: 0.859967 + --- column 26: 0.410046 + --- column 40: 0.153182 + --- column 74: 0.0198258* + --- column 51: 0.120209 + --- column 117: 0.906057 + --- column 1: 0.377813 + +-- node 140 was split into node 189 (left) and 190 (right) + +-- sprouting node 141 into a leaf (N = 18) + +-- attempting to split node 142 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 49 118 92 5 26 + + + -- linear combo weights (showing up to 5) + + -0.7034 -2.1831 4.3730 -1.2878 -1.2204 + + + + -- lower cutpoint: 0.459858 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.991821 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.459858 (3.95447), N = 16 moving right + --- 0.607447 (0.213018), N = 13 moving right + --- 0.672224 (0.00088053), N = 12 moving right + --- 0.801458 (0.0861036), N = 11 moving right + --- 0.991821 (1.0814), N = 10 moving right + + -- best stat: 3.95447, min to split: 0 + + -- p-values: + --- column 49: 0.905335 + --- column 118: 0.505831 + --- column 92: 0.614313 + --- column 5: 0.750495 + --- column 26: 0.699758 + +-- node 142 was split into node 191 (left) and 192 (right) + +-- sprouting node 143 into a leaf (N = 10) + +-- sprouting node 144 into a leaf (N = 19) + +-- sprouting node 145 into a leaf (N = 16) + +-- attempting to split node 146 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 47 113 57 35 69 + + + -- linear combo weights (showing up to 5) + + 6.3073 5.7195 0.4233 4.9600 -0.7241 + + + + -- lower cutpoint: -2.22762 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.982584 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.22762 (3.65973), N = 22 moving right + --- -1.63178 (3.9379), N = 19 moving right + --- -1.5659 (4.51562), N = 16 moving right + --- -1.29159 (5.48648), N = 13 moving right + --- -0.982584 (7.137), N = 10 moving right + + -- best stat: 7.137, min to split: 0 + + -- p-values: + --- column 47: 0.0100512* + --- column 113: 0.00798232** [+1 to VI numerator] + --- column 57: 0.455158 + --- column 35: 0.000756379*** [+1 to VI numerator] + --- column 69: 0.571357 + --- column 6: 0.946027 + +-- node 146 was split into node 193 (left) and 194 (right) + +-- sprouting node 147 into a leaf (N = 12) + +-- sprouting node 148 into a leaf (N = 15) + +-- sprouting node 149 into a leaf (N = 12) + +-- sprouting node 150 into a leaf (N = 17) + +-- sprouting node 151 into a leaf (N = 10) + +-- sprouting node 152 into a leaf (N = 10) + +-- sprouting node 153 into a leaf (N = 10) + +-- sprouting node 154 into a leaf (N = 11) + +-- sprouting node 155 into a leaf (N = 16) + +-- attempting to split node 156 (N = 31, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 103 3 68 86 28 + + + -- linear combo weights (showing up to 5) + + -3.8164 2.5435 1.0774 -3.6197 3.4644 + + + + -- lower cutpoint: -0.885073 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.59045 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.885073 (5.63082), N = 21 moving right + --- -0.588042 (5.01797), N = 20 moving right + --- -0.563549 (4.08124), N = 18 moving right + --- -0.324539 (3.85557), N = 15 moving right + --- 1.59045 (5.38013), N = 10 moving right + + -- best stat: 5.63082, min to split: 0 + + -- p-values: + --- column 103: 0.497135 + --- column 3: 0.667143 + --- column 68: 0.493919 + --- column 86: 0.245224 + --- column 28: 0.0539255 + --- column 14: 0.917727 + +-- node 156 was split into node 195 (left) and 196 (right) + +-- sprouting node 157 into a leaf (N = 10) + +-- sprouting node 158 into a leaf (N = 19) + +-- sprouting node 159 into a leaf (N = 15) + +-- attempting to split node 160 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 112 90 92 10 70 + + + -- linear combo weights (showing up to 5) + + 3.1557 -0.1230 -17.6988 4.0594 0.5049 + + + + -- lower cutpoint: 2.05084 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.33228 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.05084 (7.93651), N = 14 moving right + --- 2.32013 (7.01243), N = 13 moving right + --- 2.33228 (7.62222), N = 10 moving right + + -- best stat: 7.93651, min to split: 0 + + -- p-values: + --- column 112: 0.488089 + --- column 90: 0.955653 + --- column 92: 0.143842 + --- column 10: 0.368662 + --- column 70: 0.886326 + +-- node 160 was split into node 197 (left) and 198 (right) + +-- attempting to split node 161 (N = 82, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 13 57 52 125 112 + + + -- linear combo weights (showing up to 5) + + 19.6010 0.7361 -10.9307 -5.6632 -10.9421 + + + + -- lower cutpoint: -0.610448 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.80764 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.13919 (6.40039), N = 59 moving right + --- 2.24059 (8.86297), N = 58 moving right + --- 3.20289 (7.07717), N = 49 moving right + --- 6.37012 (3.4789), N = 26 moving right + --- 6.84564 (2.74485), N = 17 moving right + + -- best stat: 8.86297, min to split: 0 + + -- p-values: + --- column 13: 0.0748229 + --- column 57: 0.582204 + --- column 52: 0.623206 + --- column 125: 0.10165 + --- column 112: 0.593954 + --- column 45: 0.0437314* + --- column 86: 0.692996 + --- column 54: 0.991583 + --- column 21: 0.81213 + --- column 14: 0.0191994* + --- column 59: 0.925109 + --- column 36: 0.403408 + +-- node 161 was split into node 199 (left) and 200 (right) + +-- attempting to split node 162 (N = 34, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 31 101 10 100 90 + + + -- linear combo weights (showing up to 5) + + -1.7653 -1.3467 0.0040 3.7516 0.6844 + + + + -- lower cutpoint: -6.47466 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.809892 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.47466 (4.1886), N = 24 moving right + --- -4.12077 (10.5306), N = 21 moving right + --- -2.81114 (12.6968), N = 16 moving right + --- -1.46528 (13.8014), N = 13 moving right + --- -0.809892 (13.9102), N = 11 moving right + + -- best stat: 13.9102, min to split: 0 + + -- p-values: + --- column 31: 0.483674 + --- column 101: 0.904463 + --- column 10: 0.998536 + --- column 100: 0.856656 + --- column 90: 0.840825 + --- column 91: 0.0666842 + +-- node 162 was split into node 201 (left) and 202 (right) + +-- attempting to split node 163 (N = 65, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 93 45 85 20 76 + + + -- linear combo weights (showing up to 5) + + -2.8025 -1.5597 1.8222 1.9971 -4.2818 + + + + -- lower cutpoint: 1.25593 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.262 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.82024 (12.6298), N = 52 moving right + --- 4.2221 (18.5358), N = 48 moving right + --- 8.98979 (7.693), N = 16 moving right + --- 9.64521 (7.76382), N = 15 moving right + --- 10.2269 (4.1292), N = 12 moving right + + -- best stat: 18.5358, min to split: 0 + + -- p-values: + --- column 93: 0.791324 + --- column 45: 0.420603 + --- column 85: 0.482495 + --- column 20: 0.482222 + --- column 76: 0.0871147 + --- column 95: 0.100376 + --- column 44: 0.882446 + --- column 51: 0.776145 + --- column 98: 0.368251 + --- column 8: 0.0489534* + --- column 47: 0.0187838* + --- column 0: 0.423961 + +-- node 163 was split into node 203 (left) and 204 (right) + +-- attempting to split node 164 (N = 42, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 63 45 17 56 46 + + + -- linear combo weights (showing up to 5) + + 4.6391 0.9199 0.5787 -1.4245 -11.8286 + + + + -- lower cutpoint: -11.4022 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.06855 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.4309 (12.8597), N = 28 moving right + --- -10.2782 (11.2738), N = 27 moving right + --- -9.96239 (14.9515), N = 25 moving right + --- -9.25772 (10.9553), N = 22 moving right + --- -7.06855 (2.94955), N = 11 moving right + + -- best stat: 14.9515, min to split: 0 + + -- p-values: + --- column 63: 0.59625 + --- column 45: 0.425397 + --- column 17: 0.652817 + --- column 56: 0.195028 + --- column 46: 0.0098132** [+1 to VI numerator] + --- column 15: 0.601066 + --- column 95: 0.712873 + --- column 116: 0.163149 + +-- node 164 was split into node 205 (left) and 206 (right) + +-- attempting to split node 165 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 18 96 98 28 22 + + + -- linear combo weights (showing up to 5) + + 0.2000 -0.3454 0.3515 0.4824 -0.4787 + + + + -- lower cutpoint: -0.00652341 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.101211 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.00652341 (0.0330579), N = 11 moving right + --- 0.101211 (0.0275482), N = 10 moving right + + -- best stat: 0.0330579, min to split: 0 + + -- p-values: + --- column 18: 0.209323 + --- column 96: 0.0243412* + --- column 98: 0.0795664 + --- column 28: 5.37474e-05*** [+1 to VI numerator] + --- column 22: 0.0109374* + +-- node 165 was split into node 207 (left) and 208 (right) + +-- sprouting node 166 into a leaf (N = 12) + +-- sprouting node 167 into a leaf (N = 16) + +-- sprouting node 168 into a leaf (N = 11) + +-- attempting to split node 169 (N = 35, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 8 124 87 113 83 + + + -- linear combo weights (showing up to 5) + + -4.8881 -10.4207 15.7572 19.3024 -12.2291 + + + + -- lower cutpoint: 0.920677 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.02338 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.920677 (22.2436), N = 25 moving right + --- 1.32035 (7.36493), N = 23 moving right + --- 3.85057 (17.5845), N = 19 moving right + --- 6.89367 (19.3373), N = 14 moving right + --- 6.93651 (16.9654), N = 13 moving right + + -- best stat: 22.2436, min to split: 0 + + -- p-values: + --- column 8: 0.607412 + --- column 124: 0.092572 + --- column 87: 0.209499 + --- column 113: 0.225759 + --- column 83: 0.367904 + --- column 74: 0.739015 + --- column 118: 0.680499 + --- column 28: 0.781849 + +-- node 169 was split into node 209 (left) and 210 (right) + +-- attempting to split node 170 (N = 43, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 5 101 19 67 113 + + + -- linear combo weights (showing up to 5) + + -6.4270 6.6308 2.9505 6.5120 -7.6241 + + + + -- lower cutpoint: -1.98297 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.27942 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.48295 (19.5324), N = 30 moving right + --- 0.929545 (18.2463), N = 29 moving right + --- 3.05194 (41.5828), N = 22 moving right + --- 5.96946 (16.9395), N = 14 moving right + --- 7.46677 (16.5701), N = 12 moving right + + -- best stat: 41.5828, min to split: 0 + + -- p-values: + --- column 5: 0.374329 + --- column 101: 0.546189 + --- column 19: 0.524376 + --- column 67: 0.33908 + --- column 113: 0.770159 + --- column 61: 0.0956125 + --- column 70: 0.0400288* + --- column 124: 0.452009 + +-- node 170 was split into node 211 (left) and 212 (right) + +-- sprouting node 171 into a leaf (N = 19) + +-- attempting to split node 172 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 54 36 2 108 60 + + + -- linear combo weights (showing up to 5) + + -0.7597 -2.6932 2.1030 -3.5810 3.7360 + + + + -- lower cutpoint: -6.29497 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.02248 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.29497 (25.8736), N = 16 moving right + --- -4.43573 (22.6766), N = 15 moving right + --- -2.63492 (17.4914), N = 12 moving right + --- -2.31381 (21.503), N = 11 moving right + --- -2.02248 (40.4512), N = 10 moving right + + -- best stat: 40.4512, min to split: 0 + + -- p-values: + --- column 54: 0.902626 + --- column 36: 0.583852 + --- column 2: 0.418641 + --- column 108: 0.383262 + --- column 60: 0.51545 + --- column 15: 0.168819 + +-- node 172 was split into node 213 (left) and 214 (right) + +-- attempting to split node 173 (N = 102, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 65 41 81 120 18 + + + -- linear combo weights (showing up to 5) + + -5.8164 -1.3022 1.1653 -33.9309 0.0529 + + + + -- lower cutpoint: -4.51202 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.91016 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -4.20225 (9.75808), N = 89 moving right + --- -1.245 (18.6446), N = 74 moving right + --- 0.467953 (12.7316), N = 46 moving right + --- 1.14378 (14.2843), N = 40 moving right + --- 2.90172 (8.57794), N = 20 moving right + + -- best stat: 18.6446, min to split: 0 + + -- p-values: + --- column 65: 0.676206 + --- column 41: 0.67862 + --- column 81: 0.571534 + --- column 120: 0.240016 + --- column 18: 0.979522 + --- column 66: 0.546009 + --- column 45: 0.916199 + --- column 99: 0.355954 + --- column 57: 0.77197 + --- column 106: 0.808366 + --- column 3: 0.948368 + --- column 110: 0.770364 + +-- node 173 was split into node 215 (left) and 216 (right) + +-- attempting to split node 174 (N = 48, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 86 39 8 75 105 + + + -- linear combo weights (showing up to 5) + + 11.0060 9.0983 -0.4244 4.9471 15.2177 + + + + -- lower cutpoint: -9.08151 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.88775 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.08151 (61.3043), N = 37 moving right + --- -8.64038 (61.8802), N = 36 moving right + --- 1.49196 (61.1723), N = 30 moving right + --- 2.68724 (61.8225), N = 23 moving right + --- 2.73251 (63.8336), N = 22 moving right + + -- best stat: 63.8336, min to split: 0 + + -- p-values: + --- column 86: 0.0886509 + --- column 39: 0.0469884* + --- column 8: 0.909325 + --- column 75: 0.219624 + --- column 105: 0.0370434* + --- column 91: 0.076336 + --- column 15: 0.573973 + --- column 7: 0.0561599 + --- column 51: 0.249934 + --- column 114: 0.227657 + +-- node 174 was split into node 217 (left) and 218 (right) + +-- sprouting node 175 into a leaf (N = 12) + +-- sprouting node 176 into a leaf (N = 14) + +-- attempting to split node 177 (N = 38, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 40 72 65 35 67 + + + -- linear combo weights (showing up to 5) + + -6.1682 1.4607 -4.7666 2.3029 7.0488 + + + + -- lower cutpoint: -3.81816 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.906694 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.31503 (14.3641), N = 27 moving right + --- -0.233413 (32.3102), N = 19 moving right + --- 0.535892 (40.1725), N = 13 moving right + --- 0.771019 (49.6593), N = 12 moving right + --- 0.906694 (12.3878), N = 10 moving right + + -- best stat: 49.6593, min to split: 0 + + -- p-values: + --- column 40: 0.612481 + --- column 72: 0.835072 + --- column 65: 0.742604 + --- column 35: 0.695957 + --- column 67: 0.493968 + --- column 55: 0.333048 + --- column 24: 0.747524 + --- column 64: 0.647497 + +-- node 177 was split into node 219 (left) and 220 (right) + +-- sprouting node 178 into a leaf (N = 13) + +-- attempting to split node 179 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 86 15 17 7 + + + -- linear combo weights (showing up to 5) + + -3.7040 2.1599 -3.3030 -5.0738 + + + + -- lower cutpoint: 2.76689 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.76689 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.76689 (0.9025), N = 10 moving right + + -- best stat: 0.9025, min to split: 0 + + -- p-values: + --- column 86: 0.546444 + --- column 15: 0.590498 + --- column 17: 0.20493 + --- column 7: 0.169873 + +-- node 179 was split into node 221 (left) and 222 (right) + +-- attempting to split node 180 (N = 77, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 56 106 16 0 81 + + + -- linear combo weights (showing up to 5) + + -1.3249 10.0906 -4.1813 36.5070 -0.6647 + + + + -- lower cutpoint: 16.2799 + - n_obs, left node: 10 + + + -- upper cutpoint: 24.6858 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 16.2799 (0.00889732), N = 67 moving right + --- 17.6086 (1.7671), N = 57 moving right + --- 19.731 (32.042), N = 37 moving right + --- 21.7235 (16.4699), N = 24 moving right + --- 23.5641 (9.8445), N = 14 moving right + + -- best stat: 32.042, min to split: 0 + + -- p-values: + --- column 56: 0.591393 + --- column 106: 0.822568 + --- column 16: 0.207599 + --- column 0: 0.310002 + --- column 81: 0.8224 + --- column 2: 0.820682 + --- column 113: 0.299035 + --- column 39: 0.413021 + --- column 65: 0.88965 + --- column 6: 0.742091 + --- column 83: 0.746241 + --- column 105: 0.04797* + +-- node 180 was split into node 223 (left) and 224 (right) + +-- sprouting node 181 into a leaf (N = 11) + +-- sprouting node 182 into a leaf (N = 18) + +-- sprouting node 183 into a leaf (N = 15) + +-- sprouting node 184 into a leaf (N = 15) + +-- attempting to split node 185 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 4 50 23 117 40 + + + -- linear combo weights (showing up to 5) + + 2.3659 1.3729 -8.7900 -0.5949 8.3570 + + + + -- lower cutpoint: -2.56412 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.06404 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.56412 (4.36907), N = 15 moving right + --- -1.52255 (7.09973), N = 12 moving right + --- -1.52116 (10.8306), N = 11 moving right + --- -1.06404 (8.3544), N = 10 moving right + + -- best stat: 10.8306, min to split: 0 + + -- p-values: + --- column 4: 0.395875 + --- column 50: 0.501692 + --- column 23: 0.0489542* + --- column 117: 0.670186 + --- column 40: 0.0638765 + +-- node 185 was split into node 225 (left) and 226 (right) + +-- sprouting node 186 into a leaf (N = 17) + +-- attempting to split node 187 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 1 16 6 31 125 + + + -- linear combo weights (showing up to 5) + + 6.1980 -3.4843 2.7373 4.1415 -1.9348 + + + + -- lower cutpoint: -2.63252 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.5749 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.63252 (31.9804), N = 13 moving right + --- -2.5749 (36.1171), N = 10 moving right + + -- best stat: 36.1171, min to split: 0 + + -- p-values: + --- column 1: 0.0358349* + --- column 16: 0.511456 + --- column 6: 0.710147 + --- column 31: 0.512677 + --- column 125: 0.563809 + +-- node 187 was split into node 227 (left) and 228 (right) + +-- attempting to split node 188 (N = 23, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 93 87 92 14 20 + + + -- linear combo weights (showing up to 5) + + 44.3148 0.1399 22.1031 -1.4718 -12.8310 + + + + -- lower cutpoint: -12.9997 + - n_obs, left node: 13 + + + -- upper cutpoint: -12.9997 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.9997 (46.3835), N = 10 moving right + + -- best stat: 46.3835, min to split: 0 + + -- p-values: + --- column 93: 0.21132 + --- column 87: 0.981309 + --- column 92: 0.442893 + --- column 14: 0.715111 + --- column 20: 0.147579 + +-- node 188 was split into node 229 (left) and 230 (right) + +-- sprouting node 189 into a leaf (N = 18) + +-- sprouting node 190 into a leaf (N = 12) + +-- sprouting node 191 into a leaf (N = 10) + +-- sprouting node 192 into a leaf (N = 16) + +-- attempting to split node 193 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 5 123 14 110 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 193 (N = 22, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 9 52 79 60 + + + -- linear combo weights (showing up to 5) + + 1.2375 1.8332 2.7272 0.9612 + + + + -- lower cutpoint: 0.325192 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.325192 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.325192 (0.621556), N = 10 moving right + + -- best stat: 0.621556, min to split: 0 + + -- p-values: + --- column 9: 0.50122 + --- column 52: 0.511454 + --- column 79: 0.249574 + --- column 60: 0.580269 + +-- node 193 was split into node 231 (left) and 232 (right) + +-- sprouting node 194 into a leaf (N = 10) + +-- sprouting node 195 into a leaf (N = 10) + +-- attempting to split node 196 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 37 14 65 23 + + + -- linear combo weights (showing up to 5) + + -0.3821 -0.3110 1.4261 9.4495 + + + + -- lower cutpoint: -5.65386 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.40024 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.65386 (1.72173), N = 11 moving right + --- -5.40024 (2.70138), N = 10 moving right + + -- best stat: 2.70138, min to split: 0 + + -- p-values: + --- column 37: 0.494326 + --- column 14: 0.556353 + --- column 65: 0.419725 + --- column 23: 0.0108001* + +-- node 196 was split into node 233 (left) and 234 (right) + +-- sprouting node 197 into a leaf (N = 10) + +-- sprouting node 198 into a leaf (N = 14) + +-- attempting to split node 199 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 85 15 72 1 + + + -- linear combo weights (showing up to 5) + + 2.3099 -5.6773 -0.8077 4.8716 + + + + -- lower cutpoint: 3.16191 + - n_obs, left node: 14 + + + -- upper cutpoint: 3.16191 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.16191 (20.4446), N = 10 moving right + + -- best stat: 20.4446, min to split: 0 + + -- p-values: + --- column 85: 0.798606 + --- column 15: 0.686118 + --- column 72: 0.930428 + --- column 1: 0.321808 + +-- node 199 was split into node 235 (left) and 236 (right) + +-- attempting to split node 200 (N = 58, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 47 81 97 1 28 + + + -- linear combo weights (showing up to 5) + + 0.1466 1.8763 0.2914 0.1310 2.6556 + + + + -- lower cutpoint: -3.27308 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.69979 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.27308 (2.68967), N = 48 moving right + --- -3.13277 (2.4685), N = 47 moving right + --- -1.95641 (3.6742), N = 42 moving right + --- 1.45545 (12.8171), N = 17 moving right + --- 3.39824 (7.50151), N = 11 moving right + + -- best stat: 12.8171, min to split: 0 + + -- p-values: + --- column 47: 0.961263 + --- column 81: 0.0821745 + --- column 97: 0.666304 + --- column 1: 0.88173 + --- column 28: 0.0586673 + --- column 49: 0.00234911** [+1 to VI numerator] + --- column 118: 0.697771 + --- column 54: 0.968883 + --- column 44: 0.00861041** [+1 to VI numerator] + --- column 100: 0.444499 + --- column 31: 0.0621328 + +-- node 200 was split into node 237 (left) and 238 (right) + +-- attempting to split node 201 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 89 87 4 107 124 + + + -- linear combo weights (showing up to 5) + + -1.5542 -9.2272 3.7618 8.8629 -22.5940 + + + + -- lower cutpoint: 13.3917 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.009 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 13.3917 (9.92113), N = 13 moving right + --- 13.9258 (6.23819), N = 11 moving right + --- 14.009 (5.64387), N = 10 moving right + + -- best stat: 9.92113, min to split: 0 + + -- p-values: + --- column 89: 0.428013 + --- column 87: 0.271227 + --- column 4: 0.299467 + --- column 107: 0.67864 + --- column 124: 0.71809 + +-- node 201 was split into node 239 (left) and 240 (right) + +-- sprouting node 202 into a leaf (N = 11) + +-- sprouting node 203 into a leaf (N = 17) + +-- attempting to split node 204 (N = 48, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 122 37 51 101 80 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 204 (N = 48, try number 2) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 98 2 16 4 24 + + + -- linear combo weights (showing up to 5) + + 4.3757 0.0724 1.7027 2.6292 5.6277 + + + + -- lower cutpoint: -1.34977 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.06401 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.34977 (1.16976), N = 38 moving right + --- -0.313211 (3.32082), N = 26 moving right + --- 0.586008 (1.90128), N = 14 moving right + --- 0.924586 (2.15202), N = 13 moving right + --- 1.06401 (2.44502), N = 12 moving right + + -- best stat: 3.32082, min to split: 0 + + -- p-values: + --- column 98: 0.20871 + --- column 2: 0.939552 + --- column 16: 0.397565 + --- column 4: 0.126245 + --- column 24: 0.215909 + --- column 46: 0.161142 + --- column 61: 0.573439 + --- column 86: 0.926454 + +-- node 204 was split into node 241 (left) and 242 (right) + +-- sprouting node 205 into a leaf (N = 17) + +-- attempting to split node 206 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 34 61 64 31 + + + -- linear combo weights (showing up to 5) + + 0.1581 1.0954 -1.4170 -0.0988 + + + + -- lower cutpoint: -0.0203579 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0294191 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0203579 (0.0864), N = 15 moving right + --- 0.00947556 (0.0733091), N = 14 moving right + --- 0.0188647 (0.0452571), N = 11 moving right + --- 0.0294191 (0.0384), N = 10 moving right + + -- best stat: 0.0864, min to split: 0 + + -- p-values: + --- column 34: 0.914178 + --- column 61: 0.702604 + --- column 64: 0.784865 + --- column 31: 0.906325 + +-- node 206 was split into node 243 (left) and 244 (right) + +-- sprouting node 207 into a leaf (N = 11) + +-- sprouting node 208 into a leaf (N = 11) + +-- sprouting node 209 into a leaf (N = 10) + +-- attempting to split node 210 (N = 25, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 57 52 3 35 7 + + + -- linear combo weights (showing up to 5) + + -2.7672 10.8231 3.3226 -17.3144 -28.8204 + + + + -- lower cutpoint: 7.25143 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.89279 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.25143 (25.1331), N = 15 moving right + --- 7.75306 (16.0008), N = 14 moving right + --- 8.39526 (14.088), N = 13 moving right + --- 8.82764 (7.9065), N = 12 moving right + --- 8.89279 (25.2971), N = 10 moving right + + -- best stat: 25.2971, min to split: 0 + + -- p-values: + --- column 57: 0.56253 + --- column 52: 0.392167 + --- column 3: 0.860768 + --- column 35: 0.0483453* + --- column 7: 0.0430078* + --- column 12: 0.110534 + +-- node 210 was split into node 245 (left) and 246 (right) + +-- attempting to split node 211 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 17 78 99 95 + + + -- linear combo weights (showing up to 5) + + 0.9469 5.0756 25.3137 0.2852 + + + + -- lower cutpoint: -4.62624 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.23985 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.62624 (18.3313), N = 11 moving right + --- -4.23985 (18.4871), N = 10 moving right + + -- best stat: 18.4871, min to split: 0 + + -- p-values: + --- column 17: 0.841362 + --- column 78: 0.296986 + --- column 99: 0.27525 + --- column 95: 0.907082 + +-- node 211 was split into node 247 (left) and 248 (right) + +-- attempting to split node 212 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 41 61 69 124 + + + -- linear combo weights (showing up to 5) + + -6.9096 -2.2040 7.0261 0.3222 + + + + -- lower cutpoint: -0.896608 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.487242 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.896608 (11.9758), N = 12 moving right + --- -0.487242 (17.7031), N = 10 moving right + + -- best stat: 17.7031, min to split: 0 + + -- p-values: + --- column 41: 0.156033 + --- column 61: 0.549117 + --- column 69: 0.22786 + --- column 124: 0.942439 + +-- node 212 was split into node 249 (left) and 250 (right) + +-- sprouting node 213 into a leaf (N = 17) + +-- sprouting node 214 into a leaf (N = 10) + +-- attempting to split node 215 (N = 28, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 17 33 95 123 107 + + + -- linear combo weights (showing up to 5) + + -1.2463 -7.8690 5.1838 -4.0167 4.4415 + + + + -- lower cutpoint: -1.64527 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.36407 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.64527 (4.38021), N = 16 moving right + --- -0.948542 (4.31282), N = 15 moving right + --- -0.483384 (9.87755), N = 14 moving right + --- 1.39617 (33.3333), N = 12 moving right + --- 2.36407 (26.2032), N = 11 moving right + + -- best stat: 33.3333, min to split: 0 + + -- p-values: + --- column 17: 0.909173 + --- column 33: 0.268913 + --- column 95: 0.435066 + --- column 123: 0.420955 + --- column 107: 0.407214 + --- column 83: 0.948196 + +-- node 215 was split into node 251 (left) and 252 (right) + +-- attempting to split node 216 (N = 74, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 33 111 122 55 23 + + + -- linear combo weights (showing up to 5) + + 5.9025 0.1698 0.2349 -1.2038 -5.7077 + + + + -- lower cutpoint: -4.62095 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.17327 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.59514 (8.87683), N = 63 moving right + --- -2.49481 (5.50371), N = 55 moving right + --- -2.04999 (8.39533), N = 44 moving right + --- 2.34551 (3.57972), N = 19 moving right + --- 2.4022 (3.90381), N = 16 moving right + + -- best stat: 8.87683, min to split: 0 + + -- p-values: + --- column 33: 0.188671 + --- column 111: 0.947589 + --- column 122: 0.930826 + --- column 55: 0.713403 + --- column 23: 0.38241 + --- column 61: 0.981231 + --- column 51: 0.0901568 + --- column 106: 0.952237 + --- column 7: 0.956457 + --- column 117: 0.344467 + --- column 34: 0.298886 + --- column 31: 0.645482 + +-- node 216 was split into node 253 (left) and 254 (right) + +-- attempting to split node 217 (N = 26, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 63 23 45 94 43 + + + -- linear combo weights (showing up to 5) + + -8.2411 4.9450 -5.0962 -7.5973 0.3902 + + + + -- lower cutpoint: -2.87635 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0213547 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.87635 (20.2515), N = 16 moving right + --- -2.7534 (18.4103), N = 15 moving right + --- -0.359209 (16.9364), N = 13 moving right + --- -0.198745 (14.1127), N = 12 moving right + --- -0.0213547 (12.6996), N = 10 moving right + + -- best stat: 20.2515, min to split: 0 + + -- p-values: + --- column 63: 0.536473 + --- column 23: 0.538524 + --- column 45: 0.395371 + --- column 94: 0.629223 + --- column 43: 0.913224 + --- column 109: 0.557527 + +-- node 217 was split into node 255 (left) and 256 (right) + +-- attempting to split node 218 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 52 84 12 24 + + + -- linear combo weights (showing up to 5) + + -5.4991 -8.7384 -1.9557 7.2655 + + + + -- lower cutpoint: 1.00471 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.18266 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.00471 (1.09298), N = 11 moving right + --- 3.18266 (1.80744), N = 10 moving right + + -- best stat: 1.80744, min to split: 0 + + -- p-values: + --- column 52: 0.41039 + --- column 84: 0.422012 + --- column 12: 0.394856 + --- column 24: 0.440281 + +-- node 218 was split into node 257 (left) and 258 (right) + +-- attempting to split node 219 (N = 26, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 3 67 84 73 37 + + + -- linear combo weights (showing up to 5) + + 1.9534 -0.2440 0.1164 -4.0737 1.0694 + + + + -- lower cutpoint: -2.42336 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.94114 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.42336 (11.1465), N = 16 moving right + --- -2.0917 (13.763), N = 15 moving right + --- 0.0664631 (16.7688), N = 14 moving right + --- 2.60814 (17.5754), N = 13 moving right + --- 2.94114 (11.9734), N = 10 moving right + + -- best stat: 17.5754, min to split: 0 + + -- p-values: + --- column 3: 0.213612 + --- column 67: 0.890988 + --- column 84: 0.963631 + --- column 73: 0.00284852** [+1 to VI numerator] + --- column 37: 0.479891 + --- column 18: 0.200805 + +-- node 219 was split into node 259 (left) and 260 (right) + +-- sprouting node 220 into a leaf (N = 12) + +-- sprouting node 221 into a leaf (N = 10) + +-- sprouting node 222 into a leaf (N = 10) + +-- attempting to split node 223 (N = 40, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 21 45 9 39 19 + + + -- linear combo weights (showing up to 5) + + 0.9672 2.8605 0.0655 14.6656 -21.1299 + + + + -- lower cutpoint: -7.25901 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.94454 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.65829 (28.036), N = 27 moving right + --- -1.73843 (37.3504), N = 26 moving right + --- -0.363857 (58.1602), N = 23 moving right + --- 1.1603 (74.9067), N = 16 moving right + --- 2.9192 (68.04), N = 12 moving right + + -- best stat: 74.9067, min to split: 0 + + -- p-values: + --- column 21: 0.714362 + --- column 45: 0.709264 + --- column 9: 0.987053 + --- column 39: 0.0115769* + --- column 19: 0.0042704** [+1 to VI numerator] + --- column 26: 0.0621968 + --- column 8: 0.504666 + --- column 14: 0.609607 + --- column 82: 0.823083 + +-- node 223 was split into node 261 (left) and 262 (right) + +-- attempting to split node 224 (N = 37, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 125 45 83 60 108 + + + -- linear combo weights (showing up to 5) + + -1.0450 2.4652 4.8609 4.7136 8.4239 + + + + -- lower cutpoint: -9.22057 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.0802864 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.22057 (40.0517), N = 26 moving right + --- -7.0048 (29.6676), N = 22 moving right + --- -5.13217 (22.3591), N = 21 moving right + --- -3.87797 (29.7477), N = 18 moving right + --- 0.0802864 (29.1414), N = 10 moving right + + -- best stat: 40.0517, min to split: 0 + + -- p-values: + --- column 125: 0.841173 + --- column 45: 0.765314 + --- column 83: 0.640126 + --- column 60: 0.773811 + --- column 108: 0.172055 + --- column 30: 0.100556 + --- column 34: 0.471045 + --- column 31: 0.080684 + --- column 2: 0.263066 + +-- node 224 was split into node 263 (left) and 264 (right) + +-- sprouting node 225 into a leaf (N = 14) + +-- sprouting node 226 into a leaf (N = 11) + +-- sprouting node 227 into a leaf (N = 13) + +-- sprouting node 228 into a leaf (N = 10) + +-- sprouting node 229 into a leaf (N = 13) + +-- sprouting node 230 into a leaf (N = 10) + +-- sprouting node 231 into a leaf (N = 12) + +-- sprouting node 232 into a leaf (N = 10) + +-- sprouting node 233 into a leaf (N = 11) + +-- sprouting node 234 into a leaf (N = 10) + +-- sprouting node 235 into a leaf (N = 14) + +-- sprouting node 236 into a leaf (N = 10) + +-- attempting to split node 237 (N = 41, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 18 113 78 86 22 + + + -- linear combo weights (showing up to 5) + + -1.2317 0.3248 0.2376 -7.9580 9.1585 + + + + -- lower cutpoint: -0.850367 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.739367 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.411125 (1.13674), N = 28 moving right + --- -0.321047 (0.884059), N = 25 moving right + --- 0.410477 (0.329061), N = 21 moving right + --- 0.431259 (0.422115), N = 18 moving right + --- 0.461133 (0.349976), N = 15 moving right + + -- best stat: 1.13674, min to split: 0 + + -- p-values: + --- column 18: 0.566019 + --- column 113: 0.143664 + --- column 78: 0.767856 + --- column 86: 0.0388172* + --- column 22: 0.0272772* + --- column 44: 0.452654 + --- column 0: 0.114179 + +-- node 237 was split into node 265 (left) and 266 (right) + +-- sprouting node 238 into a leaf (N = 17) + +-- sprouting node 239 into a leaf (N = 10) + +-- sprouting node 240 into a leaf (N = 13) + +-- attempting to split node 241 (N = 22, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 84 100 118 + + + -- linear combo weights (showing up to 5) + + -6.0308 5.3470 -4.7528 + + + + -- lower cutpoint: 7.20493 + - n_obs, left node: 12 + + + -- upper cutpoint: 7.20493 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.20493 (0.49759), N = 10 moving right + + -- best stat: 0.49759, min to split: 0 + + -- p-values: + --- column 84: 0.117333 + --- column 100: 0.25602 + --- column 118: 0.408207 + +-- node 241 was split into node 267 (left) and 268 (right) + +-- attempting to split node 242 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 42 112 23 6 52 + + + -- linear combo weights (showing up to 5) + + 0.4332 -0.0477 1.8097 2.7380 0.7021 + + + + -- lower cutpoint: 0.410269 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.77507 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.410269 (5.20063), N = 16 moving right + --- 0.568708 (7.0429), N = 13 moving right + --- 0.878458 (11.2037), N = 12 moving right + --- 1.77507 (12.42), N = 11 moving right + + -- best stat: 12.42, min to split: 0 + + -- p-values: + --- column 42: 0.760548 + --- column 112: 0.951167 + --- column 23: 0.202475 + --- column 6: 0.250796 + --- column 52: 0.901198 + +-- node 242 was split into node 269 (left) and 270 (right) + +-- sprouting node 243 into a leaf (N = 10) + +-- sprouting node 244 into a leaf (N = 15) + +-- sprouting node 245 into a leaf (N = 15) + +-- sprouting node 246 into a leaf (N = 10) + +-- sprouting node 247 into a leaf (N = 11) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 12) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 16) + +-- sprouting node 252 into a leaf (N = 12) + +-- sprouting node 253 into a leaf (N = 11) + +-- attempting to split node 254 (N = 63, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 86 60 91 105 38 + + + -- linear combo weights (showing up to 5) + + -15.9091 2.0184 1.2280 0.1776 1.6072 + + + + -- lower cutpoint: -6.21572 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.23278 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.2103 (11.2244), N = 52 moving right + --- -4.80024 (10.3366), N = 50 moving right + --- -4.60877 (10.0154), N = 49 moving right + --- -4.35608 (9.54681), N = 47 moving right + --- -1.47581 (10.3935), N = 32 moving right + + -- best stat: 11.2244, min to split: 0 + + -- p-values: + --- column 86: 0.00847735** [+1 to VI numerator] + --- column 60: 0.136831 + --- column 91: 0.237451 + --- column 105: 0.930645 + --- column 38: 0.375846 + --- column 27: 0.212975 + --- column 31: 0.663896 + --- column 87: 0.00897973** [+1 to VI numerator] + --- column 20: 0.0656468 + --- column 118: 0.257223 + --- column 121: 0.763467 + --- column 25: 0.822645 + +-- node 254 was split into node 271 (left) and 272 (right) + +-- sprouting node 255 into a leaf (N = 10) + +-- sprouting node 256 into a leaf (N = 16) + +-- sprouting node 257 into a leaf (N = 12) + +-- sprouting node 258 into a leaf (N = 10) + +-- sprouting node 259 into a leaf (N = 13) + +-- sprouting node 260 into a leaf (N = 13) + +-- attempting to split node 261 (N = 24, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 45 100 66 2 22 + + + -- linear combo weights (showing up to 5) + + 20.7440 4.8669 -17.1992 -1.2562 -7.0197 + + + + -- lower cutpoint: -0.836564 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.585271 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.836564 (6.15462), N = 13 moving right + --- -0.603796 (7.11111), N = 12 moving right + --- -0.390098 (12.5322), N = 11 moving right + --- 0.585271 (9.08651), N = 10 moving right + + -- best stat: 12.5322, min to split: 0 + + -- p-values: + --- column 45: 0.232139 + --- column 100: 0.419716 + --- column 66: 0.402254 + --- column 2: 0.650514 + --- column 22: 0.284133 + --- column 62: 0.746752 + +-- node 261 was split into node 273 (left) and 274 (right) + +-- sprouting node 262 into a leaf (N = 16) + +-- sprouting node 263 into a leaf (N = 11) + +-- attempting to split node 264 (N = 26, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 106 83 52 72 47 + + + -- linear combo weights (showing up to 5) + + 7.4586 -6.4703 13.4212 -8.8842 -1.4779 + + + + -- lower cutpoint: 0.861942 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.68932 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.861942 (20.6048), N = 15 moving right + --- 1.03347 (17.4562), N = 14 moving right + --- 1.11196 (12.5207), N = 13 moving right + --- 2.42063 (4.95298), N = 12 moving right + --- 3.68932 (22.9057), N = 10 moving right + + -- best stat: 22.9057, min to split: 0 + + -- p-values: + --- column 106: 0.499647 + --- column 83: 0.407833 + --- column 52: 0.723835 + --- column 72: 0.32446 + --- column 47: 0.845473 + --- column 34: 0.856284 + --- column 42: 0.434113 + +-- node 264 was split into node 275 (left) and 276 (right) + +-- sprouting node 265 into a leaf (N = 13) + +-- attempting to split node 266 (N = 28, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 17 101 51 36 60 + + + -- linear combo weights (showing up to 5) + + 1.4137 0.2119 -1.5351 -0.7683 -0.6119 + + + + -- lower cutpoint: 0.728882 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.61779 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.728882 (1.10587), N = 16 moving right + --- 1.18715 (0.838331), N = 15 moving right + --- 1.29448 (0.566433), N = 12 moving right + --- 1.46331 (0.39946), N = 11 moving right + --- 1.61779 (0.539796), N = 10 moving right + + -- best stat: 1.10587, min to split: 0 + + -- p-values: + --- column 17: 0.0843513 + --- column 101: 0.702274 + --- column 51: 0.0405094* + --- column 36: 0.609967 + --- column 60: 0.443984 + +-- node 266 was split into node 277 (left) and 278 (right) + +-- sprouting node 267 into a leaf (N = 12) + +-- sprouting node 268 into a leaf (N = 10) + +-- sprouting node 269 into a leaf (N = 15) + +-- sprouting node 270 into a leaf (N = 11) + +-- sprouting node 271 into a leaf (N = 11) + +-- attempting to split node 272 (N = 52, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 0 98 86 50 32 + + + -- linear combo weights (showing up to 5) + + 2.8288 -4.3760 -1.1723 -0.1249 -3.2612 + + + + -- lower cutpoint: -3.70293 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.04198 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.70293 (1.44266), N = 42 moving right + --- -3.37538 (1.62563), N = 41 moving right + --- -2.31856 (2.53617), N = 35 moving right + --- 0.655751 (8.71612), N = 22 moving right + --- 1.14172 (8.78821), N = 19 moving right + + -- best stat: 8.78821, min to split: 0 + + -- p-values: + --- column 0: 0.638679 + --- column 98: 0.00198315** [+1 to VI numerator] + --- column 86: 0.575938 + --- column 50: 0.91792 + --- column 32: 0.360537 + --- column 48: 0.271038 + --- column 63: 0.770745 + --- column 19: 0.0157069* + --- column 122: 0.423362 + +-- node 272 was split into node 279 (left) and 280 (right) + +-- sprouting node 273 into a leaf (N = 13) + +-- sprouting node 274 into a leaf (N = 11) + +-- sprouting node 275 into a leaf (N = 16) + +-- sprouting node 276 into a leaf (N = 10) + +-- sprouting node 277 into a leaf (N = 12) + +-- sprouting node 278 into a leaf (N = 16) + +-- attempting to split node 279 (N = 33, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 29 61 120 81 68 + + + -- linear combo weights (showing up to 5) + + 1.1649 0.1785 -1.3087 -0.1857 -2.4128 + + + + -- lower cutpoint: -0.735008 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.0540291 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.542239 (0.84245), N = 19 moving right + --- -0.294982 (0.966055), N = 14 moving right + --- -0.157737 (0.615539), N = 12 moving right + --- -0.131927 (0.386134), N = 11 moving right + --- -0.0540291 (0.424306), N = 10 moving right + + -- best stat: 0.966055, min to split: 0 + + -- p-values: + --- column 29: 0.344538 + --- column 61: 0.736701 + --- column 120: 0.706852 + --- column 81: 0.780172 + --- column 68: 0.0700173 + --- column 10: 0.0438579* + +-- node 279 was split into node 281 (left) and 282 (right) + +-- sprouting node 280 into a leaf (N = 19) + +-- sprouting node 281 into a leaf (N = 19) + +-- sprouting node 282 into a leaf (N = 14) + +------------ Growing tree 2 -------------- + +- N obs inbag: 1994 +- N row inbag: 1255 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1255 + -- columns sampled (showing up to 5) + + 91 37 2 95 58 + + + -- linear combo weights (showing up to 5) + + 3.2511 -0.6293 0.2481 3.6928 -1.3074 + + + + -- lower cutpoint: -22.9136 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.0676 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.94169 (49.758), N = 1701 moving right + --- -3.98284 (49.3615), N = 1476 moving right + --- -0.278934 (41.8804), N = 1187 moving right + --- 6.35275 (9.23617), N = 355 moving right + --- 10.6347 (1.5058), N = 81 moving right + + -- best stat: 49.758, min to split: 0 + + -- p-values: + --- column 91: 8.12683e-14*** [+1 to VI numerator] + --- column 37: 0.13555 + --- column 2: 0.544974 + --- column 95: 5.47118e-13*** [+1 to VI numerator] + --- column 58: 0.00458675** [+1 to VI numerator] + --- column 107: 0.229771 + --- column 100: 0.295528 + --- column 29: 0.306868 + --- column 110: 0.490928 + --- column 19: 1.71863e-13*** [+1 to VI numerator] + --- column 27: 0.699646 + --- column 88: 0*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 293, try number 1) + + -- N obs (unweighted): 182 + -- columns sampled (showing up to 5) + + 67 122 102 29 95 + + + -- linear combo weights (showing up to 5) + + 3.4335 -0.9007 0.5265 -1.6751 -0.7659 + + + + -- lower cutpoint: -11.041 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.2069 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.68786 (4.4344), N = 246 moving right + --- -7.40077 (5.82827), N = 235 moving right + --- -0.300096 (7.88586), N = 85 moving right + --- 1.26083 (13.2227), N = 50 moving right + --- 1.93506 (17.0342), N = 36 moving right + + -- best stat: 17.0342, min to split: 0 + + -- p-values: + --- column 67: 0.0118254* + --- column 122: 0.407709 + --- column 102: 0.640043 + --- column 29: 0.0709773 + --- column 95: 0.473166 + --- column 116: 0.675337 + --- column 94: 0.0983815 + --- column 65: 0.0305947* + --- column 108: 0.765463 + --- column 96: 0.107906 + --- column 73: 0.37357 + --- column 101: 0.882223 + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1701, try number 1) + + -- N obs (unweighted): 1073 + -- columns sampled (showing up to 5) + + 81 116 17 9 109 + + + -- linear combo weights (showing up to 5) + + 1.9961 -0.9802 0.7847 2.7822 -0.8460 + + + + -- lower cutpoint: -14.4387 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.1898 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0971944 (12.694), N = 1032 moving right + --- 0.905514 (11.5377), N = 898 moving right + --- 2.14982 (12.3349), N = 660 moving right + --- 3.15202 (9.68665), N = 505 moving right + --- 4.37493 (9.53954), N = 365 moving right + + -- best stat: 12.694, min to split: 0 + + -- p-values: + --- column 81: 0.000102551*** [+1 to VI numerator] + --- column 116: 0.0846415 + --- column 17: 0.0984766 + --- column 9: 3.08137e-06*** [+1 to VI numerator] + --- column 109: 0.169281 + --- column 46: 0.163978 + --- column 62: 2.30922e-11*** [+1 to VI numerator] + --- column 49: 0.0748645 + --- column 4: 0.00261731** [+1 to VI numerator] + --- column 117: 1.16675e-06*** [+1 to VI numerator] + --- column 99: 0.353171 + --- column 106: 0.0627041 + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 257, try number 1) + + -- N obs (unweighted): 159 + -- columns sampled (showing up to 5) + + 32 17 60 91 108 + + + -- linear combo weights (showing up to 5) + + 0.4447 0.4718 -0.8976 5.0122 0.9257 + + + + -- lower cutpoint: -12.0051 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.105131 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.9954 (1.45156), N = 236 moving right + --- -6.546 (5.4595), N = 125 moving right + --- -6.23135 (3.70364), N = 110 moving right + --- -5.25487 (6.4223), N = 75 moving right + --- -3.99074 (7.5092), N = 53 moving right + + -- best stat: 7.5092, min to split: 0 + + -- p-values: + --- column 32: 0.666669 + --- column 17: 0.714225 + --- column 60: 0.286294 + --- column 91: 4.01848e-05*** [+1 to VI numerator] + --- column 108: 0.256299 + --- column 54: 0.0635853 + --- column 15: 0.119897 + --- column 116: 0.629986 + --- column 30: 0.0585872 + --- column 22: 0.19787 + --- column 76: 0.563225 + --- column 74: 0.253375 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 36, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 93 77 88 99 76 + + + -- linear combo weights (showing up to 5) + + -3.6741e+02 6.3881e-01 4.0278e+00 7.6127e+01 -7.6510e+00 + + + + -- lower cutpoint: 67.8098 + - n_obs, left node: 10 + + + -- upper cutpoint: 82.3382 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 71.7778 (111.366), N = 20 moving right + --- 72.0593 (107.557), N = 19 moving right + --- 72.4377 (104.494), N = 18 moving right + --- 80.9028 (98.1504), N = 15 moving right + --- 81.5926 (48.0745), N = 12 moving right + + -- best stat: 111.366, min to split: 0 + + -- p-values: + --- column 93: 0.206253 + --- column 77: 0.902538 + --- column 88: 0.499105 + --- column 99: 0.109864 + --- column 76: 0.239829 + --- column 67: 0.00249883** [+1 to VI numerator] + --- column 51: 0.116858 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 669, try number 1) + + -- N obs (unweighted): 417 + -- columns sampled (showing up to 5) + + 36 5 39 118 72 + + + -- linear combo weights (showing up to 5) + + 3.7467 -1.9780 0.1303 5.1016 -2.2439 + + + + -- lower cutpoint: -18.2757 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.615 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.7872 (15.6303), N = 625 moving right + --- -12.7528 (19.7775), N = 615 moving right + --- -3.79474 (38.682), N = 452 moving right + --- 0.943389 (24.904), N = 280 moving right + --- 3.15606 (19.0591), N = 175 moving right + + -- best stat: 38.682, min to split: 0 + + -- p-values: + --- column 36: 0.0187343* + --- column 5: 0.0104774* + --- column 39: 0.914546 + --- column 118: 2.23883e-07*** [+1 to VI numerator] + --- column 72: 0.0389806* + --- column 87: 4.44089e-16*** [+1 to VI numerator] + --- column 30: 0.796306 + --- column 40: 0.0351327* + --- column 52: 0.994746 + --- column 81: 0.139191 + --- column 19: 7.41753e-06*** [+1 to VI numerator] + --- column 16: 0.00332467** [+1 to VI numerator] + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 1032, try number 1) + + -- N obs (unweighted): 656 + -- columns sampled (showing up to 5) + + 68 76 108 26 73 + + + -- linear combo weights (showing up to 5) + + 1.5650 -0.8508 0.9461 -0.2680 -1.1881 + + + + -- lower cutpoint: -6.70268 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.17639 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.304 (2.88074), N = 624 moving right + --- -0.654118 (3.9707), N = 503 moving right + --- -0.238155 (5.08663), N = 445 moving right + --- 1.05903 (7.96497), N = 265 moving right + --- 1.98407 (8.79419), N = 180 moving right + + -- best stat: 8.79419, min to split: 0 + + -- p-values: + --- column 68: 0.0921582 + --- column 76: 0.32668 + --- column 108: 0.456515 + --- column 26: 0.622191 + --- column 73: 0.119583 + --- column 20: 0.0687835 + --- column 55: 0.561812 + --- column 114: 0.708639 + --- column 13: 0.0346722* + --- column 51: 0.00689805** [+1 to VI numerator] + --- column 74: 0.0850278 + --- column 69: 0.414025 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 204, try number 1) + + -- N obs (unweighted): 129 + -- columns sampled (showing up to 5) + + 85 65 27 64 23 + + + -- linear combo weights (showing up to 5) + + -1.3417 -0.1271 -0.8024 -0.8926 -0.4372 + + + + -- lower cutpoint: -8.61245 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0616071 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.47976 (0.436312), N = 192 moving right + --- -6.64638 (3.4905), N = 136 moving right + --- -5.80813 (6.47447), N = 99 moving right + --- -4.65949 (12.8902), N = 67 moving right + --- -1.82747 (6.11671), N = 40 moving right + + -- best stat: 12.8902, min to split: 0 + + -- p-values: + --- column 85: 0.274695 + --- column 65: 0.90223 + --- column 27: 0.600073 + --- column 64: 0.495023 + --- column 23: 0.745912 + --- column 54: 0.506291 + --- column 104: 0.658664 + --- column 44: 0.159649 + --- column 57: 0.591695 + --- column 94: 0.33556 + --- column 107: 0.62981 + --- column 91: 0.933147 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 53, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 88 41 67 55 51 + + + -- linear combo weights (showing up to 5) + + -2.3969 -3.5114 -0.2884 4.5585 -1.6088 + + + + -- lower cutpoint: -8.68288 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.27258 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.9328 (28.9559), N = 29 moving right + --- -5.55261 (30.1923), N = 28 moving right + --- -4.41861 (34.5977), N = 25 moving right + --- -4.10633 (36.3405), N = 24 moving right + --- -0.706397 (54.6361), N = 18 moving right + + -- best stat: 54.6361, min to split: 0 + + -- p-values: + --- column 88: 0.521046 + --- column 41: 0.122227 + --- column 67: 0.908359 + --- column 55: 0.153231 + --- column 51: 0.338094 + --- column 29: 0.573321 + --- column 78: 0.132925 + --- column 91: 0.672647 + --- column 15: 0.740022 + --- column 104: 0.417517 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- sprouting node 9 into a leaf (N = 16) + +-- attempting to split node 10 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 22 76 87 118 + + + -- linear combo weights (showing up to 5) + + 3.9096 -10.0588 6.8147 0.8033 + + + + -- lower cutpoint: 4.66554 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.7221 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 10 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 60 42 85 4 + + + -- linear combo weights (showing up to 5) + + -8.9533 -6.1511 3.9790 5.1573 + + + + -- lower cutpoint: 14.9725 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.9725 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 14.9725 (12.6025), N = 10 moving right + + -- best stat: 12.6025, min to split: 0 + + -- p-values: + --- column 60: 0.378277 + --- column 42: 0.479228 + --- column 85: 0.436023 + --- column 4: 0.69659 + +-- node 10 was split into node 19 (left) and 20 (right) + +-- attempting to split node 11 (N = 217, try number 1) + + -- N obs (unweighted): 143 + -- columns sampled (showing up to 5) + + 68 66 5 121 45 + + + -- linear combo weights (showing up to 5) + + 0.5193 -5.2496 4.5357 -0.8216 -0.0743 + + + + -- lower cutpoint: -18.9495 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.48994 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.6626 (17.0348), N = 195 moving right + --- -13.983 (35.8114), N = 176 moving right + --- -2.39034 (64.7999), N = 92 moving right + --- 1.70502 (38.1423), N = 63 moving right + --- 2.37969 (25.8797), N = 54 moving right + + -- best stat: 64.7999, min to split: 0 + + -- p-values: + --- column 68: 0.856886 + --- column 66: 0.0848308 + --- column 5: 0.000206237*** [+1 to VI numerator] + --- column 121: 0.36855 + --- column 45: 0.986716 + --- column 96: 0.0145805* + --- column 77: 0.252958 + --- column 43: 5.75131e-05*** [+1 to VI numerator] + --- column 58: 0.142753 + --- column 61: 0.410492 + --- column 88: 0.0703339 + --- column 9: 0.535332 + +-- node 11 was split into node 21 (left) and 22 (right) + +-- attempting to split node 12 (N = 452, try number 1) + + -- N obs (unweighted): 274 + -- columns sampled (showing up to 5) + + 88 47 16 61 13 + + + -- linear combo weights (showing up to 5) + + -0.5209 5.8670 0.5059 1.7510 -0.2154 + + + + -- lower cutpoint: -8.83894 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.6787 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.76292 (1.18425), N = 425 moving right + --- -1.99691 (9.36832), N = 303 moving right + --- 5.42494 (8.47645), N = 60 moving right + --- 6.81544 (4.78357), N = 31 moving right + --- 8.6787 (2.1318), N = 11 moving right + + -- best stat: 9.36832, min to split: 0 + + -- p-values: + --- column 88: 0.866328 + --- column 47: 0.00550827** [+1 to VI numerator] + --- column 16: 0.806039 + --- column 61: 0.293445 + --- column 13: 0.743418 + --- column 82: 0.0483531* + --- column 21: 0.505305 + --- column 67: 0.049408* + --- column 65: 0.287057 + --- column 22: 0.871628 + --- column 39: 0.829047 + --- column 24: 0.76871 + +-- node 12 was split into node 23 (left) and 24 (right) + +-- attempting to split node 13 (N = 852, try number 1) + + -- N obs (unweighted): 548 + -- columns sampled (showing up to 5) + + 24 49 34 85 56 + + + -- linear combo weights (showing up to 5) + + -1.0612 1.8965 -0.6361 4.8531 -3.8963 + + + + -- lower cutpoint: -8.70542 + - n_obs, left node: 12 + + + -- upper cutpoint: 9.69416 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.50001 (6.77114), N = 826 moving right + --- 0.0221951 (14.5117), N = 646 moving right + --- 4.71175 (5.6147), N = 261 moving right + --- 6.11617 (3.01079), N = 148 moving right + --- 6.51486 (3.5377), N = 120 moving right + + -- best stat: 14.5117, min to split: 0 + + -- p-values: + --- column 24: 0.512689 + --- column 49: 0.0486766* + --- column 34: 0.603734 + --- column 85: 0.00462617** [+1 to VI numerator] + --- column 56: 0.00242479** [+1 to VI numerator] + --- column 111: 0.226972 + --- column 66: 0.0561739 + --- column 55: 0.00078057*** [+1 to VI numerator] + --- column 87: 0.00061311*** [+1 to VI numerator] + --- column 113: 0.0288516* + --- column 71: 0.0515128 + --- column 28: 0.631654 + +-- node 13 was split into node 25 (left) and 26 (right) + +-- attempting to split node 14 (N = 180, try number 1) + + -- N obs (unweighted): 108 + -- columns sampled (showing up to 5) + + 102 49 6 62 88 + + + -- linear combo weights (showing up to 5) + + -0.6727 1.7653 -3.3321 -2.3825 -4.5660 + + + + -- lower cutpoint: -6.51116 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.6876 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.744 (9.62363), N = 148 moving right + --- 4.69244 (25.6141), N = 71 moving right + --- 5.56958 (16.1271), N = 56 moving right + --- 8.66721 (2.18708), N = 16 moving right + --- 8.69849 (1.62277), N = 14 moving right + + -- best stat: 25.6141, min to split: 0 + + -- p-values: + --- column 102: 0.544464 + --- column 49: 0.478594 + --- column 6: 0.222385 + --- column 62: 0.295994 + --- column 88: 0.0023771** [+1 to VI numerator] + --- column 5: 0.178824 + --- column 58: 0.604882 + --- column 56: 0.687874 + --- column 47: 0.920352 + --- column 3: 0.695465 + --- column 68: 0.768959 + --- column 98: 0.949182 + +-- node 14 was split into node 27 (left) and 28 (right) + +-- attempting to split node 15 (N = 137, try number 1) + + -- N obs (unweighted): 87 + -- columns sampled (showing up to 5) + + 86 122 46 67 9 + + + -- linear combo weights (showing up to 5) + + -0.1141 0.1333 -0.9657 -0.4596 0.2282 + + + + -- lower cutpoint: -2.01161 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.553336 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.57846 (0.00686977), N = 98 moving right + --- -1.54948 (0.00711856), N = 97 moving right + --- -1.32236 (0.0185703), N = 66 moving right + --- -1.09509 (0.0466554), N = 37 moving right + --- -0.86495 (0.0953548), N = 21 moving right + + -- best stat: 0.0953548, min to split: 0 + + -- p-values: + --- column 86: 0.551853 + --- column 122: 0.188678 + --- column 46: 0.00510983** [+1 to VI numerator] + --- column 67: 0.0555812 + --- column 9: 0.457355 + --- column 37: 0.35208 + --- column 51: 0.0360239* + --- column 68: 0.50291 + --- column 43: 0.00152001** [+1 to VI numerator] + --- column 7: 0.0438982* + --- column 52: 0.0750184 + --- column 115: 0.756252 + +-- node 15 was split into node 29 (left) and 30 (right) + +-- attempting to split node 16 (N = 67, try number 1) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 48 55 7 79 100 + + + -- linear combo weights (showing up to 5) + + 0.4628 1.1473 1.0515 7.8682 8.5357 + + + + -- lower cutpoint: -0.982476 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.73371 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.531546 (1.55971), N = 54 moving right + --- 0.92636 (1.80874), N = 51 moving right + --- 5.06239 (5.45503), N = 32 moving right + --- 5.07019 (6.32577), N = 29 moving right + --- 8.79189 (29.2839), N = 16 moving right + + -- best stat: 29.2839, min to split: 0 + + -- p-values: + --- column 48: 0.927266 + --- column 55: 0.835274 + --- column 7: 0.796783 + --- column 79: 0.051326 + --- column 100: 0.28193 + --- column 33: 0.579956 + --- column 50: 0.116718 + --- column 65: 0.911062 + --- column 40: 0.47124 + --- column 116: 0.426268 + --- column 118: 0.596555 + --- column 70: 0.721818 + +-- node 16 was split into node 31 (left) and 32 (right) + +-- attempting to split node 17 (N = 35, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 43 113 108 60 95 + + + -- linear combo weights (showing up to 5) + + -0.7054 0.4017 0.0495 0.9032 -1.9315 + + + + -- lower cutpoint: 2.02634 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.76349 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.02634 (1.17551), N = 25 moving right + --- 3.48752 (0.827755), N = 21 moving right + --- 3.53929 (3.35837), N = 17 moving right + --- 3.93883 (2.66694), N = 15 moving right + --- 4.76349 (1.6298), N = 11 moving right + + -- best stat: 3.35837, min to split: 0 + + -- p-values: + --- column 43: 0.57952 + --- column 113: 0.844116 + --- column 108: 0.972461 + --- column 60: 0.659111 + --- column 95: 0.222465 + --- column 11: 0.964519 + +-- node 17 was split into node 33 (left) and 34 (right) + +-- sprouting node 18 into a leaf (N = 18) + +-- sprouting node 19 into a leaf (N = 10) + +-- sprouting node 20 into a leaf (N = 10) + +-- attempting to split node 21 (N = 125, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 112 118 120 121 22 + + + -- linear combo weights (showing up to 5) + + -1.1096 3.1406 0.9057 5.6762 -2.0572 + + + + -- lower cutpoint: -13.8458 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.37005 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.30959 (9.8002), N = 89 moving right + --- -8.34138 (13.9378), N = 80 moving right + --- -7.34334 (16.6667), N = 75 moving right + --- -6.2307 (16.5426), N = 65 moving right + --- -0.185045 (20.8943), N = 23 moving right + + -- best stat: 20.8943, min to split: 0 + + -- p-values: + --- column 112: 0.639234 + --- column 118: 0.240837 + --- column 120: 0.47684 + --- column 121: 0.125233 + --- column 22: 0.400093 + --- column 40: 0.829853 + --- column 123: 0.179375 + --- column 97: 0.0579832 + --- column 64: 0.008115** [+1 to VI numerator] + --- column 53: 0.862298 + --- column 115: 0.80033 + --- column 7: 0.0664477 + +-- node 21 was split into node 35 (left) and 36 (right) + +-- attempting to split node 22 (N = 92, try number 1) + + -- N obs (unweighted): 61 + -- columns sampled (showing up to 5) + + 46 105 4 19 122 + + + -- linear combo weights (showing up to 5) + + -0.7515 -2.2225 4.4028 1.8297 2.1547 + + + + -- lower cutpoint: -5.61131 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.7418 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.61131 (16.9492), N = 82 moving right + --- -2.70574 (19.5758), N = 68 moving right + --- 1.44925 (39.4869), N = 45 moving right + --- 1.70604 (30.2187), N = 39 moving right + --- 7.34479 (29.6803), N = 11 moving right + + -- best stat: 39.4869, min to split: 0 + + -- p-values: + --- column 46: 0.670577 + --- column 105: 0.301272 + --- column 4: 0.0627917 + --- column 19: 0.443515 + --- column 122: 0.289765 + --- column 65: 0.962873 + --- column 98: 0.836125 + --- column 92: 0.13839 + --- column 99: 0.131518 + --- column 30: 0.306892 + --- column 64: 0.0368802* + --- column 26: 0.651868 + +-- node 22 was split into node 37 (left) and 38 (right) + +-- attempting to split node 23 (N = 149, try number 1) + + -- N obs (unweighted): 91 + -- columns sampled (showing up to 5) + + 100 55 76 50 116 + + + -- linear combo weights (showing up to 5) + + 1.2250 2.5750 -1.4661 1.6951 1.4643 + + + + -- lower cutpoint: -4.778 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.1775 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -0.0917774 (13.7356), N = 95 moving right + --- 0.337061 (14.2675), N = 92 moving right + --- 3.28363 (32.8353), N = 70 moving right + --- 6.18997 (29.2251), N = 37 moving right + --- 8.61831 (8.01257), N = 23 moving right + + -- best stat: 32.8353, min to split: 0 + + -- p-values: + --- column 100: 0.441786 + --- column 55: 0.0999264 + --- column 76: 0.499038 + --- column 50: 0.608374 + --- column 116: 0.286006 + --- column 51: 0.202063 + --- column 25: 0.491522 + --- column 33: 0.443783 + --- column 120: 0.745919 + --- column 9: 0.180238 + --- column 5: 0.259657 + --- column 68: 0.471249 + +-- node 23 was split into node 39 (left) and 40 (right) + +-- attempting to split node 24 (N = 303, try number 1) + + -- N obs (unweighted): 183 + -- columns sampled (showing up to 5) + + 73 82 57 120 49 + + + -- linear combo weights (showing up to 5) + + -2.3057 -7.7515 -1.6716 -0.8285 1.1105 + + + + -- lower cutpoint: -7.30403 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.78765 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.43722 (17.0061), N = 274 moving right + --- 0.00494827 (12.6893), N = 227 moving right + --- 1.41327 (13.2227), N = 168 moving right + --- 4.68287 (5.70917), N = 88 moving right + --- 4.71759 (5.7319), N = 87 moving right + + -- best stat: 17.0061, min to split: 0 + + -- p-values: + --- column 73: 0.122948 + --- column 82: 0.0195267* + --- column 57: 0.24275 + --- column 120: 0.764548 + --- column 49: 0.577519 + --- column 115: 0.524692 + --- column 122: 0.961856 + --- column 7: 0.0197271* + --- column 60: 0.805554 + --- column 113: 0.52258 + --- column 16: 0.632289 + --- column 92: 0.374153 + +-- node 24 was split into node 41 (left) and 42 (right) + +-- attempting to split node 25 (N = 206, try number 1) + + -- N obs (unweighted): 127 + -- columns sampled (showing up to 5) + + 99 108 3 84 42 + + + -- linear combo weights (showing up to 5) + + -0.2382 0.1522 -0.6000 -5.0312 2.4355 + + + + -- lower cutpoint: -9.67339 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.06801 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.35798 (10.8203), N = 187 moving right + --- 0.204084 (26.7722), N = 94 moving right + --- 0.274188 (21.734), N = 92 moving right + --- 0.416199 (24.8133), N = 90 moving right + --- 7.38178 (6.21603), N = 14 moving right + + -- best stat: 26.7722, min to split: 0 + + -- p-values: + --- column 99: 0.925686 + --- column 108: 0.931096 + --- column 3: 0.875337 + --- column 84: 0.0083659** [+1 to VI numerator] + --- column 42: 0.216099 + --- column 70: 0.367058 + --- column 89: 0.972895 + --- column 109: 0.905948 + --- column 95: 0.750582 + --- column 56: 0.277623 + --- column 4: 0.963002 + --- column 1: 0.00747431** [+1 to VI numerator] + +-- node 25 was split into node 43 (left) and 44 (right) + +-- attempting to split node 26 (N = 646, try number 1) + + -- N obs (unweighted): 421 + -- columns sampled (showing up to 5) + + 54 12 69 38 84 + + + -- linear combo weights (showing up to 5) + + 0.7434 0.8866 -1.8887 -0.3264 17.5856 + + + + -- lower cutpoint: -7.06304 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.72274 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.21289 (1.58742), N = 622 moving right + --- 0.889682 (14.7047), N = 409 moving right + --- 1.80951 (17.2935), N = 342 moving right + --- 1.9584 (14.9901), N = 326 moving right + --- 5.15046 (1.53862), N = 75 moving right + + -- best stat: 17.2935, min to split: 0 + + -- p-values: + --- column 54: 0.551171 + --- column 12: 0.499659 + --- column 69: 0.13934 + --- column 38: 0.775074 + --- column 84: 0.0416955* + --- column 83: 0.00090522*** [+1 to VI numerator] + --- column 53: 0.948904 + --- column 87: 0.000192909*** [+1 to VI numerator] + --- column 39: 0.801711 + --- column 21: 0.994503 + --- column 9: 0.867488 + --- column 26: 0.700276 + +-- node 26 was split into node 45 (left) and 46 (right) + +-- attempting to split node 27 (N = 109, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 70 13 10 81 19 + + + -- linear combo weights (showing up to 5) + + -19.6867 -5.6134 -1.2622 1.3323 -0.7837 + + + + -- lower cutpoint: -7.06273 + - n_obs, left node: 12 + + + -- upper cutpoint: 6.51334 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.80796 (16.0898), N = 92 moving right + --- -6.24102 (18.5891), N = 84 moving right + --- -0.0733225 (16.4296), N = 48 moving right + --- 0.234305 (22.5002), N = 45 moving right + --- 1.80256 (23.9838), N = 42 moving right + + -- best stat: 23.9838, min to split: 0 + + -- p-values: + --- column 70: 0.0349594* + --- column 13: 0.396281 + --- column 10: 0.509697 + --- column 81: 0.326108 + --- column 19: 0.656937 + --- column 121: 0.110961 + --- column 124: 0.632174 + --- column 77: 0.0541144 + --- column 76: 0.0406425* + --- column 30: 0.191235 + --- column 108: 0.254641 + --- column 41: 0.574058 + +-- node 27 was split into node 47 (left) and 48 (right) + +-- attempting to split node 28 (N = 71, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 22 113 105 90 122 + + + -- linear combo weights (showing up to 5) + + -3.8097 0.5666 -1.7166 3.1429 -0.0694 + + + + -- lower cutpoint: -7.66776 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.08163 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.66776 (6.22246), N = 60 moving right + --- -7.58962 (3.79746), N = 56 moving right + --- -4.28513 (2.34724), N = 38 moving right + --- -2.91102 (2.33777), N = 18 moving right + --- -2.90667 (2.35968), N = 15 moving right + + -- best stat: 6.22246, min to split: 0 + + -- p-values: + --- column 22: 0.495087 + --- column 113: 0.930692 + --- column 105: 0.578798 + --- column 90: 0.154651 + --- column 122: 0.959598 + --- column 56: 0.723009 + --- column 43: 0.571949 + --- column 98: 0.0986327 + --- column 31: 0.50109 + --- column 18: 0.410898 + --- column 45: 0.513348 + --- column 78: 0.277555 + +-- node 28 was split into node 49 (left) and 50 (right) + +-- sprouting node 29 into a leaf (N = 116) + +-- attempting to split node 30 (N = 21, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 44 41 57 96 24 + + + -- linear combo weights (showing up to 5) + + -3.0232 4.6669 0.4166 0.9276 -1.1236 + + + + -- lower cutpoint: -0.819638 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.733707 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.819638 (0.667904), N = 11 moving right + --- -0.733707 (0.808163), N = 10 moving right + + -- best stat: 0.808163, min to split: 0 + + -- p-values: + --- column 44: 0.308203 + --- column 41: 0.128102 + --- column 57: 0.771598 + --- column 96: 0.50899 + --- column 24: 0.0189416* + +-- node 30 was split into node 51 (left) and 52 (right) + +-- attempting to split node 31 (N = 51, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 11 115 121 76 64 + + + -- linear combo weights (showing up to 5) + + 0.1174 0.1898 -2.2137 2.1320 -11.3235 + + + + -- lower cutpoint: 1.35691 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.32746 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.35894 (6.92799), N = 39 moving right + --- 1.95439 (7.70283), N = 38 moving right + --- 2.95186 (8.51955), N = 37 moving right + --- 3.66977 (11.8231), N = 34 moving right + --- 7.65977 (15.797), N = 23 moving right + + -- best stat: 15.797, min to split: 0 + + -- p-values: + --- column 11: 0.951031 + --- column 115: 0.942043 + --- column 121: 0.488212 + --- column 76: 0.525426 + --- column 64: 0.0688522 + --- column 18: 0.816413 + --- column 60: 0.223919 + --- column 23: 0.15522 + --- column 26: 0.638759 + --- column 34: 0.201105 + --- column 41: 0.152929 + +-- node 31 was split into node 53 (left) and 54 (right) + +-- sprouting node 32 into a leaf (N = 16) + +-- sprouting node 33 into a leaf (N = 18) + +-- sprouting node 34 into a leaf (N = 17) + +-- attempting to split node 35 (N = 102, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 44 74 112 70 104 + + + -- linear combo weights (showing up to 5) + + -4.2014 -1.0476 -1.1812 -0.9343 0.4344 + + + + -- lower cutpoint: -10.7686 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.52708 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.6502 (0.745829), N = 91 moving right + --- -8.17532 (3.65744), N = 72 moving right + --- -6.03492 (9.30361), N = 50 moving right + --- -5.93453 (10.4832), N = 47 moving right + --- -0.0717008 (38.986), N = 15 moving right + + -- best stat: 38.986, min to split: 0 + + -- p-values: + --- column 44: 0.0188981* + --- column 74: 0.644205 + --- column 112: 0.303887 + --- column 70: 0.468457 + --- column 104: 0.689532 + --- column 3: 0.523566 + --- column 89: 0.269149 + --- column 49: 0.0886899 + --- column 91: 8.16864e-05*** [+1 to VI numerator] + --- column 28: 0.814379 + --- column 32: 0.0746429 + --- column 59: 0.632596 + +-- node 35 was split into node 55 (left) and 56 (right) + +-- attempting to split node 36 (N = 23, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 67 57 102 55 + + + -- linear combo weights (showing up to 5) + + 7.4261 0.1270 -1.9187 5.5885 + + + + -- lower cutpoint: -6.85075 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.00416 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.85075 (29.8186), N = 13 moving right + --- -4.00416 (22.0198), N = 11 moving right + + -- best stat: 29.8186, min to split: 0 + + -- p-values: + --- column 67: 0.318652 + --- column 57: 0.991994 + --- column 102: 0.780609 + --- column 55: 0.722043 + +-- node 36 was split into node 57 (left) and 58 (right) + +-- attempting to split node 37 (N = 47, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 80 74 114 50 44 + + + -- linear combo weights (showing up to 5) + + 5.1708 3.0086 0.9394 -2.3688 -2.8475 + + + + -- lower cutpoint: 0.385603 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.3283 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.790869 (27.1792), N = 36 moving right + --- 5.40786 (42.6036), N = 29 moving right + --- 5.59322 (43.52), N = 26 moving right + --- 8.68039 (13.1158), N = 19 moving right + --- 9.13744 (11.9279), N = 14 moving right + + -- best stat: 43.52, min to split: 0 + + -- p-values: + --- column 80: 0.378242 + --- column 74: 0.440474 + --- column 114: 0.739759 + --- column 50: 0.514257 + --- column 44: 0.746503 + --- column 71: 0.997832 + --- column 81: 0.438064 + --- column 99: 0.124173 + --- column 56: 0.0621671 + --- column 9: 0.288623 + +-- node 37 was split into node 59 (left) and 60 (right) + +-- attempting to split node 38 (N = 45, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 38 83 77 123 93 + + + -- linear combo weights (showing up to 5) + + 0.4539 -7.9200 1.5800 0.8839 -0.5876 + + + + -- lower cutpoint: -3.78709 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.942024 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.92101 (31.3341), N = 29 moving right + --- -2.39099 (18.7319), N = 20 moving right + --- -1.78068 (14.0386), N = 18 moving right + --- -1.51387 (9.01619), N = 17 moving right + --- 0.00651684 (8.36266), N = 14 moving right + + -- best stat: 31.3341, min to split: 0 + + -- p-values: + --- column 38: 0.897735 + --- column 83: 0.403041 + --- column 77: 0.54224 + --- column 123: 0.742781 + --- column 93: 0.614021 + --- column 62: 0.203239 + --- column 66: 0.25512 + --- column 22: 0.446626 + --- column 56: 0.950749 + --- column 2: 0.347566 + +-- node 38 was split into node 61 (left) and 62 (right) + +-- attempting to split node 39 (N = 79, try number 1) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 2 117 72 107 108 + + + -- linear combo weights (showing up to 5) + + -0.7136 -0.4715 0.4130 -33.3738 2.8513 + + + + -- lower cutpoint: -1.35276 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.81377 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.28989 (22.4277), N = 65 moving right + --- 4.72115 (17.0516), N = 46 moving right + --- 5.13361 (14.6874), N = 43 moving right + --- 6.95781 (2.77233), N = 25 moving right + --- 9.04204 (9.89643), N = 11 moving right + + -- best stat: 22.4277, min to split: 0 + + -- p-values: + --- column 2: 0.744716 + --- column 117: 0.923603 + --- column 72: 0.918679 + --- column 107: 0.626388 + --- column 108: 0.955323 + --- column 101: 0.803687 + --- column 25: 0.997988 + --- column 121: 0.571964 + --- column 28: 0.435775 + --- column 50: 0.39767 + --- column 119: 0.401317 + --- column 42: 0.177732 + +-- node 39 was split into node 63 (left) and 64 (right) + +-- attempting to split node 40 (N = 70, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 111 24 96 21 120 + + + -- linear combo weights (showing up to 5) + + 1.0005 -0.3347 -3.6005 5.2237 5.7206 + + + + -- lower cutpoint: -11.8584 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.681405 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.66267 (11.2206), N = 58 moving right + --- -7.74127 (16.8976), N = 54 moving right + --- -3.92884 (20.3592), N = 32 moving right + --- -3.52994 (20.1687), N = 30 moving right + --- -0.609349 (27.1308), N = 20 moving right + + -- best stat: 27.1308, min to split: 0 + + -- p-values: + --- column 111: 0.717403 + --- column 24: 0.957325 + --- column 96: 0.285318 + --- column 21: 0.156603 + --- column 120: 0.0475913* + --- column 81: 0.208963 + --- column 42: 0.136285 + --- column 123: 0.284986 + --- column 121: 0.443263 + --- column 116: 0.279065 + --- column 23: 0.80298 + --- column 92: 0.405026 + +-- node 40 was split into node 65 (left) and 66 (right) + +-- attempting to split node 41 (N = 29, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 32 55 8 120 + + + -- linear combo weights (showing up to 5) + + 6.2710 -6.6232 -3.1660 -2.0098 + + + + -- lower cutpoint: -11.8898 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.448508 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.8898 (43.1973), N = 18 moving right + --- -11.6074 (64.1524), N = 15 moving right + --- -5.64795 (69.015), N = 12 moving right + --- -3.03063 (66.2333), N = 11 moving right + --- 0.448508 (84.0617), N = 10 moving right + + -- best stat: 84.0617, min to split: 0 + + -- p-values: + --- column 32: 0.0264861* + --- column 55: 0.0793223 + --- column 8: 0.188773 + --- column 120: 0.0785412 + +-- node 41 was split into node 67 (left) and 68 (right) + +-- attempting to split node 42 (N = 274, try number 1) + + -- N obs (unweighted): 169 + -- columns sampled (showing up to 5) + + 79 91 108 13 100 + + + -- linear combo weights (showing up to 5) + + 0.5943 0.5135 -2.7438 2.0075 1.9195 + + + + -- lower cutpoint: -8.72075 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.2159 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.75694 (22.7251), N = 212 moving right + --- -1.45658 (27.8569), N = 209 moving right + --- -1.38663 (23.6037), N = 204 moving right + --- 2.57758 (9.24001), N = 108 moving right + --- 2.87214 (5.10703), N = 93 moving right + + -- best stat: 27.8569, min to split: 0 + + -- p-values: + --- column 79: 0.757557 + --- column 91: 0.744268 + --- column 108: 0.289724 + --- column 13: 0.106161 + --- column 100: 0.615308 + --- column 9: 0.510331 + --- column 20: 0.0824521 + --- column 110: 0.913568 + --- column 17: 0.485813 + --- column 14: 0.131972 + --- column 109: 0.0999175 + --- column 84: 0.255902 + +-- node 42 was split into node 69 (left) and 70 (right) + +-- attempting to split node 43 (N = 112, try number 1) + + -- N obs (unweighted): 67 + -- columns sampled (showing up to 5) + + 111 122 87 53 100 + + + -- linear combo weights (showing up to 5) + + -0.9391 2.2701 6.0376 -3.2176 -0.8660 + + + + -- lower cutpoint: -12.4935 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.471264 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.79781 (34.6816), N = 88 moving right + --- -5.35313 (21.6255), N = 66 moving right + --- -4.66904 (22.0424), N = 61 moving right + --- -4.22859 (23.2582), N = 55 moving right + --- -3.63029 (13.3946), N = 51 moving right + + -- best stat: 34.6816, min to split: 0 + + -- p-values: + --- column 111: 0.683123 + --- column 122: 0.440866 + --- column 87: 0.179253 + --- column 53: 0.260755 + --- column 100: 0.872081 + --- column 63: 0.826829 + --- column 0: 0.151928 + --- column 83: 0.0363396* + --- column 116: 0.450378 + --- column 3: 0.868418 + --- column 11: 0.736637 + --- column 21: 0.783092 + +-- node 43 was split into node 71 (left) and 72 (right) + +-- attempting to split node 44 (N = 94, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 51 44 32 0 47 + + + -- linear combo weights (showing up to 5) + + -1.0058 3.5902 -1.6319 2.6177 3.3826 + + + + -- lower cutpoint: -4.56821 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.22775 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -3.38537 (15.4685), N = 76 moving right + --- -2.46316 (14.9108), N = 71 moving right + --- -2.31245 (17.4821), N = 65 moving right + --- 0.445071 (13.2348), N = 45 moving right + --- 0.857073 (11.4141), N = 41 moving right + + -- best stat: 17.4821, min to split: 0 + + -- p-values: + --- column 51: 0.659866 + --- column 44: 0.377469 + --- column 32: 0.654466 + --- column 0: 0.076541 + --- column 47: 0.538115 + --- column 122: 0.158111 + --- column 38: 0.745259 + --- column 6: 0.660444 + --- column 89: 0.537843 + --- column 91: 0.883634 + --- column 27: 0.492994 + --- column 7: 0.827217 + +-- node 44 was split into node 73 (left) and 74 (right) + +-- attempting to split node 45 (N = 304, try number 1) + + -- N obs (unweighted): 199 + -- columns sampled (showing up to 5) + + 69 92 4 17 6 + + + -- linear combo weights (showing up to 5) + + -0.3708 -0.6431 0.9356 -0.7041 1.7135 + + + + -- lower cutpoint: -6.84413 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.37692 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.73887 (12.0172), N = 269 moving right + --- -2.01273 (4.7503), N = 203 moving right + --- 0.721249 (4.99601), N = 99 moving right + --- 2.41093 (5.90811), N = 38 moving right + --- 2.96018 (1.23015), N = 24 moving right + + -- best stat: 12.0172, min to split: 0 + + -- p-values: + --- column 69: 0.862927 + --- column 92: 0.822368 + --- column 4: 0.632007 + --- column 17: 0.476463 + --- column 6: 0.48942 + --- column 85: 0.265352 + --- column 71: 0.574876 + --- column 109: 0.736932 + --- column 40: 0.2046 + --- column 89: 0.119955 + --- column 16: 0.813441 + --- column 98: 0.730814 + +-- node 45 was split into node 75 (left) and 76 (right) + +-- attempting to split node 46 (N = 342, try number 1) + + -- N obs (unweighted): 222 + -- columns sampled (showing up to 5) + + 55 22 117 66 57 + + + -- linear combo weights (showing up to 5) + + 0.7248 1.7498 -0.4227 1.3010 -1.1155 + + + + -- lower cutpoint: -10.087 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.11418 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.43359 (2.58114), N = 301 moving right + --- -7.76736 (5.29169), N = 281 moving right + --- -5.25844 (6.82946), N = 152 moving right + --- -4.74709 (6.33906), N = 130 moving right + --- -3.91058 (4.11652), N = 89 moving right + + -- best stat: 6.82946, min to split: 0 + + -- p-values: + --- column 55: 0.63177 + --- column 22: 0.633642 + --- column 117: 0.747056 + --- column 66: 0.667236 + --- column 57: 0.562577 + --- column 89: 0.502948 + --- column 27: 0.813017 + --- column 54: 0.990908 + --- column 76: 0.0200689* + --- column 83: 0.444244 + --- column 46: 0.0757077 + --- column 60: 0.0666348 + +-- node 46 was split into node 77 (left) and 78 (right) + +-- attempting to split node 47 (N = 67, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 31 120 33 80 50 + + + -- linear combo weights (showing up to 5) + + -9.7118 -34.6305 -3.2602 14.6487 -1.7780 + + + + -- lower cutpoint: -4.48839 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.09376 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.94673 (11.6036), N = 54 moving right + --- 2.27313 (31.6461), N = 33 moving right + --- 2.36464 (27.751), N = 32 moving right + --- 3.45466 (21.0911), N = 28 moving right + --- 6.98361 (17.8558), N = 15 moving right + + -- best stat: 31.6461, min to split: 0 + + -- p-values: + --- column 31: 0.0379986* + --- column 120: 0.00372121** [+1 to VI numerator] + --- column 33: 0.491577 + --- column 80: 0.00294638** [+1 to VI numerator] + --- column 50: 0.41051 + --- column 21: 0.565372 + --- column 2: 0.375053 + --- column 38: 0.215951 + --- column 53: 0.179716 + --- column 25: 0.713596 + --- column 125: 0.284498 + --- column 12: 0.133963 + +-- node 47 was split into node 79 (left) and 80 (right) + +-- attempting to split node 48 (N = 42, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 50 109 24 61 47 + + + -- linear combo weights (showing up to 5) + + 5.3101 2.4150 -0.8961 1.4537 -1.3060 + + + + -- lower cutpoint: -4.75572 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.78259 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.07175 (14.0592), N = 30 moving right + --- -2.47132 (11.5794), N = 29 moving right + --- -1.83622 (22.4989), N = 25 moving right + --- 3.92475 (15.9658), N = 11 moving right + --- 5.78259 (14.7552), N = 10 moving right + + -- best stat: 22.4989, min to split: 0 + + -- p-values: + --- column 50: 0.0312098* + --- column 109: 0.447604 + --- column 24: 0.755535 + --- column 61: 0.416321 + --- column 47: 0.70931 + --- column 16: 0.0590618 + --- column 81: 0.652114 + +-- node 48 was split into node 81 (left) and 82 (right) + +-- sprouting node 49 into a leaf (N = 11) + +-- attempting to split node 50 (N = 60, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 12 16 103 23 22 + + + -- linear combo weights (showing up to 5) + + -1.6709 -2.3789 -2.1119 -2.1470 0.9334 + + + + -- lower cutpoint: -2.85149 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.217559 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.34679 (1.69344), N = 47 moving right + --- -0.989253 (0.934444), N = 30 moving right + --- -0.930902 (0.995601), N = 26 moving right + --- -0.641274 (0.999641), N = 23 moving right + --- -0.464433 (1.11243), N = 18 moving right + + -- best stat: 1.69344, min to split: 0 + + -- p-values: + --- column 12: 0.613311 + --- column 16: 0.477041 + --- column 103: 0.641752 + --- column 23: 0.648635 + --- column 22: 0.838904 + --- column 7: 0.0556559 + --- column 9: 0.73791 + --- column 98: 0.18016 + --- column 114: 0.457721 + --- column 118: 0.952457 + --- column 33: 0.571557 + +-- node 50 was split into node 83 (left) and 84 (right) + +-- sprouting node 51 into a leaf (N = 11) + +-- sprouting node 52 into a leaf (N = 10) + +-- attempting to split node 53 (N = 28, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 95 54 7 41 42 + + + -- linear combo weights (showing up to 5) + + -1.5261 -0.2659 0.4590 -1.3162 -0.3270 + + + + -- lower cutpoint: 0.539475 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.08947 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.8003 (0.979592), N = 16 moving right + --- 0.982457 (1.30612), N = 14 moving right + --- 1.14421 (2.14328), N = 12 moving right + --- 1.3531 (2.93528), N = 11 moving right + --- 2.08947 (3.92245), N = 10 moving right + + -- best stat: 3.92245, min to split: 0 + + -- p-values: + --- column 95: 0.0339683* + --- column 54: 0.928168 + --- column 7: 0.46792 + --- column 41: 0.392344 + --- column 42: 0.610716 + --- column 25: 0.902705 + --- column 48: 0.0954903 + +-- node 53 was split into node 85 (left) and 86 (right) + +-- attempting to split node 54 (N = 23, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 31 40 60 92 + + + -- linear combo weights (showing up to 5) + + -7.9456 -0.2263 1.3352 -3.7323 + + + + -- lower cutpoint: 2.327 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.68731 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.327 (10.6905), N = 11 moving right + --- 2.68731 (12.7395), N = 10 moving right + + -- best stat: 12.7395, min to split: 0 + + -- p-values: + --- column 31: 0.342587 + --- column 40: 0.973584 + --- column 60: 0.789943 + --- column 92: 0.854586 + +-- node 54 was split into node 87 (left) and 88 (right) + +-- attempting to split node 55 (N = 87, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 90 53 29 93 123 + + + -- linear combo weights (showing up to 5) + + -0.9085 1.6344 1.9536 -0.0448 -0.0282 + + + + -- lower cutpoint: -2.17436 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.391749 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.19271 (0.293032), N = 47 moving right + --- -1.14371 (0.303072), N = 46 moving right + --- -1.07959 (0.336135), N = 43 moving right + --- -0.610754 (0.986511), N = 19 moving right + --- 0.056294 (1.66915), N = 12 moving right + + -- best stat: 1.66915, min to split: 0 + + -- p-values: + --- column 90: 0.00790661** [+1 to VI numerator] + --- column 53: 4.69938e-06*** [+1 to VI numerator] + --- column 29: 0.00896581** [+1 to VI numerator] + --- column 93: 0.767336 + --- column 123: 0.847132 + --- column 96: 0.0265899* + --- column 11: 0.856191 + --- column 41: 0.399894 + --- column 8: 0.209975 + --- column 69: 0.00463954** [+1 to VI numerator] + --- column 77: 0.00550776** [+1 to VI numerator] + --- column 26: 0.528333 + +-- node 55 was split into node 89 (left) and 90 (right) + +-- sprouting node 56 into a leaf (N = 15) + +-- sprouting node 57 into a leaf (N = 10) + +-- sprouting node 58 into a leaf (N = 13) + +-- attempting to split node 59 (N = 21, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 54 96 80 114 73 + + + -- linear combo weights (showing up to 5) + + -1.4975 -10.0716 8.1075 -2.5880 11.3497 + + + + -- lower cutpoint: -8.30206 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.57936 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.30206 (8.73636), N = 11 moving right + --- -7.57936 (11.7818), N = 10 moving right + + -- best stat: 11.7818, min to split: 0 + + -- p-values: + --- column 54: 0.808751 + --- column 96: 0.14243 + --- column 80: 0.43117 + --- column 114: 0.458209 + --- column 73: 0.09636 + +-- node 59 was split into node 91 (left) and 92 (right) + +-- attempting to split node 60 (N = 26, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 72 120 69 102 + + + -- linear combo weights (showing up to 5) + + -1.6363 13.7871 -2.7773 -1.9510 + + + + -- lower cutpoint: -2.0248 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.75009 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.0248 (11.9314), N = 16 moving right + --- -1.47343 (3.49482), N = 14 moving right + --- -0.75009 (0.0988435), N = 11 moving right + + -- best stat: 11.9314, min to split: 0 + + -- p-values: + --- column 72: 0.565465 + --- column 120: 0.428442 + --- column 69: 0.644636 + --- column 102: 0.703556 + +-- node 60 was split into node 93 (left) and 94 (right) + +-- sprouting node 61 into a leaf (N = 16) + +-- attempting to split node 62 (N = 29, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 3 32 79 9 81 + + + -- linear combo weights (showing up to 5) + + -3.8355 1.2162 -0.2999 2.2284 -0.0364 + + + + -- lower cutpoint: -1.86038 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.59605 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.20386 (12.0071), N = 18 moving right + --- 0.745171 (18.7385), N = 17 moving right + --- 0.756651 (16.1154), N = 16 moving right + --- 1.28527 (10.9557), N = 15 moving right + --- 1.50113 (12.8933), N = 14 moving right + + -- best stat: 18.7385, min to split: 0 + + -- p-values: + --- column 3: 0.611062 + --- column 32: 0.572922 + --- column 79: 0.853999 + --- column 9: 0.0634834 + --- column 81: 0.98877 + --- column 123: 0.145222 + +-- node 62 was split into node 95 (left) and 96 (right) + +-- sprouting node 63 into a leaf (N = 14) + +-- attempting to split node 64 (N = 65, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 82 89 32 15 47 + + + -- linear combo weights (showing up to 5) + + -2.5549 -4.0155 3.3624 -7.5757 -11.5717 + + + + -- lower cutpoint: -22.988 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.7533 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -22.0119 (37.0126), N = 47 moving right + --- -16.0788 (45.9784), N = 36 moving right + --- -15.9407 (35.2505), N = 34 moving right + --- -15.0615 (29.8631), N = 30 moving right + --- -13.4332 (2.88511), N = 19 moving right + + -- best stat: 45.9784, min to split: 0 + + -- p-values: + --- column 82: 0.839689 + --- column 89: 0.415575 + --- column 32: 0.562206 + --- column 15: 0.619033 + --- column 47: 0.129524 + --- column 62: 0.245705 + --- column 86: 0.19105 + --- column 21: 0.286842 + --- column 110: 0.522117 + --- column 52: 0.315203 + --- column 20: 0.63948 + --- column 41: 0.0688398 + +-- node 64 was split into node 97 (left) and 98 (right) + +-- attempting to split node 65 (N = 50, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 29 81 14 49 79 + + + -- linear combo weights (showing up to 5) + + -0.5488 4.9425 -3.1522 0.3724 -2.2915 + + + + -- lower cutpoint: -6.44905 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.71833 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.44905 (52.7076), N = 40 moving right + --- -2.58641 (24.3614), N = 34 moving right + --- -0.265183 (14.8839), N = 23 moving right + --- 2.46033 (6.56458), N = 14 moving right + --- 4.06083 (12.3882), N = 12 moving right + + -- best stat: 52.7076, min to split: 0 + + -- p-values: + --- column 29: 0.878452 + --- column 81: 0.072535 + --- column 14: 0.625086 + --- column 49: 0.952163 + --- column 79: 0.594027 + --- column 44: 0.609866 + --- column 54: 0.988988 + --- column 50: 0.988278 + --- column 18: 0.0946192 + --- column 114: 0.657834 + +-- node 65 was split into node 99 (left) and 100 (right) + +-- attempting to split node 66 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 25 87 42 38 + + + -- linear combo weights (showing up to 5) + + -8.0079 3.3611 -4.5466 -2.9589 + + + + -- lower cutpoint: -1.00163 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.00163 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.00163 (36.6025), N = 10 moving right + + -- best stat: 36.6025, min to split: 0 + + -- p-values: + --- column 25: 0.105106 + --- column 87: 0.432507 + --- column 42: 0.0200968* + --- column 38: 0.0542047 + +-- node 66 was split into node 101 (left) and 102 (right) + +-- sprouting node 67 into a leaf (N = 19) + +-- sprouting node 68 into a leaf (N = 10) + +-- attempting to split node 69 (N = 65, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 35 3 68 103 46 + + + -- linear combo weights (showing up to 5) + + -0.6265 -5.6924 4.5173 6.1667 10.0885 + + + + -- lower cutpoint: -8.25786 + - n_obs, left node: 11 + + + -- upper cutpoint: 13.8109 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.55831 (102.892), N = 45 moving right + --- 3.52296 (116.142), N = 34 moving right + --- 8.02366 (114.41), N = 23 moving right + --- 12.0242 (46.0136), N = 15 moving right + --- 13.8109 (16.7027), N = 10 moving right + + -- best stat: 116.142, min to split: 0 + + -- p-values: + --- column 35: 0.896994 + --- column 3: 0.445866 + --- column 68: 0.658565 + --- column 103: 0.519657 + --- column 46: 0.190067 + --- column 122: 0.0803483 + --- column 1: 0.526159 + --- column 107: 0.36015 + --- column 41: 0.509396 + --- column 31: 0.0104428* + --- column 45: 0.0818698 + --- column 70: 0.331243 + +-- node 69 was split into node 103 (left) and 104 (right) + +-- attempting to split node 70 (N = 209, try number 1) + + -- N obs (unweighted): 130 + -- columns sampled (showing up to 5) + + 28 36 25 96 80 + + + -- linear combo weights (showing up to 5) + + -2.6845 -2.3297 0.6651 -0.6838 -1.9904 + + + + -- lower cutpoint: -8.66746 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.17891 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.44998 (6.0044), N = 193 moving right + --- -7.13828 (9.36675), N = 184 moving right + --- -4.92819 (22.7965), N = 166 moving right + --- -4.77635 (17.4207), N = 159 moving right + --- -4.06015 (11.5519), N = 138 moving right + + -- best stat: 22.7965, min to split: 0 + + -- p-values: + --- column 28: 0.120954 + --- column 36: 0.262078 + --- column 25: 0.787632 + --- column 96: 0.749372 + --- column 80: 0.35445 + --- column 125: 0.613069 + --- column 111: 0.153537 + --- column 95: 0.0983061 + --- column 120: 0.581116 + --- column 47: 0.170539 + --- column 10: 0.0852687 + --- column 26: 0.6003 + +-- node 70 was split into node 105 (left) and 106 (right) + +-- attempting to split node 71 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 115 103 119 114 24 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 71 (N = 24, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 36 8 45 65 86 + + + -- linear combo weights (showing up to 5) + + -15.8150 -11.7132 0.9747 -3.4904 12.9418 + + + + -- lower cutpoint: -1.55167 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.408476 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.55167 (20.4446), N = 14 moving right + --- -0.792496 (23.3221), N = 13 moving right + --- -0.408476 (22.5625), N = 12 moving right + + -- best stat: 23.3221, min to split: 0 + + -- p-values: + --- column 36: 0.02652* + --- column 8: 0.131464 + --- column 45: 0.86401 + --- column 65: 0.642921 + --- column 86: 0.0115557* + +-- node 71 was split into node 107 (left) and 108 (right) + +-- attempting to split node 72 (N = 88, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 3 75 118 45 93 + + + -- linear combo weights (showing up to 5) + + 6.6953 -6.2391 -1.1020 0.0157 -7.5864 + + + + -- lower cutpoint: -6.95715 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.46631 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.73024 (22.4298), N = 67 moving right + --- -4.85882 (17.6076), N = 64 moving right + --- -4.01224 (24.1075), N = 61 moving right + --- -0.114004 (13.6149), N = 35 moving right + --- 1.34445 (10.2303), N = 20 moving right + + -- best stat: 24.1075, min to split: 0 + + -- p-values: + --- column 3: 0.697085 + --- column 75: 0.124291 + --- column 118: 0.854134 + --- column 45: 0.996727 + --- column 93: 0.161474 + --- column 94: 0.63457 + --- column 23: 0.502551 + --- column 111: 0.640307 + --- column 103: 0.905763 + --- column 12: 0.32761 + --- column 64: 0.801802 + --- column 25: 0.930228 + +-- node 72 was split into node 109 (left) and 110 (right) + +-- attempting to split node 73 (N = 29, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 92 39 109 89 1 + + + -- linear combo weights (showing up to 5) + + 2.4495 8.9668 1.8112 -6.6415 -1.5234 + + + + -- lower cutpoint: -2.28519 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.31639 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.46818 (53.9022), N = 17 moving right + --- -0.707928 (52.6726), N = 15 moving right + --- 2.52333 (70.676), N = 14 moving right + --- 3.86871 (88.248), N = 13 moving right + --- 9.31639 (65.3722), N = 10 moving right + + -- best stat: 88.248, min to split: 0 + + -- p-values: + --- column 92: 0.350136 + --- column 39: 0.0332712* + --- column 109: 0.431987 + --- column 89: 0.154239 + --- column 1: 0.598597 + --- column 17: 0.158077 + +-- node 73 was split into node 111 (left) and 112 (right) + +-- attempting to split node 74 (N = 65, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 125 2 58 42 5 + + + -- linear combo weights (showing up to 5) + + 3.0419 5.1370 6.3554 -0.6570 -9.4702 + + + + -- lower cutpoint: -5.58807 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.37695 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.46789 (57.0745), N = 47 moving right + --- -2.39135 (55.6024), N = 46 moving right + --- -0.985984 (52.3512), N = 39 moving right + --- -0.668397 (51.871), N = 37 moving right + --- 0.426629 (52.6986), N = 35 moving right + + -- best stat: 57.0745, min to split: 0 + + -- p-values: + --- column 125: 0.387779 + --- column 2: 0.0289149* + --- column 58: 0.0990916 + --- column 42: 0.771435 + --- column 5: 0.0140848* + --- column 98: 0.600898 + --- column 113: 0.239567 + --- column 114: 0.397335 + --- column 52: 0.0598787 + --- column 78: 0.186443 + --- column 91: 0.156658 + --- column 82: 0.414286 + +-- node 74 was split into node 113 (left) and 114 (right) + +-- attempting to split node 75 (N = 35, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 47 88 37 94 32 + + + -- linear combo weights (showing up to 5) + + 0.2024 -0.7932 -12.5785 8.3801 -4.0898 + + + + -- lower cutpoint: -14.4573 + - n_obs, left node: 11 + + + -- upper cutpoint: -8.73308 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -14.4573 (64.5792), N = 24 moving right + --- -14.226 (54.5609), N = 23 moving right + --- -10.9158 (49.9979), N = 19 moving right + --- -10.3059 (35.3878), N = 14 moving right + --- -9.4421 (48.8033), N = 13 moving right + + -- best stat: 64.5792, min to split: 0 + + -- p-values: + --- column 47: 0.977787 + --- column 88: 0.957881 + --- column 37: 0.0289857* + --- column 94: 0.316196 + --- column 32: 0.687192 + --- column 34: 0.213369 + --- column 85: 0.793048 + +-- node 75 was split into node 115 (left) and 116 (right) + +-- attempting to split node 76 (N = 269, try number 1) + + -- N obs (unweighted): 177 + -- columns sampled (showing up to 5) + + 55 106 3 10 119 + + + -- linear combo weights (showing up to 5) + + -1.0876 4.5024 -16.4747 0.1462 -5.4677 + + + + -- lower cutpoint: -2.86258 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.92434 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0958173 (0.783702), N = 221 moving right + --- 0.966504 (3.48801), N = 194 moving right + --- 3.15153 (5.15955), N = 88 moving right + --- 4.26461 (2.29738), N = 47 moving right + --- 5.59461 (3.50413), N = 12 moving right + + -- best stat: 5.15955, min to split: 0 + + -- p-values: + --- column 55: 0.386502 + --- column 106: 0.187581 + --- column 3: 0.106402 + --- column 10: 0.930473 + --- column 119: 0.755043 + --- column 16: 0.607325 + --- column 105: 0.756482 + --- column 63: 0.41825 + --- column 54: 0.528939 + --- column 52: 0.404464 + --- column 115: 0.412344 + --- column 25: 0.89661 + +-- node 76 was split into node 117 (left) and 118 (right) + +-- attempting to split node 77 (N = 190, try number 1) + + -- N obs (unweighted): 132 + -- columns sampled (showing up to 5) + + 5 109 43 72 35 + + + -- linear combo weights (showing up to 5) + + 3.0908 -0.1485 -1.5110 -4.8152 0.4706 + + + + -- lower cutpoint: 1.06147 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.6197 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 2.62046 (6.857), N = 160 moving right + --- 4.80886 (12.1422), N = 134 moving right + --- 5.37992 (4.86261), N = 116 moving right + --- 8.33213 (7.92506), N = 66 moving right + --- 10.152 (10.0975), N = 39 moving right + + -- best stat: 12.1422, min to split: 0 + + -- p-values: + --- column 5: 0.238125 + --- column 109: 0.952298 + --- column 43: 0.504716 + --- column 72: 0.083765 + --- column 35: 0.80793 + --- column 60: 0.887477 + --- column 57: 0.386054 + --- column 91: 0.310895 + --- column 24: 0.187956 + --- column 111: 0.8524 + --- column 10: 0.442436 + --- column 16: 0.873108 + +-- node 77 was split into node 119 (left) and 120 (right) + +-- attempting to split node 78 (N = 152, try number 1) + + -- N obs (unweighted): 90 + -- columns sampled (showing up to 5) + + 119 10 93 35 102 + + + -- linear combo weights (showing up to 5) + + 9.1182 1.3561 4.6452 4.4327 1.3201 + + + + -- lower cutpoint: -6.82378 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.19394 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.15501 (7.19489), N = 106 moving right + --- -2.59912 (7.55995), N = 101 moving right + --- -2.11973 (11.1014), N = 85 moving right + --- 1.22089 (10.8775), N = 47 moving right + --- 5.00687 (7.23447), N = 11 moving right + + -- best stat: 11.1014, min to split: 0 + + -- p-values: + --- column 119: 0.616707 + --- column 10: 0.350808 + --- column 93: 0.473004 + --- column 35: 0.14678 + --- column 102: 0.858389 + --- column 4: 0.201129 + --- column 81: 0.969379 + --- column 111: 0.495755 + --- column 109: 0.415837 + --- column 44: 0.0223735* + --- column 74: 0.755227 + --- column 39: 0.244477 + +-- node 78 was split into node 121 (left) and 122 (right) + +-- attempting to split node 79 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 54 31 35 95 103 + + + -- linear combo weights (showing up to 5) + + -3.3931 0.4960 0.6764 0.1956 -12.3717 + + + + -- lower cutpoint: -1.03062 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.98175 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.03062 (2.44729), N = 24 moving right + --- 0.0475525 (16.6159), N = 18 moving right + --- 0.782076 (11.0614), N = 15 moving right + --- 1.91022 (12.21), N = 14 moving right + --- 2.3023 (3.21151), N = 12 moving right + + -- best stat: 16.6159, min to split: 0 + + -- p-values: + --- column 54: 0.851899 + --- column 31: 0.917659 + --- column 35: 0.920189 + --- column 95: 0.953639 + --- column 103: 0.370215 + --- column 22: 0.614282 + --- column 12: 0.741055 + +-- node 79 was split into node 123 (left) and 124 (right) + +-- attempting to split node 80 (N = 33, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 23 117 44 78 103 + + + -- linear combo weights (showing up to 5) + + -2.8166 -1.4262 1.9743 -0.1267 30.5952 + + + + -- lower cutpoint: -8.21264 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.17593 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.0846 (2.87341), N = 21 moving right + --- -7.31208 (9.11336), N = 16 moving right + --- -6.66278 (8.30857), N = 15 moving right + --- -6.65502 (12.0437), N = 12 moving right + --- -6.17593 (17.9439), N = 10 moving right + + -- best stat: 17.9439, min to split: 0 + + -- p-values: + --- column 23: 0.0798874 + --- column 117: 0.147483 + --- column 44: 0.451552 + --- column 78: 0.913998 + --- column 103: 0.00449192** [+1 to VI numerator] + --- column 48: 0.172892 + +-- node 80 was split into node 125 (left) and 126 (right) + +-- sprouting node 81 into a leaf (N = 17) + +-- attempting to split node 82 (N = 25, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 8 117 81 113 + + + -- linear combo weights (showing up to 5) + + 1.2875 8.5871 -0.1529 -2.1591 + + + + -- lower cutpoint: -2.39414 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.5304 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.39414 (5.80004), N = 13 moving right + --- -1.5304 (4.71707), N = 10 moving right + + -- best stat: 5.80004, min to split: 0 + + -- p-values: + --- column 8: 0.379985 + --- column 117: 0.0171122* + --- column 81: 0.891389 + --- column 113: 0.193149 + +-- node 82 was split into node 127 (left) and 128 (right) + +-- sprouting node 83 into a leaf (N = 13) + +-- attempting to split node 84 (N = 47, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 101 25 4 8 62 + + + -- linear combo weights (showing up to 5) + + -0.2774 -0.1859 -0.2633 -0.2747 -0.3395 + + + + -- lower cutpoint: -0.59206 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.00274 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.59206 (0.114563), N = 37 moving right + --- -0.521881 (0.185867), N = 34 moving right + --- -0.0155691 (0.394143), N = 25 moving right + --- 0.250035 (0.414072), N = 17 moving right + --- 0.338003 (0.429416), N = 14 moving right + + -- best stat: 0.429416, min to split: 0 + + -- p-values: + --- column 101: 0.944047 + --- column 25: 0.796345 + --- column 4: 0.65874 + --- column 8: 0.595371 + --- column 62: 0.874044 + --- column 121: 0.98224 + --- column 10: 0.453614 + --- column 98: 0.98962 + +-- node 84 was split into node 129 (left) and 130 (right) + +-- sprouting node 85 into a leaf (N = 18) + +-- sprouting node 86 into a leaf (N = 10) + +-- sprouting node 87 into a leaf (N = 13) + +-- sprouting node 88 into a leaf (N = 10) + +-- attempting to split node 89 (N = 75, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 97 13 53 42 24 + + + -- linear combo weights (showing up to 5) + + 0.0423 0.1834 -0.2083 -0.0785 -0.0011 + + + + -- lower cutpoint: -0.19184 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.142151 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.116178 (0.0202667), N = 57 moving right + --- -0.0744094 (0.0136), N = 51 moving right + --- -0.00226653 (0.00502857), N = 33 moving right + --- 0.0804498 (0.0032), N = 25 moving right + --- 0.136571 (0.00146885), N = 14 moving right + + -- best stat: 0.0202667, min to split: 0 + + -- p-values: + --- column 97: 0.603792 + --- column 13: 0.319505 + --- column 53: 0.40221 + --- column 42: 0.542709 + --- column 24: 0.995651 + --- column 55: 0.637832 + --- column 120: 0.989248 + --- column 109: 0.736255 + --- column 123: 0.74079 + --- column 105: 0.657027 + --- column 117: 0.203756 + --- column 114: 0.728541 + +-- node 89 was split into node 131 (left) and 132 (right) + +-- sprouting node 90 into a leaf (N = 12) + +-- sprouting node 91 into a leaf (N = 11) + +-- sprouting node 92 into a leaf (N = 10) + +-- sprouting node 93 into a leaf (N = 10) + +-- sprouting node 94 into a leaf (N = 16) + +-- sprouting node 95 into a leaf (N = 12) + +-- sprouting node 96 into a leaf (N = 17) + +-- attempting to split node 97 (N = 29, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 60 72 22 11 + + + -- linear combo weights (showing up to 5) + + -11.0812 0.5881 6.2017 7.6505 + + + + -- lower cutpoint: -0.765761 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.08758 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.765761 (31.0099), N = 19 moving right + --- 0.164386 (23.3772), N = 18 moving right + --- 1.42617 (17.0641), N = 15 moving right + --- 4.72926 (8.6487), N = 13 moving right + --- 5.08758 (2.98813), N = 12 moving right + + -- best stat: 31.0099, min to split: 0 + + -- p-values: + --- column 60: 0.599071 + --- column 72: 0.927853 + --- column 22: 0.169721 + --- column 11: 0.52248 + +-- node 97 was split into node 133 (left) and 134 (right) + +-- attempting to split node 98 (N = 36, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 38 56 64 75 102 + + + -- linear combo weights (showing up to 5) + + -4.0930 -2.9656 4.8818 14.1542 98.5465 + + + + -- lower cutpoint: 1.69811 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.98343 + - n_obs, right node: 13 + + -- cutpoint (score) + --- 1.69811 (34.1052), N = 26 moving right + --- 3.12317 (38.9499), N = 23 moving right + --- 6.63679 (53.4446), N = 21 moving right + --- 7.05725 (49.3503), N = 20 moving right + --- 7.81367 (38.3711), N = 18 moving right + + -- best stat: 53.4446, min to split: 0 + + -- p-values: + --- column 38: 0.132943 + --- column 56: 0.165168 + --- column 64: 0.39389 + --- column 75: 0.00443507** [+1 to VI numerator] + --- column 102: 0.390863 + --- column 5: 0.318143 + --- column 101: 0.446353 + --- column 44: 0.114032 + +-- node 98 was split into node 135 (left) and 136 (right) + +-- sprouting node 99 into a leaf (N = 10) + +-- attempting to split node 100 (N = 40, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 4 8 89 123 113 + + + -- linear combo weights (showing up to 5) + + -0.8666 -3.9765 -0.5576 1.7457 -0.2172 + + + + -- lower cutpoint: -2.02325 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.77907 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.02325 (8.13763), N = 29 moving right + --- -2.02157 (7.56), N = 28 moving right + --- 1.58581 (5.9535), N = 15 moving right + --- 2.32516 (6.06787), N = 13 moving right + --- 2.5145 (4.20762), N = 12 moving right + + -- best stat: 8.13763, min to split: 0 + + -- p-values: + --- column 4: 0.717771 + --- column 8: 0.459631 + --- column 89: 0.848416 + --- column 123: 0.630669 + --- column 113: 0.903422 + --- column 71: 0.694318 + --- column 105: 0.694232 + --- column 95: 0.146313 + +-- node 100 was split into node 137 (left) and 138 (right) + +-- sprouting node 101 into a leaf (N = 10) + +-- sprouting node 102 into a leaf (N = 10) + +-- attempting to split node 103 (N = 31, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 63 30 47 20 49 + + + -- linear combo weights (showing up to 5) + + -2.7860 -18.9255 -25.3885 -13.5940 17.3956 + + + + -- lower cutpoint: -5.95022 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.449752 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.95022 (42.3365), N = 21 moving right + --- -4.80736 (29.2118), N = 18 moving right + --- -4.094 (15.5354), N = 17 moving right + --- -2.17294 (24.7456), N = 15 moving right + --- 0.449752 (28.388), N = 12 moving right + + -- best stat: 42.3365, min to split: 0 + + -- p-values: + --- column 63: 0.595276 + --- column 30: 0.0469058* + --- column 47: 0.163326 + --- column 20: 0.108608 + --- column 49: 0.252562 + +-- node 103 was split into node 139 (left) and 140 (right) + +-- attempting to split node 104 (N = 34, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 13 15 120 44 99 + + + -- linear combo weights (showing up to 5) + + -0.6035 -1.3982 16.9633 1.6384 -9.0953 + + + + -- lower cutpoint: -1.78178 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.50623 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.78178 (63.0978), N = 24 moving right + --- 1.79131 (30.5744), N = 17 moving right + --- 2.157 (16.9052), N = 15 moving right + --- 2.40389 (18.5748), N = 14 moving right + --- 2.96637 (8.55699), N = 12 moving right + + -- best stat: 63.0978, min to split: 0 + + -- p-values: + --- column 13: 0.977125 + --- column 15: 0.930772 + --- column 120: 0.901816 + --- column 44: 0.759862 + --- column 99: 0.9214 + --- column 89: 0.846127 + --- column 80: 0.712872 + --- column 36: 0.666768 + +-- node 104 was split into node 141 (left) and 142 (right) + +-- attempting to split node 105 (N = 43, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 92 51 4 99 77 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 105 (N = 43, try number 2) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 84 102 11 80 121 + + + -- linear combo weights (showing up to 5) + + 7.6462 -9.6474 20.8711 -14.0568 2.8688 + + + + -- lower cutpoint: -16.3985 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.31346 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -14.5399 (121.571), N = 30 moving right + --- -14.1249 (135.082), N = 29 moving right + --- -11.0326 (171.853), N = 20 moving right + --- -9.12709 (178.882), N = 19 moving right + --- -2.65823 (98.7849), N = 12 moving right + + -- best stat: 178.882, min to split: 0 + + -- p-values: + --- column 84: 0.394317 + --- column 102: 0.312892 + --- column 11: 0.036431* + --- column 80: 0.0368976* + --- column 121: 0.601387 + --- column 61: 0.315711 + --- column 36: 0.332243 + --- column 86: 0.832297 + +-- node 105 was split into node 143 (left) and 144 (right) + +-- attempting to split node 106 (N = 166, try number 1) + + -- N obs (unweighted): 105 + -- columns sampled (showing up to 5) + + 78 69 97 61 36 + + + -- linear combo weights (showing up to 5) + + 1.1581 0.8285 -1.4317 18.1206 2.0497 + + + + -- lower cutpoint: -6.02118 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.68009 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.96981 (1.64619), N = 147 moving right + --- -2.43333 (9.14935), N = 109 moving right + --- -1.04024 (16.3656), N = 84 moving right + --- -0.450994 (18.0785), N = 78 moving right + --- 7.66011 (3.8149), N = 12 moving right + + -- best stat: 18.0785, min to split: 0 + + -- p-values: + --- column 78: 0.501712 + --- column 69: 0.649536 + --- column 97: 0.370194 + --- column 61: 0.0988983 + --- column 36: 0.294794 + --- column 105: 0.128719 + --- column 51: 0.818371 + --- column 122: 0.744404 + --- column 60: 0.142639 + --- column 20: 0.39467 + --- column 123: 0.466088 + --- column 42: 0.164771 + +-- node 106 was split into node 145 (left) and 146 (right) + +-- sprouting node 107 into a leaf (N = 11) + +-- sprouting node 108 into a leaf (N = 13) + +-- attempting to split node 109 (N = 27, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 18 118 103 16 + + + -- linear combo weights (showing up to 5) + + -15.9107 11.9347 32.8291 2.2387 + + + + -- lower cutpoint: -8.32381 + - n_obs, left node: 11 + + + -- upper cutpoint: -5.75511 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.32381 (0.235971), N = 16 moving right + --- -8.05285 (1.36358), N = 15 moving right + --- -6.01576 (3.9726), N = 14 moving right + --- -5.75511 (32.4355), N = 11 moving right + + -- best stat: 32.4355, min to split: 0 + + -- p-values: + --- column 18: 0.1961 + --- column 118: 0.32808 + --- column 103: 0.19481 + --- column 16: 0.617657 + +-- node 109 was split into node 147 (left) and 148 (right) + +-- attempting to split node 110 (N = 61, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 117 114 59 124 97 + + + -- linear combo weights (showing up to 5) + + -6.8951 -5.4628 13.4765 2.9950 4.5206 + + + + -- lower cutpoint: -9.2403 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.98288 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -9.05223 (9.15903), N = 44 moving right + --- -8.98892 (9.47558), N = 43 moving right + --- -6.19021 (23.6139), N = 35 moving right + --- -5.38454 (33.3324), N = 31 moving right + --- -3.39898 (41.5074), N = 25 moving right + + -- best stat: 41.5074, min to split: 0 + + -- p-values: + --- column 117: 0.319226 + --- column 114: 0.579234 + --- column 59: 0.220138 + --- column 124: 0.850077 + --- column 97: 0.264171 + --- column 14: 0.286853 + --- column 83: 0.169831 + --- column 38: 0.263764 + --- column 91: 0.186509 + --- column 65: 0.828038 + --- column 40: 0.258867 + --- column 85: 0.875937 + +-- node 110 was split into node 149 (left) and 150 (right) + +-- sprouting node 111 into a leaf (N = 16) + +-- sprouting node 112 into a leaf (N = 13) + +-- sprouting node 113 into a leaf (N = 18) + +-- attempting to split node 114 (N = 47, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 23 101 16 2 7 + + + -- linear combo weights (showing up to 5) + + 2.7620 4.2022 2.0734 2.8342 1.7736 + + + + -- lower cutpoint: -3.51563 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.24224 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.51563 (19.2072), N = 36 moving right + --- -0.0922433 (16.377), N = 31 moving right + --- 0.60125 (7.57779), N = 29 moving right + --- 1.56428 (7.66609), N = 20 moving right + --- 4.24224 (5.27299), N = 10 moving right + + -- best stat: 19.2072, min to split: 0 + + -- p-values: + --- column 23: 0.44221 + --- column 101: 0.288667 + --- column 16: 0.609937 + --- column 2: 0.171349 + --- column 7: 0.768051 + --- column 123: 0.320416 + --- column 125: 0.473116 + --- column 44: 0.389181 + --- column 4: 0.860757 + +-- node 114 was split into node 151 (left) and 152 (right) + +-- sprouting node 115 into a leaf (N = 11) + +-- attempting to split node 116 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 94 73 96 38 35 + + + -- linear combo weights (showing up to 5) + + 3.9679 -1.9558 1.9259 3.7277 1.7142 + + + + -- lower cutpoint: 1.15399 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.64156 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.15399 (31.7833), N = 13 moving right + --- 1.74361 (29.3403), N = 12 moving right + --- 2.12743 (13.2833), N = 11 moving right + --- 2.64156 (5.66687), N = 10 moving right + + -- best stat: 31.7833, min to split: 0 + + -- p-values: + --- column 94: 0.684692 + --- column 73: 0.681384 + --- column 96: 0.764309 + --- column 38: 0.596782 + --- column 35: 0.689105 + +-- node 116 was split into node 153 (left) and 154 (right) + +-- attempting to split node 117 (N = 181, try number 1) + + -- N obs (unweighted): 111 + -- columns sampled (showing up to 5) + + 59 35 98 0 24 + + + -- linear combo weights (showing up to 5) + + 7.0942 -1.3186 0.8542 4.1303 -2.2510 + + + + -- lower cutpoint: -3.5802 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.94492 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.31958 (16.6092), N = 168 moving right + --- 0.146487 (14.9857), N = 96 moving right + --- 1.20615 (6.04082), N = 68 moving right + --- 2.18072 (12.355), N = 48 moving right + --- 2.77528 (7.75269), N = 28 moving right + + -- best stat: 16.6092, min to split: 0 + + -- p-values: + --- column 59: 0.142905 + --- column 35: 0.614219 + --- column 98: 0.584575 + --- column 0: 0.0116759* + --- column 24: 0.467517 + --- column 44: 0.310091 + --- column 113: 0.863345 + --- column 114: 0.907796 + --- column 112: 0.904735 + --- column 57: 0.265661 + --- column 110: 0.89445 + --- column 106: 0.983751 + +-- node 117 was split into node 155 (left) and 156 (right) + +-- attempting to split node 118 (N = 88, try number 1) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 27 116 17 106 121 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 118 (N = 88, try number 2) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 104 89 94 99 101 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 118 (N = 88, try number 3) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 26 24 124 18 67 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 118 into a leaf (N = 88) + +-- attempting to split node 119 (N = 56, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 124 52 0 15 4 + + + -- linear combo weights (showing up to 5) + + -26.8213 20.6552 2.0892 -3.5157 -14.2542 + + + + -- lower cutpoint: 124.549 + - n_obs, left node: 10 + + + -- upper cutpoint: 139.635 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 132.06 (29.7836), N = 31 moving right + --- 135.363 (22.1173), N = 21 moving right + --- 137.998 (23.1648), N = 17 moving right + --- 138.655 (36.8996), N = 15 moving right + --- 138.708 (33.3333), N = 14 moving right + + -- best stat: 36.8996, min to split: 0 + + -- p-values: + --- column 124: 0.707172 + --- column 52: 0.634903 + --- column 0: 0.545447 + --- column 15: 0.5897 + --- column 4: 0.112304 + --- column 93: 0.325853 + --- column 56: 0.0897934 + --- column 57: 0.0550394 + --- column 121: 0.694188 + --- column 68: 0.350741 + --- column 54: 0.883102 + --- column 44: 0.383406 + +-- node 119 was split into node 157 (left) and 158 (right) + +-- attempting to split node 120 (N = 134, try number 1) + + -- N obs (unweighted): 91 + -- columns sampled (showing up to 5) + + 50 71 69 29 82 + + + -- linear combo weights (showing up to 5) + + 0.5470 -29.9187 2.1298 1.8965 -8.1364 + + + + -- lower cutpoint: 13.2197 + - n_obs, left node: 10 + + + -- upper cutpoint: 25.9693 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 18.1861 (2.74886), N = 85 moving right + --- 18.2223 (12.4298), N = 81 moving right + --- 18.2565 (13.4447), N = 80 moving right + --- 19.0579 (9.37297), N = 74 moving right + --- 22.8129 (7.12179), N = 21 moving right + + -- best stat: 13.4447, min to split: 0 + + -- p-values: + --- column 50: 0.700839 + --- column 71: 0.0428133* + --- column 69: 0.516878 + --- column 29: 0.272438 + --- column 82: 0.76663 + --- column 83: 0.979129 + --- column 123: 0.687778 + --- column 108: 0.291914 + --- column 32: 0.663828 + --- column 45: 0.0713696 + --- column 100: 0.307731 + --- column 48: 0.920913 + +-- node 120 was split into node 159 (left) and 160 (right) + +-- attempting to split node 121 (N = 67, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 34 6 125 82 69 + + + -- linear combo weights (showing up to 5) + + 6.7482e+00 -4.9919e+00 2.2744e+00 1.2017e+02 1.2131e+01 + + + + -- lower cutpoint: -19.3525 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.54033 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -17.2967 (68.0834), N = 56 moving right + --- -13.7129 (48.5598), N = 51 moving right + --- -10.5312 (55.4215), N = 48 moving right + --- -9.74115 (40.4283), N = 41 moving right + --- -8.5437 (37.0357), N = 39 moving right + + -- best stat: 68.0834, min to split: 0 + + -- p-values: + --- column 34: 0.267296 + --- column 6: 0.178131 + --- column 125: 0.541085 + --- column 82: 0.0218268* + --- column 69: 0.0287784* + --- column 107: 0.0788611 + --- column 47: 0.0030705** [+1 to VI numerator] + --- column 11: 0.392002 + --- column 83: 0.0342396* + --- column 20: 0.000249862*** [+1 to VI numerator] + --- column 45: 0.181237 + --- column 27: 0.27862 + +-- node 121 was split into node 161 (left) and 162 (right) + +-- attempting to split node 122 (N = 85, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 16 89 6 33 120 + + + -- linear combo weights (showing up to 5) + + -11.2860 -2.3094 0.9255 -4.6353 50.6134 + + + + -- lower cutpoint: -15.1455 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0435649 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -13.0709 (33.8297), N = 70 moving right + --- -13.0543 (34.7406), N = 68 moving right + --- -9.2514 (24.4711), N = 55 moving right + --- -9.04532 (23.0323), N = 50 moving right + --- -3.86889 (12.5803), N = 26 moving right + + -- best stat: 34.7406, min to split: 0 + + -- p-values: + --- column 16: 0.00135266** [+1 to VI numerator] + --- column 89: 0.214624 + --- column 6: 0.71951 + --- column 33: 0.131221 + --- column 120: 0.0411601* + --- column 81: 0.319176 + --- column 79: 0.0158784* + --- column 84: 0.135389 + --- column 111: 0.0100062* + --- column 100: 0.0510912 + --- column 42: 0.0329801* + --- column 21: 0.0160906* + +-- node 122 was split into node 163 (left) and 164 (right) + +-- sprouting node 123 into a leaf (N = 16) + +-- sprouting node 124 into a leaf (N = 18) + +-- attempting to split node 125 (N = 23, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 97 51 47 + + + -- linear combo weights (showing up to 5) + + -2.2297 -2.5970 -1.7870 + + + + -- lower cutpoint: -0.223916 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.0970476 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.223916 (2.91289), N = 12 moving right + --- 0.0970476 (3.46658), N = 11 moving right + + -- best stat: 3.46658, min to split: 0 + + -- p-values: + --- column 97: 0.0208082* + --- column 51: 0.0496633* + --- column 47: 0.0631839 + +-- node 125 was split into node 165 (left) and 166 (right) + +-- sprouting node 126 into a leaf (N = 10) + +-- sprouting node 127 into a leaf (N = 12) + +-- sprouting node 128 into a leaf (N = 13) + +-- attempting to split node 129 (N = 33, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 49 81 25 30 76 + + + -- linear combo weights (showing up to 5) + + -0.3575 -0.2875 -0.1153 -0.0297 0.5687 + + + + -- lower cutpoint: -0.410645 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.448487 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.381295 (0.132618), N = 19 moving right + --- -0.344993 (0.169394), N = 17 moving right + --- -0.18028 (0.244261), N = 14 moving right + --- 0.363832 (0.189427), N = 12 moving right + --- 0.448487 (0.144129), N = 10 moving right + + -- best stat: 0.244261, min to split: 0 + + -- p-values: + --- column 49: 0.0456025* + --- column 81: 0.000268565*** [+1 to VI numerator] + --- column 25: 0.0433555* + --- column 30: 0.705379 + --- column 76: 0.000346796*** [+1 to VI numerator] + +-- node 129 was split into node 167 (left) and 168 (right) + +-- sprouting node 130 into a leaf (N = 14) + +-- sprouting node 131 into a leaf (N = 18) + +-- sprouting node 132 into a leaf (N = 57) + +-- sprouting node 133 into a leaf (N = 10) + +-- sprouting node 134 into a leaf (N = 19) + +-- sprouting node 135 into a leaf (N = 15) + +-- attempting to split node 136 (N = 21, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 79 13 93 + + + -- linear combo weights (showing up to 5) + + 0.5996 -6.9328 18.9176 + + + + -- lower cutpoint: -1.25206 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.25206 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.25206 (2.03249), N = 11 moving right + + -- best stat: 2.03249, min to split: 0 + + -- p-values: + --- column 79: 0.30638 + --- column 13: 0.0146633* + --- column 93: 0.000711005*** [+1 to VI numerator] + +-- node 136 was split into node 169 (left) and 170 (right) + +-- sprouting node 137 into a leaf (N = 11) + +-- attempting to split node 138 (N = 29, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 29 118 119 114 75 + + + -- linear combo weights (showing up to 5) + + -3.2845 -1.5463 -0.0384 0.3625 0.4016 + + + + -- lower cutpoint: -4.6773 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.53208 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.6773 (1.35901), N = 19 moving right + --- -4.66161 (1.86386), N = 16 moving right + --- -4.02486 (2.07936), N = 15 moving right + --- -3.71015 (2.32649), N = 14 moving right + --- -3.53208 (3.81727), N = 10 moving right + + -- best stat: 3.81727, min to split: 0 + + -- p-values: + --- column 29: 0.244927 + --- column 118: 0.145747 + --- column 119: 0.959902 + --- column 114: 0.80785 + --- column 75: 0.740343 + +-- node 138 was split into node 171 (left) and 172 (right) + +-- sprouting node 139 into a leaf (N = 10) + +-- attempting to split node 140 (N = 21, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 115 76 9 + + + -- linear combo weights (showing up to 5) + + -2.8162 -3.2353 -10.8768 + + + + -- lower cutpoint: 1.04329 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.65244 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 140 (N = 21, try number 2) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 86 1 23 + + + -- linear combo weights (showing up to 5) + + -9.9149 7.1460 7.9652 + + + + -- lower cutpoint: 0.0920555 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.13171 + - n_obs, right node: 13 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 140 (N = 21, try number 3) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 60 79 103 + + + -- linear combo weights (showing up to 5) + + -3.6219 -12.7059 -10.6541 + + + + -- lower cutpoint: -0.610303 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.45085 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.610303 (87.6488), N = 11 moving right + --- 1.45085 (57.9051), N = 10 moving right + + -- best stat: 87.6488, min to split: 0 + + -- p-values: + --- column 60: 0.333409 + --- column 79: 0.0305597* + --- column 103: 0.12218 + +-- node 140 was split into node 173 (left) and 174 (right) + +-- sprouting node 141 into a leaf (N = 10) + +-- attempting to split node 142 (N = 24, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 34 70 108 117 109 + + + -- linear combo weights (showing up to 5) + + -5.6478 -4.2833 -2.5667 -1.7897 3.6300 + + + + -- lower cutpoint: 6.39319 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.23193 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.39319 (2.66984), N = 14 moving right + --- 7.11535 (10.1867), N = 13 moving right + --- 7.211 (23.3611), N = 12 moving right + --- 7.23193 (13.6198), N = 10 moving right + + -- best stat: 23.3611, min to split: 0 + + -- p-values: + --- column 34: 0.598379 + --- column 70: 0.721941 + --- column 108: 0.494196 + --- column 117: 0.820903 + --- column 109: 0.551235 + +-- node 142 was split into node 175 (left) and 176 (right) + +-- attempting to split node 143 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 11 116 80 27 14 + + + -- linear combo weights (showing up to 5) + + 11.8765 -0.7777 -1.1210 1.1919 -2.2043 + + + + -- lower cutpoint: -4.34162 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.40281 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.34162 (29.6393), N = 14 moving right + --- -3.51278 (7.7934), N = 12 moving right + --- -3.40281 (11.7643), N = 10 moving right + + -- best stat: 29.6393, min to split: 0 + + -- p-values: + --- column 11: 0.282265 + --- column 116: 0.830386 + --- column 80: 0.807718 + --- column 27: 0.86808 + --- column 14: 0.498382 + +-- node 143 was split into node 177 (left) and 178 (right) + +-- sprouting node 144 into a leaf (N = 19) + +-- attempting to split node 145 (N = 88, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 114 83 91 34 95 + + + -- linear combo weights (showing up to 5) + + 12.2220 1.7343 0.0599 12.0496 -1.4271 + + + + -- lower cutpoint: -7.00384 + - n_obs, left node: 11 + + + -- upper cutpoint: 14.0097 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.856965 (85.75), N = 56 moving right + --- 4.8983 (71.4349), N = 46 moving right + --- 5.96173 (65.0375), N = 45 moving right + --- 7.65729 (43.3894), N = 36 moving right + --- 8.99487 (25.7819), N = 24 moving right + + -- best stat: 85.75, min to split: 0 + + -- p-values: + --- column 114: 0.0712084 + --- column 83: 0.80631 + --- column 91: 0.980153 + --- column 34: 0.00320332** [+1 to VI numerator] + --- column 95: 0.786389 + --- column 124: 0.0585172 + --- column 48: 0.780677 + --- column 37: 0.495866 + --- column 42: 0.281027 + --- column 78: 0.671711 + --- column 63: 0.234581 + --- column 98: 0.0129704* + +-- node 145 was split into node 179 (left) and 180 (right) + +-- attempting to split node 146 (N = 78, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 10 16 120 7 45 + + + -- linear combo weights (showing up to 5) + + -1.8925 2.0825 -4.7148 1.0905 -3.2579 + + + + -- lower cutpoint: 0.29858 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.22025 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.3377 (13.7205), N = 57 moving right + --- 4.09054 (16.7197), N = 44 moving right + --- 6.68116 (12.1282), N = 27 moving right + --- 7.5109 (8.83653), N = 21 moving right + --- 8.25897 (6.51451), N = 15 moving right + + -- best stat: 16.7197, min to split: 0 + + -- p-values: + --- column 10: 0.635278 + --- column 16: 0.646606 + --- column 120: 0.566146 + --- column 7: 0.630993 + --- column 45: 0.260652 + --- column 86: 0.130912 + --- column 76: 0.584373 + --- column 21: 0.203614 + --- column 47: 0.485757 + --- column 71: 0.369858 + --- column 99: 0.54789 + --- column 42: 0.399028 + +-- node 146 was split into node 181 (left) and 182 (right) + +-- sprouting node 147 into a leaf (N = 16) + +-- sprouting node 148 into a leaf (N = 11) + +-- attempting to split node 149 (N = 36, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 67 63 99 61 60 + + + -- linear combo weights (showing up to 5) + + 2.7427 -8.8946 -1.5159 -22.1194 20.6407 + + + + -- lower cutpoint: -10.9488 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.3166 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.77111 (39.3721), N = 23 moving right + --- -8.53718 (43.8294), N = 21 moving right + --- -7.01274 (35.3341), N = 15 moving right + --- -6.57812 (18.263), N = 14 moving right + --- -5.33071 (32), N = 12 moving right + + -- best stat: 43.8294, min to split: 0 + + -- p-values: + --- column 67: 0.554877 + --- column 63: 0.538985 + --- column 99: 0.939006 + --- column 61: 0.618547 + --- column 60: 0.599064 + --- column 77: 0.358966 + --- column 92: 0.99327 + +-- node 149 was split into node 183 (left) and 184 (right) + +-- attempting to split node 150 (N = 25, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 85 41 9 51 57 + + + -- linear combo weights (showing up to 5) + + 0.5683 10.9810 -6.8122 -10.2812 -0.8052 + + + + -- lower cutpoint: 3.35691 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.16075 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.35691 (69.6003), N = 13 moving right + --- 4.16075 (102.111), N = 11 moving right + + -- best stat: 102.111, min to split: 0 + + -- p-values: + --- column 85: 0.935177 + --- column 41: 0.0502333 + --- column 9: 0.259413 + --- column 51: 0.0474428* + --- column 57: 0.849398 + +-- node 150 was split into node 185 (left) and 186 (right) + +-- sprouting node 151 into a leaf (N = 11) + +-- attempting to split node 152 (N = 36, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 62 71 97 116 28 + + + -- linear combo weights (showing up to 5) + + -1.8340 0.0409 -5.1122 -1.6034 -2.6270 + + + + -- lower cutpoint: -3.70544 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.94241 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.70544 (12.9633), N = 26 moving right + --- 1.27165 (15.303), N = 17 moving right + --- 1.52278 (18.2963), N = 15 moving right + --- 1.638 (18.6164), N = 14 moving right + --- 1.94241 (21.6026), N = 10 moving right + + -- best stat: 21.6026, min to split: 0 + + -- p-values: + --- column 62: 0.741614 + --- column 71: 0.992475 + --- column 97: 0.00647995** [+1 to VI numerator] + --- column 116: 0.760196 + --- column 28: 0.111879 + --- column 89: 0.284972 + --- column 24: 0.979325 + +-- node 152 was split into node 187 (left) and 188 (right) + +-- sprouting node 153 into a leaf (N = 11) + +-- sprouting node 154 into a leaf (N = 13) + +-- sprouting node 155 into a leaf (N = 13) + +-- attempting to split node 156 (N = 168, try number 1) + + -- N obs (unweighted): 100 + -- columns sampled (showing up to 5) + + 96 13 99 15 23 + + + -- linear combo weights (showing up to 5) + + 1.3704 -3.6339 2.6364 5.5508 1.2809 + + + + -- lower cutpoint: -5.14062 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.0793 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.29753 (0.402461), N = 150 moving right + --- -0.610818 (8.88637), N = 110 moving right + --- 1.19839 (10.1765), N = 85 moving right + --- 1.67456 (13.6494), N = 76 moving right + --- 3.34379 (13.0312), N = 44 moving right + + -- best stat: 13.6494, min to split: 0 + + -- p-values: + --- column 96: 0.614165 + --- column 13: 0.627134 + --- column 99: 0.921679 + --- column 15: 0.303129 + --- column 23: 0.849865 + --- column 85: 0.82589 + --- column 86: 0.843139 + --- column 82: 0.1808 + --- column 98: 0.780166 + --- column 91: 0.176334 + --- column 105: 0.503008 + --- column 28: 0.456292 + +-- node 156 was split into node 189 (left) and 190 (right) + +-- attempting to split node 157 (N = 41, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 107 119 33 39 105 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 157 (N = 41, try number 2) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 3 2 64 17 1 + + + -- linear combo weights (showing up to 5) + + -13.4162 3.8103 24.3657 1.6817 -3.0095 + + + + -- lower cutpoint: -92.3904 + - n_obs, left node: 11 + + + -- upper cutpoint: -83.6016 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -91.5528 (30.6068), N = 27 moving right + --- -89.769 (22.2449), N = 21 moving right + --- -85.7818 (37.7399), N = 14 moving right + --- -85.3983 (32.1164), N = 13 moving right + --- -84.3737 (39.2051), N = 12 moving right + + -- best stat: 39.2051, min to split: 0 + + -- p-values: + --- column 3: 0.659901 + --- column 2: 0.129495 + --- column 64: 0.675821 + --- column 17: 0.456167 + --- column 1: 0.212086 + --- column 13: 0.743011 + --- column 26: 0.0957656 + --- column 59: 0.0375965* + --- column 56: 0.0218186* + +-- node 157 was split into node 191 (left) and 192 (right) + +-- sprouting node 158 into a leaf (N = 15) + +-- attempting to split node 159 (N = 54, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 107 93 113 28 56 + + + -- linear combo weights (showing up to 5) + + -3.4605e+01 -3.1638e+01 -1.6161e+02 -4.5838e+00 -3.6957e+00 + + + + -- lower cutpoint: -20.4155 + - n_obs, left node: 10 + + + -- upper cutpoint: -9.69179 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -20.4155 (39.8225), N = 44 moving right + --- -15.7958 (40.8477), N = 38 moving right + --- -14.3663 (28.7169), N = 34 moving right + --- -13.4941 (12.4857), N = 31 moving right + --- -11.5338 (8.63922), N = 19 moving right + + -- best stat: 40.8477, min to split: 0 + + -- p-values: + --- column 107: 0.16748 + --- column 93: 0.781757 + --- column 113: 0.410552 + --- column 28: 0.385428 + --- column 56: 0.321783 + --- column 102: 0.303315 + --- column 62: 0.447459 + --- column 99: 0.231047 + --- column 34: 0.365779 + --- column 96: 0.71508 + --- column 88: 0.631627 + --- column 59: 0.768089 + +-- node 159 was split into node 193 (left) and 194 (right) + +-- attempting to split node 160 (N = 80, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 5 113 41 95 9 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 160 (N = 80, try number 2) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 112 18 85 105 71 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 160 (N = 80, try number 3) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 94 109 112 55 10 + + + -- linear combo weights (showing up to 5) + + 4.7910e+00 5.7379e+02 -6.0986e+02 1.9242e+00 -5.1666e+00 + + + + -- lower cutpoint: 183.764 + - n_obs, left node: 10 + + + -- upper cutpoint: 194.17 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 185.931 (11.8681), N = 59 moving right + --- 186.832 (13.316), N = 55 moving right + --- 186.849 (13.0433), N = 54 moving right + --- 188.334 (19.1308), N = 43 moving right + --- 194.17 (6.01252), N = 10 moving right + + -- best stat: 19.1308, min to split: 0 + + -- p-values: + --- column 94: 0.746623 + --- column 109: 0.17424 + --- column 112: 0.17499 + --- column 55: 0.259118 + --- column 10: 0.288 + --- column 49: 0.459655 + --- column 115: 0.174041 + --- column 14: 0.143574 + --- column 25: 0.140222 + --- column 85: 0.928778 + --- column 36: 0.843536 + --- column 93: 0.170374 + +-- node 160 was split into node 195 (left) and 196 (right) + +-- sprouting node 161 into a leaf (N = 11) + +-- attempting to split node 162 (N = 56, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 14 90 35 33 49 + + + -- linear combo weights (showing up to 5) + + -4.5575 0.8775 -5.2306 -5.7553 -1.8962 + + + + -- lower cutpoint: -1.40056 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.37391 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.784124 (10.8072), N = 35 moving right + --- 1.25874 (7.72918), N = 34 moving right + --- 1.5772 (5.00309), N = 29 moving right + --- 3.55683 (1.72918), N = 22 moving right + --- 4.21791 (3.74427), N = 18 moving right + + -- best stat: 10.8072, min to split: 0 + + -- p-values: + --- column 14: 0.123666 + --- column 90: 0.77719 + --- column 35: 0.360784 + --- column 33: 0.425047 + --- column 49: 0.647562 + --- column 9: 0.512669 + --- column 98: 0.792582 + --- column 16: 0.691902 + --- column 11: 0.207701 + --- column 115: 0.438419 + +-- node 162 was split into node 197 (left) and 198 (right) + +-- sprouting node 163 into a leaf (N = 17) + +-- attempting to split node 164 (N = 68, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 83 1 51 12 33 + + + -- linear combo weights (showing up to 5) + + -6.7498 0.7483 -0.7654 -3.5127 -0.5667 + + + + -- lower cutpoint: -6.92902 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.55768 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.92902 (2.24911), N = 58 moving right + --- -6.43765 (4.55903), N = 52 moving right + --- -5.10405 (6.15599), N = 39 moving right + --- -3.53232 (4.47487), N = 27 moving right + --- -1.59364 (4.84481), N = 12 moving right + + -- best stat: 6.15599, min to split: 0 + + -- p-values: + --- column 83: 0.382982 + --- column 1: 0.638814 + --- column 51: 0.711128 + --- column 12: 0.339189 + --- column 33: 0.895546 + --- column 43: 0.868549 + --- column 13: 0.53035 + --- column 62: 0.780201 + --- column 22: 0.958913 + --- column 64: 0.229303 + --- column 92: 0.767461 + --- column 9: 0.842388 + +-- node 164 was split into node 199 (left) and 200 (right) + +-- sprouting node 165 into a leaf (N = 12) + +-- sprouting node 166 into a leaf (N = 11) + +-- sprouting node 167 into a leaf (N = 19) + +-- sprouting node 168 into a leaf (N = 14) + +-- sprouting node 169 into a leaf (N = 10) + +-- sprouting node 170 into a leaf (N = 11) + +-- sprouting node 171 into a leaf (N = 19) + +-- sprouting node 172 into a leaf (N = 10) + +-- sprouting node 173 into a leaf (N = 10) + +-- sprouting node 174 into a leaf (N = 11) + +-- sprouting node 175 into a leaf (N = 12) + +-- sprouting node 176 into a leaf (N = 12) + +-- sprouting node 177 into a leaf (N = 10) + +-- sprouting node 178 into a leaf (N = 14) + +-- attempting to split node 179 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 34 4 49 1 104 + + + -- linear combo weights (showing up to 5) + + -7.3820 1.1453 -1.0889 -1.6654 5.6805 + + + + -- lower cutpoint: -0.902636 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.0918 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.433953 (0), N = 20 moving right + --- 1.14453 (7), N = 14 moving right + --- 1.19416 (5.84615), N = 13 moving right + --- 1.80483 (2.60417), N = 12 moving right + --- 2.0918 (2.40455), N = 10 moving right + + -- best stat: 7, min to split: 0 + + -- p-values: + --- column 34: 0.482855 + --- column 4: 0.906669 + --- column 49: 0.895814 + --- column 1: 0.775919 + --- column 104: 0.540649 + --- column 81: 0.556658 + +-- node 179 was split into node 201 (left) and 202 (right) + +-- attempting to split node 180 (N = 56, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 19 32 25 48 71 + + + -- linear combo weights (showing up to 5) + + -4.2005 1.3179 -1.4036 7.5248 6.5020 + + + + -- lower cutpoint: -5.54005 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.04412 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -3.16273 (11.9001), N = 45 moving right + --- -1.64581 (15.9076), N = 37 moving right + --- -0.999241 (28.3588), N = 31 moving right + --- -0.109793 (27.88), N = 29 moving right + --- 1.55245 (28.5208), N = 24 moving right + + -- best stat: 28.5208, min to split: 0 + + -- p-values: + --- column 19: 0.0571534 + --- column 32: 0.60759 + --- column 25: 0.687518 + --- column 48: 0.119591 + --- column 71: 0.0535298 + --- column 95: 0.0784633 + --- column 47: 0.995021 + --- column 85: 0.0447731* + --- column 70: 0.135279 + --- column 24: 0.41169 + --- column 123: 0.149962 + +-- node 180 was split into node 203 (left) and 204 (right) + +-- attempting to split node 181 (N = 34, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 40 123 117 61 44 + + + -- linear combo weights (showing up to 5) + + -7.0616 -0.8795 -2.4616 5.0495 2.4183 + + + + -- lower cutpoint: -1.47127 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.84355 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.47127 (21.706), N = 24 moving right + --- 0.300288 (23.4578), N = 19 moving right + --- 0.585143 (19.47), N = 18 moving right + --- 1.28347 (44.4292), N = 16 moving right + --- 1.7585 (41.1048), N = 15 moving right + + -- best stat: 44.4292, min to split: 0 + + -- p-values: + --- column 40: 0.206354 + --- column 123: 0.80302 + --- column 117: 0.719268 + --- column 61: 0.342536 + --- column 44: 0.571768 + --- column 72: 0.583593 + --- column 27: 0.769049 + --- column 18: 0.833005 + +-- node 181 was split into node 205 (left) and 206 (right) + +-- attempting to split node 182 (N = 44, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 56 89 48 80 33 + + + -- linear combo weights (showing up to 5) + + 1.9411 5.8025 8.6202 -7.1486 2.9843 + + + + -- lower cutpoint: -8.42944 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.56085 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.42944 (6.39691), N = 34 moving right + --- -6.60199 (5.84196), N = 32 moving right + --- -5.16537 (4.83028), N = 26 moving right + --- -5.11709 (4.96074), N = 22 moving right + --- -4.45407 (3.96787), N = 15 moving right + + -- best stat: 6.39691, min to split: 0 + + -- p-values: + --- column 56: 0.0933098 + --- column 89: 0.015156* + --- column 48: 0.001399** [+1 to VI numerator] + --- column 80: 0.00475963** [+1 to VI numerator] + --- column 33: 0.134048 + --- column 67: 0.923423 + --- column 82: 0.738571 + --- column 70: 0.0897663 + --- column 39: 0.0346427* + +-- node 182 was split into node 207 (left) and 208 (right) + +-- sprouting node 183 into a leaf (N = 15) + +-- attempting to split node 184 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 18 35 4 88 + + + -- linear combo weights (showing up to 5) + + 17.1308 10.7477 2.7795 -8.5690 + + + + -- lower cutpoint: -0.553155 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.384977 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.553155 (23.6013), N = 11 moving right + --- -0.384977 (16.8463), N = 10 moving right + + -- best stat: 23.6013, min to split: 0 + + -- p-values: + --- column 18: 0.0733565 + --- column 35: 0.255395 + --- column 4: 0.64551 + --- column 88: 0.187605 + +-- node 184 was split into node 209 (left) and 210 (right) + +-- sprouting node 185 into a leaf (N = 14) + +-- sprouting node 186 into a leaf (N = 11) + +-- attempting to split node 187 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 59 62 27 43 18 + + + -- linear combo weights (showing up to 5) + + -10.6814 7.2068 1.8110 1.3023 0.2078 + + + + -- lower cutpoint: 1.09078 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.98906 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.09078 (3.66956), N = 16 moving right + --- 1.11751 (3.40828), N = 13 moving right + --- 1.72248 (4.97943), N = 12 moving right + --- 1.98788 (4.04863), N = 11 moving right + --- 1.98906 (1.75754), N = 10 moving right + + -- best stat: 4.97943, min to split: 0 + + -- p-values: + --- column 59: 0.412417 + --- column 62: 0.687633 + --- column 27: 0.541197 + --- column 43: 0.605561 + --- column 18: 0.929457 + +-- node 187 was split into node 211 (left) and 212 (right) + +-- sprouting node 188 into a leaf (N = 10) + +-- attempting to split node 189 (N = 92, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 75 27 28 30 74 + + + -- linear combo weights (showing up to 5) + + -8.6468 -3.7947 -0.3917 64.1595 -62.7020 + + + + -- lower cutpoint: -37.5629 + - n_obs, left node: 10 + + + -- upper cutpoint: -24.3312 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -34.2496 (23.745), N = 72 moving right + --- -31.4762 (41.1074), N = 54 moving right + --- -29.1174 (17.1512), N = 42 moving right + --- -27.5054 (9.87602), N = 29 moving right + --- -27.1728 (8.9329), N = 28 moving right + + -- best stat: 41.1074, min to split: 0 + + -- p-values: + --- column 75: 0.0593114 + --- column 27: 0.116171 + --- column 28: 0.78245 + --- column 30: 0.0394453* + --- column 74: 0.0371653* + --- column 41: 0.480585 + --- column 1: 0.700409 + --- column 92: 0.598821 + --- column 85: 0.0708999 + --- column 8: 0.306117 + --- column 93: 0.00457595** [+1 to VI numerator] + --- column 32: 0.0747939 + +-- node 189 was split into node 213 (left) and 214 (right) + +-- attempting to split node 190 (N = 76, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 87 9 81 63 116 + + + -- linear combo weights (showing up to 5) + + -3.1396 2.4138 9.3056 -1.5994 -8.1830 + + + + -- lower cutpoint: -8.79467 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.54877 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.58123 (16.7732), N = 60 moving right + --- -5.07454 (11.8838), N = 56 moving right + --- -2.48923 (12.5406), N = 46 moving right + --- -0.0858184 (12.9565), N = 33 moving right + --- 1.1905 (16.1844), N = 30 moving right + + -- best stat: 16.7732, min to split: 0 + + -- p-values: + --- column 87: 0.436147 + --- column 9: 0.532329 + --- column 81: 0.0268845* + --- column 63: 0.841667 + --- column 116: 0.328778 + --- column 47: 0.206414 + --- column 50: 0.852469 + --- column 8: 0.436419 + --- column 14: 0.169674 + --- column 114: 0.920222 + --- column 101: 0.826281 + --- column 108: 0.807659 + +-- node 190 was split into node 215 (left) and 216 (right) + +-- attempting to split node 191 (N = 29, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 2 100 70 44 54 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 191 (N = 29, try number 2) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 70 52 36 99 12 + + + -- linear combo weights (showing up to 5) + + 0.7155 51.8892 -1.8741 -68.9946 2.4569 + + + + -- lower cutpoint: -1.21136 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.63912 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.21136 (3.17256), N = 19 moving right + --- -1.18547 (4.60837), N = 18 moving right + --- -0.0672845 (8.28693), N = 16 moving right + --- 0.823918 (6.45843), N = 14 moving right + --- 1.86816 (8.27317), N = 13 moving right + + -- best stat: 8.28693, min to split: 0 + + -- p-values: + --- column 70: 0.930624 + --- column 52: 0.331394 + --- column 36: 0.716847 + --- column 99: 0.299091 + --- column 12: 0.657192 + --- column 37: 0.292271 + --- column 91: 0.234063 + +-- node 191 was split into node 217 (left) and 218 (right) + +-- sprouting node 192 into a leaf (N = 12) + +-- sprouting node 193 into a leaf (N = 16) + +-- attempting to split node 194 (N = 38, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 57 38 77 80 104 + + + -- linear combo weights (showing up to 5) + + 1.8422 -3.5094 3.6602 0.0566 -1.2384 + + + + -- lower cutpoint: -9.12771 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.16527 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.92349 (10.5265), N = 23 moving right + --- -7.42642 (9.96057), N = 21 moving right + --- -6.02483 (4.65651), N = 19 moving right + --- -5.38784 (7.56632), N = 14 moving right + --- -4.5211 (6.8274), N = 13 moving right + + -- best stat: 10.5265, min to split: 0 + + -- p-values: + --- column 57: 0.602213 + --- column 38: 0.38747 + --- column 77: 0.522562 + --- column 80: 0.987083 + --- column 104: 0.783485 + --- column 9: 0.477106 + --- column 90: 0.986254 + --- column 4: 0.947798 + --- column 84: 0.581557 + +-- node 194 was split into node 219 (left) and 220 (right) + +-- attempting to split node 195 (N = 37, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 57 38 45 77 55 + + + -- linear combo weights (showing up to 5) + + 0.7819 4.9862 0.6704 -1.9991 -2.7327 + + + + -- lower cutpoint: 0.800192 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.0343 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.78492 (18.4907), N = 23 moving right + --- 3.21406 (13.5784), N = 17 moving right + --- 3.51765 (13.06), N = 16 moving right + --- 3.81925 (11.4765), N = 15 moving right + --- 5.0343 (14.201), N = 11 moving right + + -- best stat: 18.4907, min to split: 0 + + -- p-values: + --- column 57: 0.90829 + --- column 38: 0.162066 + --- column 45: 0.879527 + --- column 77: 0.489995 + --- column 55: 0.703113 + --- column 97: 0.638545 + --- column 44: 0.683393 + --- column 120: 0.651231 + +-- node 195 was split into node 221 (left) and 222 (right) + +-- attempting to split node 196 (N = 43, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 1 11 71 16 0 + + + -- linear combo weights (showing up to 5) + + 2.7802 4.9301 11.7575 0.2957 0.3001 + + + + -- lower cutpoint: -10.706 + - n_obs, left node: 12 + + + -- upper cutpoint: -4.3467 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.3928 (17.3697), N = 29 moving right + --- -10.2394 (24.3105), N = 28 moving right + --- -9.98393 (25.5774), N = 27 moving right + --- -8.564 (14.0387), N = 21 moving right + --- -7.86907 (4.95825), N = 17 moving right + + -- best stat: 25.5774, min to split: 0 + + -- p-values: + --- column 1: 0.31302 + --- column 11: 0.555345 + --- column 71: 0.654129 + --- column 16: 0.921286 + --- column 0: 0.843411 + --- column 69: 0.454213 + --- column 77: 0.679287 + --- column 34: 0.482752 + --- column 13: 0.474995 + +-- node 196 was split into node 223 (left) and 224 (right) + +-- attempting to split node 197 (N = 21, try number 1) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 26 28 17 + + + -- linear combo weights (showing up to 5) + + -1.1342 -5.7371 1.3876 + + + + -- lower cutpoint: 1.90217 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.01238 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.90217 (8.54949), N = 11 moving right + --- 2.01238 (6.79192), N = 10 moving right + + -- best stat: 8.54949, min to split: 0 + + -- p-values: + --- column 26: 0.889664 + --- column 28: 0.446212 + --- column 17: 0.819767 + +-- node 197 was split into node 225 (left) and 226 (right) + +-- attempting to split node 198 (N = 35, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 117 99 105 115 93 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 198 (N = 35, try number 2) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 43 116 37 2 109 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 198 (N = 35, try number 3) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 4 19 30 35 74 + + + -- linear combo weights (showing up to 5) + + -8.5448 -2.1578 4.7364 2.4622 -9.0118 + + + + -- lower cutpoint: 3.05992 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.11258 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.87513 (7.01075), N = 21 moving right + --- 4.20888 (6.45972), N = 19 moving right + --- 4.51259 (7.45787), N = 18 moving right + --- 4.70937 (3.09741), N = 16 moving right + --- 5.02344 (0.988122), N = 12 moving right + + -- best stat: 7.45787, min to split: 0 + + -- p-values: + --- column 4: 0.342989 + --- column 19: 0.540023 + --- column 30: 0.84859 + --- column 35: 0.54889 + --- column 74: 0.647118 + --- column 45: 0.250857 + --- column 61: 0.408213 + +-- node 198 was split into node 227 (left) and 228 (right) + +-- attempting to split node 199 (N = 29, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 41 81 111 1 123 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 199 (N = 29, try number 2) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 61 29 31 49 113 + + + -- linear combo weights (showing up to 5) + + -14.8251 0.1268 -0.4495 -5.2834 10.9504 + + + + -- lower cutpoint: -4.88716 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.183525 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.88716 (16.1213), N = 19 moving right + --- -4.78331 (17.2128), N = 18 moving right + --- -3.72404 (22.2775), N = 17 moving right + --- -0.560004 (9.97577), N = 13 moving right + --- -0.183525 (23.3837), N = 10 moving right + + -- best stat: 23.3837, min to split: 0 + + -- p-values: + --- column 61: 0.175641 + --- column 29: 0.951136 + --- column 31: 0.935298 + --- column 49: 0.129635 + --- column 113: 0.263807 + --- column 69: 0.0239756* + +-- node 199 was split into node 229 (left) and 230 (right) + +-- attempting to split node 200 (N = 39, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 124 86 22 58 52 + + + -- linear combo weights (showing up to 5) + + 15.6868 4.7260 -0.3529 2.6781 -26.9518 + + + + -- lower cutpoint: -0.71309 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.1795 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.71309 (7.46015), N = 29 moving right + --- 0.246998 (7.01827), N = 23 moving right + --- 0.672928 (6.07572), N = 21 moving right + --- 0.721109 (7.73628), N = 18 moving right + --- 1.19748 (5.30388), N = 16 moving right + + -- best stat: 7.73628, min to split: 0 + + -- p-values: + --- column 124: 0.07971 + --- column 86: 0.443078 + --- column 22: 0.940998 + --- column 58: 0.080087 + --- column 52: 0.303002 + --- column 113: 0.90705 + --- column 21: 0.374874 + +-- node 200 was split into node 231 (left) and 232 (right) + +-- sprouting node 201 into a leaf (N = 18) + +-- sprouting node 202 into a leaf (N = 14) + +-- attempting to split node 203 (N = 32, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 117 13 34 66 122 + + + -- linear combo weights (showing up to 5) + + -6.0849e+00 7.4179e+00 2.5384e+00 8.0917e+00 -1.0932e+02 + + + + -- lower cutpoint: 1.92882 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.36115 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 2.12298 (3.67415), N = 19 moving right + --- 2.6503 (3.28001), N = 18 moving right + --- 3.40542 (2.94668), N = 14 moving right + --- 4.29424 (7.44237), N = 13 moving right + --- 4.36115 (7.17604), N = 12 moving right + + -- best stat: 7.44237, min to split: 0 + + -- p-values: + --- column 117: 0.372372 + --- column 13: 0.514322 + --- column 34: 0.60614 + --- column 66: 0.298478 + --- column 122: 0.642592 + --- column 108: 0.669719 + +-- node 203 was split into node 233 (left) and 234 (right) + +-- attempting to split node 204 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 40 43 72 6 + + + -- linear combo weights (showing up to 5) + + 1.2559 -1.9939 2.3823 1.4800 + + + + -- lower cutpoint: -1.8181 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.21884 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.8181 (0.64224), N = 13 moving right + --- -1.79872 (0.694444), N = 12 moving right + --- -1.21884 (0.91147), N = 11 moving right + + -- best stat: 0.91147, min to split: 0 + + -- p-values: + --- column 40: 0.121079 + --- column 43: 0.346734 + --- column 72: 0.0929695 + --- column 6: 0.186855 + +-- node 204 was split into node 235 (left) and 236 (right) + +-- sprouting node 205 into a leaf (N = 18) + +-- sprouting node 206 into a leaf (N = 16) + +-- sprouting node 207 into a leaf (N = 10) + +-- attempting to split node 208 (N = 34, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 8 10 83 81 105 + + + -- linear combo weights (showing up to 5) + + -2.6022 0.3078 1.4409 0.8755 -0.5620 + + + + -- lower cutpoint: -2.17532 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.523535 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.17532 (1.44016), N = 23 moving right + --- -2.1604 (1.8641), N = 21 moving right + --- -1.5029 (2.61678), N = 17 moving right + --- -1.34058 (2.03941), N = 16 moving right + --- -0.984537 (3.17503), N = 13 moving right + + -- best stat: 3.17503, min to split: 0 + + -- p-values: + --- column 8: 0.0923128 + --- column 10: 0.731041 + --- column 83: 0.645344 + --- column 81: 0.520698 + --- column 105: 0.54089 + --- column 35: 0.15234 + --- column 89: 0.48875 + +-- node 208 was split into node 237 (left) and 238 (right) + +-- sprouting node 209 into a leaf (N = 10) + +-- sprouting node 210 into a leaf (N = 11) + +-- sprouting node 211 into a leaf (N = 14) + +-- sprouting node 212 into a leaf (N = 12) + +-- attempting to split node 213 (N = 38, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 1 83 58 80 57 + + + -- linear combo weights (showing up to 5) + + -1.7308 -5.8520 -5.5392 -4.5523 3.1690 + + + + -- lower cutpoint: -0.83329 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.72949 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.83329 (29.9181), N = 28 moving right + --- -0.32079 (15.1501), N = 27 moving right + --- 2.27909 (7.04189), N = 23 moving right + --- 2.5325 (9.6867), N = 18 moving right + --- 3.72949 (1.96791), N = 10 moving right + + -- best stat: 29.9181, min to split: 0 + + -- p-values: + --- column 1: 0.682474 + --- column 83: 0.484534 + --- column 58: 0.631322 + --- column 80: 0.521627 + --- column 57: 0.772111 + --- column 49: 0.320238 + --- column 94: 0.679222 + --- column 36: 0.696936 + +-- node 213 was split into node 239 (left) and 240 (right) + +-- attempting to split node 214 (N = 54, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 86 54 85 17 113 + + + -- linear combo weights (showing up to 5) + + -7.0331 -6.2452 4.4995 -3.3918 -12.2869 + + + + -- lower cutpoint: -7.45101 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.74667 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.32986 (17.344), N = 31 moving right + --- -4.59534 (25.5586), N = 27 moving right + --- -1.94571 (28.889), N = 24 moving right + --- 1.32051 (34.4923), N = 16 moving right + --- 2.74667 (15.7555), N = 12 moving right + + -- best stat: 34.4923, min to split: 0 + + -- p-values: + --- column 86: 0.584109 + --- column 54: 0.801569 + --- column 85: 0.737782 + --- column 17: 0.222362 + --- column 113: 0.727113 + --- column 43: 0.0407991* + --- column 47: 0.0190723* + --- column 57: 0.0217097* + --- column 35: 0.418791 + --- column 3: 0.352691 + +-- node 214 was split into node 241 (left) and 242 (right) + +-- sprouting node 215 into a leaf (N = 16) + +-- attempting to split node 216 (N = 60, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 82 65 79 19 54 + + + -- linear combo weights (showing up to 5) + + -12.3014 1.1027 -1.4093 -7.4447 10.2962 + + + + -- lower cutpoint: -2.29403 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.5218 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0485465 (13.3081), N = 39 moving right + --- 7.87516 (22.6467), N = 16 moving right + --- 8.0414 (21.5235), N = 14 moving right + --- 8.43111 (21.8209), N = 13 moving right + --- 9.32388 (21.2147), N = 11 moving right + + -- best stat: 22.6467, min to split: 0 + + -- p-values: + --- column 82: 0.198288 + --- column 65: 0.821221 + --- column 79: 0.765927 + --- column 19: 0.237506 + --- column 54: 0.767958 + --- column 94: 0.956395 + --- column 97: 0.0645005 + --- column 1: 0.46953 + --- column 7: 0.297468 + --- column 78: 0.0831778 + --- column 25: 0.666839 + +-- node 216 was split into node 243 (left) and 244 (right) + +-- sprouting node 217 into a leaf (N = 13) + +-- sprouting node 218 into a leaf (N = 16) + +-- sprouting node 219 into a leaf (N = 15) + +-- attempting to split node 220 (N = 23, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 66 61 73 124 1 + + + -- linear combo weights (showing up to 5) + + -6.6088 -16.9747 -2.1140 3.9495 1.2944 + + + + -- lower cutpoint: 14.2015 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.5089 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 14.2015 (7.89834), N = 13 moving right + --- 14.5089 (2.63563), N = 11 moving right + + -- best stat: 7.89834, min to split: 0 + + -- p-values: + --- column 66: 0.396142 + --- column 61: 0.333071 + --- column 73: 0.357699 + --- column 124: 0.425568 + --- column 1: 0.434334 + --- column 119: 0.688509 + +-- node 220 was split into node 245 (left) and 246 (right) + +-- sprouting node 221 into a leaf (N = 14) + +-- attempting to split node 222 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 115 15 109 63 31 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 222 (N = 23, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 0 91 107 33 21 + + + -- linear combo weights (showing up to 5) + + -2.0695 3.2827 -3.4125 0.8690 -1.5999 + + + + -- lower cutpoint: -1.6062 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.505475 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.6062 (3.56296), N = 13 moving right + --- -1.60383 (4.06841), N = 12 moving right + --- -0.505475 (5.39306), N = 10 moving right + + -- best stat: 5.39306, min to split: 0 + + -- p-values: + --- column 0: 0.754697 + --- column 91: 0.180357 + --- column 107: 0.170237 + --- column 33: 0.833588 + --- column 21: 0.502254 + +-- node 222 was split into node 247 (left) and 248 (right) + +-- sprouting node 223 into a leaf (N = 16) + +-- attempting to split node 224 (N = 27, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 85 10 28 79 30 + + + -- linear combo weights (showing up to 5) + + 4.7597 4.6059 -1.0057 -0.7556 31.7355 + + + + -- lower cutpoint: -17.4052 + - n_obs, left node: 10 + + + -- upper cutpoint: -14.7694 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -17.3809 (3.16256), N = 16 moving right + --- -16.5101 (3.91776), N = 15 moving right + --- -15.6371 (4.7876), N = 14 moving right + --- -15.3495 (8.56477), N = 13 moving right + --- -14.7694 (5.60469), N = 11 moving right + + -- best stat: 8.56477, min to split: 0 + + -- p-values: + --- column 85: 0.178191 + --- column 10: 0.265378 + --- column 28: 0.763995 + --- column 79: 0.752418 + --- column 30: 0.195411 + +-- node 224 was split into node 249 (left) and 250 (right) + +-- sprouting node 225 into a leaf (N = 10) + +-- sprouting node 226 into a leaf (N = 11) + +-- sprouting node 227 into a leaf (N = 17) + +-- sprouting node 228 into a leaf (N = 18) + +-- sprouting node 229 into a leaf (N = 19) + +-- sprouting node 230 into a leaf (N = 10) + +-- attempting to split node 231 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 66 45 40 47 + + + -- linear combo weights (showing up to 5) + + 3.4406 -6.9201 -3.2494 9.7626 + + + + -- lower cutpoint: 4.45941 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.08772 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.45941 (0.547702), N = 11 moving right + --- 5.08772 (1.59316), N = 10 moving right + + -- best stat: 1.59316, min to split: 0 + + -- p-values: + --- column 66: 0.844745 + --- column 45: 0.569643 + --- column 40: 0.358063 + --- column 47: 0.10324 + +-- node 231 was split into node 251 (left) and 252 (right) + +-- sprouting node 232 into a leaf (N = 18) + +-- sprouting node 233 into a leaf (N = 19) + +-- sprouting node 234 into a leaf (N = 13) + +-- sprouting node 235 into a leaf (N = 13) + +-- sprouting node 236 into a leaf (N = 11) + +-- attempting to split node 237 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 92 51 107 49 + + + -- linear combo weights (showing up to 5) + + 0.2977 -0.0141 -0.1279 -0.3973 + + + + -- lower cutpoint: -0.214834 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.18926 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.214834 (0.10101), N = 11 moving right + --- -0.18926 (0.122222), N = 10 moving right + + -- best stat: 0.122222, min to split: 0 + + -- p-values: + --- column 92: 0.476545 + --- column 51: 0.96058 + --- column 107: 0.637173 + --- column 49: 0.401376 + +-- node 237 was split into node 253 (left) and 254 (right) + +-- sprouting node 238 into a leaf (N = 13) + +-- sprouting node 239 into a leaf (N = 10) + +-- attempting to split node 240 (N = 28, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 80 4 2 68 56 + + + -- linear combo weights (showing up to 5) + + 3.2229 -11.8975 -1.2237 22.3641 -1.3944 + + + + -- lower cutpoint: 8.46369 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.8816 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 8.46369 (15.732), N = 18 moving right + --- 9.68711 (19.9217), N = 17 moving right + --- 12.0056 (16.2672), N = 13 moving right + --- 12.6666 (18.2181), N = 12 moving right + --- 12.8816 (8.1188), N = 11 moving right + + -- best stat: 19.9217, min to split: 0 + + -- p-values: + --- column 80: 0.597749 + --- column 4: 0.268569 + --- column 2: 0.587058 + --- column 68: 0.10443 + --- column 56: 0.670475 + +-- node 240 was split into node 255 (left) and 256 (right) + +-- attempting to split node 241 (N = 38, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 81 49 91 46 54 + + + -- linear combo weights (showing up to 5) + + 4.5757 1.2176 5.0671 0.3117 -7.8395 + + + + -- lower cutpoint: 1.42197 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.22306 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.42197 (5.05763), N = 28 moving right + --- 3.47329 (12.4541), N = 22 moving right + --- 4.15041 (16.1557), N = 18 moving right + --- 4.25329 (14.5316), N = 17 moving right + --- 5.22306 (20.278), N = 11 moving right + + -- best stat: 20.278, min to split: 0 + + -- p-values: + --- column 81: 0.275544 + --- column 49: 0.810189 + --- column 91: 0.0357657* + --- column 46: 0.955042 + --- column 54: 0.158272 + --- column 25: 0.903645 + +-- node 241 was split into node 257 (left) and 258 (right) + +-- sprouting node 242 into a leaf (N = 16) + +-- attempting to split node 243 (N = 44, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 12 97 38 123 63 + + + -- linear combo weights (showing up to 5) + + 7.6190 -1.3054 5.7500 1.0701 8.9022 + + + + -- lower cutpoint: -2.63399 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.56461 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.388636 (14.3306), N = 29 moving right + --- -0.216897 (19.2304), N = 28 moving right + --- 2.80321 (36.4551), N = 19 moving right + --- 6.2887 (36.434), N = 17 moving right + --- 6.56605 (29.3586), N = 13 moving right + + -- best stat: 36.4551, min to split: 0 + + -- p-values: + --- column 12: 0.417258 + --- column 97: 0.853145 + --- column 38: 0.307788 + --- column 123: 0.841375 + --- column 63: 0.297354 + --- column 10: 0.509788 + --- column 31: 0.667181 + --- column 0: 0.851894 + +-- node 243 was split into node 259 (left) and 260 (right) + +-- sprouting node 244 into a leaf (N = 16) + +-- sprouting node 245 into a leaf (N = 10) + +-- sprouting node 246 into a leaf (N = 13) + +-- sprouting node 247 into a leaf (N = 13) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 14) + +-- sprouting node 250 into a leaf (N = 13) + +-- sprouting node 251 into a leaf (N = 11) + +-- sprouting node 252 into a leaf (N = 10) + +-- sprouting node 253 into a leaf (N = 11) + +-- sprouting node 254 into a leaf (N = 10) + +-- sprouting node 255 into a leaf (N = 11) + +-- sprouting node 256 into a leaf (N = 17) + +-- attempting to split node 257 (N = 27, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 23 100 81 96 + + + -- linear combo weights (showing up to 5) + + 0.1169 -0.3404 -5.1240 0.2597 + + + + -- lower cutpoint: 0.833743 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.8508 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.833743 (5.73765), N = 16 moving right + --- 1.83643 (7.70377), N = 13 moving right + --- 1.8508 (9.65495), N = 11 moving right + + -- best stat: 9.65495, min to split: 0 + + -- p-values: + --- column 23: 0.98159 + --- column 100: 0.887583 + --- column 81: 0.373302 + --- column 96: 0.895454 + +-- node 257 was split into node 261 (left) and 262 (right) + +-- sprouting node 258 into a leaf (N = 11) + +-- attempting to split node 259 (N = 25, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 91 23 15 62 2 + + + -- linear combo weights (showing up to 5) + + 0.6609 6.8526 -3.5874 7.3296 4.7705 + + + + -- lower cutpoint: -4.36189 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.55429 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.36189 (5.31143), N = 14 moving right + --- -4.16418 (18.1426), N = 13 moving right + --- -3.55429 (60.3439), N = 11 moving right + + -- best stat: 60.3439, min to split: 0 + + -- p-values: + --- column 91: 0.878691 + --- column 23: 0.805831 + --- column 15: 0.848304 + --- column 62: 0.660314 + --- column 2: 0.439575 + +-- node 259 was split into node 263 (left) and 264 (right) + +-- sprouting node 260 into a leaf (N = 19) + +-- sprouting node 261 into a leaf (N = 16) + +-- sprouting node 262 into a leaf (N = 11) + +-- sprouting node 263 into a leaf (N = 14) + +-- sprouting node 264 into a leaf (N = 11) + +------------ Growing tree 3 -------------- + +- N obs inbag: 1994 +- N row inbag: 1281 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1281 + -- columns sampled (showing up to 5) + + 98 26 122 47 57 + + + -- linear combo weights (showing up to 5) + + 0.8685 -0.2609 -1.0542 6.9056 -0.4397 + + + + -- lower cutpoint: -19.1844 + - n_obs, left node: 13 + + + -- upper cutpoint: 14.1247 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -10.6582 (15.2441), N = 1879 moving right + --- -3.94683 (26.5914), N = 1451 moving right + --- 4.11065 (20.9463), N = 537 moving right + --- 4.80912 (21.9695), N = 475 moving right + --- 6.97744 (16.8087), N = 279 moving right + + -- best stat: 26.5914, min to split: 0 + + -- p-values: + --- column 98: 0.0709931 + --- column 26: 0.545059 + --- column 122: 0.0612684 + --- column 47: 0*** [+1 to VI numerator] + --- column 57: 0.361158 + --- column 16: 3.38744e-10*** [+1 to VI numerator] + --- column 118: 0.0616113 + --- column 81: 0.547034 + --- column 22: 0*** [+1 to VI numerator] + --- column 79: 1.4301e-11*** [+1 to VI numerator] + --- column 121: 0.493002 + --- column 100: 0.0340221* + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 543, try number 1) + + -- N obs (unweighted): 354 + -- columns sampled (showing up to 5) + + 52 110 72 17 49 + + + -- linear combo weights (showing up to 5) + + 0.9170 0.2609 -2.4034 0.0298 -1.9387 + + + + -- lower cutpoint: -12.734 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.8932 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0572558 (33.462), N = 307 moving right + --- 1.00703 (27.9165), N = 266 moving right + --- 2.19762 (25.3654), N = 213 moving right + --- 10.0329 (6.61242), N = 34 moving right + --- 11.4259 (0.851523), N = 11 moving right + + -- best stat: 33.462, min to split: 0 + + -- p-values: + --- column 52: 0.354 + --- column 110: 0.797812 + --- column 72: 0.16127 + --- column 17: 0.979994 + --- column 49: 0.289683 + --- column 112: 0.539383 + --- column 43: 0.0137285* + --- column 67: 0.516243 + --- column 46: 0.740554 + --- column 24: 0.152368 + --- column 65: 0.194297 + --- column 5: 0.015562* + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1451, try number 1) + + -- N obs (unweighted): 927 + -- columns sampled (showing up to 5) + + 37 3 67 57 59 + + + -- linear combo weights (showing up to 5) + + -0.4030 0.8124 -0.7234 0.4012 -2.6379 + + + + -- lower cutpoint: -19.1026 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.2115 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.57399 (28.8307), N = 1209 moving right + --- -1.9455 (23.8647), N = 1101 moving right + --- -1.4219 (23.538), N = 1052 moving right + --- 0.469211 (14.6992), N = 820 moving right + --- 5.18436 (1.93544), N = 275 moving right + + -- best stat: 28.8307, min to split: 0 + + -- p-values: + --- column 37: 0.441054 + --- column 3: 0.40663 + --- column 67: 0.545114 + --- column 57: 0.490543 + --- column 59: 8.27523e-05*** [+1 to VI numerator] + --- column 4: 0.100798 + --- column 18: 1.34225e-05*** [+1 to VI numerator] + --- column 90: 3.72557e-09*** [+1 to VI numerator] + --- column 103: 0.724573 + --- column 104: 0.0849087 + --- column 106: 0.101131 + --- column 28: 0.027225* + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 236, try number 1) + + -- N obs (unweighted): 148 + -- columns sampled (showing up to 5) + + 115 19 9 29 43 + + + -- linear combo weights (showing up to 5) + + -0.4929 -2.1658 0.1043 -2.6635 0.9031 + + + + -- lower cutpoint: -7.35773 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.78021 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.57103 (2.69873), N = 218 moving right + --- -5.16303 (1.49662), N = 182 moving right + --- -3.36964 (3.72922), N = 160 moving right + --- 1.94278 (41.3305), N = 40 moving right + --- 3.20458 (35.2475), N = 31 moving right + + -- best stat: 41.3305, min to split: 0 + + -- p-values: + --- column 115: 0.595081 + --- column 19: 0.0766088 + --- column 9: 0.951172 + --- column 29: 0.198949 + --- column 43: 0.595456 + --- column 106: 0.0410677* + --- column 27: 0.199885 + --- column 112: 0.310235 + --- column 59: 0.0482281* + --- column 40: 0.920646 + --- column 13: 0.141045 + --- column 18: 0.121898 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 307, try number 1) + + -- N obs (unweighted): 206 + -- columns sampled (showing up to 5) + + 9 100 78 113 42 + + + -- linear combo weights (showing up to 5) + + -2.9729 -0.6442 1.9153 -0.3303 5.7309 + + + + -- lower cutpoint: -9.79151 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.2074 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.418789 (17.0632), N = 192 moving right + --- 0.5411 (16.4146), N = 180 moving right + --- 4.09685 (16.8627), N = 91 moving right + --- 4.47836 (14.2782), N = 73 moving right + --- 5.99308 (20.8505), N = 44 moving right + + -- best stat: 20.8505, min to split: 0 + + -- p-values: + --- column 9: 0.0879479 + --- column 100: 0.432499 + --- column 78: 0.143959 + --- column 113: 0.886313 + --- column 42: 0.000854097*** [+1 to VI numerator] + --- column 68: 0.141064 + --- column 52: 0.813877 + --- column 35: 0.42213 + --- column 38: 0.677371 + --- column 63: 0.0146767* + --- column 20: 0.308611 + --- column 33: 0.60611 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 242, try number 1) + + -- N obs (unweighted): 151 + -- columns sampled (showing up to 5) + + 87 80 115 104 86 + + + -- linear combo weights (showing up to 5) + + -6.8343 8.8589 0.9511 -0.8396 9.5972 + + + + -- lower cutpoint: -17.3352 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.3113 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -13.3422 (8.0387), N = 211 moving right + --- -9.91051 (20.1606), N = 193 moving right + --- -9.90421 (21.0674), N = 192 moving right + --- -8.32808 (30.119), N = 178 moving right + --- -6.40411 (38.4542), N = 162 moving right + + -- best stat: 38.4542, min to split: 0 + + -- p-values: + --- column 87: 0.352872 + --- column 80: 4.74267e-05*** [+1 to VI numerator] + --- column 115: 0.528768 + --- column 104: 0.467872 + --- column 86: 0.208643 + --- column 77: 0.931874 + --- column 47: 0.00170844** [+1 to VI numerator] + --- column 95: 0.0376377* + --- column 101: 0.0309101* + --- column 49: 0.0802922 + --- column 73: 0.00646745** [+1 to VI numerator] + --- column 60: 0.0244693* + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 1209, try number 1) + + -- N obs (unweighted): 776 + -- columns sampled (showing up to 5) + + 114 52 115 2 112 + + + -- linear combo weights (showing up to 5) + + 0.4281 0.6594 -0.7812 -0.8290 -0.7671 + + + + -- lower cutpoint: -8.24858 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.2897 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.01215 (5.48612), N = 609 moving right + --- 1.45041 (4.12974), N = 528 moving right + --- 1.49966 (3.94524), N = 526 moving right + --- 3.19961 (3.28772), N = 279 moving right + --- 3.86003 (7.99981), N = 196 moving right + + -- best stat: 7.99981, min to split: 0 + + -- p-values: + --- column 114: 0.669376 + --- column 52: 0.618039 + --- column 115: 0.534786 + --- column 2: 0.0983511 + --- column 112: 0.468722 + --- column 27: 0.970794 + --- column 41: 0.246593 + --- column 45: 0.240353 + --- column 120: 0.911941 + --- column 23: 6.64669e-07*** [+1 to VI numerator] + --- column 47: 0.0202242* + --- column 54: 0.139368 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 196, try number 1) + + -- N obs (unweighted): 122 + -- columns sampled (showing up to 5) + + 125 30 65 82 60 + + + -- linear combo weights (showing up to 5) + + -0.3595 1.1320 -2.8587 -4.1262 2.7953 + + + + -- lower cutpoint: -9.82768 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.59274 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.66814 (2.2003), N = 174 moving right + --- -3.25043 (10.3688), N = 83 moving right + --- -0.499155 (4.89939), N = 45 moving right + --- -0.329379 (5.51253), N = 43 moving right + --- 2.59308 (15.7773), N = 16 moving right + + -- best stat: 15.7773, min to split: 0 + + -- p-values: + --- column 125: 0.761259 + --- column 30: 0.644676 + --- column 65: 0.0641584 + --- column 82: 0.0160853* + --- column 60: 0.00955531** [+1 to VI numerator] + --- column 27: 0.785344 + --- column 115: 0.0803952 + --- column 29: 0.00292437** [+1 to VI numerator] + --- column 86: 0.546738 + --- column 7: 0.911906 + --- column 39: 0.0291816* + --- column 119: 0.931076 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 40, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 103 19 66 59 94 + + + -- linear combo weights (showing up to 5) + + -5.6632 -2.4314 -7.9028 11.0238 -1.2977 + + + + -- lower cutpoint: -8.33792 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.3272 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.93415 (19.2559), N = 29 moving right + --- -1.46904 (57.6407), N = 23 moving right + --- -0.860557 (68.9585), N = 22 moving right + --- 1.12139 (68.4756), N = 20 moving right + --- 2.99835 (70.8984), N = 16 moving right + + -- best stat: 70.8984, min to split: 0 + + -- p-values: + --- column 103: 0.438565 + --- column 19: 0.571907 + --- column 66: 0.365624 + --- column 59: 0.293234 + --- column 94: 0.921587 + --- column 93: 0.187127 + --- column 48: 0.328052 + --- column 32: 0.588414 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 263, try number 1) + + -- N obs (unweighted): 175 + -- columns sampled (showing up to 5) + + 22 17 10 15 36 + + + -- linear combo weights (showing up to 5) + + 6.9915 2.0012 3.8392 -10.6354 5.2593 + + + + -- lower cutpoint: -15.0598 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.90231 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -14.3124 (8.16801), N = 249 moving right + --- -9.42937 (13.4602), N = 212 moving right + --- -4.01827 (16.0454), N = 105 moving right + --- -3.51187 (18.4705), N = 91 moving right + --- -1.53314 (33.0592), N = 62 moving right + + -- best stat: 33.0592, min to split: 0 + + -- p-values: + --- column 22: 0.328437 + --- column 17: 0.241777 + --- column 10: 0.529889 + --- column 15: 0.200061 + --- column 36: 0.0532028 + --- column 125: 0.406979 + --- column 52: 0.964508 + --- column 111: 0.980464 + --- column 64: 0.257358 + --- column 123: 0.20918 + --- column 66: 0.501342 + --- column 11: 0.372605 + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 44, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 1 97 49 86 14 + + + -- linear combo weights (showing up to 5) + + 6.0887 -1.0839 0.9209 -42.1574 0.5571 + + + + -- lower cutpoint: 0.248221 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.41837 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.248221 (41.6777), N = 33 moving right + --- 3.07194 (47.3116), N = 27 moving right + --- 3.87684 (47.6629), N = 21 moving right + --- 5.00427 (42.426), N = 18 moving right + --- 9.41837 (34.5565), N = 11 moving right + + -- best stat: 47.6629, min to split: 0 + + -- p-values: + --- column 1: 0.00332625** [+1 to VI numerator] + --- column 97: 0.442065 + --- column 49: 0.703759 + --- column 86: 0.00563744** [+1 to VI numerator] + --- column 14: 0.76108 + --- column 26: 0.606523 + --- column 88: 0.0225976* + --- column 91: 0.580247 + --- column 116: 0.261858 + --- column 80: 0.947251 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 80, try number 1) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 82 11 78 124 112 + + + -- linear combo weights (showing up to 5) + + -6.7558 5.5463 0.9132 15.0674 -5.2794 + + + + -- lower cutpoint: -28.6065 + - n_obs, left node: 10 + + + -- upper cutpoint: -16.889 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -26.0801 (10.2708), N = 51 moving right + --- -24.2566 (20.9916), N = 37 moving right + --- -24.2137 (22.0764), N = 36 moving right + --- -22.4183 (25.7254), N = 33 moving right + --- -19.7755 (60.1205), N = 17 moving right + + -- best stat: 60.1205, min to split: 0 + + -- p-values: + --- column 82: 0.000197191*** [+1 to VI numerator] + --- column 11: 0.000573021*** [+1 to VI numerator] + --- column 78: 0.453696 + --- column 124: 0.00453109** [+1 to VI numerator] + --- column 112: 0.000573861*** [+1 to VI numerator] + --- column 23: 0.0351816* + --- column 108: 0.0799525 + --- column 113: 0.0404687* + --- column 0: 0.00100537** [+1 to VI numerator] + --- column 38: 0.0185433* + --- column 12: 0.0710444 + --- column 18: 0.0360349* + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 162, try number 1) + + -- N obs (unweighted): 95 + -- columns sampled (showing up to 5) + + 29 19 118 119 7 + + + -- linear combo weights (showing up to 5) + + -4.0840 6.3794 3.7068 -2.7664 -4.0197 + + + + -- lower cutpoint: -11.7661 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.0177 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.89988 (32.2181), N = 139 moving right + --- -3.88019 (71.2259), N = 120 moving right + --- -3.675 (78.5811), N = 114 moving right + --- 2.77477 (37.9122), N = 65 moving right + --- 9.0177 (4.07262), N = 10 moving right + + -- best stat: 78.5811, min to split: 0 + + -- p-values: + --- column 29: 0.166965 + --- column 19: 0.248803 + --- column 118: 0.052018 + --- column 119: 0.170465 + --- column 7: 0.0814851 + --- column 1: 0.742647 + --- column 102: 0.553424 + --- column 56: 0.37108 + --- column 69: 0.348064 + --- column 21: 0.221136 + --- column 50: 0.462311 + --- column 16: 0.313133 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 1013, try number 1) + + -- N obs (unweighted): 651 + -- columns sampled (showing up to 5) + + 33 82 87 67 31 + + + -- linear combo weights (showing up to 5) + + -1.7057 -8.4586 4.0029 -0.3138 1.7607 + + + + -- lower cutpoint: -7.70242 + - n_obs, left node: 12 + + + -- upper cutpoint: 6.86385 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.04441 (8.48881), N = 510 moving right + --- 3.54611 (6.63639), N = 270 moving right + --- 3.61141 (6.19357), N = 260 moving right + --- 4.124 (3.33541), N = 171 moving right + --- 5.24603 (0.599421), N = 66 moving right + + -- best stat: 8.48881, min to split: 0 + + -- p-values: + --- column 33: 0.124362 + --- column 82: 4.15248e-05*** [+1 to VI numerator] + --- column 87: 0.0439839* + --- column 67: 0.743592 + --- column 31: 0.284037 + --- column 20: 0.189405 + --- column 73: 0.841506 + --- column 28: 0.652032 + --- column 29: 0.462176 + --- column 30: 0.463172 + --- column 37: 0.510071 + --- column 11: 0.889449 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 196, try number 1) + + -- N obs (unweighted): 125 + -- columns sampled (showing up to 5) + + 83 122 52 44 34 + + + -- linear combo weights (showing up to 5) + + -10.7190 -0.7459 1.2001 -5.3351 4.3115 + + + + -- lower cutpoint: -4.37719 + - n_obs, left node: 11 + + + -- upper cutpoint: 14.2924 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0182033 (35.3105), N = 152 moving right + --- 0.0462633 (31.9839), N = 150 moving right + --- 0.115341 (40.9853), N = 148 moving right + --- 3.50038 (39.3971), N = 116 moving right + --- 6.48972 (20.4728), N = 64 moving right + + -- best stat: 40.9853, min to split: 0 + + -- p-values: + --- column 83: 0.000770897*** [+1 to VI numerator] + --- column 122: 0.782819 + --- column 52: 0.797108 + --- column 44: 0.0144808* + --- column 34: 0.0439889* + --- column 77: 0.0499023* + --- column 115: 0.692745 + --- column 109: 0.848856 + --- column 28: 0.530709 + --- column 11: 0.103128 + --- column 88: 0.137921 + --- column 64: 0.262236 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 180, try number 1) + + -- N obs (unweighted): 109 + -- columns sampled (showing up to 5) + + 66 106 117 84 16 + + + -- linear combo weights (showing up to 5) + + -3.4347 -1.0625 0.9035 -2.3821 5.9811 + + + + -- lower cutpoint: -11.0226 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.19434 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.65934 (1.96779), N = 144 moving right + --- -7.07418 (3.93557), N = 120 moving right + --- -5.23401 (7.12121), N = 88 moving right + --- -4.5165 (10.7858), N = 69 moving right + --- -1.43084 (10.0662), N = 30 moving right + + -- best stat: 10.7858, min to split: 0 + + -- p-values: + --- column 66: 0.020208* + --- column 106: 0.68504 + --- column 117: 0.339837 + --- column 84: 0.0545601 + --- column 16: 0.0121311* + --- column 36: 0.148765 + --- column 18: 0.00890563** [+1 to VI numerator] + --- column 107: 0.480406 + --- column 98: 0.602208 + --- column 9: 0.763528 + --- column 33: 0.0208262* + --- column 29: 0.929772 + +-- node 15 was split into node 31 (left) and 32 (right) + +-- sprouting node 16 into a leaf (N = 16) + +-- attempting to split node 17 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 11 54 53 75 121 + + + -- linear combo weights (showing up to 5) + + 0.1676 -3.0257 -9.1241 4.9599 2.1041 + + + + -- lower cutpoint: -2.77222 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.85054 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.77222 (63.7875), N = 14 moving right + --- 2.52474 (85.7732), N = 13 moving right + --- 3.63139 (42.25), N = 12 moving right + --- 4.4879 (52.0214), N = 11 moving right + --- 4.85054 (67.9018), N = 10 moving right + + -- best stat: 85.7732, min to split: 0 + + -- p-values: + --- column 11: 0.969328 + --- column 54: 0.845373 + --- column 53: 0.161498 + --- column 75: 0.272502 + --- column 121: 0.690706 + +-- node 17 was split into node 33 (left) and 34 (right) + +-- sprouting node 18 into a leaf (N = 16) + +-- attempting to split node 19 (N = 201, try number 1) + + -- N obs (unweighted): 132 + -- columns sampled (showing up to 5) + + 96 118 95 15 3 + + + -- linear combo weights (showing up to 5) + + -1.3470 1.5708 3.7772 -0.3985 17.8705 + + + + -- lower cutpoint: -11.6263 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.80929 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.62605 (7.84675), N = 105 moving right + --- -2.18662 (8.77514), N = 95 moving right + --- -0.909723 (7.70049), N = 78 moving right + --- 0.303743 (10.7752), N = 61 moving right + --- 3.09593 (18.2635), N = 23 moving right + + -- best stat: 18.2635, min to split: 0 + + -- p-values: + --- column 96: 0.525963 + --- column 118: 0.252612 + --- column 95: 0.0152651* + --- column 15: 0.764519 + --- column 3: 0.0325981* + --- column 66: 0.387346 + --- column 103: 0.464886 + --- column 104: 0.270348 + --- column 107: 0.190407 + --- column 74: 0.373159 + --- column 78: 0.576419 + --- column 30: 0.111808 + +-- node 19 was split into node 35 (left) and 36 (right) + +-- attempting to split node 20 (N = 62, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 14 111 46 48 115 + + + -- linear combo weights (showing up to 5) + + -1.1908 -5.8927 1.8147 -4.2765 -23.6176 + + + + -- lower cutpoint: -1.62041 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.89112 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.149451 (4.8358), N = 45 moving right + --- 1.63283 (12.8757), N = 35 moving right + --- 3.64061 (5.44505), N = 23 moving right + --- 3.83993 (14.4132), N = 20 moving right + --- 4.74185 (17.0412), N = 17 moving right + + -- best stat: 17.0412, min to split: 0 + + -- p-values: + --- column 14: 0.661208 + --- column 111: 0.799889 + --- column 46: 0.852805 + --- column 48: 0.595677 + --- column 115: 0.746219 + --- column 22: 0.665446 + --- column 110: 0.746002 + --- column 51: 0.7682 + --- column 3: 0.534955 + --- column 105: 0.925475 + --- column 88: 0.743605 + --- column 24: 0.980277 + +-- node 20 was split into node 37 (left) and 38 (right) + +-- attempting to split node 21 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 30 66 29 2 125 + + + -- linear combo weights (showing up to 5) + + 35.9249 13.8131 2.1816 2.6190 -3.6335 + + + + -- lower cutpoint: -11.3265 + - n_obs, left node: 11 + + + -- upper cutpoint: -8.46878 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.3265 (39.7485), N = 12 moving right + --- -8.74921 (34.5838), N = 11 moving right + --- -8.46878 (30.2365), N = 10 moving right + + -- best stat: 39.7485, min to split: 0 + + -- p-values: + --- column 30: 0.0870307 + --- column 66: 0.158989 + --- column 29: 0.445309 + --- column 2: 0.447505 + --- column 125: 0.343828 + +-- node 21 was split into node 39 (left) and 40 (right) + +-- attempting to split node 22 (N = 21, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 96 28 81 111 42 + + + -- linear combo weights (showing up to 5) + + 0.5940 0.2282 0.5960 -3.5288 3.6261 + + + + -- lower cutpoint: 4.2363 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.26183 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.2363 (4.21159), N = 11 moving right + --- 4.26183 (3.44838), N = 10 moving right + + -- best stat: 4.21159, min to split: 0 + + -- p-values: + --- column 96: 0.802275 + --- column 28: 0.881461 + --- column 81: 0.836145 + --- column 111: 0.419883 + --- column 42: 0.0987474 + +-- node 22 was split into node 41 (left) and 42 (right) + +-- attempting to split node 23 (N = 63, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 69 83 39 115 105 + + + -- linear combo weights (showing up to 5) + + -0.1924 -0.7750 0.4594 -0.0773 -0.0796 + + + + -- lower cutpoint: -2.70692 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.50527 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.48309 (0.0104463), N = 52 moving right + --- -2.35882 (0.0168111), N = 47 moving right + --- -2.32564 (0.0213244), N = 44 moving right + --- -2.19898 (0.0246914), N = 42 moving right + --- -2.00595 (0.0617284), N = 28 moving right + + -- best stat: 0.0617284, min to split: 0 + + -- p-values: + --- column 69: 0.683114 + --- column 83: 0.05747 + --- column 39: 0.305151 + --- column 115: 0.895806 + --- column 105: 0.753586 + --- column 59: 0.588142 + --- column 65: 0.0743297 + --- column 4: 0.347129 + --- column 32: 0.386474 + --- column 102: 0.568681 + --- column 119: 0.906623 + --- column 50: 0.541733 + +-- node 23 was split into node 43 (left) and 44 (right) + +-- sprouting node 24 into a leaf (N = 17) + +-- attempting to split node 25 (N = 48, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 122 86 43 25 50 + + + -- linear combo weights (showing up to 5) + + -2.5404 -21.7816 -2.3703 6.8667 1.2398 + + + + -- lower cutpoint: -7.59697 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.85126 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.45303 (6.46327), N = 33 moving right + --- -6.11604 (8.53151), N = 30 moving right + --- -4.14526 (7.82101), N = 29 moving right + --- -3.18224 (10.3542), N = 26 moving right + --- 0.351325 (30.2847), N = 15 moving right + + -- best stat: 30.2847, min to split: 0 + + -- p-values: + --- column 122: 0.705832 + --- column 86: 0.469696 + --- column 43: 0.536034 + --- column 25: 0.363716 + --- column 50: 0.581654 + --- column 85: 0.699945 + --- column 52: 0.99853 + --- column 115: 0.5407 + --- column 37: 0.116128 + +-- node 25 was split into node 45 (left) and 46 (right) + +-- attempting to split node 26 (N = 114, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 5 8 27 116 65 + + + -- linear combo weights (showing up to 5) + + -6.1047 -1.2625 2.0995 -2.1495 44.6440 + + + + -- lower cutpoint: -1.9948 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.0162 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.25494 (1.36886), N = 101 moving right + --- 3.76224 (16.2834), N = 55 moving right + --- 4.34067 (10.019), N = 48 moving right + --- 4.91555 (13.3657), N = 44 moving right + --- 9.69244 (30.6645), N = 17 moving right + + -- best stat: 30.6645, min to split: 0 + + -- p-values: + --- column 5: 0.122294 + --- column 8: 0.658894 + --- column 27: 0.407879 + --- column 116: 0.157815 + --- column 65: 0.0792156 + --- column 66: 0.0712741 + --- column 50: 0.835717 + --- column 44: 0.309436 + --- column 10: 0.594859 + --- column 55: 0.631327 + --- column 100: 0.800744 + --- column 86: 0.527256 + +-- node 26 was split into node 47 (left) and 48 (right) + +-- attempting to split node 27 (N = 503, try number 1) + + -- N obs (unweighted): 324 + -- columns sampled (showing up to 5) + + 119 120 14 88 25 + + + -- linear combo weights (showing up to 5) + + 0.0219 -0.6514 1.8438 -1.8715 -0.1070 + + + + -- lower cutpoint: -5.56616 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.19892 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.54229 (4.02495), N = 444 moving right + --- -1.92081 (6.99683), N = 349 moving right + --- -0.506497 (7.85084), N = 245 moving right + --- 1.38373 (12.2326), N = 94 moving right + --- 1.86983 (10.946), N = 81 moving right + + -- best stat: 12.2326, min to split: 0 + + -- p-values: + --- column 119: 0.986451 + --- column 120: 0.617161 + --- column 14: 0.0207565* + --- column 88: 0.141321 + --- column 25: 0.899935 + --- column 24: 0.378179 + --- column 66: 0.35239 + --- column 0: 6.31652e-07*** [+1 to VI numerator] + --- column 59: 0.18695 + --- column 72: 0.475249 + --- column 70: 0.443941 + --- column 105: 0.823998 + +-- node 27 was split into node 49 (left) and 50 (right) + +-- attempting to split node 28 (N = 510, try number 1) + + -- N obs (unweighted): 327 + -- columns sampled (showing up to 5) + + 20 42 121 94 57 + + + -- linear combo weights (showing up to 5) + + 3.3405 0.0700 -2.3845 8.9007 -1.1632 + + + + -- lower cutpoint: -12.6059 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.74068 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.78322 (6.56192), N = 294 moving right + --- -6.25854 (11.3344), N = 255 moving right + --- -4.88078 (10.8133), N = 161 moving right + --- -2.77566 (4.0399), N = 81 moving right + --- -2.2537 (5.55136), N = 65 moving right + + -- best stat: 11.3344, min to split: 0 + + -- p-values: + --- column 20: 0.082598 + --- column 42: 0.953157 + --- column 121: 0.202049 + --- column 94: 0.00368041** [+1 to VI numerator] + --- column 57: 0.208478 + --- column 110: 0.6193 + --- column 26: 0.432256 + --- column 115: 0.904154 + --- column 82: 0.670643 + --- column 75: 0.924168 + --- column 93: 0.284841 + --- column 113: 0.452907 + +-- node 28 was split into node 51 (left) and 52 (right) + +-- attempting to split node 29 (N = 48, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 49 7 45 0 79 + + + -- linear combo weights (showing up to 5) + + -14.8573 6.8840 7.6364 -0.4845 -4.4320 + + + + -- lower cutpoint: -19.5486 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.45242 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.437 (29.4039), N = 35 moving right + --- -14.1289 (87.4794), N = 28 moving right + --- -8.8477 (75.0008), N = 23 moving right + --- -7.84097 (82.5765), N = 22 moving right + --- -5.3555 (57.787), N = 12 moving right + + -- best stat: 87.4794, min to split: 0 + + -- p-values: + --- column 49: 0.108227 + --- column 7: 0.465915 + --- column 45: 0.0823122 + --- column 0: 0.9494 + --- column 79: 0.384767 + --- column 122: 0.794638 + --- column 70: 0.825674 + --- column 78: 0.121412 + +-- node 29 was split into node 53 (left) and 54 (right) + +-- attempting to split node 30 (N = 148, try number 1) + + -- N obs (unweighted): 99 + -- columns sampled (showing up to 5) + + 124 24 73 53 60 + + + -- linear combo weights (showing up to 5) + + 10.0772 -0.7181 -0.0884 -3.0395 -0.9363 + + + + -- lower cutpoint: 1.12514 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.9783 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.12514 (14.1098), N = 138 moving right + --- 5.08278 (15.3379), N = 119 moving right + --- 6.45108 (6.946), N = 100 moving right + --- 8.69209 (1.61256), N = 42 moving right + --- 9.01766 (1.33134), N = 40 moving right + + -- best stat: 15.3379, min to split: 0 + + -- p-values: + --- column 124: 0.0304023* + --- column 24: 0.851951 + --- column 73: 0.959802 + --- column 53: 0.398557 + --- column 60: 0.606866 + --- column 31: 0.698665 + --- column 82: 0.223344 + --- column 47: 0.211694 + --- column 27: 0.39134 + --- column 78: 0.805887 + --- column 76: 0.142022 + --- column 2: 0.511244 + +-- node 30 was split into node 55 (left) and 56 (right) + +-- attempting to split node 31 (N = 111, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 6 120 57 107 118 + + + -- linear combo weights (showing up to 5) + + 0.1811 0.0208 -0.5715 0.2948 0.5046 + + + + -- lower cutpoint: -0.846593 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.449781 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.813536 (0.00620146), N = 98 moving right + --- -0.511751 (0.0318746), N = 66 moving right + --- -0.39115 (0.0475994), N = 55 moving right + --- -0.381702 (0.0511598), N = 53 moving right + --- 0.449781 (0.424995), N = 11 moving right + + -- best stat: 0.424995, min to split: 0 + + -- p-values: + --- column 6: 0.435221 + --- column 120: 0.921966 + --- column 57: 0.065726 + --- column 107: 0.3462 + --- column 118: 0.010494* + --- column 78: 0.524225 + --- column 28: 0.0269073* + --- column 61: 0.271577 + --- column 123: 0.632441 + --- column 2: 0.619839 + --- column 115: 0.461465 + --- column 93: 0.650997 + +-- node 31 was split into node 57 (left) and 58 (right) + +-- attempting to split node 32 (N = 69, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 21 57 83 36 121 + + + -- linear combo weights (showing up to 5) + + -0.5125 -0.5081 22.1730 -0.8945 8.2312 + + + + -- lower cutpoint: -5.56624 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.56993 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.8441 (8.65271), N = 48 moving right + --- -1.18103 (8.41094), N = 46 moving right + --- -0.769554 (8.45873), N = 43 moving right + --- 0.0200095 (14.1487), N = 38 moving right + --- 5.41529 (15.8376), N = 13 moving right + + -- best stat: 15.8376, min to split: 0 + + -- p-values: + --- column 21: 0.909293 + --- column 57: 0.934768 + --- column 83: 0.334495 + --- column 36: 0.863582 + --- column 121: 0.110496 + --- column 82: 0.39414 + --- column 106: 0.29959 + --- column 70: 0.59653 + --- column 60: 0.973474 + --- column 95: 0.804523 + --- column 115: 0.0726135 + --- column 51: 0.938905 + +-- node 32 was split into node 59 (left) and 60 (right) + +-- sprouting node 33 into a leaf (N = 11) + +-- sprouting node 34 into a leaf (N = 13) + +-- attempting to split node 35 (N = 178, try number 1) + + -- N obs (unweighted): 115 + -- columns sampled (showing up to 5) + + 100 113 114 43 45 + + + -- linear combo weights (showing up to 5) + + 0.9991 -5.1033 0.1950 -8.7422 2.8362 + + + + -- lower cutpoint: -9.56609 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.4359 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.22034 (10.2657), N = 153 moving right + --- -6.74017 (7.51796), N = 144 moving right + --- -4.90216 (8.33804), N = 117 moving right + --- -1.13226 (12.2103), N = 60 moving right + --- 2.76489 (24.2396), N = 17 moving right + + -- best stat: 24.2396, min to split: 0 + + -- p-values: + --- column 100: 0.330757 + --- column 113: 0.196887 + --- column 114: 0.915297 + --- column 43: 0.784395 + --- column 45: 0.307826 + --- column 119: 0.728479 + --- column 56: 0.0441519* + --- column 41: 0.963183 + --- column 44: 0.867109 + --- column 19: 0.57702 + --- column 12: 0.867219 + --- column 117: 0.15381 + +-- node 35 was split into node 61 (left) and 62 (right) + +-- attempting to split node 36 (N = 23, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 82 66 70 85 59 + + + -- linear combo weights (showing up to 5) + + -5.6433 -1.3887 5.5935 3.5611 -16.3768 + + + + -- lower cutpoint: 5.82326 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.66549 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.82326 (12.876), N = 13 moving right + --- 6.166 (4.85083), N = 12 moving right + --- 6.66549 (1.03627), N = 11 moving right + + -- best stat: 12.876, min to split: 0 + + -- p-values: + --- column 82: 0.649572 + --- column 66: 0.928876 + --- column 70: 0.517763 + --- column 85: 0.8229 + --- column 59: 0.517241 + +-- node 36 was split into node 63 (left) and 64 (right) + +-- attempting to split node 37 (N = 45, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 28 76 118 46 117 + + + -- linear combo weights (showing up to 5) + + -3.0714 -0.1830 11.6697 -3.4922 12.3989 + + + + -- lower cutpoint: 4.58062 + - n_obs, left node: 11 + + + -- upper cutpoint: 16.2073 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.10491 (65.1527), N = 31 moving right + --- 10.8229 (42.1393), N = 24 moving right + --- 12.6701 (41.9855), N = 22 moving right + --- 13.58 (16.0152), N = 17 moving right + --- 15.2872 (18.1878), N = 12 moving right + + -- best stat: 65.1527, min to split: 0 + + -- p-values: + --- column 28: 0.199598 + --- column 76: 0.973275 + --- column 118: 0.0644604 + --- column 46: 0.517161 + --- column 117: 0.176036 + --- column 112: 0.579604 + --- column 30: 0.785762 + --- column 72: 0.13967 + --- column 59: 0.113703 + --- column 57: 0.134195 + --- column 79: 0.16778 + +-- node 37 was split into node 65 (left) and 66 (right) + +-- sprouting node 38 into a leaf (N = 17) + +-- sprouting node 39 into a leaf (N = 11) + +-- sprouting node 40 into a leaf (N = 12) + +-- sprouting node 41 into a leaf (N = 10) + +-- sprouting node 42 into a leaf (N = 11) + +-- sprouting node 43 into a leaf (N = 35) + +-- attempting to split node 44 (N = 28, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 78 33 90 31 96 + + + -- linear combo weights (showing up to 5) + + 1.2993 -0.9656 0.4609 1.1097 -0.1459 + + + + -- lower cutpoint: -2.01296 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.936281 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.01296 (0.161765), N = 17 moving right + --- -1.76146 (0.1875), N = 16 moving right + --- -1.1386 (0.333333), N = 12 moving right + --- -1.05572 (0.386364), N = 11 moving right + --- -0.936281 (0.45), N = 10 moving right + + -- best stat: 0.45, min to split: 0 + + -- p-values: + --- column 78: 0.386379 + --- column 33: 0.198919 + --- column 90: 0.565099 + --- column 31: 0.517715 + --- column 96: 0.856624 + --- column 48: 0.909288 + +-- node 44 was split into node 67 (left) and 68 (right) + +-- attempting to split node 45 (N = 33, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 86 34 117 55 2 + + + -- linear combo weights (showing up to 5) + + 0.2594 -0.2939 0.2946 -0.3538 -0.4792 + + + + -- lower cutpoint: -0.184016 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.712075 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0129753 (0.0881684), N = 20 moving right + --- 0.187662 (0.0892562), N = 18 moving right + --- 0.2961 (0.0908011), N = 17 moving right + --- 0.52457 (0.0997673), N = 14 moving right + --- 0.712075 (0.126498), N = 10 moving right + + -- best stat: 0.126498, min to split: 0 + + -- p-values: + --- column 86: 0.700792 + --- column 34: 0.648974 + --- column 117: 0.590305 + --- column 55: 0.568946 + --- column 2: 0.231496 + --- column 104: 0.889132 + +-- node 45 was split into node 69 (left) and 70 (right) + +-- sprouting node 46 into a leaf (N = 15) + +-- attempting to split node 47 (N = 97, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 105 63 2 69 38 + + + -- linear combo weights (showing up to 5) + + 0.2906 -3.6155 1.4524 0.4321 0.7040 + + + + -- lower cutpoint: -4.26314 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.0923 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.6372 (29.1752), N = 83 moving right + --- -0.0978407 (19.0104), N = 76 moving right + --- 0.849637 (32.8946), N = 63 moving right + --- 1.066 (25.0971), N = 60 moving right + --- 5.92444 (11.5935), N = 32 moving right + + -- best stat: 32.8946, min to split: 0 + + -- p-values: + --- column 105: 0.913573 + --- column 63: 0.113988 + --- column 2: 0.362337 + --- column 69: 0.944643 + --- column 38: 0.78702 + --- column 6: 0.139806 + --- column 73: 0.913659 + --- column 22: 0.392527 + --- column 121: 0.230714 + --- column 49: 0.834543 + --- column 4: 0.900652 + --- column 57: 0.838622 + +-- node 47 was split into node 71 (left) and 72 (right) + +-- sprouting node 48 into a leaf (N = 17) + +-- attempting to split node 49 (N = 409, try number 1) + + -- N obs (unweighted): 258 + -- columns sampled (showing up to 5) + + 100 111 58 38 76 + + + -- linear combo weights (showing up to 5) + + -0.5996 3.3815 -1.6417 -0.5182 -1.7558 + + + + -- lower cutpoint: -5.81999 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.02684 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.96018 (6.61754), N = 137 moving right + --- 1.06285 (6.06322), N = 130 moving right + --- 1.667 (10.2644), N = 103 moving right + --- 1.7914 (9.23177), N = 95 moving right + --- 2.90722 (4.18892), N = 45 moving right + + -- best stat: 10.2644, min to split: 0 + + -- p-values: + --- column 100: 0.462688 + --- column 111: 0.0829242 + --- column 58: 0.0939176 + --- column 38: 0.57225 + --- column 76: 0.179942 + --- column 14: 0.170009 + --- column 49: 0.537973 + --- column 2: 0.413832 + --- column 90: 0.777918 + --- column 73: 0.30393 + --- column 103: 0.458977 + --- column 63: 0.314546 + +-- node 49 was split into node 73 (left) and 74 (right) + +-- attempting to split node 50 (N = 94, try number 1) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 36 32 52 113 91 + + + -- linear combo weights (showing up to 5) + + 3.6426 -1.0930 0.6550 -1.7025 0.8780 + + + + -- lower cutpoint: -5.98993 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.18412 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.95974 (6.20081), N = 72 moving right + --- -2.86646 (4.16293), N = 49 moving right + --- -1.90057 (1.53916), N = 42 moving right + --- -1.4115 (2.59117), N = 35 moving right + --- -1.29584 (3.04879), N = 33 moving right + + -- best stat: 6.20081, min to split: 0 + + -- p-values: + --- column 36: 0.16313 + --- column 32: 0.671711 + --- column 52: 0.925553 + --- column 113: 0.78173 + --- column 91: 0.670246 + --- column 44: 0.925814 + --- column 31: 0.272153 + --- column 13: 0.940698 + --- column 48: 0.93103 + --- column 27: 0.778921 + --- column 108: 0.538161 + --- column 39: 0.825446 + +-- node 50 was split into node 75 (left) and 76 (right) + +-- attempting to split node 51 (N = 255, try number 1) + + -- N obs (unweighted): 161 + -- columns sampled (showing up to 5) + + 5 47 87 115 28 + + + -- linear combo weights (showing up to 5) + + -3.5399 0.3756 -5.6424 -2.1307 -0.7383 + + + + -- lower cutpoint: -10.4501 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.48446 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.4166 (7.10217), N = 236 moving right + --- -8.3761 (12.7529), N = 224 moving right + --- -3.54323 (32.448), N = 150 moving right + --- -2.14598 (24.2244), N = 115 moving right + --- -0.372908 (14.4347), N = 74 moving right + + -- best stat: 32.448, min to split: 0 + + -- p-values: + --- column 5: 0.230682 + --- column 47: 0.928298 + --- column 87: 0.560381 + --- column 115: 0.53508 + --- column 28: 0.509499 + --- column 91: 0.0592053 + --- column 88: 0.420028 + --- column 124: 0.307422 + --- column 55: 0.50569 + --- column 41: 0.112687 + --- column 113: 0.303909 + --- column 107: 0.722789 + +-- node 51 was split into node 77 (left) and 78 (right) + +-- attempting to split node 52 (N = 255, try number 1) + + -- N obs (unweighted): 166 + -- columns sampled (showing up to 5) + + 57 86 10 44 125 + + + -- linear combo weights (showing up to 5) + + 2.2331 39.5539 0.3110 0.0235 0.5330 + + + + -- lower cutpoint: -19.4551 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.85397 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.62836 (19.6227), N = 163 moving right + --- -4.81878 (33.7014), N = 121 moving right + --- -1.71623 (26.7298), N = 73 moving right + --- -1.435 (23.0508), N = 68 moving right + --- 1.20163 (17.0105), N = 36 moving right + + -- best stat: 33.7014, min to split: 0 + + -- p-values: + --- column 57: 0.264761 + --- column 86: 2.263e-05*** [+1 to VI numerator] + --- column 10: 0.817041 + --- column 44: 0.986944 + --- column 125: 0.751118 + --- column 100: 0.812577 + --- column 5: 0.0820874 + --- column 60: 0.595001 + --- column 122: 0.545579 + --- column 85: 1.11825e-05*** [+1 to VI numerator] + --- column 98: 4.18723e-05*** [+1 to VI numerator] + --- column 119: 0.717396 + +-- node 52 was split into node 79 (left) and 80 (right) + +-- attempting to split node 53 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 28 91 125 + + + -- linear combo weights (showing up to 5) + + -1.8491 3.4579 -6.2403 + + + + -- lower cutpoint: 4.17598 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.28582 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 53 (N = 20, try number 2) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 27 56 33 + + + -- linear combo weights (showing up to 5) + + -2.1030 3.1112 -12.9618 + + + + -- lower cutpoint: -2.05163 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.05163 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.05163 (49), N = 10 moving right + + -- best stat: 49, min to split: 0 + + -- p-values: + --- column 27: 0.741978 + --- column 56: 0.498781 + --- column 33: 0.203228 + +-- node 53 was split into node 81 (left) and 82 (right) + +-- attempting to split node 54 (N = 28, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 108 96 8 117 113 + + + -- linear combo weights (showing up to 5) + + -7.6380 5.1556 0.1735 13.3669 11.8539 + + + + -- lower cutpoint: -12.2247 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.76933 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -12.2247 (63.2663), N = 18 moving right + --- -9.23189 (60.6173), N = 14 moving right + --- -8.816 (62.6976), N = 13 moving right + --- -5.76933 (59.7621), N = 11 moving right + + -- best stat: 63.2663, min to split: 0 + + -- p-values: + --- column 108: 0.0899547 + --- column 96: 0.0226623* + --- column 8: 0.953029 + --- column 117: 0.0463699* + --- column 113: 0.11613 + +-- node 54 was split into node 83 (left) and 84 (right) + +-- attempting to split node 55 (N = 29, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 22 35 40 67 26 + + + -- linear combo weights (showing up to 5) + + 15.0497 11.1728 0.4204 -4.3065 -0.4944 + + + + -- lower cutpoint: -0.885036 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.44218 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.781193 (21.2253), N = 18 moving right + --- 1.14632 (16.7461), N = 17 moving right + --- 1.57914 (20.3116), N = 14 moving right + --- 1.85931 (15.5824), N = 13 moving right + --- 3.79169 (21.0639), N = 12 moving right + + -- best stat: 21.2253, min to split: 0 + + -- p-values: + --- column 22: 0.490163 + --- column 35: 0.272349 + --- column 40: 0.973249 + --- column 67: 0.627001 + --- column 26: 0.87568 + --- column 51: 0.980212 + --- column 117: 0.264734 + +-- node 55 was split into node 85 (left) and 86 (right) + +-- attempting to split node 56 (N = 119, try number 1) + + -- N obs (unweighted): 78 + -- columns sampled (showing up to 5) + + 62 117 24 90 59 + + + -- linear combo weights (showing up to 5) + + 9.1905 1.3545 -6.0508 0.5604 -6.9116 + + + + -- lower cutpoint: -2.88462 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.25962 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.36392 (9.29977), N = 103 moving right + --- 0.93858 (11.2939), N = 62 moving right + --- 4.2028 (3.95648), N = 31 moving right + --- 4.72344 (3.33329), N = 23 moving right + --- 4.81543 (3.40779), N = 22 moving right + + -- best stat: 11.2939, min to split: 0 + + -- p-values: + --- column 62: 0.193964 + --- column 117: 0.595347 + --- column 24: 0.0831101 + --- column 90: 0.727464 + --- column 59: 0.115879 + --- column 5: 0.538459 + --- column 97: 0.160329 + --- column 52: 0.164791 + --- column 54: 0.239142 + --- column 22: 0.607772 + --- column 63: 0.178623 + --- column 15: 0.678644 + +-- node 56 was split into node 87 (left) and 88 (right) + +-- sprouting node 57 into a leaf (N = 100) + +-- sprouting node 58 into a leaf (N = 11) + +-- attempting to split node 59 (N = 56, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 81 11 2 92 46 + + + -- linear combo weights (showing up to 5) + + 2.0144 -9.8276 -0.0707 6.7238 -11.8750 + + + + -- lower cutpoint: -1.83789 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.8706 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.32678 (11.3623), N = 43 moving right + --- -0.395029 (16.2857), N = 39 moving right + --- 1.08154 (21.0959), N = 32 moving right + --- 1.96435 (25.5386), N = 28 moving right + --- 4.45857 (22.5316), N = 22 moving right + + -- best stat: 25.5386, min to split: 0 + + -- p-values: + --- column 81: 0.578549 + --- column 11: 0.0796772 + --- column 2: 0.969885 + --- column 92: 0.0763394 + --- column 46: 0.000922752*** [+1 to VI numerator] + --- column 36: 0.733921 + --- column 24: 0.0579932 + --- column 35: 0.0530634 + --- column 82: 0.12324 + --- column 45: 0.156422 + --- column 51: 0.7919 + --- column 119: 0.365465 + +-- node 59 was split into node 89 (left) and 90 (right) + +-- sprouting node 60 into a leaf (N = 13) + +-- attempting to split node 61 (N = 161, try number 1) + + -- N obs (unweighted): 103 + -- columns sampled (showing up to 5) + + 80 86 56 81 88 + + + -- linear combo weights (showing up to 5) + + -0.7028 7.7521 -0.4711 0.0353 -10.9739 + + + + -- lower cutpoint: -9.50562 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.96631 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.46819 (3.78275), N = 144 moving right + --- -5.49582 (5.2851), N = 118 moving right + --- -4.15582 (5.56022), N = 103 moving right + --- 1.64269 (25.7881), N = 20 moving right + --- 2.13455 (21.0099), N = 15 moving right + + -- best stat: 25.7881, min to split: 0 + + -- p-values: + --- column 80: 0.800124 + --- column 86: 0.369872 + --- column 56: 0.84852 + --- column 81: 0.98331 + --- column 88: 0.214767 + --- column 59: 0.378483 + --- column 108: 0.802791 + --- column 48: 0.730703 + --- column 111: 0.443193 + --- column 75: 0.0111864* + --- column 103: 0.126837 + --- column 58: 0.331794 + +-- node 61 was split into node 91 (left) and 92 (right) + +-- sprouting node 62 into a leaf (N = 17) + +-- sprouting node 63 into a leaf (N = 10) + +-- sprouting node 64 into a leaf (N = 13) + +-- sprouting node 65 into a leaf (N = 14) + +-- attempting to split node 66 (N = 31, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 84 79 5 77 6 + + + -- linear combo weights (showing up to 5) + + -1.2136 -1.5005 -14.5911 6.8154 -21.1040 + + + + -- lower cutpoint: -9.64416 + - n_obs, left node: 11 + + + -- upper cutpoint: -8.53171 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.3734 (3.38914), N = 18 moving right + --- -9.18692 (2.59745), N = 15 moving right + --- -9.16997 (10.1932), N = 13 moving right + --- -9.12146 (8.0247), N = 12 moving right + --- -8.78423 (7.16754), N = 11 moving right + + -- best stat: 10.1932, min to split: 0 + + -- p-values: + --- column 84: 0.774483 + --- column 79: 0.759209 + --- column 5: 0.337759 + --- column 77: 0.510914 + --- column 6: 0.214298 + --- column 49: 0.486338 + --- column 29: 0.51995 + +-- node 66 was split into node 93 (left) and 94 (right) + +-- sprouting node 67 into a leaf (N = 18) + +-- sprouting node 68 into a leaf (N = 10) + +-- attempting to split node 69 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 12 30 58 45 + + + -- linear combo weights (showing up to 5) + + -0.0881 0.2581 -0.4121 -0.0220 + + + + -- lower cutpoint: -0.268333 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.24681 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.268333 (0.0329954), N = 12 moving right + --- -0.24681 (0.0277253), N = 11 moving right + + -- best stat: 0.0329954, min to split: 0 + + -- p-values: + --- column 12: 0.686689 + --- column 30: 0.0272608* + --- column 58: 0.00163577** [+1 to VI numerator] + --- column 45: 0.82324 + +-- node 69 was split into node 95 (left) and 96 (right) + +-- sprouting node 70 into a leaf (N = 10) + +-- attempting to split node 71 (N = 34, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 24 22 69 109 82 + + + -- linear combo weights (showing up to 5) + + -26.5899 41.5733 -3.3587 3.2593 -14.1310 + + + + -- lower cutpoint: -17.2058 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.0111695 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -17.2058 (73.804), N = 23 moving right + --- -17.1985 (78.2249), N = 22 moving right + --- -15.1659 (114.94), N = 18 moving right + --- -13.9648 (107.627), N = 16 moving right + --- 0.0111695 (87.8542), N = 12 moving right + + -- best stat: 114.94, min to split: 0 + + -- p-values: + --- column 24: 0.00189627** [+1 to VI numerator] + --- column 22: 6.91917e-05*** [+1 to VI numerator] + --- column 69: 0.119715 + --- column 109: 0.155598 + --- column 82: 0.0718924 + --- column 54: 0.860182 + +-- node 71 was split into node 97 (left) and 98 (right) + +-- attempting to split node 72 (N = 63, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 74 89 24 9 23 + + + -- linear combo weights (showing up to 5) + + 1.2169 -0.0646 -0.2505 1.5969 -3.0180 + + + + -- lower cutpoint: -5.98836 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.38194 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.59635 (17.3189), N = 51 moving right + --- -1.8142 (31.5587), N = 36 moving right + --- -1.53926 (30.2658), N = 35 moving right + --- 0.574826 (33.2804), N = 27 moving right + --- 1.67845 (35.2577), N = 25 moving right + + -- best stat: 35.2577, min to split: 0 + + -- p-values: + --- column 74: 0.907413 + --- column 89: 0.985416 + --- column 24: 0.992197 + --- column 9: 0.689931 + --- column 23: 0.913623 + --- column 119: 0.664785 + --- column 124: 0.114284 + --- column 100: 0.342815 + --- column 57: 0.393067 + --- column 97: 0.371594 + --- column 61: 0.209584 + --- column 87: 0.962068 + +-- node 72 was split into node 99 (left) and 100 (right) + +-- attempting to split node 73 (N = 306, try number 1) + + -- N obs (unweighted): 188 + -- columns sampled (showing up to 5) + + 40 52 13 77 81 + + + -- linear combo weights (showing up to 5) + + 0.1115 -1.1252 5.8124 0.0951 1.3442 + + + + -- lower cutpoint: -4.34848 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.64565 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.45654 (2.63149), N = 272 moving right + --- -2.27449 (2.37032), N = 264 moving right + --- 0.525712 (2.97183), N = 156 moving right + --- 0.583785 (1.87197), N = 150 moving right + --- 4.24525 (3.07882), N = 20 moving right + + -- best stat: 3.07882, min to split: 0 + + -- p-values: + --- column 40: 0.960408 + --- column 52: 0.736741 + --- column 13: 0.367106 + --- column 77: 0.935497 + --- column 81: 0.224003 + --- column 60: 0.31214 + --- column 36: 0.339626 + --- column 48: 0.213562 + --- column 24: 0.558798 + --- column 51: 0.045868* + --- column 4: 0.602189 + --- column 54: 0.192042 + +-- node 73 was split into node 101 (left) and 102 (right) + +-- attempting to split node 74 (N = 103, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 15 45 71 16 69 + + + -- linear combo weights (showing up to 5) + + 1.3330 6.6173 2.5801 -8.0969 -4.5704 + + + + -- lower cutpoint: -13.3628 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.618543 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.1545 (12.3885), N = 82 moving right + --- -6.11555 (28.1386), N = 49 moving right + --- -4.54696 (25.6959), N = 31 moving right + --- -4.02258 (22.6322), N = 30 moving right + --- -0.710896 (28.0339), N = 13 moving right + + -- best stat: 28.1386, min to split: 0 + + -- p-values: + --- column 15: 0.772601 + --- column 45: 0.104653 + --- column 71: 0.778305 + --- column 16: 0.244251 + --- column 69: 0.287335 + --- column 54: 0.105829 + --- column 73: 0.429056 + --- column 96: 0.000405468*** [+1 to VI numerator] + --- column 98: 0.0608382 + --- column 36: 0.399251 + --- column 72: 0.547248 + --- column 7: 0.0139183* + +-- node 74 was split into node 103 (left) and 104 (right) + +-- attempting to split node 75 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 98 16 43 109 + + + -- linear combo weights (showing up to 5) + + -15.1404 2.5037 -1.9701 -4.6780 + + + + -- lower cutpoint: -18.4842 + - n_obs, left node: 12 + + + -- upper cutpoint: -18.4842 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -18.4842 (83.4849), N = 10 moving right + + -- best stat: 83.4849, min to split: 0 + + -- p-values: + --- column 98: 0.221582 + --- column 16: 0.779177 + --- column 43: 0.722882 + --- column 109: 0.250578 + +-- node 75 was split into node 105 (left) and 106 (right) + +-- attempting to split node 76 (N = 72, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 109 89 101 47 30 + + + -- linear combo weights (showing up to 5) + + -1.8070 -1.4276 -17.0543 -1.4828 7.1547 + + + + -- lower cutpoint: -6.43319 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.86073 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.80412 (8.2391), N = 49 moving right + --- -2.81826 (17.3187), N = 32 moving right + --- -2.2749 (17.7259), N = 28 moving right + --- -0.820596 (15.7468), N = 22 moving right + --- -0.794145 (15.1984), N = 21 moving right + + -- best stat: 17.7259, min to split: 0 + + -- p-values: + --- column 109: 0.732181 + --- column 89: 0.510575 + --- column 101: 0.19876 + --- column 47: 0.719042 + --- column 30: 0.110992 + --- column 121: 0.128036 + --- column 104: 0.944599 + --- column 43: 0.990763 + --- column 70: 0.4179 + --- column 19: 0.086043 + --- column 21: 0.284231 + --- column 87: 0.467756 + +-- node 76 was split into node 107 (left) and 108 (right) + +-- attempting to split node 77 (N = 105, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 122 93 92 108 37 + + + -- linear combo weights (showing up to 5) + + 1.9050 -23.7854 -4.3791 0.0744 1.8446 + + + + -- lower cutpoint: -7.25398 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1209 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.38055 (14.8133), N = 89 moving right + --- -3.23517 (14.7213), N = 86 moving right + --- 1.74462 (23.2517), N = 58 moving right + --- 2.03558 (19.898), N = 56 moving right + --- 9.46666 (25.548), N = 15 moving right + + -- best stat: 25.548, min to split: 0 + + -- p-values: + --- column 122: 0.399828 + --- column 93: 0.157738 + --- column 92: 0.521675 + --- column 108: 0.98873 + --- column 37: 0.293046 + --- column 66: 0.117862 + --- column 50: 0.00347612** [+1 to VI numerator] + --- column 59: 0.668364 + --- column 63: 0.25702 + --- column 110: 0.227897 + --- column 21: 0.934095 + --- column 121: 0.893019 + +-- node 77 was split into node 109 (left) and 110 (right) + +-- attempting to split node 78 (N = 150, try number 1) + + -- N obs (unweighted): 93 + -- columns sampled (showing up to 5) + + 63 104 44 50 114 + + + -- linear combo weights (showing up to 5) + + -14.3288 -7.9164 -2.9053 1.0084 1.1829 + + + + -- lower cutpoint: -10.8007 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.0883042 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.7557 (6.69825), N = 138 moving right + --- -10.4679 (10.6461), N = 136 moving right + --- -8.43424 (7.91559), N = 103 moving right + --- -6.90717 (12.7543), N = 93 moving right + --- -5.69437 (17.2678), N = 69 moving right + + -- best stat: 17.2678, min to split: 0 + + -- p-values: + --- column 63: 0.132581 + --- column 104: 0.115234 + --- column 44: 0.427743 + --- column 50: 0.498688 + --- column 114: 0.855851 + --- column 107: 0.782951 + --- column 26: 0.673254 + --- column 2: 0.416001 + --- column 47: 0.715237 + --- column 59: 0.760545 + --- column 102: 0.239607 + --- column 67: 0.808898 + +-- node 78 was split into node 111 (left) and 112 (right) + +-- attempting to split node 79 (N = 134, try number 1) + + -- N obs (unweighted): 81 + -- columns sampled (showing up to 5) + + 36 86 89 60 56 + + + -- linear combo weights (showing up to 5) + + -3.1159 2.6498 -2.4668 3.7899 -0.0490 + + + + -- lower cutpoint: -17.2511 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.8281 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -15.7651 (15.9905), N = 110 moving right + --- -12.2588 (20.3861), N = 66 moving right + --- -8.7234 (33.5163), N = 37 moving right + --- -4.68389 (19.8714), N = 15 moving right + --- -2.8281 (12.8488), N = 10 moving right + + -- best stat: 33.5163, min to split: 0 + + -- p-values: + --- column 36: 0.414833 + --- column 86: 0.614876 + --- column 89: 0.454392 + --- column 60: 0.717494 + --- column 56: 0.989036 + --- column 97: 0.608577 + --- column 52: 0.633288 + --- column 20: 0.0595639 + --- column 54: 0.503257 + --- column 34: 0.947163 + --- column 23: 0.493403 + --- column 30: 0.547178 + +-- node 79 was split into node 113 (left) and 114 (right) + +-- attempting to split node 80 (N = 121, try number 1) + + -- N obs (unweighted): 85 + -- columns sampled (showing up to 5) + + 83 48 49 4 103 + + + -- linear combo weights (showing up to 5) + + -9.5990 -3.8258 -0.5028 -2.2321 1.4846 + + + + -- lower cutpoint: -2.45284 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.5714 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.85469 (21.2563), N = 83 moving right + --- 5.77082 (17.2315), N = 72 moving right + --- 6.2906 (11.2205), N = 62 moving right + --- 8.00887 (11.9238), N = 47 moving right + --- 10.8751 (9.92478), N = 27 moving right + + -- best stat: 21.2563, min to split: 0 + + -- p-values: + --- column 83: 0.0469525* + --- column 48: 0.232458 + --- column 49: 0.827064 + --- column 4: 0.283052 + --- column 103: 0.838846 + --- column 73: 0.740263 + --- column 104: 0.491028 + --- column 123: 0.996681 + --- column 63: 0.133433 + --- column 6: 0.000159279*** [+1 to VI numerator] + --- column 47: 0.00110409** [+1 to VI numerator] + --- column 28: 0.711405 + +-- node 80 was split into node 115 (left) and 116 (right) + +-- sprouting node 81 into a leaf (N = 10) + +-- sprouting node 82 into a leaf (N = 10) + +-- sprouting node 83 into a leaf (N = 10) + +-- sprouting node 84 into a leaf (N = 18) + +-- sprouting node 85 into a leaf (N = 11) + +-- sprouting node 86 into a leaf (N = 18) + +-- attempting to split node 87 (N = 57, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 43 88 66 9 71 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 87 (N = 57, try number 2) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 56 62 19 21 105 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 87 (N = 57, try number 3) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 57 4 94 52 29 + + + -- linear combo weights (showing up to 5) + + -3.1154 -1.8057 10.3520 47.9176 5.0174 + + + + -- lower cutpoint: -24.5077 + - n_obs, left node: 10 + + + -- upper cutpoint: -13.0797 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -21.3162 (23.6479), N = 38 moving right + --- -19.2694 (19.0863), N = 28 moving right + --- -17.9805 (14.6859), N = 21 moving right + --- -17.3339 (15.9972), N = 17 moving right + --- -13.9912 (14.3436), N = 11 moving right + + -- best stat: 23.6479, min to split: 0 + + -- p-values: + --- column 57: 0.167114 + --- column 4: 0.557513 + --- column 94: 0.286625 + --- column 52: 0.353436 + --- column 29: 0.129461 + --- column 65: 0.524589 + --- column 24: 0.623229 + --- column 116: 0.237334 + --- column 87: 0.130801 + --- column 119: 0.443162 + --- column 85: 0.272593 + --- column 77: 0.341672 + +-- node 87 was split into node 117 (left) and 118 (right) + +-- attempting to split node 88 (N = 62, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 29 91 8 54 21 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 88 (N = 62, try number 2) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 12 65 71 31 88 + + + -- linear combo weights (showing up to 5) + + 2.1829 -0.2988 1.6061 -2.4599 -0.3102 + + + + -- lower cutpoint: -5.25122 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.485543 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.25122 (2.68439), N = 51 moving right + --- -5.08308 (2.54021), N = 49 moving right + --- -3.5702 (2.19007), N = 39 moving right + --- -3.39447 (2.30529), N = 36 moving right + --- -3.05654 (2.49844), N = 31 moving right + + -- best stat: 2.68439, min to split: 0 + + -- p-values: + --- column 12: 0.0289098* + --- column 65: 0.530575 + --- column 71: 0.169499 + --- column 31: 0.0481171* + --- column 88: 0.846477 + --- column 58: 0.730494 + --- column 7: 0.0281731* + --- column 49: 0.151753 + --- column 105: 0.386084 + --- column 57: 0.636637 + --- column 42: 0.00445681** [+1 to VI numerator] + --- column 30: 0.276633 + +-- node 88 was split into node 119 (left) and 120 (right) + +-- attempting to split node 89 (N = 28, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 48 122 124 28 12 + + + -- linear combo weights (showing up to 5) + + 0.4628 -0.1751 -0.2203 1.4096 0.1980 + + + + -- lower cutpoint: -0.0888981 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.386937 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0888981 (0.355556), N = 18 moving right + --- -0.0153143 (0.333333), N = 16 moving right + --- -0.00980553 (0.326531), N = 14 moving right + --- 0.0369041 (0.333333), N = 12 moving right + --- 0.386937 (0.355556), N = 10 moving right + + -- best stat: 0.355556, min to split: 0 + + -- p-values: + --- column 48: 0.700084 + --- column 122: 0.881749 + --- column 124: 0.928026 + --- column 28: 0.335707 + --- column 12: 0.634924 + +-- node 89 was split into node 121 (left) and 122 (right) + +-- attempting to split node 90 (N = 28, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 23 35 116 10 31 + + + -- linear combo weights (showing up to 5) + + 2.4887 9.2854 -3.0348 5.9404 -3.0725 + + + + -- lower cutpoint: -5.41908 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.79441 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.41908 (7.63495), N = 18 moving right + --- -5.32809 (11.9028), N = 17 moving right + --- -5.14746 (5.0979), N = 16 moving right + --- -4.73526 (9.75171), N = 13 moving right + --- -3.79441 (23.4207), N = 10 moving right + + -- best stat: 23.4207, min to split: 0 + + -- p-values: + --- column 23: 0.484641 + --- column 35: 0.238092 + --- column 116: 0.573739 + --- column 10: 0.20602 + --- column 31: 0.67891 + --- column 45: 0.740811 + +-- node 90 was split into node 123 (left) and 124 (right) + +-- attempting to split node 91 (N = 141, try number 1) + + -- N obs (unweighted): 88 + -- columns sampled (showing up to 5) + + 94 99 73 38 60 + + + -- linear combo weights (showing up to 5) + + -7.5727 -7.2168 -2.1439 1.4582 5.1741 + + + + -- lower cutpoint: -4.89708 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.06117 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.13812 (5.70825), N = 112 moving right + --- -1.23111 (6.80248), N = 96 moving right + --- 1.7833 (19.9218), N = 48 moving right + --- 3.53107 (6.6199), N = 27 moving right + --- 3.72568 (7.06894), N = 21 moving right + + -- best stat: 19.9218, min to split: 0 + + -- p-values: + --- column 94: 0.11723 + --- column 99: 0.0912085 + --- column 73: 0.137862 + --- column 38: 0.338904 + --- column 60: 0.262103 + --- column 24: 0.442187 + --- column 121: 0.730843 + --- column 37: 0.98254 + --- column 107: 0.837825 + --- column 49: 0.734398 + --- column 54: 0.408688 + --- column 41: 0.603783 + +-- node 91 was split into node 125 (left) and 126 (right) + +-- attempting to split node 92 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 79 86 60 53 75 + + + -- linear combo weights (showing up to 5) + + 16.6774 -2.0441 13.8283 -9.5177 -15.1960 + + + + -- lower cutpoint: -19.4093 + - n_obs, left node: 10 + + + -- upper cutpoint: -19.4093 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -19.4093 (33.0625), N = 10 moving right + + -- best stat: 33.0625, min to split: 0 + + -- p-values: + --- column 79: 0.158148 + --- column 86: 0.870941 + --- column 60: 0.373712 + --- column 53: 0.0600684 + --- column 75: 0.304824 + +-- node 92 was split into node 127 (left) and 128 (right) + +-- sprouting node 93 into a leaf (N = 18) + +-- sprouting node 94 into a leaf (N = 13) + +-- sprouting node 95 into a leaf (N = 11) + +-- sprouting node 96 into a leaf (N = 12) + +-- sprouting node 97 into a leaf (N = 16) + +-- sprouting node 98 into a leaf (N = 18) + +-- attempting to split node 99 (N = 38, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 55 65 118 15 87 + + + -- linear combo weights (showing up to 5) + + -2.4413 2.0347 5.9070 -13.7462 11.9404 + + + + -- lower cutpoint: -2.18732 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.29584 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.18732 (35.4516), N = 28 moving right + --- -1.65787 (36.8039), N = 26 moving right + --- -1.24921 (35.6792), N = 23 moving right + --- 3.83529 (25.561), N = 17 moving right + --- 4.7428 (18.5751), N = 15 moving right + + -- best stat: 36.8039, min to split: 0 + + -- p-values: + --- column 55: 0.315086 + --- column 65: 0.636918 + --- column 118: 0.00957159** [+1 to VI numerator] + --- column 15: 0.0625669 + --- column 87: 0.0892786 + --- column 114: 0.343752 + --- column 12: 0.389128 + --- column 106: 0.118847 + +-- node 99 was split into node 129 (left) and 130 (right) + +-- attempting to split node 100 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 41 17 125 4 31 + + + -- linear combo weights (showing up to 5) + + -1.8058 -7.3408 -4.8048 -1.4479 7.1525 + + + + -- lower cutpoint: 2.16225 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.66924 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.16225 (20.6556), N = 14 moving right + --- 3.3129 (14.04), N = 13 moving right + --- 3.66924 (20.0738), N = 11 moving right + + -- best stat: 20.6556, min to split: 0 + + -- p-values: + --- column 41: 0.705461 + --- column 17: 0.0709925 + --- column 125: 0.201258 + --- column 4: 0.596869 + --- column 31: 0.0335294* + +-- node 100 was split into node 131 (left) and 132 (right) + +-- attempting to split node 101 (N = 286, try number 1) + + -- N obs (unweighted): 173 + -- columns sampled (showing up to 5) + + 96 86 89 94 12 + + + -- linear combo weights (showing up to 5) + + 3.4174 12.7533 1.5279 -6.6097 -1.5266 + + + + -- lower cutpoint: -4.31274 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.04452 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.87575 (6.93233), N = 237 moving right + --- 2.20587 (12.0647), N = 122 moving right + --- 5.47162 (2.66615), N = 40 moving right + --- 6.87508 (0.546548), N = 12 moving right + --- 7.04452 (0.226323), N = 10 moving right + + -- best stat: 12.0647, min to split: 0 + + -- p-values: + --- column 96: 0.0561396 + --- column 86: 0.0886342 + --- column 89: 0.277758 + --- column 94: 0.100977 + --- column 12: 0.41904 + --- column 6: 0.485575 + --- column 66: 0.938904 + --- column 32: 0.21285 + --- column 116: 0.547816 + --- column 109: 0.95835 + --- column 59: 0.192762 + --- column 88: 0.0971901 + +-- node 101 was split into node 133 (left) and 134 (right) + +-- attempting to split node 102 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 49 23 78 91 118 + + + -- linear combo weights (showing up to 5) + + -4.8132 6.0632 -0.2420 0.9594 -0.6667 + + + + -- lower cutpoint: 1.43443 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.07407 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 102 (N = 20, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 45 115 49 84 8 + + + -- linear combo weights (showing up to 5) + + -10.9824 -0.2808 -2.0573 2.6381 -9.3807 + + + + -- lower cutpoint: 1.4653 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.4653 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.4653 (37.21), N = 10 moving right + + -- best stat: 37.21, min to split: 0 + + -- p-values: + --- column 45: 0.0798658 + --- column 115: 0.918654 + --- column 49: 0.549808 + --- column 84: 0.532658 + --- column 8: 0.0717185 + +-- node 102 was split into node 135 (left) and 136 (right) + +-- attempting to split node 103 (N = 54, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 35 65 94 51 67 + + + -- linear combo weights (showing up to 5) + + -5.6649 4.5088 -17.4244 1.1857 -1.1642 + + + + -- lower cutpoint: -8.85789 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.6757 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.45196 (9.78119), N = 41 moving right + --- -6.31527 (41.5535), N = 32 moving right + --- -5.83385 (30.7747), N = 31 moving right + --- -2.26187 (37.1288), N = 28 moving right + --- -1.21023 (36.2826), N = 18 moving right + + -- best stat: 41.5535, min to split: 0 + + -- p-values: + --- column 35: 0.143065 + --- column 65: 0.547528 + --- column 94: 0.124821 + --- column 51: 0.725743 + --- column 67: 0.83619 + --- column 24: 0.981302 + --- column 30: 0.190244 + --- column 10: 0.602878 + --- column 32: 0.885398 + --- column 63: 0.0221453* + --- column 17: 0.223658 + --- column 3: 0.207037 + +-- node 103 was split into node 137 (left) and 138 (right) + +-- attempting to split node 104 (N = 49, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 84 0 14 9 29 + + + -- linear combo weights (showing up to 5) + + 0.7074 -5.2601 -2.4194 -0.7192 -2.5980 + + + + -- lower cutpoint: -2.13123 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.15105 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.13123 (0.762865), N = 38 moving right + --- -1.18656 (0.816362), N = 30 moving right + --- -0.332319 (0.382177), N = 25 moving right + --- 1.25116 (17.8027), N = 15 moving right + --- 1.33719 (20.4082), N = 14 moving right + + -- best stat: 20.4082, min to split: 0 + + -- p-values: + --- column 84: 0.927482 + --- column 0: 0.637291 + --- column 14: 0.530959 + --- column 9: 0.889041 + --- column 29: 0.416834 + --- column 15: 0.891773 + --- column 40: 0.753902 + --- column 102: 0.510288 + --- column 80: 0.464433 + --- column 122: 0.345058 + +-- node 104 was split into node 139 (left) and 140 (right) + +-- sprouting node 105 into a leaf (N = 12) + +-- sprouting node 106 into a leaf (N = 10) + +-- attempting to split node 107 (N = 44, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 103 63 67 38 55 + + + -- linear combo weights (showing up to 5) + + 7.4363 3.0852 -2.7437 1.5885 -4.6468 + + + + -- lower cutpoint: 2.48147 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.12949 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.73183 (7.5), N = 31 moving right + --- 4.5234 (4.90772), N = 29 moving right + --- 5.67203 (3.65364), N = 25 moving right + --- 6.52779 (4.55669), N = 16 moving right + --- 6.67618 (2.2017), N = 14 moving right + + -- best stat: 7.5, min to split: 0 + + -- p-values: + --- column 103: 0.350355 + --- column 63: 0.484395 + --- column 67: 0.316471 + --- column 38: 0.434775 + --- column 55: 0.228619 + --- column 56: 0.488126 + --- column 5: 0.559248 + --- column 82: 0.268327 + --- column 27: 0.887057 + +-- node 107 was split into node 141 (left) and 142 (right) + +-- attempting to split node 108 (N = 28, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 41 27 101 120 114 + + + -- linear combo weights (showing up to 5) + + 5.6177 3.2144 11.6954 4.1276 -14.3139 + + + + -- lower cutpoint: -1.30665 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.87917 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.30665 (25.5208), N = 16 moving right + --- 1.11567 (27.8926), N = 13 moving right + --- 2.69628 (21.3333), N = 12 moving right + --- 3.16496 (16.9201), N = 11 moving right + --- 3.87917 (14.7347), N = 10 moving right + + -- best stat: 27.8926, min to split: 0 + + -- p-values: + --- column 41: 0.0426087* + --- column 27: 0.0239745* + --- column 101: 0.0159251* + --- column 120: 0.529342 + --- column 114: 0.0119381* + --- column 33: 0.655264 + --- column 68: 0.714211 + +-- node 108 was split into node 143 (left) and 144 (right) + +-- attempting to split node 109 (N = 90, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 16 62 116 71 115 + + + -- linear combo weights (showing up to 5) + + 10.1774 -5.6819 8.7125 0.5071 -3.6842 + + + + -- lower cutpoint: 4.98257 + - n_obs, left node: 10 + + + -- upper cutpoint: 19.5778 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 10.416 (39.0322), N = 55 moving right + --- 14.1002 (54.1995), N = 39 moving right + --- 14.6854 (32.1796), N = 35 moving right + --- 18.2826 (11.6736), N = 18 moving right + --- 18.7343 (14.8902), N = 16 moving right + + -- best stat: 54.1995, min to split: 0 + + -- p-values: + --- column 16: 0.0843902 + --- column 62: 0.750242 + --- column 116: 0.0310189* + --- column 71: 0.964368 + --- column 115: 0.22619 + --- column 17: 0.538076 + --- column 79: 0.364259 + --- column 90: 0.992531 + --- column 47: 0.164624 + --- column 3: 0.139099 + --- column 86: 0.730351 + --- column 93: 0.19003 + +-- node 109 was split into node 145 (left) and 146 (right) + +-- sprouting node 110 into a leaf (N = 15) + +-- attempting to split node 111 (N = 81, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 74 65 87 39 19 + + + -- linear combo weights (showing up to 5) + + -0.6758 1.9303 -12.4093 0.8608 -5.2315 + + + + -- lower cutpoint: -0.111596 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.5493 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.312986 (6.20395), N = 66 moving right + --- 0.762858 (19.1348), N = 62 moving right + --- 3.00196 (11.0436), N = 52 moving right + --- 5.76571 (34.2436), N = 35 moving right + --- 8.56793 (20.2549), N = 18 moving right + + -- best stat: 34.2436, min to split: 0 + + -- p-values: + --- column 74: 0.823666 + --- column 65: 0.851499 + --- column 87: 0.274894 + --- column 39: 0.766239 + --- column 19: 0.384767 + --- column 53: 0.811185 + --- column 1: 0.240491 + --- column 80: 0.421392 + --- column 90: 0.494774 + --- column 17: 0.76541 + --- column 28: 0.189379 + --- column 21: 0.808891 + +-- node 111 was split into node 147 (left) and 148 (right) + +-- attempting to split node 112 (N = 69, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 16 94 0 124 76 + + + -- linear combo weights (showing up to 5) + + 2.0290 -11.5657 1.4956 -0.9000 15.8187 + + + + -- lower cutpoint: -3.96834 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.21027 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.73022 (11.9338), N = 57 moving right + --- 0.275857 (17.013), N = 37 moving right + --- 2.22864 (3.94876), N = 24 moving right + --- 2.22901 (2.55134), N = 22 moving right + --- 3.89269 (12.0402), N = 13 moving right + + -- best stat: 17.013, min to split: 0 + + -- p-values: + --- column 16: 0.712149 + --- column 94: 0.376459 + --- column 0: 0.337173 + --- column 124: 0.493935 + --- column 76: 0.137467 + --- column 15: 0.433766 + --- column 96: 0.354208 + --- column 103: 0.408718 + --- column 70: 0.0778523 + --- column 68: 0.958138 + --- column 79: 0.797201 + --- column 74: 0.406601 + +-- node 112 was split into node 149 (left) and 150 (right) + +-- attempting to split node 113 (N = 97, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 86 30 26 45 89 + + + -- linear combo weights (showing up to 5) + + 1.8128 -9.0411 2.8594 0.3221 -1.4301 + + + + -- lower cutpoint: -8.8855 + - n_obs, left node: 13 + + + -- upper cutpoint: 1.81053 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.77053 (8.64781), N = 69 moving right + --- -5.39059 (8.85414), N = 57 moving right + --- -3.16403 (21.8506), N = 39 moving right + --- -2.65593 (16.7347), N = 34 moving right + --- -0.617722 (5.75609), N = 19 moving right + + -- best stat: 21.8506, min to split: 0 + + -- p-values: + --- column 86: 0.832055 + --- column 30: 0.746675 + --- column 26: 0.423765 + --- column 45: 0.945629 + --- column 89: 0.752587 + --- column 10: 0.762634 + --- column 16: 0.404864 + --- column 15: 0.979597 + --- column 0: 0.250598 + --- column 54: 0.820953 + --- column 29: 0.89528 + --- column 58: 0.506814 + +-- node 113 was split into node 151 (left) and 152 (right) + +-- attempting to split node 114 (N = 37, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 4 37 91 89 44 + + + -- linear combo weights (showing up to 5) + + 0.6830 -2.1734 -5.9245 -2.4606 0.6964 + + + + -- lower cutpoint: -3.4519 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.7322 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.4519 (39.6854), N = 27 moving right + --- 5.62736 (40.3093), N = 16 moving right + --- 6.04654 (22.8488), N = 13 moving right + --- 6.63444 (12.6442), N = 11 moving right + --- 6.7322 (20.001), N = 10 moving right + + -- best stat: 40.3093, min to split: 0 + + -- p-values: + --- column 4: 0.854517 + --- column 37: 0.380607 + --- column 91: 0.20737 + --- column 89: 0.44546 + --- column 44: 0.797724 + --- column 36: 0.899324 + --- column 108: 0.393705 + --- column 27: 0.0587623 + +-- node 114 was split into node 153 (left) and 154 (right) + +-- attempting to split node 115 (N = 38, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 112 98 17 23 99 + + + -- linear combo weights (showing up to 5) + + -10.4611 7.1009 0.6946 8.3512 -4.3425 + + + + -- lower cutpoint: -1.7807 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.80852 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.749333 (83.7182), N = 27 moving right + --- 1.87555 (62.6198), N = 24 moving right + --- 3.99822 (48.2659), N = 19 moving right + --- 4.78347 (45.3615), N = 18 moving right + --- 5.70186 (39.1064), N = 13 moving right + + -- best stat: 83.7182, min to split: 0 + + -- p-values: + --- column 112: 0.167044 + --- column 98: 0.0926362 + --- column 17: 0.819891 + --- column 23: 0.682537 + --- column 99: 0.418901 + --- column 48: 0.464983 + --- column 66: 0.949743 + --- column 28: 0.823547 + --- column 15: 0.74762 + --- column 26: 0.0804081 + +-- node 115 was split into node 155 (left) and 156 (right) + +-- attempting to split node 116 (N = 83, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 85 107 122 31 33 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 116 (N = 83, try number 2) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 3 37 42 9 2 + + + -- linear combo weights (showing up to 5) + + -4.0637 1.4996 -0.9909 6.1652 0.1275 + + + + -- lower cutpoint: -4.68606 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.94797 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.71104 (6.82984), N = 67 moving right + --- -1.96544 (15.2853), N = 49 moving right + --- -0.745605 (13.1615), N = 35 moving right + --- -0.713441 (11.2335), N = 33 moving right + --- 0.652316 (11.1108), N = 25 moving right + + -- best stat: 15.2853, min to split: 0 + + -- p-values: + --- column 3: 0.557768 + --- column 37: 0.174679 + --- column 42: 0.628237 + --- column 9: 0.00754113** [+1 to VI numerator] + --- column 2: 0.900582 + --- column 84: 0.770325 + --- column 49: 0.23679 + --- column 64: 0.61187 + --- column 105: 0.650917 + --- column 52: 0.593504 + --- column 18: 0.00168263** [+1 to VI numerator] + --- column 43: 0.0571423 + +-- node 116 was split into node 157 (left) and 158 (right) + +-- sprouting node 117 into a leaf (N = 19) + +-- attempting to split node 118 (N = 38, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 15 2 77 84 54 + + + -- linear combo weights (showing up to 5) + + 0.7851 2.0619 -2.4130 -3.0046 -17.7252 + + + + -- lower cutpoint: -28.2028 + - n_obs, left node: 11 + + + -- upper cutpoint: -22.4211 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -27.4518 (9.0211), N = 26 moving right + --- -26.2589 (6.47388), N = 22 moving right + --- -26.2275 (8.27462), N = 20 moving right + --- -25.6265 (12.4739), N = 16 moving right + --- -22.7789 (15.2363), N = 12 moving right + + -- best stat: 15.2363, min to split: 0 + + -- p-values: + --- column 15: 0.851159 + --- column 2: 0.174787 + --- column 77: 0.117046 + --- column 84: 0.830652 + --- column 54: 0.391533 + --- column 114: 0.352041 + --- column 29: 0.325706 + --- column 43: 0.354429 + +-- node 118 was split into node 159 (left) and 160 (right) + +-- sprouting node 119 into a leaf (N = 11) + +-- attempting to split node 120 (N = 51, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 12 57 32 79 36 + + + -- linear combo weights (showing up to 5) + + -0.4920 0.7920 0.4586 -1.9911 -0.6229 + + + + -- lower cutpoint: -0.106742 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.50608 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.106742 (0.393755), N = 41 moving right + --- -0.0964344 (0.456755), N = 40 moving right + --- 0.519837 (0.548715), N = 35 moving right + --- 1.40572 (1.4398), N = 21 moving right + --- 2.17699 (3.60435), N = 11 moving right + + -- best stat: 3.60435, min to split: 0 + + -- p-values: + --- column 12: 0.684686 + --- column 57: 0.17393 + --- column 32: 0.40539 + --- column 79: 0.0360125* + --- column 36: 0.415875 + --- column 118: 0.300637 + --- column 110: 0.251552 + --- column 22: 0.0073192** [+1 to VI numerator] + --- column 61: 0.314524 + --- column 3: 0.0817017 + --- column 24: 0.102711 + +-- node 120 was split into node 161 (left) and 162 (right) + +-- sprouting node 121 into a leaf (N = 10) + +-- sprouting node 122 into a leaf (N = 18) + +-- sprouting node 123 into a leaf (N = 18) + +-- sprouting node 124 into a leaf (N = 10) + +-- attempting to split node 125 (N = 93, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 35 65 16 12 108 + + + -- linear combo weights (showing up to 5) + + 1.9210 -4.0092 -2.6281 -2.9672 0.4245 + + + + -- lower cutpoint: -6.65283 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.290565 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.65283 (2.38296), N = 83 moving right + --- -5.40134 (2.79599), N = 74 moving right + --- -5.11892 (2.03942), N = 71 moving right + --- -3.07657 (4.48218), N = 57 moving right + --- -1.01422 (7.40651), N = 22 moving right + + -- best stat: 7.40651, min to split: 0 + + -- p-values: + --- column 35: 0.435112 + --- column 65: 0.426867 + --- column 16: 0.40359 + --- column 12: 0.380068 + --- column 108: 0.711337 + --- column 9: 0.327153 + --- column 89: 0.511861 + --- column 80: 0.718575 + --- column 59: 0.974802 + --- column 73: 0.934245 + --- column 6: 0.0821585 + --- column 24: 0.628154 + +-- node 125 was split into node 163 (left) and 164 (right) + +-- attempting to split node 126 (N = 48, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 101 58 116 97 37 + + + -- linear combo weights (showing up to 5) + + 2.2972 -6.6594 -20.3453 -1.2232 1.2891 + + + + -- lower cutpoint: -5.23508 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.49822 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.23508 (46.317), N = 38 moving right + --- -3.84961 (51.1845), N = 37 moving right + --- 4.75003 (76.122), N = 26 moving right + --- 5.02387 (40.4727), N = 19 moving right + --- 6.31522 (17.0053), N = 17 moving right + + -- best stat: 76.122, min to split: 0 + + -- p-values: + --- column 101: 0.62818 + --- column 58: 0.143947 + --- column 116: 0.182913 + --- column 97: 0.76442 + --- column 37: 0.811031 + --- column 14: 0.525482 + --- column 42: 0.697482 + --- column 93: 0.281204 + --- column 31: 0.575474 + --- column 30: 0.174784 + --- column 49: 0.466344 + +-- node 126 was split into node 165 (left) and 166 (right) + +-- sprouting node 127 into a leaf (N = 10) + +-- sprouting node 128 into a leaf (N = 10) + +-- sprouting node 129 into a leaf (N = 12) + +-- attempting to split node 130 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 114 118 82 57 41 + + + -- linear combo weights (showing up to 5) + + -1.3287 1.9897 -6.0515 -0.3197 -3.8252 + + + + -- lower cutpoint: -4.09091 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.31189 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.09091 (8.95207), N = 16 moving right + --- -3.92282 (7.10149), N = 15 moving right + --- -3.91508 (5.57918), N = 14 moving right + --- -3.6624 (10.1946), N = 12 moving right + --- -3.31189 (8.16938), N = 10 moving right + + -- best stat: 10.1946, min to split: 0 + + -- p-values: + --- column 114: 0.269011 + --- column 118: 0.0924805 + --- column 82: 0.326859 + --- column 57: 0.807175 + --- column 41: 0.250753 + +-- node 130 was split into node 167 (left) and 168 (right) + +-- sprouting node 131 into a leaf (N = 11) + +-- sprouting node 132 into a leaf (N = 14) + +-- attempting to split node 133 (N = 164, try number 1) + + -- N obs (unweighted): 103 + -- columns sampled (showing up to 5) + + 9 73 58 35 6 + + + -- linear combo weights (showing up to 5) + + -3.1847 -0.2864 -2.7827 0.4012 3.1590 + + + + -- lower cutpoint: -8.8888 + - n_obs, left node: 13 + + + -- upper cutpoint: 6.74784 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.51003 (3.35686), N = 143 moving right + --- -3.58249 (6.76398), N = 127 moving right + --- -2.80971 (13.1069), N = 102 moving right + --- -0.705544 (22.1912), N = 74 moving right + --- 0.784756 (15.4152), N = 57 moving right + + -- best stat: 22.1912, min to split: 0 + + -- p-values: + --- column 9: 0.329873 + --- column 73: 0.864477 + --- column 58: 0.160767 + --- column 35: 0.862945 + --- column 6: 0.121385 + --- column 75: 0.21461 + --- column 23: 0.253625 + --- column 37: 0.134007 + --- column 10: 0.0838935 + --- column 80: 0.241038 + --- column 27: 0.588457 + --- column 86: 0.372105 + +-- node 133 was split into node 169 (left) and 170 (right) + +-- attempting to split node 134 (N = 122, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 5 88 103 40 59 + + + -- linear combo weights (showing up to 5) + + 10.0873 1.4030 22.6127 0.6744 -1.9427 + + + + -- lower cutpoint: -6.7732 + - n_obs, left node: 12 + + + -- upper cutpoint: 5.64187 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.51671 (8.08556), N = 107 moving right + --- -1.10976 (13.8341), N = 46 moving right + --- 1.63066 (12.8202), N = 34 moving right + --- 2.97954 (8.13588), N = 22 moving right + --- 4.78557 (5.98549), N = 16 moving right + + -- best stat: 13.8341, min to split: 0 + + -- p-values: + --- column 5: 0.00263569** [+1 to VI numerator] + --- column 88: 0.455804 + --- column 103: 0.177542 + --- column 40: 0.64677 + --- column 59: 0.538674 + --- column 52: 0.0186412* + --- column 26: 0.37333 + --- column 107: 0.149791 + --- column 91: 0.0265825* + --- column 66: 0.595258 + --- column 37: 0.9141 + --- column 12: 0.192463 + +-- node 134 was split into node 171 (left) and 172 (right) + +-- sprouting node 135 into a leaf (N = 10) + +-- sprouting node 136 into a leaf (N = 10) + +-- attempting to split node 137 (N = 22, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 80 109 123 52 91 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 137 (N = 22, try number 2) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 6 1 69 109 66 + + + -- linear combo weights (showing up to 5) + + 7.1785 3.8123 -6.1339 0.6949 3.8854 + + + + -- lower cutpoint: 8.11644 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.63646 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.11644 (44.6467), N = 11 moving right + --- 9.63646 (39.4662), N = 10 moving right + + -- best stat: 44.6467, min to split: 0 + + -- p-values: + --- column 6: 0.168444 + --- column 1: 0.205389 + --- column 69: 0.228041 + --- column 109: 0.798992 + --- column 66: 0.649176 + --- column 19: 0.207793 + +-- node 137 was split into node 173 (left) and 174 (right) + +-- attempting to split node 138 (N = 32, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 50 56 44 82 2 + + + -- linear combo weights (showing up to 5) + + 0.5213 -2.3436 1.6929 -4.3595 -0.5551 + + + + -- lower cutpoint: -6.08439 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.26286 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.80769 (25.0677), N = 19 moving right + --- -5.48825 (14.8625), N = 17 moving right + --- -3.88053 (14.2263), N = 14 moving right + --- -2.41265 (9.90234), N = 12 moving right + --- -2.26286 (10.3097), N = 10 moving right + + -- best stat: 25.0677, min to split: 0 + + -- p-values: + --- column 50: 0.818011 + --- column 56: 0.754935 + --- column 44: 0.732534 + --- column 82: 0.438243 + --- column 2: 0.867793 + --- column 57: 0.723419 + --- column 63: 0.597207 + +-- node 138 was split into node 175 (left) and 176 (right) + +-- attempting to split node 139 (N = 35, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 55 22 116 49 62 + + + -- linear combo weights (showing up to 5) + + -2.1626 5.0682 3.5327 -4.2560 -1.7242 + + + + -- lower cutpoint: 1.51685 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.00566 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.51685 (1.58078), N = 24 moving right + --- 1.56505 (1.36054), N = 21 moving right + --- 2.51675 (1.84989), N = 19 moving right + --- 3.00561 (4.16667), N = 14 moving right + --- 3.73752 (4.74982), N = 13 moving right + + -- best stat: 4.74982, min to split: 0 + + -- p-values: + --- column 55: 0.497238 + --- column 22: 0.362861 + --- column 116: 0.638707 + --- column 49: 0.384714 + --- column 62: 0.788575 + --- column 29: 0.326122 + +-- node 139 was split into node 177 (left) and 178 (right) + +-- sprouting node 140 into a leaf (N = 14) + +-- sprouting node 141 into a leaf (N = 13) + +-- attempting to split node 142 (N = 31, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 98 101 116 1 88 + + + -- linear combo weights (showing up to 5) + + -3.6849 -2.0056 3.8649 0.0860 0.8363 + + + + -- lower cutpoint: -6.15642 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.76417 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.15642 (5.6506), N = 20 moving right + --- -4.16004 (1.47368), N = 16 moving right + --- -4.03983 (1.09263), N = 15 moving right + --- -4.0138 (0.514066), N = 13 moving right + --- -3.76417 (0.149863), N = 11 moving right + + -- best stat: 5.6506, min to split: 0 + + -- p-values: + --- column 98: 0.347589 + --- column 101: 0.308391 + --- column 116: 0.506359 + --- column 1: 0.957737 + --- column 88: 0.770591 + --- column 47: 0.51234 + +-- node 142 was split into node 179 (left) and 180 (right) + +-- sprouting node 143 into a leaf (N = 15) + +-- sprouting node 144 into a leaf (N = 13) + +-- attempting to split node 145 (N = 51, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 52 8 42 121 25 + + + -- linear combo weights (showing up to 5) + + -2.3151 -13.3187 -3.1250 -2.1123 4.6913 + + + + -- lower cutpoint: -2.89263 + - n_obs, left node: 12 + + + -- upper cutpoint: 5.85685 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.969079 (34.1135), N = 35 moving right + --- -0.328295 (32.5316), N = 31 moving right + --- 1.03914 (31.04), N = 27 moving right + --- 1.2453 (25.3537), N = 24 moving right + --- 1.98281 (20.6985), N = 18 moving right + + -- best stat: 34.1135, min to split: 0 + + -- p-values: + --- column 52: 0.728705 + --- column 8: 0.530246 + --- column 42: 0.470471 + --- column 121: 0.381528 + --- column 25: 0.275601 + --- column 70: 0.855703 + --- column 63: 0.680931 + --- column 62: 0.308801 + --- column 16: 0.894548 + --- column 84: 0.0822428 + --- column 17: 0.400668 + +-- node 145 was split into node 181 (left) and 182 (right) + +-- attempting to split node 146 (N = 39, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 119 73 34 70 87 + + + -- linear combo weights (showing up to 5) + + 1.7322 1.8810 12.7128 -0.4144 -2.9799 + + + + -- lower cutpoint: -7.36883 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.28643 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.08056 (30.1805), N = 26 moving right + --- -5.93182 (31.6505), N = 23 moving right + --- -4.05796 (23.1467), N = 21 moving right + --- -2.59727 (26.8876), N = 15 moving right + --- -1.98774 (31.3876), N = 13 moving right + + -- best stat: 31.6505, min to split: 0 + + -- p-values: + --- column 119: 0.855247 + --- column 73: 0.680722 + --- column 34: 0.0646942 + --- column 70: 0.970725 + --- column 87: 0.839013 + --- column 79: 0.760556 + --- column 14: 0.986524 + +-- node 146 was split into node 183 (left) and 184 (right) + +-- attempting to split node 147 (N = 46, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 106 29 83 79 12 + + + -- linear combo weights (showing up to 5) + + -11.1824 10.4798 -7.5995 -4.4508 -23.0733 + + + + -- lower cutpoint: -14.6714 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.35115 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -13.2845 (29.8449), N = 31 moving right + --- -10.8086 (43.9487), N = 27 moving right + --- -7.14484 (24.6512), N = 22 moving right + --- -4.67929 (43.2502), N = 17 moving right + --- -4.46842 (58.6873), N = 15 moving right + + -- best stat: 58.6873, min to split: 0 + + -- p-values: + --- column 106: 0.887601 + --- column 29: 0.151425 + --- column 83: 0.830667 + --- column 79: 0.344638 + --- column 12: 0.0819913 + --- column 86: 0.788104 + --- column 13: 0.940074 + --- column 64: 0.625673 + --- column 16: 0.0394294* + +-- node 147 was split into node 185 (left) and 186 (right) + +-- attempting to split node 148 (N = 35, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 64 35 54 20 81 + + + -- linear combo weights (showing up to 5) + + -51.6779 -3.8846 -9.9783 -4.5251 -2.6150 + + + + -- lower cutpoint: 11.4416 + - n_obs, left node: 10 + + + -- upper cutpoint: 20.4645 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 11.4416 (17.956), N = 25 moving right + --- 14.3705 (16.0067), N = 21 moving right + --- 15.7531 (14.5032), N = 19 moving right + --- 17.0047 (6.11483), N = 14 moving right + --- 20.4645 (3.136), N = 10 moving right + + -- best stat: 17.956, min to split: 0 + + -- p-values: + --- column 64: 0.455426 + --- column 35: 0.672699 + --- column 54: 0.936348 + --- column 20: 0.759919 + --- column 81: 0.724832 + --- column 48: 0.194662 + --- column 94: 0.612464 + +-- node 148 was split into node 187 (left) and 188 (right) + +-- attempting to split node 149 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 89 66 77 63 80 + + + -- linear combo weights (showing up to 5) + + 1.5226 -16.4681 3.8896 8.1116 -4.1412 + + + + -- lower cutpoint: 15.3769 + - n_obs, left node: 10 + + + -- upper cutpoint: 17.6623 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 15.3769 (7.61763), N = 22 moving right + --- 15.4791 (6.38696), N = 19 moving right + --- 15.5466 (5.52469), N = 18 moving right + --- 15.8348 (3.49741), N = 14 moving right + --- 17.2095 (2.57819), N = 12 moving right + + -- best stat: 7.61763, min to split: 0 + + -- p-values: + --- column 89: 0.529609 + --- column 66: 0.104072 + --- column 77: 0.605717 + --- column 63: 0.619454 + --- column 80: 0.836842 + --- column 76: 0.549788 + +-- node 149 was split into node 189 (left) and 190 (right) + +-- attempting to split node 150 (N = 37, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 85 31 106 18 124 + + + -- linear combo weights (showing up to 5) + + 27.5730 15.3309 -10.0410 5.6838 8.7448 + + + + -- lower cutpoint: 2.35355 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.84321 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.35355 (18.8959), N = 26 moving right + --- 2.59382 (17.0332), N = 22 moving right + --- 3.06033 (13.8825), N = 20 moving right + --- 3.8293 (14.0961), N = 18 moving right + --- 6.25136 (18.882), N = 11 moving right + + -- best stat: 18.8959, min to split: 0 + + -- p-values: + --- column 85: 0.00141051** [+1 to VI numerator] + --- column 31: 0.0424276* + --- column 106: 0.683993 + --- column 18: 0.191565 + --- column 124: 0.708238 + --- column 84: 0.00509107** [+1 to VI numerator] + --- column 45: 0.0387226* + --- column 61: 0.762412 + +-- node 150 was split into node 191 (left) and 192 (right) + +-- attempting to split node 151 (N = 58, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 45 13 33 44 77 + + + -- linear combo weights (showing up to 5) + + -7.6719 27.0835 -7.4394 -8.5699 6.1784 + + + + -- lower cutpoint: -9.81656 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.2386 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.76963 (29.3608), N = 38 moving right + --- -3.56937 (43.9459), N = 35 moving right + --- -1.88255 (52.4655), N = 30 moving right + --- 2.79893 (24.8636), N = 13 moving right + --- 3.18911 (35.6397), N = 11 moving right + + -- best stat: 52.4655, min to split: 0 + + -- p-values: + --- column 45: 0.321932 + --- column 13: 0.103564 + --- column 33: 0.602158 + --- column 44: 0.317991 + --- column 77: 0.278642 + --- column 59: 0.149844 + --- column 32: 0.515422 + --- column 90: 0.449184 + --- column 85: 0.738092 + --- column 7: 0.724445 + --- column 80: 0.420183 + +-- node 151 was split into node 193 (left) and 194 (right) + +-- attempting to split node 152 (N = 39, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 91 49 85 58 33 + + + -- linear combo weights (showing up to 5) + + 5.1654 7.0702 -4.5796 -2.3795 6.6537 + + + + -- lower cutpoint: -53.765 + - n_obs, left node: 10 + + + -- upper cutpoint: -45.132 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -53.765 (27.947), N = 29 moving right + --- -52.5494 (45.3608), N = 27 moving right + --- -47.5005 (32.6775), N = 15 moving right + --- -45.228 (24.3209), N = 12 moving right + --- -45.132 (35.7081), N = 11 moving right + + -- best stat: 45.3608, min to split: 0 + + -- p-values: + --- column 91: 0.291224 + --- column 49: 0.323977 + --- column 85: 0.435485 + --- column 58: 0.556402 + --- column 33: 0.555173 + --- column 67: 0.147923 + --- column 54: 0.0853741 + +-- node 152 was split into node 195 (left) and 196 (right) + +-- attempting to split node 153 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 110 95 79 102 104 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 153 (N = 21, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 77 97 45 125 82 + + + -- linear combo weights (showing up to 5) + + 4.3790 -0.8596 2.8216 2.8115 2.6616 + + + + -- lower cutpoint: -3.73421 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.73421 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.73421 (11.7196), N = 10 moving right + + -- best stat: 11.7196, min to split: 0 + + -- p-values: + --- column 77: 0.616894 + --- column 97: 0.841893 + --- column 45: 0.673764 + --- column 125: 0.497538 + --- column 82: 0.749659 + +-- node 153 was split into node 197 (left) and 198 (right) + +-- sprouting node 154 into a leaf (N = 16) + +-- sprouting node 155 into a leaf (N = 11) + +-- attempting to split node 156 (N = 27, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 71 118 3 101 123 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 156 (N = 27, try number 2) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 61 95 102 87 13 + + + -- linear combo weights (showing up to 5) + + 2.3117 3.3762 -5.2046 -5.2590 -11.8987 + + + + -- lower cutpoint: 2.61831 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.65569 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.61831 (19.311), N = 17 moving right + --- 3.11604 (19.7288), N = 16 moving right + --- 3.54578 (24.5287), N = 13 moving right + --- 4.68406 (21.1934), N = 11 moving right + --- 6.65569 (15.7251), N = 10 moving right + + -- best stat: 24.5287, min to split: 0 + + -- p-values: + --- column 61: 0.680701 + --- column 95: 0.401005 + --- column 102: 0.606066 + --- column 87: 0.563427 + --- column 13: 0.205934 + --- column 44: 0.304853 + --- column 23: 0.157808 + +-- node 156 was split into node 199 (left) and 200 (right) + +-- attempting to split node 157 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 19 50 41 89 21 + + + -- linear combo weights (showing up to 5) + + 0.2357 2.1529 -5.6763 0.1036 -1.0145 + + + + -- lower cutpoint: 0.832668 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.3811 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.832668 (7.4533), N = 24 moving right + --- 1.3814 (12.0613), N = 21 moving right + --- 2.91356 (13.5506), N = 18 moving right + --- 4.26018 (11.8948), N = 16 moving right + --- 4.3811 (9.48271), N = 10 moving right + + -- best stat: 13.5506, min to split: 0 + + -- p-values: + --- column 19: 0.922015 + --- column 50: 0.118634 + --- column 41: 0.473054 + --- column 89: 0.970668 + --- column 21: 0.559863 + --- column 44: 0.417729 + --- column 92: 0.526797 + +-- node 157 was split into node 201 (left) and 202 (right) + +-- attempting to split node 158 (N = 49, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 24 114 51 80 76 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 158 (N = 49, try number 2) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 42 99 61 118 60 + + + -- linear combo weights (showing up to 5) + + 1.5829 -2.2972 -17.4910 4.2908 14.8454 + + + + -- lower cutpoint: -4.61983 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.82412 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.40393 (3.55119), N = 35 moving right + --- -2.71286 (4.3182), N = 30 moving right + --- -2.25292 (6.33113), N = 26 moving right + --- -1.37924 (8.37651), N = 18 moving right + --- 1.07286 (5.83689), N = 13 moving right + + -- best stat: 8.37651, min to split: 0 + + -- p-values: + --- column 42: 0.209133 + --- column 99: 0.894043 + --- column 61: 0.0799745 + --- column 118: 0.181629 + --- column 60: 0.120701 + --- column 15: 0.418868 + --- column 53: 0.164276 + --- column 77: 0.709616 + --- column 102: 0.920152 + --- column 85: 0.793276 + +-- node 158 was split into node 203 (left) and 204 (right) + +-- attempting to split node 159 (N = 26, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 36 44 5 79 108 + + + -- linear combo weights (showing up to 5) + + -1.5341 2.2252 2.4255 -0.1504 -1.3198 + + + + -- lower cutpoint: -1.59545 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.773638 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.59545 (2.68301), N = 14 moving right + --- -1.43655 (4.9266), N = 12 moving right + --- -1.20709 (1.86423), N = 11 moving right + --- -0.773638 (2.83761), N = 10 moving right + + -- best stat: 4.9266, min to split: 0 + + -- p-values: + --- column 36: 0.432545 + --- column 44: 0.335504 + --- column 5: 0.596483 + --- column 79: 0.944939 + --- column 108: 0.769905 + --- column 91: 0.94212 + +-- node 159 was split into node 205 (left) and 206 (right) + +-- sprouting node 160 into a leaf (N = 12) + +-- attempting to split node 161 (N = 40, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 40 24 6 10 51 + + + -- linear combo weights (showing up to 5) + + 0.2902 -0.1428 0.3412 0.0382 -0.2156 + + + + -- lower cutpoint: -0.290177 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.500904 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.148489 (0.0966964), N = 28 moving right + --- 0.017957 (0.12149), N = 26 moving right + --- 0.188946 (0.1594), N = 19 moving right + --- 0.402368 (0.142604), N = 16 moving right + --- 0.500904 (0.0714753), N = 11 moving right + + -- best stat: 0.1594, min to split: 0 + + -- p-values: + --- column 40: 0.337293 + --- column 24: 0.809612 + --- column 6: 0.200985 + --- column 10: 0.834712 + --- column 51: 0.130313 + --- column 21: 0.950762 + --- column 120: 0.559231 + --- column 99: 0.548868 + +-- node 161 was split into node 207 (left) and 208 (right) + +-- sprouting node 162 into a leaf (N = 11) + +-- attempting to split node 163 (N = 71, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 109 99 123 64 125 + + + -- linear combo weights (showing up to 5) + + -0.8728 -0.5515 0.9499 -2.5592 0.0091 + + + + -- lower cutpoint: -3.37354 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.11697 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.891783 (5.25425), N = 54 moving right + --- -0.80988 (4.2652), N = 52 moving right + --- -0.708539 (3.25322), N = 47 moving right + --- 0.817625 (5.38353), N = 40 moving right + --- 2.95382 (1.48652), N = 13 moving right + + -- best stat: 5.38353, min to split: 0 + + -- p-values: + --- column 109: 0.50265 + --- column 99: 0.906664 + --- column 123: 0.657159 + --- column 64: 0.373498 + --- column 125: 0.995637 + --- column 80: 0.883634 + --- column 104: 0.929103 + --- column 20: 0.952968 + --- column 21: 0.962705 + --- column 93: 0.96505 + --- column 95: 0.57456 + --- column 70: 0.408776 + +-- node 163 was split into node 209 (left) and 210 (right) + +-- attempting to split node 164 (N = 22, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 41 28 74 30 4 + + + -- linear combo weights (showing up to 5) + + -0.2422 4.6804 7.0931 -7.0264 7.7988 + + + + -- lower cutpoint: -1.44758 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.37356 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.44758 (14.9277), N = 11 moving right + --- -1.37356 (9.42837), N = 10 moving right + + -- best stat: 14.9277, min to split: 0 + + -- p-values: + --- column 41: 0.921196 + --- column 28: 0.0786596 + --- column 74: 0.0734685 + --- column 30: 0.203641 + --- column 4: 0.0604438 + +-- node 164 was split into node 211 (left) and 212 (right) + +-- attempting to split node 165 (N = 22, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 108 94 56 92 48 + + + -- linear combo weights (showing up to 5) + + -5.1048 7.1752 3.1415 15.6333 1.9085 + + + + -- lower cutpoint: -3.75747 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.75747 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -3.75747 (32.8844), N = 12 moving right + + -- best stat: 32.8844, min to split: 0 + + -- p-values: + --- column 108: 0.230504 + --- column 94: 0.0145455* + --- column 56: 0.142965 + --- column 92: 0.255208 + --- column 48: 0.310511 + +-- node 165 was split into node 213 (left) and 214 (right) + +-- attempting to split node 166 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 51 53 104 17 97 + + + -- linear combo weights (showing up to 5) + + 0.9159 0.0989 1.3301 8.4121 -1.0030 + + + + -- lower cutpoint: 0.0673972 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.494632 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.0673972 (22.4423), N = 16 moving right + --- 0.357682 (29.8284), N = 13 moving right + --- 0.494632 (17.8051), N = 12 moving right + + -- best stat: 29.8284, min to split: 0 + + -- p-values: + --- column 51: 0.824604 + --- column 53: 0.96729 + --- column 104: 0.710718 + --- column 17: 0.203864 + --- column 97: 0.825255 + +-- node 166 was split into node 215 (left) and 216 (right) + +-- sprouting node 167 into a leaf (N = 14) + +-- sprouting node 168 into a leaf (N = 12) + +-- attempting to split node 169 (N = 90, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 99 26 46 36 54 + + + -- linear combo weights (showing up to 5) + + 1.3815e+02 2.1348e+00 9.1287e-01 8.3380e-01 -2.4609e+01 + + + + -- lower cutpoint: -22.9911 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.69678 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -22.0507 (34.322), N = 75 moving right + --- -19.5406 (48.3548), N = 69 moving right + --- -19.4627 (44.4027), N = 68 moving right + --- -12.3192 (52.3801), N = 40 moving right + --- -10.2921 (57.5891), N = 32 moving right + + -- best stat: 57.5891, min to split: 0 + + -- p-values: + --- column 99: 0.00496152** [+1 to VI numerator] + --- column 26: 0.166358 + --- column 46: 0.853566 + --- column 36: 0.783207 + --- column 54: 0.062322 + --- column 73: 0.0453781* + --- column 68: 0.938495 + --- column 102: 0.433523 + --- column 76: 0.708943 + --- column 28: 0.0329442* + --- column 124: 0.245538 + --- column 92: 0.481629 + +-- node 169 was split into node 217 (left) and 218 (right) + +-- attempting to split node 170 (N = 74, try number 1) + + -- N obs (unweighted): 51 + -- columns sampled (showing up to 5) + + 111 48 19 34 93 + + + -- linear combo weights (showing up to 5) + + 20.0317 -2.7949 -0.7237 4.7695 -4.6924 + + + + -- lower cutpoint: -13.7163 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.17486 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.512 (36.2514), N = 63 moving right + --- -9.33275 (15.6524), N = 51 moving right + --- -3.03936 (11.9858), N = 21 moving right + --- -2.85913 (7.16005), N = 19 moving right + --- -2.26268 (24.1895), N = 13 moving right + + -- best stat: 36.2514, min to split: 0 + + -- p-values: + --- column 111: 0.0949775 + --- column 48: 0.490512 + --- column 19: 0.783278 + --- column 34: 0.330085 + --- column 93: 0.48128 + --- column 25: 0.167041 + --- column 11: 0.844426 + --- column 83: 0.786633 + --- column 113: 0.0907736 + --- column 95: 0.992721 + --- column 65: 0.331156 + --- column 69: 0.708236 + +-- node 170 was split into node 219 (left) and 220 (right) + +-- attempting to split node 171 (N = 76, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 115 15 39 70 9 + + + -- linear combo weights (showing up to 5) + + -10.6466 -8.1526 -9.1475 5.1904 0.7623 + + + + -- lower cutpoint: -6.4924 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.39639 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.76653 (11.0398), N = 60 moving right + --- -2.41445 (16.418), N = 47 moving right + --- -0.495655 (14.662), N = 27 moving right + --- 1.37497 (16.6996), N = 21 moving right + --- 2.4428 (14.1745), N = 14 moving right + + -- best stat: 16.6996, min to split: 0 + + -- p-values: + --- column 115: 0.0592767 + --- column 15: 0.0744092 + --- column 39: 0.0107985* + --- column 70: 0.168161 + --- column 9: 0.785463 + --- column 118: 0.747369 + --- column 0: 0.559868 + --- column 125: 0.539816 + --- column 109: 0.776817 + --- column 64: 0.409868 + --- column 124: 0.347583 + --- column 91: 0.616689 + +-- node 171 was split into node 221 (left) and 222 (right) + +-- attempting to split node 172 (N = 46, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 4 57 108 47 49 + + + -- linear combo weights (showing up to 5) + + 1.3533 3.3731 0.9889 1.1672 -0.8214 + + + + -- lower cutpoint: -0.734206 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.6118 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.597417 (3.41082), N = 34 moving right + --- -0.466953 (2.90559), N = 29 moving right + --- 0.126325 (2.82317), N = 22 moving right + --- 0.21128 (2.85531), N = 21 moving right + --- 1.80721 (5.50278), N = 13 moving right + + -- best stat: 5.50278, min to split: 0 + + -- p-values: + --- column 4: 0.498241 + --- column 57: 0.0406089* + --- column 108: 0.543674 + --- column 47: 0.734295 + --- column 49: 0.767083 + --- column 11: 0.677675 + --- column 99: 0.0783144 + --- column 40: 0.592852 + --- column 0: 0.699473 + --- column 36: 0.0976525 + +-- node 172 was split into node 223 (left) and 224 (right) + +-- sprouting node 173 into a leaf (N = 11) + +-- sprouting node 174 into a leaf (N = 11) + +-- sprouting node 175 into a leaf (N = 13) + +-- sprouting node 176 into a leaf (N = 19) + +-- attempting to split node 177 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 45 11 46 115 + + + -- linear combo weights (showing up to 5) + + 9.3509 1.5904 0.5359 10.4630 + + + + -- lower cutpoint: -2.28343 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.28343 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.28343 (16.7355), N = 11 moving right + + -- best stat: 16.7355, min to split: 0 + + -- p-values: + --- column 45: 0.27711 + --- column 11: 0.772029 + --- column 46: 0.876357 + --- column 115: 0.657193 + +-- node 177 was split into node 225 (left) and 226 (right) + +-- sprouting node 178 into a leaf (N = 13) + +-- sprouting node 179 into a leaf (N = 11) + +-- attempting to split node 180 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 17 2 24 5 + + + -- linear combo weights (showing up to 5) + + -0.2472 0.8389 -0.8027 -1.2674 + + + + -- lower cutpoint: 0.411873 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.128708 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 180 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 31 86 7 88 + + + -- linear combo weights (showing up to 5) + + -0.2530 0.4242 -1.7738 -1.2256 + + + + -- lower cutpoint: 1.68849 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.68849 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.68849 (1.1025), N = 10 moving right + + -- best stat: 1.1025, min to split: 0 + + -- p-values: + --- column 31: 0.840995 + --- column 86: 0.960683 + --- column 7: 0.693785 + --- column 88: 0.890672 + +-- node 180 was split into node 227 (left) and 228 (right) + +-- sprouting node 181 into a leaf (N = 16) + +-- attempting to split node 182 (N = 35, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 65 13 8 24 0 + + + -- linear combo weights (showing up to 5) + + -6.4430 6.6911 1.2680 -5.1581 2.4431 + + + + -- lower cutpoint: 0.268162 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.74618 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.268162 (10.4006), N = 24 moving right + --- 2.36464 (5.91368), N = 19 moving right + --- 2.39923 (9.81386), N = 18 moving right + --- 3.02419 (10.1689), N = 16 moving right + --- 4.74618 (19.4188), N = 11 moving right + + -- best stat: 19.4188, min to split: 0 + + -- p-values: + --- column 65: 0.41603 + --- column 13: 0.377883 + --- column 8: 0.965708 + --- column 24: 0.547125 + --- column 0: 0.869714 + --- column 56: 0.422973 + --- column 105: 0.496846 + --- column 79: 0.9909 + +-- node 182 was split into node 229 (left) and 230 (right) + +-- sprouting node 183 into a leaf (N = 16) + +-- attempting to split node 184 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 114 119 85 60 + + + -- linear combo weights (showing up to 5) + + -2.1239 -0.0470 3.7159 19.4612 + + + + -- lower cutpoint: -15.4899 + - n_obs, left node: 10 + + + -- upper cutpoint: -14.6191 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -15.4899 (6.03077), N = 13 moving right + --- -14.716 (1.2803), N = 12 moving right + --- -14.6191 (0.192308), N = 10 moving right + + -- best stat: 6.03077, min to split: 0 + + -- p-values: + --- column 114: 0.760852 + --- column 119: 0.997308 + --- column 85: 0.643941 + --- column 60: 0.462471 + +-- node 184 was split into node 231 (left) and 232 (right) + +-- attempting to split node 185 (N = 31, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 118 67 112 65 49 + + + -- linear combo weights (showing up to 5) + + 17.9097 4.4907 -8.4601 -16.9813 -11.0046 + + + + -- lower cutpoint: -5.85826 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.924255 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.85826 (19.8603), N = 21 moving right + --- -5.84967 (6.85657), N = 20 moving right + --- -3.81274 (22.9954), N = 18 moving right + --- -1.99638 (20.2293), N = 14 moving right + --- -0.924255 (30.684), N = 11 moving right + + -- best stat: 30.684, min to split: 0 + + -- p-values: + --- column 118: 0.550691 + --- column 67: 0.510882 + --- column 112: 0.384665 + --- column 65: 0.259617 + --- column 49: 0.290979 + --- column 10: 0.465444 + +-- node 185 was split into node 233 (left) and 234 (right) + +-- sprouting node 186 into a leaf (N = 15) + +-- sprouting node 187 into a leaf (N = 10) + +-- attempting to split node 188 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 20 29 118 63 87 + + + -- linear combo weights (showing up to 5) + + 2.2469 -3.5299 -13.6475 -14.3786 12.8173 + + + + -- lower cutpoint: -8.83681 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.63407 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -8.83681 (8.0736), N = 15 moving right + --- -8.29922 (4.34918), N = 14 moving right + --- -7.98742 (3.37924), N = 13 moving right + --- -7.63407 (3.40283), N = 12 moving right + + -- best stat: 8.0736, min to split: 0 + + -- p-values: + --- column 20: 0.844902 + --- column 29: 0.333665 + --- column 118: 0.19705 + --- column 63: 0.577784 + --- column 87: 0.341646 + +-- node 188 was split into node 235 (left) and 236 (right) + +-- sprouting node 189 into a leaf (N = 10) + +-- attempting to split node 190 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 112 14 93 28 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 190 (N = 22, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 116 58 92 55 + + + -- linear combo weights (showing up to 5) + + 6.1547 -7.3125 -10.5647 2.9777 + + + + -- lower cutpoint: 4.03349 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.03349 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.03349 (3.64463), N = 11 moving right + + -- best stat: 3.64463, min to split: 0 + + -- p-values: + --- column 116: 0.155532 + --- column 58: 0.0102268* + --- column 92: 0.214661 + --- column 55: 0.16102 + +-- node 190 was split into node 237 (left) and 238 (right) + +-- sprouting node 191 into a leaf (N = 11) + +-- attempting to split node 192 (N = 26, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 10 45 28 46 124 + + + -- linear combo weights (showing up to 5) + + -0.2984 -0.1648 1.0780 5.7989 -0.2099 + + + + -- lower cutpoint: 3.69322 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.84724 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.69322 (4.87311), N = 16 moving right + --- 3.82381 (4.62188), N = 15 moving right + --- 3.85961 (4.43875), N = 14 moving right + --- 4.00908 (4.31361), N = 13 moving right + --- 4.84724 (0.161095), N = 10 moving right + + -- best stat: 4.87311, min to split: 0 + + -- p-values: + --- column 10: 0.89358 + --- column 45: 0.971321 + --- column 28: 0.642466 + --- column 46: 0.171384 + --- column 124: 0.725993 + --- column 29: 0.619623 + +-- node 192 was split into node 239 (left) and 240 (right) + +-- attempting to split node 193 (N = 28, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 60 33 10 38 16 + + + -- linear combo weights (showing up to 5) + + -14.7902 18.0666 -2.5972 10.2411 12.1327 + + + + -- lower cutpoint: 0.865721 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.90233 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.865721 (22.4449), N = 17 moving right + --- 1.48916 (19.9287), N = 16 moving right + --- 2.71393 (43.4726), N = 13 moving right + --- 4.90233 (21.5528), N = 10 moving right + + -- best stat: 43.4726, min to split: 0 + + -- p-values: + --- column 60: 0.311427 + --- column 33: 0.149904 + --- column 10: 0.795164 + --- column 38: 0.145677 + --- column 16: 0.194461 + +-- node 193 was split into node 241 (left) and 242 (right) + +-- attempting to split node 194 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 42 92 96 68 32 + + + -- linear combo weights (showing up to 5) + + 2.9353 -12.0064 3.6509 -10.3274 -6.8680 + + + + -- lower cutpoint: 1.74501 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.92077 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.98645 (34.0817), N = 18 moving right + --- 2.72195 (26.3885), N = 17 moving right + --- 3.01253 (24.01), N = 15 moving right + --- 5.65513 (15.0524), N = 14 moving right + --- 6.63739 (19.6807), N = 12 moving right + + -- best stat: 34.0817, min to split: 0 + + -- p-values: + --- column 42: 0.782794 + --- column 92: 0.834596 + --- column 96: 0.59319 + --- column 68: 0.440314 + --- column 32: 0.589715 + --- column 50: 0.632906 + +-- node 194 was split into node 243 (left) and 244 (right) + +-- sprouting node 195 into a leaf (N = 12) + +-- attempting to split node 196 (N = 27, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 43 28 50 11 52 + + + -- linear combo weights (showing up to 5) + + 3.3366 -3.2097 -3.3956 4.2909 15.0263 + + + + -- lower cutpoint: -4.58615 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.77143 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.58615 (12.2953), N = 16 moving right + --- -4.04547 (6.09081), N = 15 moving right + --- -3.93368 (5.04322), N = 13 moving right + --- -3.77143 (3.99916), N = 10 moving right + + -- best stat: 12.2953, min to split: 0 + + -- p-values: + --- column 43: 0.377051 + --- column 28: 0.437479 + --- column 50: 0.243516 + --- column 11: 0.283017 + --- column 52: 0.767044 + +-- node 196 was split into node 245 (left) and 246 (right) + +-- sprouting node 197 into a leaf (N = 11) + +-- sprouting node 198 into a leaf (N = 10) + +-- sprouting node 199 into a leaf (N = 14) + +-- sprouting node 200 into a leaf (N = 13) + +-- sprouting node 201 into a leaf (N = 16) + +-- sprouting node 202 into a leaf (N = 18) + +-- attempting to split node 203 (N = 31, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 66 39 78 65 69 + + + -- linear combo weights (showing up to 5) + + 8.5152 0.0048 0.6698 -7.5852 -2.8974 + + + + -- lower cutpoint: -1.9933 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.714268 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.91608 (0.329657), N = 20 moving right + --- -1.91099 (0.432882), N = 18 moving right + --- -1.69536 (1.65367), N = 17 moving right + --- -1.51419 (1.90587), N = 15 moving right + --- -0.714268 (3.03795), N = 10 moving right + + -- best stat: 3.03795, min to split: 0 + + -- p-values: + --- column 66: 0.602437 + --- column 39: 0.996251 + --- column 78: 0.754169 + --- column 65: 0.622456 + --- column 69: 0.240451 + --- column 31: 0.900628 + +-- node 203 was split into node 247 (left) and 248 (right) + +-- sprouting node 204 into a leaf (N = 18) + +-- sprouting node 205 into a leaf (N = 14) + +-- sprouting node 206 into a leaf (N = 12) + +-- attempting to split node 207 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 118 20 78 21 + + + -- linear combo weights (showing up to 5) + + 0.4471 -0.0810 0.0844 -0.1475 + + + + -- lower cutpoint: -0.0788739 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0771916 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0788739 (0.00824572), N = 11 moving right + --- -0.0771916 (0.00997732), N = 10 moving right + + -- best stat: 0.00997732, min to split: 0 + + -- p-values: + --- column 118: 0.160568 + --- column 20: 0.531982 + --- column 78: 0.509208 + --- column 21: 0.142539 + +-- node 207 was split into node 249 (left) and 250 (right) + +-- sprouting node 208 into a leaf (N = 19) + +-- attempting to split node 209 (N = 31, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 19 39 61 46 7 + + + -- linear combo weights (showing up to 5) + + -2.0376 -9.7769 0.1034 -0.5741 -0.4539 + + + + -- lower cutpoint: 5.84877 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.08597 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.97195 (10.1733), N = 19 moving right + --- 6.56751 (7.09361), N = 13 moving right + --- 7.40345 (6.61599), N = 12 moving right + --- 7.63614 (7.24929), N = 11 moving right + --- 8.08597 (8.41291), N = 10 moving right + + -- best stat: 10.1733, min to split: 0 + + -- p-values: + --- column 19: 0.519889 + --- column 39: 0.00160801** [+1 to VI numerator] + --- column 61: 0.938944 + --- column 46: 0.780467 + --- column 7: 0.647213 + --- column 80: 0.00304609** [+1 to VI numerator] + +-- node 209 was split into node 251 (left) and 252 (right) + +-- attempting to split node 210 (N = 40, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 32 104 69 96 24 + + + -- linear combo weights (showing up to 5) + + -2.6351 0.3375 0.8746 3.4211 -2.0667 + + + + -- lower cutpoint: -1.95371 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.866718 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.69838 (0.564403), N = 27 moving right + --- -1.67132 (0.423491), N = 22 moving right + --- -1.65069 (0.390625), N = 20 moving right + --- -1.04914 (1.7377), N = 14 moving right + --- -0.866718 (4.64052), N = 11 moving right + + -- best stat: 4.64052, min to split: 0 + + -- p-values: + --- column 32: 0.557975 + --- column 104: 0.785193 + --- column 69: 0.867197 + --- column 96: 0.572166 + --- column 24: 0.676866 + --- column 73: 0.929532 + +-- node 210 was split into node 253 (left) and 254 (right) + +-- sprouting node 211 into a leaf (N = 11) + +-- sprouting node 212 into a leaf (N = 11) + +-- sprouting node 213 into a leaf (N = 10) + +-- sprouting node 214 into a leaf (N = 12) + +-- sprouting node 215 into a leaf (N = 13) + +-- sprouting node 216 into a leaf (N = 13) + +-- attempting to split node 217 (N = 58, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 86 71 102 97 35 + + + -- linear combo weights (showing up to 5) + + -2.1665 -7.2278 2.1441 -3.9041 6.8581 + + + + -- lower cutpoint: 0.121687 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.8768 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.46937 (10.6673), N = 43 moving right + --- 2.6555 (11.5545), N = 41 moving right + --- 4.44947 (20.0976), N = 32 moving right + --- 4.81896 (27.5422), N = 30 moving right + --- 7.29533 (28.8944), N = 22 moving right + + -- best stat: 28.8944, min to split: 0 + + -- p-values: + --- column 86: 0.667757 + --- column 71: 0.261902 + --- column 102: 0.557355 + --- column 97: 0.292664 + --- column 35: 0.204589 + --- column 64: 0.157745 + --- column 6: 0.472459 + --- column 63: 0.0493753* + --- column 62: 0.548689 + --- column 47: 0.902368 + --- column 110: 0.235413 + +-- node 217 was split into node 255 (left) and 256 (right) + +-- attempting to split node 218 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 72 2 99 58 23 + + + -- linear combo weights (showing up to 5) + + -2.8398 -0.9962 13.4827 5.9729 -1.9409 + + + + -- lower cutpoint: -7.08121 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.0722435 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.08121 (75.1431), N = 21 moving right + --- -5.31863 (46.3787), N = 17 moving right + --- -4.59112 (64), N = 16 moving right + --- -0.515306 (58.0569), N = 13 moving right + --- -0.0722435 (54.15), N = 12 moving right + + -- best stat: 75.1431, min to split: 0 + + -- p-values: + --- column 72: 0.626838 + --- column 2: 0.683499 + --- column 99: 0.503917 + --- column 58: 0.0572677 + --- column 23: 0.711803 + --- column 45: 0.0917114 + +-- node 218 was split into node 257 (left) and 258 (right) + +-- sprouting node 219 into a leaf (N = 11) + +-- attempting to split node 220 (N = 63, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 103 76 35 94 125 + + + -- linear combo weights (showing up to 5) + + 52.5663 -3.2961 3.0067 -9.2847 -3.1020 + + + + -- lower cutpoint: -12.4209 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.54898 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.97902 (8.34714), N = 35 moving right + --- -7.69056 (8.46122), N = 30 moving right + --- -7.15588 (5.94872), N = 24 moving right + --- -6.46768 (7.8449), N = 18 moving right + --- -6.09114 (5.92425), N = 16 moving right + + -- best stat: 8.46122, min to split: 0 + + -- p-values: + --- column 103: 0.507867 + --- column 76: 0.507793 + --- column 35: 0.409162 + --- column 94: 0.188925 + --- column 125: 0.296789 + --- column 123: 0.669288 + --- column 105: 0.985357 + --- column 6: 0.138846 + --- column 85: 0.0884524 + --- column 2: 0.928408 + --- column 51: 0.761201 + --- column 67: 0.929294 + +-- node 220 was split into node 259 (left) and 260 (right) + +-- attempting to split node 221 (N = 55, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 18 32 78 68 17 + + + -- linear combo weights (showing up to 5) + + -1.7461 0.0133 -3.3954 1.4023 0.3991 + + + + -- lower cutpoint: -0.419263 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.26214 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.607258 (11.6365), N = 41 moving right + --- 3.67578 (7.82906), N = 32 moving right + --- 3.99535 (4.87635), N = 29 moving right + --- 5.51604 (6.27583), N = 15 moving right + --- 6.11234 (6.71281), N = 11 moving right + + -- best stat: 11.6365, min to split: 0 + + -- p-values: + --- column 18: 0.549563 + --- column 32: 0.995954 + --- column 78: 0.0199012* + --- column 68: 0.609152 + --- column 17: 0.714805 + --- column 120: 0.113415 + --- column 7: 0.0294685* + --- column 8: 0.0120081* + --- column 92: 0.0971841 + +-- node 221 was split into node 261 (left) and 262 (right) + +-- attempting to split node 222 (N = 21, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 68 97 118 + + + -- linear combo weights (showing up to 5) + + 2.2442 -0.1665 -1.4565 + + + + -- lower cutpoint: 1.1617 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.367739 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 222 (N = 21, try number 2) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 46 2 14 + + + -- linear combo weights (showing up to 5) + + 2.5757 -0.9532 1.0190 + + + + -- lower cutpoint: 2.25072 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.25072 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.25072 (9.00682), N = 11 moving right + + -- best stat: 9.00682, min to split: 0 + + -- p-values: + --- column 46: 0.726565 + --- column 2: 0.773361 + --- column 14: 0.84474 + +-- node 222 was split into node 263 (left) and 264 (right) + +-- attempting to split node 223 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 39 101 64 23 111 + + + -- linear combo weights (showing up to 5) + + 1.8476 -0.7679 -10.3624 0.5942 -10.9459 + + + + -- lower cutpoint: -0.300725 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.39409 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.300725 (2.17449), N = 23 moving right + --- 0.0627658 (1.53011), N = 21 moving right + --- 0.0947483 (1.2842), N = 20 moving right + --- 0.389026 (0.895041), N = 18 moving right + --- 1.39409 (0.929752), N = 11 moving right + + -- best stat: 2.17449, min to split: 0 + + -- p-values: + --- column 39: 0.619578 + --- column 101: 0.680004 + --- column 64: 0.13562 + --- column 23: 0.773817 + --- column 111: 0.440879 + --- column 77: 0.972005 + --- column 8: 0.113413 + +-- node 223 was split into node 265 (left) and 266 (right) + +-- sprouting node 224 into a leaf (N = 13) + +-- sprouting node 225 into a leaf (N = 11) + +-- sprouting node 226 into a leaf (N = 11) + +-- sprouting node 227 into a leaf (N = 10) + +-- sprouting node 228 into a leaf (N = 10) + +-- attempting to split node 229 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 31 41 19 5 + + + -- linear combo weights (showing up to 5) + + 3.2674 3.5060 -0.5031 -3.0001 + + + + -- lower cutpoint: 3.41187 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.21286 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 3.41187 (0.5152), N = 13 moving right + --- 4.21286 (4), N = 12 moving right + + -- best stat: 4, min to split: 0 + + -- p-values: + --- column 31: 0.704679 + --- column 41: 0.737042 + --- column 19: 0.918464 + --- column 5: 0.791572 + +-- node 229 was split into node 267 (left) and 268 (right) + +-- sprouting node 230 into a leaf (N = 11) + +-- sprouting node 231 into a leaf (N = 10) + +-- sprouting node 232 into a leaf (N = 13) + +-- attempting to split node 233 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 104 68 119 43 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 233 (N = 20, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 31 104 21 12 + + + -- linear combo weights (showing up to 5) + + 6.5991 -0.0840 1.5088 1.0347 + + + + -- lower cutpoint: -0.52666 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.68845 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 233 (N = 20, try number 3) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 71 92 8 16 + + + -- linear combo weights (showing up to 5) + + 2.0707 0.2129 51.1660 -3.7571 + + + + -- lower cutpoint: -28.6386 + - n_obs, left node: 10 + + + -- upper cutpoint: -28.6386 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -28.6386 (0.2025), N = 10 moving right + + -- best stat: 0.2025, min to split: 0 + + -- p-values: + --- column 71: 0.908245 + --- column 92: 0.951111 + --- column 8: 0.57709 + --- column 16: 0.532601 + +-- node 233 was split into node 269 (left) and 270 (right) + +-- sprouting node 234 into a leaf (N = 11) + +-- sprouting node 235 into a leaf (N = 10) + +-- sprouting node 236 into a leaf (N = 15) + +-- sprouting node 237 into a leaf (N = 11) + +-- sprouting node 238 into a leaf (N = 11) + +-- sprouting node 239 into a leaf (N = 10) + +-- sprouting node 240 into a leaf (N = 16) + +-- sprouting node 241 into a leaf (N = 15) + +-- sprouting node 242 into a leaf (N = 13) + +-- sprouting node 243 into a leaf (N = 12) + +-- sprouting node 244 into a leaf (N = 18) + +-- sprouting node 245 into a leaf (N = 11) + +-- sprouting node 246 into a leaf (N = 16) + +-- attempting to split node 247 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 83 103 95 79 + + + -- linear combo weights (showing up to 5) + + -16.6683 -5.1529 -0.4049 3.3125 + + + + -- lower cutpoint: 15.4362 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.4362 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 15.4362 (0.202041), N = 11 moving right + + -- best stat: 0.202041, min to split: 0 + + -- p-values: + --- column 83: 0.0020458** [+1 to VI numerator] + --- column 103: 0.422155 + --- column 95: 0.73121 + --- column 79: 0.000187824*** [+1 to VI numerator] + +-- node 247 was split into node 271 (left) and 272 (right) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 11) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 12) + +-- sprouting node 252 into a leaf (N = 19) + +-- attempting to split node 253 (N = 29, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 96 112 71 83 62 + + + -- linear combo weights (showing up to 5) + + -0.7880 -0.2211 -0.1831 0.3821 0.6416 + + + + -- lower cutpoint: -0.0242222 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.220392 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0242222 (0.0433887), N = 18 moving right + --- 0.0471288 (0.000142916), N = 16 moving right + --- 0.132019 (0.0141555), N = 15 moving right + --- 0.176375 (0.112046), N = 13 moving right + --- 0.220392 (0.473277), N = 10 moving right + + -- best stat: 0.473277, min to split: 0 + + -- p-values: + --- column 96: 0.736692 + --- column 112: 0.893108 + --- column 71: 0.953483 + --- column 83: 0.831851 + --- column 62: 0.819329 + +-- node 253 was split into node 273 (left) and 274 (right) + +-- sprouting node 254 into a leaf (N = 11) + +-- attempting to split node 255 (N = 36, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 36 57 66 109 13 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 255 (N = 36, try number 2) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 103 121 18 13 88 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 255 (N = 36, try number 3) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 104 87 38 63 40 + + + -- linear combo weights (showing up to 5) + + 1.0115 0.2656 -0.2435 -1.8403 1.5768 + + + + -- lower cutpoint: -1.6728 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.02853 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.6728 (1.85215), N = 26 moving right + --- -0.0015193 (1.40535), N = 19 moving right + --- 0.560999 (7.96299), N = 15 moving right + --- 0.713689 (2.34374), N = 13 moving right + --- 0.750134 (2.28742), N = 12 moving right + + -- best stat: 7.96299, min to split: 0 + + -- p-values: + --- column 104: 0.89646 + --- column 87: 0.964506 + --- column 38: 0.958154 + --- column 63: 0.854312 + --- column 40: 0.787792 + --- column 61: 0.552398 + --- column 14: 0.905442 + +-- node 255 was split into node 275 (left) and 276 (right) + +-- attempting to split node 256 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 123 7 62 12 + + + -- linear combo weights (showing up to 5) + + 4.5369 -1.9838 -3.4921 -8.3994 + + + + -- lower cutpoint: -0.0109004 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.11435 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0109004 (21.4438), N = 12 moving right + --- 1.11435 (42.3317), N = 10 moving right + + -- best stat: 42.3317, min to split: 0 + + -- p-values: + --- column 123: 0.441434 + --- column 7: 0.695059 + --- column 62: 0.856185 + --- column 12: 0.258853 + +-- node 256 was split into node 277 (left) and 278 (right) + +-- sprouting node 257 into a leaf (N = 11) + +-- attempting to split node 258 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 121 50 2 37 + + + -- linear combo weights (showing up to 5) + + 4.8991 5.1363 -2.4780 -0.6431 + + + + -- lower cutpoint: -2.86444 + - n_obs, left node: 12 + + + -- upper cutpoint: -2.97524 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 258 (N = 21, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 80 120 33 74 + + + -- linear combo weights (showing up to 5) + + 3.9089e+01 -3.8503e+01 -3.6489e+01 1.1987e+02 + + + + -- lower cutpoint: -48.5988 + - n_obs, left node: 10 + + + -- upper cutpoint: -48.5988 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -48.5988 (6.25852), N = 11 moving right + + -- best stat: 6.25852, min to split: 0 + + -- p-values: + --- column 80: 0.0494684* + --- column 120: 0.163134 + --- column 33: 0.0774341 + --- column 74: 0.0720402 + +-- node 258 was split into node 279 (left) and 280 (right) + +-- attempting to split node 259 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 96 117 60 1 64 + + + -- linear combo weights (showing up to 5) + + 7.0001 3.9094 52.9234 -0.2138 5.4407 + + + + -- lower cutpoint: 0.671687 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.49034 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.19276 (11.9643), N = 21 moving right + --- 2.68583 (36.6756), N = 17 moving right + --- 3.66734 (38.341), N = 16 moving right + --- 6.23278 (36.5532), N = 14 moving right + --- 7.49034 (47.6051), N = 11 moving right + + -- best stat: 47.6051, min to split: 0 + + -- p-values: + --- column 96: 0.237837 + --- column 117: 0.433437 + --- column 60: 0.0906421 + --- column 1: 0.923719 + --- column 64: 0.770435 + --- column 61: 0.0577101 + --- column 82: 0.24742 + +-- node 259 was split into node 281 (left) and 282 (right) + +-- attempting to split node 260 (N = 30, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 111 123 83 77 2 + + + -- linear combo weights (showing up to 5) + + 33.6107 -6.5246 3.2118 7.5060 0.8816 + + + + -- lower cutpoint: -4.08421 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.949612 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.08421 (35.8422), N = 20 moving right + --- -3.40552 (25.215), N = 18 moving right + --- 0.0249398 (20.3931), N = 13 moving right + --- 0.299994 (15.6912), N = 11 moving right + --- 0.949612 (15.8672), N = 10 moving right + + -- best stat: 35.8422, min to split: 0 + + -- p-values: + --- column 111: 0.132958 + --- column 123: 0.572847 + --- column 83: 0.511702 + --- column 77: 0.0898313 + --- column 2: 0.743203 + --- column 30: 0.618851 + --- column 107: 0.694733 + +-- node 260 was split into node 283 (left) and 284 (right) + +-- sprouting node 261 into a leaf (N = 14) + +-- attempting to split node 262 (N = 41, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 19 116 58 29 84 + + + -- linear combo weights (showing up to 5) + + 1.3985 4.6536 -0.1704 0.8382 -2.6907 + + + + -- lower cutpoint: -5.5803 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.64773 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.43197 (4.33251), N = 29 moving right + --- -4.9939 (4.50268), N = 25 moving right + --- -4.66149 (4.72832), N = 23 moving right + --- -4.62485 (4.87606), N = 22 moving right + --- -2.64773 (10.1073), N = 10 moving right + + -- best stat: 10.1073, min to split: 0 + + -- p-values: + --- column 19: 0.50409 + --- column 116: 0.320113 + --- column 58: 0.950405 + --- column 29: 0.310834 + --- column 84: 0.126129 + --- column 46: 0.0344636* + --- column 6: 0.326321 + +-- node 262 was split into node 285 (left) and 286 (right) + +-- sprouting node 263 into a leaf (N = 10) + +-- sprouting node 264 into a leaf (N = 11) + +-- sprouting node 265 into a leaf (N = 10) + +-- attempting to split node 266 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 62 37 26 36 18 + + + -- linear combo weights (showing up to 5) + + 1.4034 0.1627 0.2113 -0.1187 0.1815 + + + + -- lower cutpoint: -0.40053 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.40053 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.40053 (0.167039), N = 12 moving right + + -- best stat: 0.167039, min to split: 0 + + -- p-values: + --- column 62: 0.722849 + --- column 37: 0.903808 + --- column 26: 0.688338 + --- column 36: 0.932384 + --- column 18: 0.81795 + +-- node 266 was split into node 287 (left) and 288 (right) + +-- sprouting node 267 into a leaf (N = 12) + +-- sprouting node 268 into a leaf (N = 12) + +-- sprouting node 269 into a leaf (N = 10) + +-- sprouting node 270 into a leaf (N = 10) + +-- sprouting node 271 into a leaf (N = 10) + +-- sprouting node 272 into a leaf (N = 11) + +-- sprouting node 273 into a leaf (N = 19) + +-- sprouting node 274 into a leaf (N = 10) + +-- attempting to split node 275 (N = 21, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 70 44 66 + + + -- linear combo weights (showing up to 5) + + -8.6098 -4.7366 0.5438 + + + + -- lower cutpoint: -1.0767 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.0767 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.0767 (4.76935), N = 10 moving right + + -- best stat: 4.76935, min to split: 0 + + -- p-values: + --- column 70: 0.0822921 + --- column 44: 0.263764 + --- column 66: 0.803644 + +-- node 275 was split into node 289 (left) and 290 (right) + +-- sprouting node 276 into a leaf (N = 15) + +-- sprouting node 277 into a leaf (N = 12) + +-- sprouting node 278 into a leaf (N = 10) + +-- sprouting node 279 into a leaf (N = 10) + +-- sprouting node 280 into a leaf (N = 11) + +-- attempting to split node 281 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 32 79 58 101 59 + + + -- linear combo weights (showing up to 5) + + 4.3730 2.9867 -7.3055 -0.7255 10.0580 + + + + -- lower cutpoint: -0.363516 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.363516 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.363516 (7.68292), N = 10 moving right + + -- best stat: 7.68292, min to split: 0 + + -- p-values: + --- column 32: 0.0653073 + --- column 79: 0.14471 + --- column 58: 0.00384501** [+1 to VI numerator] + --- column 101: 0.780152 + --- column 59: 0.126538 + +-- node 281 was split into node 291 (left) and 292 (right) + +-- sprouting node 282 into a leaf (N = 11) + +-- sprouting node 283 into a leaf (N = 10) + +-- attempting to split node 284 (N = 20, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 22 118 15 122 16 + + + -- linear combo weights (showing up to 5) + + 8.3633 0.3805 -11.4110 1.4289 7.8684 + + + + -- lower cutpoint: 2.87752 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.87752 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.87752 (15.21), N = 10 moving right + + -- best stat: 15.21, min to split: 0 + + -- p-values: + --- column 22: 0.718805 + --- column 118: 0.900444 + --- column 15: 0.63908 + --- column 122: 0.526943 + --- column 16: 0.141823 + +-- node 284 was split into node 293 (left) and 294 (right) + +-- attempting to split node 285 (N = 31, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 95 33 74 77 80 + + + -- linear combo weights (showing up to 5) + + -0.2624 0.3972 -0.2598 0.2504 -1.9676 + + + + -- lower cutpoint: 0.726182 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.31275 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.726182 (2.21292), N = 20 moving right + --- 0.926618 (0.990635), N = 17 moving right + --- 1.08635 (0.764828), N = 15 moving right + --- 1.28587 (0.448699), N = 11 moving right + --- 1.31275 (0.388484), N = 10 moving right + + -- best stat: 2.21292, min to split: 0 + + -- p-values: + --- column 95: 0.778181 + --- column 33: 0.539383 + --- column 74: 0.920356 + --- column 77: 0.69743 + --- column 80: 0.00320562** [+1 to VI numerator] + +-- node 285 was split into node 295 (left) and 296 (right) + +-- sprouting node 286 into a leaf (N = 10) + +-- sprouting node 287 into a leaf (N = 11) + +-- sprouting node 288 into a leaf (N = 12) + +-- sprouting node 289 into a leaf (N = 11) + +-- sprouting node 290 into a leaf (N = 10) + +-- sprouting node 291 into a leaf (N = 12) + +-- sprouting node 292 into a leaf (N = 10) + +-- sprouting node 293 into a leaf (N = 10) + +-- sprouting node 294 into a leaf (N = 10) + +-- sprouting node 295 into a leaf (N = 11) + +-- attempting to split node 296 (N = 20, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 36 78 26 + + + -- linear combo weights (showing up to 5) + + -0.0796 -0.8007 -0.2677 + + + + -- lower cutpoint: -0.237929 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.260359 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 296 (N = 20, try number 2) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 66 84 29 + + + -- linear combo weights (showing up to 5) + + -1.9847 -0.5550 -0.0763 + + + + -- lower cutpoint: 0.0224814 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.170367 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 296 (N = 20, try number 3) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 101 40 10 + + + -- linear combo weights (showing up to 5) + + 0.0312 -0.1882 -0.6847 + + + + -- lower cutpoint: -0.038511 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.038511 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.038511 (0.04), N = 10 moving right + + -- best stat: 0.04, min to split: 0 + + -- p-values: + --- column 101: 0.934421 + --- column 40: 0.601953 + --- column 10: 0.545629 + +-- node 296 was split into node 297 (left) and 298 (right) + +-- sprouting node 297 into a leaf (N = 10) + +-- sprouting node 298 into a leaf (N = 10) + +------------ Growing tree 4 -------------- + +- N obs inbag: 1994 +- N row inbag: 1271 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1271 + -- columns sampled (showing up to 5) + + 65 64 112 71 52 + + + -- linear combo weights (showing up to 5) + + 5.1660 7.4312 -0.7647 -15.9819 -0.5112 + + + + -- lower cutpoint: -27.1536 + - n_obs, left node: 12 + + + -- upper cutpoint: 15.706 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.63 (29.2953), N = 1872 moving right + --- 5.9539 (11.85), N = 476 moving right + --- 5.97687 (11.2617), N = 471 moving right + --- 6.0854 (11.0376), N = 469 moving right + --- 10.9713 (5.32156), N = 127 moving right + + -- best stat: 29.2953, min to split: 0 + + -- p-values: + --- column 65: 1.05521e-09*** [+1 to VI numerator] + --- column 64: 3.59712e-14*** [+1 to VI numerator] + --- column 112: 0.103192 + --- column 71: 0*** [+1 to VI numerator] + --- column 52: 0.33662 + --- column 12: 6.01741e-13*** [+1 to VI numerator] + --- column 90: 0*** [+1 to VI numerator] + --- column 77: 0.21707 + --- column 29: 0.636906 + --- column 75: 0.0374591* + --- column 81: 0.301484 + --- column 22: 1.29364e-08*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 122, try number 1) + + -- N obs (unweighted): 80 + -- columns sampled (showing up to 5) + + 35 114 113 27 47 + + + -- linear combo weights (showing up to 5) + + 1.5365 -0.1233 -1.0494 0.3225 -2.1378 + + + + -- lower cutpoint: -4.10588 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.02962 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.57227 (0.60438), N = 108 moving right + --- -1.2086 (1.59955), N = 89 moving right + --- -1.05435 (1.66388), N = 88 moving right + --- 1.02166 (2.96291), N = 61 moving right + --- 1.19701 (3.5833), N = 56 moving right + + -- best stat: 3.5833, min to split: 0 + + -- p-values: + --- column 35: 0.106011 + --- column 114: 0.828887 + --- column 113: 0.496085 + --- column 27: 0.813313 + --- column 47: 0.0763632 + --- column 22: 0.759333 + --- column 21: 0.00180064** [+1 to VI numerator] + --- column 30: 0.311163 + --- column 2: 0.290283 + --- column 106: 0.0026307** [+1 to VI numerator] + --- column 67: 0.368023 + --- column 96: 0.406309 + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1872, try number 1) + + -- N obs (unweighted): 1191 + -- columns sampled (showing up to 5) + + 27 82 69 5 24 + + + -- linear combo weights (showing up to 5) + + 0.2641 -9.5805 -1.1935 -2.1532 2.0234 + + + + -- lower cutpoint: -21.9295 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.5658 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -17.2943 (8.72952), N = 1836 moving right + --- -10.0364 (18.1417), N = 1736 moving right + --- -4.85863 (26.3887), N = 1486 moving right + --- 1.07678 (42.3931), N = 1035 moving right + --- 2.08228 (43.8493), N = 965 moving right + + -- best stat: 43.8493, min to split: 0 + + -- p-values: + --- column 27: 0.574128 + --- column 82: 0*** [+1 to VI numerator] + --- column 69: 0.187053 + --- column 5: 0.0117862* + --- column 24: 0.0784946 + --- column 76: 1.18084e-06*** [+1 to VI numerator] + --- column 53: 0.107587 + --- column 40: 0.321161 + --- column 72: 2.91402e-09*** [+1 to VI numerator] + --- column 71: 0.918402 + --- column 34: 0.11534 + --- column 14: 0.254856 + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 66, try number 1) + + -- N obs (unweighted): 48 + -- columns sampled (showing up to 5) + + 22 63 10 72 96 + + + -- linear combo weights (showing up to 5) + + -0.2423 0.7368 0.4883 0.4357 0.0814 + + + + -- lower cutpoint: -1.48753 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.48393 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.3644 (0.0323392), N = 46 moving right + --- -1.0539 (0.0948988), N = 29 moving right + --- -1.04695 (0.100945), N = 28 moving right + --- -0.859083 (0.171074), N = 20 moving right + --- -0.827616 (0.198347), N = 18 moving right + + -- best stat: 0.198347, min to split: 0 + + -- p-values: + --- column 22: 0.607494 + --- column 63: 0.0196175* + --- column 10: 0.254084 + --- column 72: 0.244608 + --- column 96: 0.742797 + --- column 92: 0.986141 + --- column 45: 0.954292 + --- column 102: 0.899273 + --- column 43: 0.00109175** [+1 to VI numerator] + --- column 82: 0.478171 + --- column 100: 0.919206 + --- column 9: 0.161097 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 56, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 114 119 2 117 49 + + + -- linear combo weights (showing up to 5) + + 0.6759 2.3047 -1.7920 1.6970 -4.3764 + + + + -- lower cutpoint: -3.01294 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.58287 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.30867 (6.06458), N = 41 moving right + --- 0.908126 (23.7837), N = 23 moving right + --- 2.62683 (24.9799), N = 18 moving right + --- 3.96413 (25.1449), N = 16 moving right + --- 5.58287 (40.2858), N = 11 moving right + + -- best stat: 40.2858, min to split: 0 + + -- p-values: + --- column 114: 0.600875 + --- column 119: 0.347531 + --- column 2: 0.267119 + --- column 117: 0.144216 + --- column 49: 0.00430092** [+1 to VI numerator] + --- column 94: 0.154023 + --- column 36: 0.42319 + --- column 31: 0.193374 + --- column 115: 0.804092 + --- column 30: 0.0721076 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 907, try number 1) + + -- N obs (unweighted): 577 + -- columns sampled (showing up to 5) + + 48 41 86 53 74 + + + -- linear combo weights (showing up to 5) + + 8.1714 -5.3598 4.1065 5.1983 1.1560 + + + + -- lower cutpoint: -21.5138 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.2253 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -12.9873 (17.0223), N = 838 moving right + --- 0.968029 (39.7184), N = 387 moving right + --- 1.36761 (38.3105), N = 349 moving right + --- 5.43638 (18.4194), N = 149 moving right + --- 11.7817 (2.58762), N = 29 moving right + + -- best stat: 39.7184, min to split: 0 + + -- p-values: + --- column 48: 1.83888e-09*** [+1 to VI numerator] + --- column 41: 1.00004e-10*** [+1 to VI numerator] + --- column 86: 0.00115534** [+1 to VI numerator] + --- column 53: 2.18986e-07*** [+1 to VI numerator] + --- column 74: 0.0827945 + --- column 60: 0.00957498** [+1 to VI numerator] + --- column 80: 1.52206e-07*** [+1 to VI numerator] + --- column 73: 0.320453 + --- column 95: 3.55417e-10*** [+1 to VI numerator] + --- column 82: 4.02534e-11*** [+1 to VI numerator] + --- column 115: 0.185439 + --- column 66: 9.49796e-11*** [+1 to VI numerator] + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 965, try number 1) + + -- N obs (unweighted): 614 + -- columns sampled (showing up to 5) + + 2 21 31 70 74 + + + -- linear combo weights (showing up to 5) + + 0.4067 0.2329 -0.1067 -1.6740 0.2692 + + + + -- lower cutpoint: -8.29369 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.2623 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.73483 (9.26866), N = 807 moving right + --- -3.39865 (10.13), N = 692 moving right + --- -2.57664 (12.5331), N = 604 moving right + --- 0.56967 (8.90506), N = 290 moving right + --- 1.61751 (6.2063), N = 180 moving right + + -- best stat: 12.5331, min to split: 0 + + -- p-values: + --- column 2: 0.470663 + --- column 21: 0.697594 + --- column 31: 0.917668 + --- column 70: 0.123804 + --- column 74: 0.810527 + --- column 14: 0.173008 + --- column 55: 0.000767883*** [+1 to VI numerator] + --- column 119: 0.717957 + --- column 81: 0.177593 + --- column 65: 5.53196e-05*** [+1 to VI numerator] + --- column 75: 0.518901 + --- column 41: 0.00129443** [+1 to VI numerator] + +-- node 6 was split into node 13 (left) and 14 (right) + +-- sprouting node 7 into a leaf (N = 48) + +-- sprouting node 8 into a leaf (N = 18) + +-- attempting to split node 9 (N = 45, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 8 41 108 57 120 + + + -- linear combo weights (showing up to 5) + + -0.9472 0.6884 -0.6003 1.6255 -0.8180 + + + + -- lower cutpoint: -1.02735 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.647705 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.326922 (0.636581), N = 26 moving right + --- -0.119809 (0.696889), N = 25 moving right + --- 0.0390424 (1.30667), N = 18 moving right + --- 0.433706 (1.92889), N = 14 moving right + --- 0.647705 (3.04889), N = 10 moving right + + -- best stat: 3.04889, min to split: 0 + + -- p-values: + --- column 8: 0.293398 + --- column 41: 0.36169 + --- column 108: 0.31892 + --- column 57: 0.196829 + --- column 120: 0.424631 + --- column 118: 0.997098 + --- column 106: 0.127544 + --- column 66: 0.665173 + +-- node 9 was split into node 15 (left) and 16 (right) + +-- sprouting node 10 into a leaf (N = 11) + +-- attempting to split node 11 (N = 520, try number 1) + + -- N obs (unweighted): 333 + -- columns sampled (showing up to 5) + + 19 0 121 5 24 + + + -- linear combo weights (showing up to 5) + + 0.3256 5.6830 -0.2215 3.2449 -0.1888 + + + + -- lower cutpoint: -14.5349 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.8772 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.4609 (3.67605), N = 483 moving right + --- -0.770511 (32.3422), N = 244 moving right + --- 1.946 (44.5174), N = 136 moving right + --- 6.44046 (25.9148), N = 46 moving right + --- 6.55243 (25.3445), N = 45 moving right + + -- best stat: 44.5174, min to split: 0 + + -- p-values: + --- column 19: 0.711847 + --- column 0: 1.87164e-08*** [+1 to VI numerator] + --- column 121: 0.757193 + --- column 5: 8.84635e-05*** [+1 to VI numerator] + --- column 24: 0.82877 + --- column 92: 0.138534 + --- column 25: 0.813296 + --- column 44: 1.49866e-07*** [+1 to VI numerator] + --- column 62: 0.00584853** [+1 to VI numerator] + --- column 117: 0.00672476** [+1 to VI numerator] + --- column 75: 0.41688 + --- column 80: 0.495082 + +-- node 11 was split into node 17 (left) and 18 (right) + +-- attempting to split node 12 (N = 387, try number 1) + + -- N obs (unweighted): 244 + -- columns sampled (showing up to 5) + + 36 75 56 94 104 + + + -- linear combo weights (showing up to 5) + + 1.5718 -0.3289 -1.6249 1.8482 1.9038 + + + + -- lower cutpoint: -6.89078 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.81023 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.56947 (8.13561), N = 295 moving right + --- -1.81145 (9.83664), N = 219 moving right + --- -1.52295 (8.7817), N = 202 moving right + --- -0.0161273 (7.91565), N = 130 moving right + --- 1.03333 (7.11754), N = 83 moving right + + -- best stat: 9.83664, min to split: 0 + + -- p-values: + --- column 36: 0.255093 + --- column 75: 0.690225 + --- column 56: 0.0623688 + --- column 94: 0.177465 + --- column 104: 0.193837 + --- column 82: 0.0964519 + --- column 66: 0.63143 + --- column 68: 0.839389 + --- column 84: 0.432304 + --- column 26: 0.673494 + --- column 108: 0.936923 + --- column 33: 0.784253 + +-- node 12 was split into node 19 (left) and 20 (right) + +-- attempting to split node 13 (N = 361, try number 1) + + -- N obs (unweighted): 227 + -- columns sampled (showing up to 5) + + 42 97 100 85 118 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 13 (N = 361, try number 2) + + -- N obs (unweighted): 227 + -- columns sampled (showing up to 5) + + 101 10 32 117 112 + + + -- linear combo weights (showing up to 5) + + 1.3069 -2.4172 -0.5558 1.4520 -2.2261 + + + + -- lower cutpoint: -6.08352 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.90657 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.12435 (2.21438), N = 250 moving right + --- 0.164402 (2.39862), N = 245 moving right + --- 0.32801 (4.49276), N = 236 moving right + --- 3.71778 (2.02876), N = 68 moving right + --- 4.87965 (1.12737), N = 33 moving right + + -- best stat: 4.49276, min to split: 0 + + -- p-values: + --- column 101: 0.39408 + --- column 10: 0.392604 + --- column 32: 0.806269 + --- column 117: 0.542871 + --- column 112: 0.404297 + --- column 42: 0.808325 + --- column 13: 0.398667 + --- column 48: 0.482278 + --- column 29: 0.1562 + --- column 36: 0.318166 + --- column 88: 0.407053 + --- column 83: 0.960501 + +-- node 13 was split into node 21 (left) and 22 (right) + +-- attempting to split node 14 (N = 604, try number 1) + + -- N obs (unweighted): 387 + -- columns sampled (showing up to 5) + + 98 79 51 55 23 + + + -- linear combo weights (showing up to 5) + + 1.9680 -0.7408 -1.8457 2.0390 -1.3050 + + + + -- lower cutpoint: -7.81861 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.88148 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.77363 (3.50979), N = 566 moving right + --- -3.7677 (7.38779), N = 510 moving right + --- -1.39816 (12.2608), N = 404 moving right + --- -0.837595 (10.1633), N = 370 moving right + --- 0.297133 (7.94092), N = 295 moving right + + -- best stat: 12.2608, min to split: 0 + + -- p-values: + --- column 98: 0.00635969** [+1 to VI numerator] + --- column 79: 0.344905 + --- column 51: 0.00684158** [+1 to VI numerator] + --- column 55: 0.0151691* + --- column 23: 0.359043 + --- column 89: 0.763652 + --- column 115: 0.655854 + --- column 101: 0.924434 + --- column 45: 0.151195 + --- column 125: 0.607355 + --- column 123: 0.556368 + --- column 47: 0.0128465* + +-- node 14 was split into node 23 (left) and 24 (right) + +-- sprouting node 15 into a leaf (N = 35) + +-- sprouting node 16 into a leaf (N = 10) + +-- attempting to split node 17 (N = 384, try number 1) + + -- N obs (unweighted): 235 + -- columns sampled (showing up to 5) + + 62 99 4 69 98 + + + -- linear combo weights (showing up to 5) + + 1.2662 -1.2452 3.0931 -4.4154 -1.2478 + + + + -- lower cutpoint: -13.8974 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.27142 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.6248 (2.25557), N = 372 moving right + --- -13.074 (3.23893), N = 367 moving right + --- -8.68245 (14.6209), N = 298 moving right + --- -3.89337 (24.2285), N = 203 moving right + --- -2.1585 (30.479), N = 149 moving right + + -- best stat: 30.479, min to split: 0 + + -- p-values: + --- column 62: 0.221392 + --- column 99: 0.111547 + --- column 4: 0.046368* + --- column 69: 0.0124031* + --- column 98: 0.149568 + --- column 83: 6.64018e-05*** [+1 to VI numerator] + --- column 26: 0.632624 + --- column 107: 0.295147 + --- column 14: 0.880245 + --- column 33: 0.0570665 + --- column 118: 0.274138 + --- column 79: 0.000782378*** [+1 to VI numerator] + +-- node 17 was split into node 25 (left) and 26 (right) + +-- attempting to split node 18 (N = 136, try number 1) + + -- N obs (unweighted): 98 + -- columns sampled (showing up to 5) + + 17 70 43 104 67 + + + -- linear combo weights (showing up to 5) + + 0.0241 -3.7054 -1.7883 5.9088 4.3115 + + + + -- lower cutpoint: -5.67508 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.1439 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.29037 (24.2339), N = 120 moving right + --- -1.18042 (31.9604), N = 109 moving right + --- -0.84733 (33.1613), N = 107 moving right + --- -0.541942 (33.9704), N = 98 moving right + --- 10.3358 (5.6024), N = 15 moving right + + -- best stat: 33.9704, min to split: 0 + + -- p-values: + --- column 17: 0.989587 + --- column 70: 0.123225 + --- column 43: 0.477797 + --- column 104: 0.0593032 + --- column 67: 0.0932368 + --- column 91: 0.0401993* + --- column 69: 0.119888 + --- column 57: 0.89834 + --- column 32: 0.759149 + --- column 116: 0.183125 + --- column 92: 0.406927 + --- column 53: 0.680972 + +-- node 18 was split into node 27 (left) and 28 (right) + +-- attempting to split node 19 (N = 168, try number 1) + + -- N obs (unweighted): 109 + -- columns sampled (showing up to 5) + + 91 93 85 68 104 + + + -- linear combo weights (showing up to 5) + + 2.1038 8.4843 2.7331 1.1311 -3.2565 + + + + -- lower cutpoint: -6.84624 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.78706 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.75447 (3.46557), N = 136 moving right + --- -3.21975 (8.3497), N = 128 moving right + --- 0.969107 (11.2963), N = 71 moving right + --- 2.54312 (14.6295), N = 48 moving right + --- 4.43471 (7.38712), N = 19 moving right + + -- best stat: 14.6295, min to split: 0 + + -- p-values: + --- column 91: 0.115789 + --- column 93: 0.173736 + --- column 85: 0.0557368 + --- column 68: 0.520745 + --- column 104: 0.795145 + --- column 121: 0.88682 + --- column 89: 0.307488 + --- column 37: 0.111496 + --- column 11: 0.0751579 + --- column 57: 0.998818 + --- column 39: 0.505027 + --- column 109: 0.172001 + +-- node 19 was split into node 29 (left) and 30 (right) + +-- attempting to split node 20 (N = 219, try number 1) + + -- N obs (unweighted): 135 + -- columns sampled (showing up to 5) + + 18 63 60 35 42 + + + -- linear combo weights (showing up to 5) + + -2.8035 -6.5779 -6.6293 -4.0194 0.8255 + + + + -- lower cutpoint: -7.27522 + - n_obs, left node: 13 + + + -- upper cutpoint: 17.6867 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.59449 (17.2643), N = 150 moving right + --- 0.330163 (25.0113), N = 116 moving right + --- 4.02741 (21.3594), N = 42 moving right + --- 4.03203 (21.4118), N = 41 moving right + --- 6.43578 (23.0223), N = 29 moving right + + -- best stat: 25.0113, min to split: 0 + + -- p-values: + --- column 18: 0.138928 + --- column 63: 1.8815e-05*** [+1 to VI numerator] + --- column 60: 0.000587359*** [+1 to VI numerator] + --- column 35: 0.0161401* + --- column 42: 0.635003 + --- column 110: 0.316163 + --- column 3: 0.0851472 + --- column 118: 0.9673 + --- column 38: 0.439767 + --- column 0: 0.00417838** [+1 to VI numerator] + --- column 27: 0.655141 + --- column 97: 0.807954 + +-- node 20 was split into node 31 (left) and 32 (right) + +-- attempting to split node 21 (N = 125, try number 1) + + -- N obs (unweighted): 81 + -- columns sampled (showing up to 5) + + 96 54 53 67 32 + + + -- linear combo weights (showing up to 5) + + 5.2444 -1.5393 0.7025 0.2896 -5.0804 + + + + -- lower cutpoint: -14.1989 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.02945 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.79626 (8.33295), N = 96 moving right + --- -6.64532 (12.7083), N = 92 moving right + --- -3.04435 (23.205), N = 57 moving right + --- -0.503024 (9.94772), N = 45 moving right + --- 0.885813 (8.00837), N = 24 moving right + + -- best stat: 23.205, min to split: 0 + + -- p-values: + --- column 96: 0.0834671 + --- column 54: 0.607686 + --- column 53: 0.882838 + --- column 67: 0.944348 + --- column 32: 0.192219 + --- column 90: 0.598824 + --- column 115: 0.07456 + --- column 36: 0.342053 + --- column 104: 0.55319 + --- column 46: 0.640455 + --- column 14: 0.786056 + --- column 28: 0.707443 + +-- node 21 was split into node 33 (left) and 34 (right) + +-- attempting to split node 22 (N = 236, try number 1) + + -- N obs (unweighted): 146 + -- columns sampled (showing up to 5) + + 37 104 88 87 29 + + + -- linear combo weights (showing up to 5) + + 1.2692 2.9122 -23.3543 22.6542 1.4365 + + + + -- lower cutpoint: -11.0145 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.26555 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.42645 (19.5324), N = 198 moving right + --- -0.433155 (5.4483), N = 85 moving right + --- 0.621238 (14.3216), N = 56 moving right + --- 1.19263 (13.0385), N = 45 moving right + --- 2.30615 (11.9706), N = 32 moving right + + -- best stat: 19.5324, min to split: 0 + + -- p-values: + --- column 37: 0.405865 + --- column 104: 0.645234 + --- column 88: 0.0181612* + --- column 87: 0.0291759* + --- column 29: 0.337197 + --- column 54: 0.551933 + --- column 75: 0.345279 + --- column 95: 0.188521 + --- column 122: 0.511984 + --- column 105: 0.560221 + --- column 7: 0.0639258 + --- column 8: 0.499891 + +-- node 22 was split into node 35 (left) and 36 (right) + +-- attempting to split node 23 (N = 200, try number 1) + + -- N obs (unweighted): 128 + -- columns sampled (showing up to 5) + + 91 68 67 104 108 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 23 (N = 200, try number 2) + + -- N obs (unweighted): 128 + -- columns sampled (showing up to 5) + + 46 47 77 44 92 + + + -- linear combo weights (showing up to 5) + + -19.1574 16.6318 1.1876 -2.2151 1.6245 + + + + -- lower cutpoint: -9.27292 + - n_obs, left node: 11 + + + -- upper cutpoint: 13.0172 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.35757 (37.6033), N = 186 moving right + --- -6.72343 (27.9987), N = 171 moving right + --- -3.13977 (18.0041), N = 126 moving right + --- -2.8064 (21.1704), N = 122 moving right + --- 0.286642 (14.7661), N = 67 moving right + + -- best stat: 37.6033, min to split: 0 + + -- p-values: + --- column 46: 0.104863 + --- column 47: 0.156299 + --- column 77: 0.571217 + --- column 44: 0.49184 + --- column 92: 0.553273 + --- column 6: 0.682442 + --- column 0: 0.00105028** [+1 to VI numerator] + --- column 42: 0.177575 + --- column 72: 0.506769 + --- column 81: 0.152542 + --- column 62: 0.715128 + --- column 8: 0.0156839* + +-- node 23 was split into node 37 (left) and 38 (right) + +-- attempting to split node 24 (N = 404, try number 1) + + -- N obs (unweighted): 259 + -- columns sampled (showing up to 5) + + 40 42 77 101 91 + + + -- linear combo weights (showing up to 5) + + -0.2670 1.3492 1.2725 2.7992 1.8060 + + + + -- lower cutpoint: -4.13718 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.91799 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.981508 (4.86977), N = 367 moving right + --- 1.61058 (9.33386), N = 251 moving right + --- 1.78059 (8.54076), N = 239 moving right + --- 2.22234 (7.63856), N = 203 moving right + --- 4.76896 (3.07143), N = 60 moving right + + -- best stat: 9.33386, min to split: 0 + + -- p-values: + --- column 40: 0.788676 + --- column 42: 0.0416121* + --- column 77: 0.153426 + --- column 101: 0.395569 + --- column 91: 0.0824032 + --- column 111: 0.418377 + --- column 95: 0.25222 + --- column 115: 0.846925 + --- column 103: 0.203384 + --- column 46: 0.595239 + --- column 53: 0.0164853* + --- column 106: 0.239365 + +-- node 24 was split into node 39 (left) and 40 (right) + +-- attempting to split node 25 (N = 235, try number 1) + + -- N obs (unweighted): 145 + -- columns sampled (showing up to 5) + + 1 106 30 36 90 + + + -- linear combo weights (showing up to 5) + + 4.0777 -0.8968 -0.4096 -0.1211 -0.8001 + + + + -- lower cutpoint: -8.38206 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.4752 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.7011 (1.07242), N = 220 moving right + --- -4.07492 (10.9878), N = 136 moving right + --- -4.03867 (11.1857), N = 135 moving right + --- -2.71166 (9.70021), N = 83 moving right + --- -1.01757 (10.2151), N = 45 moving right + + -- best stat: 11.1857, min to split: 0 + + -- p-values: + --- column 1: 0.000418881*** [+1 to VI numerator] + --- column 106: 0.618775 + --- column 30: 0.701286 + --- column 36: 0.890385 + --- column 90: 0.413129 + --- column 124: 0.635807 + --- column 49: 0.346426 + --- column 61: 0.304126 + --- column 125: 0.501802 + --- column 107: 0.912401 + --- column 39: 0.562754 + --- column 68: 0.568797 + +-- node 25 was split into node 41 (left) and 42 (right) + +-- attempting to split node 26 (N = 149, try number 1) + + -- N obs (unweighted): 90 + -- columns sampled (showing up to 5) + + 75 34 79 71 82 + + + -- linear combo weights (showing up to 5) + + -0.3632 -0.5981 -0.1313 1.0216 9.9158 + + + + -- lower cutpoint: -13.1356 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.72344 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.29771 (20.1344), N = 105 moving right + --- -2.97203 (22.0464), N = 88 moving right + --- -0.500185 (11.1748), N = 60 moving right + --- 0.143373 (8.78955), N = 49 moving right + --- 2.9887 (13.8627), N = 14 moving right + + -- best stat: 22.0464, min to split: 0 + + -- p-values: + --- column 75: 0.864926 + --- column 34: 0.881555 + --- column 79: 0.947976 + --- column 71: 0.752303 + --- column 82: 0.594248 + --- column 74: 0.69967 + --- column 33: 0.429138 + --- column 115: 0.156664 + --- column 72: 0.0269271* + --- column 87: 0.977394 + --- column 118: 0.228485 + --- column 83: 0.530914 + +-- node 26 was split into node 43 (left) and 44 (right) + +-- attempting to split node 27 (N = 38, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 74 96 103 84 8 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 27 (N = 38, try number 2) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 88 93 95 121 70 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 27 (N = 38, try number 3) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 92 65 107 30 86 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 27 into a leaf (N = 38) + +-- attempting to split node 28 (N = 98, try number 1) + + -- N obs (unweighted): 69 + -- columns sampled (showing up to 5) + + 15 102 109 104 34 + + + -- linear combo weights (showing up to 5) + + -5.2038 0.8743 -2.2498 3.9710 1.3028 + + + + -- lower cutpoint: -9.07129 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.90116 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.57844 (14.4257), N = 85 moving right + --- -8.28166 (15.3665), N = 84 moving right + --- -4.32761 (6.62104), N = 58 moving right + --- -4.17011 (6.23777), N = 55 moving right + --- -3.13031 (4.94254), N = 44 moving right + + -- best stat: 15.3665, min to split: 0 + + -- p-values: + --- column 15: 0.0305227* + --- column 102: 0.778091 + --- column 109: 0.341932 + --- column 104: 0.564515 + --- column 34: 0.411233 + --- column 20: 0.942198 + --- column 36: 0.807393 + --- column 26: 0.244655 + --- column 32: 0.707393 + --- column 16: 0.125714 + --- column 55: 0.893006 + --- column 120: 0.216896 + +-- node 28 was split into node 45 (left) and 46 (right) + +-- attempting to split node 29 (N = 120, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 11 77 63 33 23 + + + -- linear combo weights (showing up to 5) + + -0.6642 -1.7620 -5.6559 -1.0717 3.4915 + + + + -- lower cutpoint: -5.76556 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.7651 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.78199 (8.72894), N = 101 moving right + --- -4.32553 (8.07584), N = 99 moving right + --- -0.908767 (16.0667), N = 60 moving right + --- -0.37319 (12.1865), N = 53 moving right + --- 2.14357 (9.23832), N = 25 moving right + + -- best stat: 16.0667, min to split: 0 + + -- p-values: + --- column 11: 0.760985 + --- column 77: 0.37535 + --- column 63: 0.248923 + --- column 33: 0.793687 + --- column 23: 0.335536 + --- column 3: 0.816556 + --- column 110: 0.501671 + --- column 113: 0.775537 + --- column 14: 0.634315 + --- column 43: 0.279097 + --- column 83: 0.16912 + --- column 96: 0.727101 + +-- node 29 was split into node 47 (left) and 48 (right) + +-- attempting to split node 30 (N = 48, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 94 99 56 18 42 + + + -- linear combo weights (showing up to 5) + + 2.3697 84.5941 -3.0001 4.2769 1.4752 + + + + -- lower cutpoint: -20.236 + - n_obs, left node: 11 + + + -- upper cutpoint: -14.1146 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -17.6925 (12.8239), N = 31 moving right + --- -17.6002 (12.376), N = 30 moving right + --- -15.6919 (9.15181), N = 23 moving right + --- -14.9227 (9.77997), N = 17 moving right + --- -14.1146 (12.3781), N = 10 moving right + + -- best stat: 12.8239, min to split: 0 + + -- p-values: + --- column 94: 0.0532663 + --- column 99: 0.0876268 + --- column 56: 0.0178805* + --- column 18: 0.0130137* + --- column 42: 0.212071 + --- column 80: 9.71299e-07*** [+1 to VI numerator] + --- column 8: 0.479184 + --- column 107: 0.00968679** [+1 to VI numerator] + --- column 104: 0.451472 + --- column 43: 0.678663 + +-- node 30 was split into node 49 (left) and 50 (right) + +-- attempting to split node 31 (N = 103, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 53 89 112 4 88 + + + -- linear combo weights (showing up to 5) + + -0.4706 -2.3468 1.8710 -0.3848 8.3820 + + + + -- lower cutpoint: -3.53009 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.9324 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.736994 (21.1616), N = 84 moving right + --- 1.86914 (26.7413), N = 77 moving right + --- 2.49598 (23.1331), N = 75 moving right + --- 9.70416 (7.06979), N = 19 moving right + --- 10.3857 (4.88267), N = 15 moving right + + -- best stat: 26.7413, min to split: 0 + + -- p-values: + --- column 53: 0.881411 + --- column 89: 0.254043 + --- column 112: 0.90283 + --- column 4: 0.902438 + --- column 88: 0.0362589* + --- column 83: 0.0610614 + --- column 49: 0.823426 + --- column 108: 0.10699 + --- column 12: 0.630568 + --- column 92: 0.714219 + --- column 14: 0.350458 + --- column 109: 0.815907 + +-- node 31 was split into node 51 (left) and 52 (right) + +-- attempting to split node 32 (N = 116, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 97 43 51 10 33 + + + -- linear combo weights (showing up to 5) + + 2.1829 2.0478 -0.5927 2.1314 3.1272 + + + + -- lower cutpoint: -7.92491 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.07619 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.4874 (28.313), N = 76 moving right + --- 2.10379 (28.8505), N = 47 moving right + --- 3.29297 (22.7127), N = 36 moving right + --- 4.18483 (25.4706), N = 29 moving right + --- 9.07619 (8.45245), N = 10 moving right + + -- best stat: 28.8505, min to split: 0 + + -- p-values: + --- column 97: 0.326788 + --- column 43: 0.370354 + --- column 51: 0.69087 + --- column 10: 0.353228 + --- column 33: 0.258505 + --- column 112: 0.816621 + --- column 66: 0.38564 + --- column 78: 0.0389864* + --- column 65: 0.328725 + --- column 84: 0.156867 + --- column 109: 0.443213 + --- column 29: 0.279086 + +-- node 32 was split into node 53 (left) and 54 (right) + +-- attempting to split node 33 (N = 68, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 1 61 29 100 38 + + + -- linear combo weights (showing up to 5) + + 17.0931 4.9808 5.9445 -5.1800 1.1176 + + + + -- lower cutpoint: -13.7874 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.36689 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -11.7183 (16.5352), N = 56 moving right + --- -10.641 (52.0984), N = 49 moving right + --- -9.08475 (83.5931), N = 37 moving right + --- -8.57353 (83.2666), N = 33 moving right + --- -8.49413 (66.5832), N = 31 moving right + + -- best stat: 83.5931, min to split: 0 + + -- p-values: + --- column 1: 0.00796797** [+1 to VI numerator] + --- column 61: 0.593321 + --- column 29: 0.311347 + --- column 100: 0.119974 + --- column 38: 0.781495 + --- column 85: 0.830766 + --- column 52: 0.296742 + --- column 44: 0.103476 + --- column 82: 0.86112 + --- column 68: 0.617997 + --- column 37: 0.634694 + --- column 27: 0.916261 + +-- node 33 was split into node 55 (left) and 56 (right) + +-- attempting to split node 34 (N = 57, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 104 125 70 21 80 + + + -- linear combo weights (showing up to 5) + + 7.1033 -6.2958 3.6514 -0.7436 5.1963 + + + + -- lower cutpoint: -10.0511 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.47936 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.98189 (44.0404), N = 29 moving right + --- -4.48498 (41.6469), N = 28 moving right + --- -3.56448 (49.7212), N = 27 moving right + --- 1.46655 (19.8476), N = 12 moving right + --- 3.47936 (19.2447), N = 10 moving right + + -- best stat: 49.7212, min to split: 0 + + -- p-values: + --- column 104: 0.229115 + --- column 125: 0.255536 + --- column 70: 0.362011 + --- column 21: 0.817712 + --- column 80: 0.554992 + --- column 35: 0.100728 + --- column 88: 0.217114 + --- column 96: 0.757525 + --- column 64: 0.334201 + --- column 114: 0.828662 + +-- node 34 was split into node 57 (left) and 58 (right) + +-- attempting to split node 35 (N = 38, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 104 60 53 11 69 + + + -- linear combo weights (showing up to 5) + + -10.1028 -23.2372 5.1162 15.6410 3.4519 + + + + -- lower cutpoint: -10.615 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.01106 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.615 (30.8543), N = 28 moving right + --- -8.81674 (32.2326), N = 27 moving right + --- -3.32794 (129.719), N = 16 moving right + --- -0.531332 (138.483), N = 15 moving right + --- 0.181604 (202.23), N = 13 moving right + + -- best stat: 202.23, min to split: 0 + + -- p-values: + --- column 104: 0.231986 + --- column 60: 0.516606 + --- column 53: 0.603858 + --- column 11: 0.342811 + --- column 69: 0.800276 + --- column 3: 0.863545 + --- column 20: 0.228873 + +-- node 35 was split into node 59 (left) and 60 (right) + +-- attempting to split node 36 (N = 198, try number 1) + + -- N obs (unweighted): 124 + -- columns sampled (showing up to 5) + + 50 99 22 88 1 + + + -- linear combo weights (showing up to 5) + + -3.3548 -3.4449 4.8670 -4.3064 3.2060 + + + + -- lower cutpoint: -12.3292 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.89974 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.47222 (17.1791), N = 138 moving right + --- -5.43832 (20.7466), N = 125 moving right + --- -1.87522 (23.7469), N = 71 moving right + --- -1.29341 (23.3165), N = 64 moving right + --- -1.24977 (22.9487), N = 61 moving right + + -- best stat: 23.7469, min to split: 0 + + -- p-values: + --- column 50: 0.0125341* + --- column 99: 0.779569 + --- column 22: 0.252778 + --- column 88: 0.361068 + --- column 1: 0.0250618* + --- column 44: 0.786437 + --- column 43: 0.848048 + --- column 111: 0.919986 + --- column 18: 0.936219 + --- column 62: 0.281003 + --- column 81: 0.146163 + --- column 30: 0.564131 + +-- node 36 was split into node 61 (left) and 62 (right) + +-- sprouting node 37 into a leaf (N = 14) + +-- attempting to split node 38 (N = 186, try number 1) + + -- N obs (unweighted): 118 + -- columns sampled (showing up to 5) + + 106 40 102 39 14 + + + -- linear combo weights (showing up to 5) + + -42.6854 4.6420 34.9155 1.9907 1.8219 + + + + -- lower cutpoint: -4.46412 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.11657 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -3.45543 (7.94949), N = 163 moving right + --- -0.644444 (22.1537), N = 117 moving right + --- 1.46348 (5.31842), N = 76 moving right + --- 1.68745 (4.19947), N = 71 moving right + --- 5.58285 (2.54211), N = 18 moving right + + -- best stat: 22.1537, min to split: 0 + + -- p-values: + --- column 106: 0.427357 + --- column 40: 0.212904 + --- column 102: 0.451976 + --- column 39: 0.472267 + --- column 14: 0.187808 + --- column 44: 0.827388 + --- column 72: 0.491031 + --- column 25: 0.897683 + --- column 97: 0.818607 + --- column 49: 0.7693 + --- column 47: 0.567898 + --- column 18: 0.781741 + +-- node 38 was split into node 63 (left) and 64 (right) + +-- attempting to split node 39 (N = 153, try number 1) + + -- N obs (unweighted): 94 + -- columns sampled (showing up to 5) + + 109 50 57 74 34 + + + -- linear combo weights (showing up to 5) + + 5.2886 -1.8713 -0.2089 -6.4378 1.9434 + + + + -- lower cutpoint: -3.34375 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.87645 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.07654 (6.58645), N = 94 moving right + --- 1.49066 (15.1315), N = 83 moving right + --- 2.08959 (12.7463), N = 69 moving right + --- 2.48241 (11.8078), N = 64 moving right + --- 6.28682 (11.9946), N = 26 moving right + + -- best stat: 15.1315, min to split: 0 + + -- p-values: + --- column 109: 0.587052 + --- column 50: 0.297504 + --- column 57: 0.917615 + --- column 74: 0.418204 + --- column 34: 0.395622 + --- column 8: 0.834658 + --- column 73: 0.586564 + --- column 15: 0.381538 + --- column 111: 0.784293 + --- column 75: 0.0624732 + --- column 97: 0.43708 + --- column 12: 0.611825 + +-- node 39 was split into node 65 (left) and 66 (right) + +-- attempting to split node 40 (N = 251, try number 1) + + -- N obs (unweighted): 165 + -- columns sampled (showing up to 5) + + 57 109 29 2 14 + + + -- linear combo weights (showing up to 5) + + 1.5604 -1.0859 -0.2494 -0.0123 -1.1377 + + + + -- lower cutpoint: -4.94258 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.60641 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.16533 (0.538766), N = 234 moving right + --- -3.72246 (0.946793), N = 226 moving right + --- -3.56705 (0.945319), N = 221 moving right + --- -2.87034 (6.33538), N = 204 moving right + --- 3.89794 (0.90961), N = 21 moving right + + -- best stat: 6.33538, min to split: 0 + + -- p-values: + --- column 57: 0.130951 + --- column 109: 0.728231 + --- column 29: 0.714361 + --- column 2: 0.982003 + --- column 14: 0.0820168 + --- column 101: 0.973399 + --- column 106: 0.465715 + --- column 94: 0.73248 + --- column 68: 0.0274526* + --- column 61: 0.972673 + --- column 89: 0.52323 + --- column 36: 0.473151 + +-- node 40 was split into node 67 (left) and 68 (right) + +-- attempting to split node 41 (N = 100, try number 1) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 15 75 112 93 117 + + + -- linear combo weights (showing up to 5) + + -0.3232 0.1575 0.6937 -0.2692 0.3212 + + + + -- lower cutpoint: -0.658117 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.63922 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.658117 (0.000711111), N = 90 moving right + --- -0.635016 (0.000956322), N = 87 moving right + --- -0.302565 (0.00375873), N = 63 moving right + --- -0.0418822 (0.00848372), N = 43 moving right + --- 0.228225 (0.0149333), N = 30 moving right + + -- best stat: 0.0149333, min to split: 0 + + -- p-values: + --- column 15: 0.480534 + --- column 75: 0.551668 + --- column 112: 0.0150357* + --- column 93: 0.196616 + --- column 117: 0.187492 + --- column 2: 0.872977 + --- column 42: 0.518777 + --- column 125: 0.968306 + --- column 34: 0.79905 + --- column 98: 0.0155185* + --- column 21: 0.795627 + --- column 76: 0.346751 + +-- node 41 was split into node 69 (left) and 70 (right) + +-- attempting to split node 42 (N = 135, try number 1) + + -- N obs (unweighted): 86 + -- columns sampled (showing up to 5) + + 73 112 99 0 41 + + + -- linear combo weights (showing up to 5) + + -0.0970 -0.8761 -0.6908 -8.1286 -3.5948 + + + + -- lower cutpoint: -8.64135 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.6012 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.76743 (3.3664), N = 117 moving right + --- -2.05428 (8.34412), N = 84 moving right + --- 0.593405 (18.5689), N = 48 moving right + --- 1.08555 (10.6554), N = 40 moving right + --- 1.2515 (5.38655), N = 37 moving right + + -- best stat: 18.5689, min to split: 0 + + -- p-values: + --- column 73: 0.946644 + --- column 112: 0.608334 + --- column 99: 0.635789 + --- column 0: 0.630653 + --- column 41: 0.10522 + --- column 90: 0.809598 + --- column 119: 0.543584 + --- column 114: 0.722469 + --- column 74: 0.21619 + --- column 89: 0.0653127 + --- column 24: 0.626054 + --- column 18: 0.837 + +-- node 42 was split into node 71 (left) and 72 (right) + +-- attempting to split node 43 (N = 61, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 59 77 16 117 71 + + + -- linear combo weights (showing up to 5) + + 1.5876 0.3115 2.8736 -1.8492 -15.4793 + + + + -- lower cutpoint: -6.84313 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.6503 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.84313 (8.68605), N = 51 moving right + --- -2.19472 (27.7942), N = 39 moving right + --- 1.92816 (44.3991), N = 29 moving right + --- 2.70238 (53.8291), N = 27 moving right + --- 7.42779 (46.3747), N = 12 moving right + + -- best stat: 53.8291, min to split: 0 + + -- p-values: + --- column 59: 0.731046 + --- column 77: 0.936961 + --- column 16: 0.460262 + --- column 117: 0.662828 + --- column 71: 0.192807 + --- column 97: 0.537508 + --- column 49: 0.363988 + --- column 69: 0.522605 + --- column 9: 0.17804 + --- column 45: 0.702548 + --- column 30: 0.27058 + +-- node 43 was split into node 73 (left) and 74 (right) + +-- attempting to split node 44 (N = 88, try number 1) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 90 41 79 57 120 + + + -- linear combo weights (showing up to 5) + + 1.7675 -0.1923 -4.0823 4.5474 -19.1152 + + + + -- lower cutpoint: -7.39677 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.41572 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.07105 (12.2093), N = 47 moving right + --- -0.981025 (25.8342), N = 42 moving right + --- 1.49976 (20.8923), N = 29 moving right + --- 3.92053 (25.5469), N = 24 moving right + --- 5.01551 (27.2799), N = 19 moving right + + -- best stat: 27.2799, min to split: 0 + + -- p-values: + --- column 90: 0.489639 + --- column 41: 0.94845 + --- column 79: 0.112519 + --- column 57: 0.0750461 + --- column 120: 0.512699 + --- column 31: 0.673099 + --- column 98: 0.274293 + --- column 63: 0.836229 + --- column 0: 0.278349 + --- column 119: 0.72578 + --- column 81: 0.598388 + --- column 68: 0.543739 + +-- node 44 was split into node 75 (left) and 76 (right) + +-- sprouting node 45 into a leaf (N = 14) + +-- attempting to split node 46 (N = 84, try number 1) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 46 105 100 66 26 + + + -- linear combo weights (showing up to 5) + + 2.1479 3.0613 -0.3514 -4.7934 0.1600 + + + + -- lower cutpoint: -3.84321 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.81503 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.89525 (7.67238), N = 36 moving right + --- 0.294749 (8.56387), N = 30 moving right + --- 1.2937 (6.06173), N = 24 moving right + --- 1.76068 (3.6773), N = 21 moving right + --- 3.81503 (6.86251), N = 10 moving right + + -- best stat: 8.56387, min to split: 0 + + -- p-values: + --- column 46: 0.211989 + --- column 105: 0.274358 + --- column 100: 0.83776 + --- column 66: 0.0196752* + --- column 26: 0.766171 + --- column 33: 0.0738349 + --- column 6: 0.0228331* + --- column 36: 0.363282 + --- column 63: 0.497068 + --- column 9: 0.964123 + --- column 19: 0.219514 + --- column 37: 0.732635 + +-- node 46 was split into node 77 (left) and 78 (right) + +-- attempting to split node 47 (N = 60, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 39 79 63 106 55 + + + -- linear combo weights (showing up to 5) + + 3.2679 2.7113 9.7212 -4.2938 -3.8084 + + + + -- lower cutpoint: -10.3438 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.01115 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.3438 (13.6676), N = 50 moving right + --- -5.10468 (27.4633), N = 41 moving right + --- -1.63161 (24.8067), N = 24 moving right + --- -0.183154 (16.6459), N = 15 moving right + --- 3.01115 (8.02222), N = 10 moving right + + -- best stat: 27.4633, min to split: 0 + + -- p-values: + --- column 39: 0.338392 + --- column 79: 0.442846 + --- column 63: 0.454066 + --- column 106: 0.613561 + --- column 55: 0.171359 + --- column 2: 0.119856 + --- column 29: 0.340284 + --- column 118: 0.109625 + --- column 74: 0.450002 + --- column 116: 0.701745 + --- column 62: 0.209247 + --- column 45: 0.251276 + +-- node 47 was split into node 79 (left) and 80 (right) + +-- attempting to split node 48 (N = 60, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 94 103 86 88 99 + + + -- linear combo weights (showing up to 5) + + -0.7229 -43.9815 -9.7387 6.0937 -0.0132 + + + + -- lower cutpoint: 2.93072 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.63914 + - n_obs, right node: 13 + + -- cutpoint (score) + --- 4.55762 (11.5638), N = 42 moving right + --- 6.85403 (11.5057), N = 33 moving right + --- 8.21799 (22.4054), N = 23 moving right + --- 9.28524 (17.6558), N = 21 moving right + --- 9.46853 (11.1673), N = 16 moving right + + -- best stat: 22.4054, min to split: 0 + + -- p-values: + --- column 94: 0.887972 + --- column 103: 0.580859 + --- column 86: 0.482803 + --- column 88: 0.599161 + --- column 99: 0.999908 + --- column 14: 0.231197 + --- column 53: 0.992072 + --- column 121: 0.785386 + --- column 10: 0.700429 + --- column 16: 0.891101 + --- column 75: 0.980986 + --- column 84: 0.766775 + +-- node 48 was split into node 81 (left) and 82 (right) + +-- sprouting node 49 into a leaf (N = 17) + +-- attempting to split node 50 (N = 31, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 96 84 7 60 87 + + + -- linear combo weights (showing up to 5) + + -0.6670 5.5738 1.0214 -1.9608 -7.4772 + + + + -- lower cutpoint: -6.62999 + - n_obs, left node: 12 + + + -- upper cutpoint: -3.16537 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.62999 (2.59468), N = 19 moving right + --- -6.24318 (3.97921), N = 16 moving right + --- -5.33747 (6.00445), N = 13 moving right + --- -3.18972 (8.74846), N = 11 moving right + --- -3.16537 (10.1045), N = 10 moving right + + -- best stat: 10.1045, min to split: 0 + + -- p-values: + --- column 96: 0.825439 + --- column 84: 0.082162 + --- column 7: 0.570141 + --- column 60: 0.239085 + --- column 87: 0.0495994* + --- column 98: 0.892751 + +-- node 50 was split into node 83 (left) and 84 (right) + +-- attempting to split node 51 (N = 26, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 99 13 106 42 26 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 51 (N = 26, try number 2) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 65 102 70 42 67 + + + -- linear combo weights (showing up to 5) + + -3.6482 1.3401 4.0258 7.6425 -4.1351 + + + + -- lower cutpoint: -4.25457 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.545887 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.25457 (19.7078), N = 16 moving right + --- -4.03465 (13.8297), N = 15 moving right + --- -3.31291 (28.1716), N = 13 moving right + --- -2.0625 (17.755), N = 12 moving right + --- -0.545887 (16.5337), N = 11 moving right + + -- best stat: 28.1716, min to split: 0 + + -- p-values: + --- column 65: 0.667143 + --- column 102: 0.797185 + --- column 70: 0.40397 + --- column 42: 0.15018 + --- column 67: 0.647523 + --- column 51: 0.219408 + +-- node 51 was split into node 85 (left) and 86 (right) + +-- attempting to split node 52 (N = 77, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 86 46 28 73 80 + + + -- linear combo weights (showing up to 5) + + 13.6708 7.1125 -0.5109 1.2061 12.0295 + + + + -- lower cutpoint: 1.44338 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.6481 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.92609 (27.4158), N = 65 moving right + --- 6.48742 (37.9027), N = 45 moving right + --- 8.70512 (19.902), N = 39 moving right + --- 9.49474 (24.4256), N = 38 moving right + --- 14.4476 (20.2799), N = 16 moving right + + -- best stat: 37.9027, min to split: 0 + + -- p-values: + --- column 86: 0.00881881** [+1 to VI numerator] + --- column 46: 0.0658305 + --- column 28: 0.75557 + --- column 73: 0.58865 + --- column 80: 0.00433664** [+1 to VI numerator] + --- column 105: 0.212148 + --- column 40: 0.540778 + --- column 97: 0.496846 + --- column 39: 0.620506 + --- column 109: 0.380656 + --- column 51: 0.455994 + --- column 33: 0.547042 + +-- node 52 was split into node 87 (left) and 88 (right) + +-- attempting to split node 53 (N = 69, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 80 28 118 106 124 + + + -- linear combo weights (showing up to 5) + + -1.7671 1.5569 3.1114 -13.0435 12.1137 + + + + -- lower cutpoint: -10.0004 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.06067 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.68548 (19.4633), N = 55 moving right + --- -5.05929 (17.6863), N = 47 moving right + --- -0.592897 (6.09116), N = 29 moving right + --- 0.509065 (4.35325), N = 27 moving right + --- 1.12173 (5.16858), N = 19 moving right + + -- best stat: 19.4633, min to split: 0 + + -- p-values: + --- column 80: 0.728235 + --- column 28: 0.328579 + --- column 118: 0.258278 + --- column 106: 0.0923056 + --- column 124: 0.220396 + --- column 30: 0.360465 + --- column 33: 0.0591744 + --- column 82: 0.116759 + --- column 12: 0.276878 + --- column 6: 0.778603 + --- column 98: 0.0928987 + --- column 92: 0.244775 + +-- node 53 was split into node 89 (left) and 90 (right) + +-- attempting to split node 54 (N = 47, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 1 32 50 103 19 + + + -- linear combo weights (showing up to 5) + + 0.1572 0.6902 1.7161 -0.4058 -2.5086 + + + + -- lower cutpoint: -3.06602 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.94301 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.61511 (7.33674), N = 35 moving right + --- -1.34064 (5.76217), N = 33 moving right + --- -1.18092 (15.089), N = 30 moving right + --- 1.087 (10.7979), N = 22 moving right + --- 1.17957 (5.42886), N = 18 moving right + + -- best stat: 15.089, min to split: 0 + + -- p-values: + --- column 1: 0.94064 + --- column 32: 0.783981 + --- column 50: 0.323475 + --- column 103: 0.720157 + --- column 19: 0.421332 + --- column 94: 0.560827 + --- column 70: 0.153253 + --- column 111: 0.475107 + --- column 39: 0.175155 + +-- node 54 was split into node 91 (left) and 92 (right) + +-- attempting to split node 55 (N = 31, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 84 14 44 50 53 + + + -- linear combo weights (showing up to 5) + + -3.5781 0.2491 1.7081 -7.1524 -6.4510 + + + + -- lower cutpoint: -4.91886 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.21723 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.91886 (15.6294), N = 21 moving right + --- -4.09604 (33.7016), N = 16 moving right + --- -3.60452 (64.9934), N = 13 moving right + --- -2.82842 (35.8837), N = 12 moving right + --- -2.56663 (32.5177), N = 11 moving right + + -- best stat: 64.9934, min to split: 0 + + -- p-values: + --- column 84: 0.879155 + --- column 14: 0.952966 + --- column 44: 0.723977 + --- column 50: 0.252146 + --- column 53: 0.365823 + --- column 107: 0.55607 + --- column 55: 0.955095 + --- column 79: 0.142832 + +-- node 55 was split into node 93 (left) and 94 (right) + +-- attempting to split node 56 (N = 37, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 70 88 107 54 58 + + + -- linear combo weights (showing up to 5) + + 1.4296 -2.4249 -3.3600 4.4609 2.7890 + + + + -- lower cutpoint: -5.78645 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.06112 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.7553 (1.94603), N = 25 moving right + --- -4.77068 (3.60093), N = 21 moving right + --- -4.1889 (7.27366), N = 17 moving right + --- -3.69933 (7.90921), N = 13 moving right + --- -2.06112 (10.8541), N = 10 moving right + + -- best stat: 10.8541, min to split: 0 + + -- p-values: + --- column 70: 0.920872 + --- column 88: 0.929112 + --- column 107: 0.382371 + --- column 54: 0.721833 + --- column 58: 0.668749 + --- column 119: 0.955133 + --- column 74: 0.894204 + --- column 15: 0.748734 + +-- node 56 was split into node 95 (left) and 96 (right) + +-- attempting to split node 57 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 37 59 41 83 15 + + + -- linear combo weights (showing up to 5) + + -4.7117 4.8569 -0.7262 -5.2060 -3.2568 + + + + -- lower cutpoint: 19.7723 + - n_obs, left node: 11 + + + -- upper cutpoint: 27.0222 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 19.7723 (48.9053), N = 19 moving right + --- 20.63 (28.4547), N = 17 moving right + --- 21.0443 (24.0516), N = 16 moving right + --- 23.8696 (30.4588), N = 14 moving right + --- 27.0222 (52.8067), N = 12 moving right + + -- best stat: 52.8067, min to split: 0 + + -- p-values: + --- column 37: 0.501671 + --- column 59: 0.584749 + --- column 41: 0.923691 + --- column 83: 0.683878 + --- column 15: 0.768748 + --- column 64: 0.269654 + +-- node 57 was split into node 97 (left) and 98 (right) + +-- attempting to split node 58 (N = 27, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 113 18 63 74 + + + -- linear combo weights (showing up to 5) + + -15.8320 1.9030 -16.8424 -2.1010 + + + + -- lower cutpoint: -9.68659 + - n_obs, left node: 11 + + + -- upper cutpoint: -7.33414 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.68659 (25.8452), N = 16 moving right + --- -8.77759 (21.8173), N = 15 moving right + --- -7.61342 (14.3535), N = 13 moving right + --- -7.33414 (10.7643), N = 10 moving right + + -- best stat: 25.8452, min to split: 0 + + -- p-values: + --- column 113: 0.727455 + --- column 18: 0.457011 + --- column 63: 0.199222 + --- column 74: 0.846579 + +-- node 58 was split into node 99 (left) and 100 (right) + +-- attempting to split node 59 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 39 103 84 16 + + + -- linear combo weights (showing up to 5) + + 14.0178 -0.2258 9.0504 6.3871 + + + + -- lower cutpoint: -12.0295 + - n_obs, left node: 11 + + + -- upper cutpoint: -7.85736 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -12.0295 (53.82), N = 14 moving right + --- -11.2648 (47.0581), N = 13 moving right + --- -7.85736 (61.047), N = 11 moving right + + -- best stat: 61.047, min to split: 0 + + -- p-values: + --- column 39: 0.186195 + --- column 103: 0.988801 + --- column 84: 0.597902 + --- column 16: 0.349158 + +-- node 59 was split into node 101 (left) and 102 (right) + +-- sprouting node 60 into a leaf (N = 13) + +-- attempting to split node 61 (N = 127, try number 1) + + -- N obs (unweighted): 85 + -- columns sampled (showing up to 5) + + 100 124 14 50 83 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 61 (N = 127, try number 2) + + -- N obs (unweighted): 85 + -- columns sampled (showing up to 5) + + 104 41 79 61 19 + + + -- linear combo weights (showing up to 5) + + 1.7001 -2.9662 2.6959 -28.8062 -0.6685 + + + + -- lower cutpoint: -14.1725 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.5929 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.8275 (14.206), N = 104 moving right + --- -9.42812 (25.9832), N = 75 moving right + --- -8.9661 (21.5959), N = 69 moving right + --- -7.77479 (14.8517), N = 52 moving right + --- -5.33821 (13.0896), N = 36 moving right + + -- best stat: 25.9832, min to split: 0 + + -- p-values: + --- column 104: 0.824024 + --- column 41: 0.267838 + --- column 79: 0.346022 + --- column 61: 0.147932 + --- column 19: 0.844282 + --- column 122: 0.138904 + --- column 97: 0.596812 + --- column 94: 0.082828 + --- column 34: 0.47253 + --- column 33: 0.352411 + --- column 121: 0.871875 + --- column 89: 0.953565 + +-- node 61 was split into node 103 (left) and 104 (right) + +-- attempting to split node 62 (N = 71, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 6 30 60 112 63 + + + -- linear combo weights (showing up to 5) + + 3.3266 -8.6812 -1.8415 1.3727 2.3686 + + + + -- lower cutpoint: -0.873486 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.73144 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.239864 (21.7869), N = 54 moving right + --- 0.408563 (22.5713), N = 51 moving right + --- 4.63615 (22.5504), N = 28 moving right + --- 6.96637 (7.21665), N = 14 moving right + --- 7.73144 (4.71571), N = 10 moving right + + -- best stat: 22.5713, min to split: 0 + + -- p-values: + --- column 6: 0.545299 + --- column 30: 0.31122 + --- column 60: 0.856038 + --- column 112: 0.861851 + --- column 63: 0.791955 + --- column 108: 0.162302 + --- column 36: 0.121569 + --- column 51: 0.46912 + --- column 77: 0.650004 + --- column 7: 0.754558 + --- column 15: 0.232096 + --- column 67: 0.728669 + +-- node 62 was split into node 105 (left) and 106 (right) + +-- attempting to split node 63 (N = 69, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 63 40 73 36 70 + + + -- linear combo weights (showing up to 5) + + -3.1656 1.9188 -5.8186 0.3080 3.6133 + + + + -- lower cutpoint: -2.36743 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.2784 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.33173 (35.9573), N = 32 moving right + --- 10.2984 (24.6209), N = 20 moving right + --- 11.2226 (20.7185), N = 17 moving right + --- 11.3127 (18.3276), N = 16 moving right + --- 12.1095 (16.414), N = 11 moving right + + -- best stat: 35.9573, min to split: 0 + + -- p-values: + --- column 63: 0.579803 + --- column 40: 0.780413 + --- column 73: 0.121838 + --- column 36: 0.932114 + --- column 70: 0.815285 + --- column 76: 0.954887 + --- column 0: 0.241059 + --- column 59: 0.542724 + --- column 26: 0.112288 + --- column 84: 0.25766 + --- column 20: 0.695972 + --- column 119: 0.820568 + +-- node 63 was split into node 107 (left) and 108 (right) + +-- attempting to split node 64 (N = 117, try number 1) + + -- N obs (unweighted): 71 + -- columns sampled (showing up to 5) + + 39 14 16 10 22 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 64 (N = 117, try number 2) + + -- N obs (unweighted): 71 + -- columns sampled (showing up to 5) + + 21 58 33 7 102 + + + -- linear combo weights (showing up to 5) + + 2.3554 -0.2075 4.0946 6.0573 0.2102 + + + + -- lower cutpoint: -9.99996 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.00525 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.55897 (8.95096), N = 79 moving right + --- -4.97909 (14.5773), N = 73 moving right + --- -2.5341 (9.83331), N = 60 moving right + --- -0.432769 (19.9743), N = 37 moving right + --- -0.186991 (18.4949), N = 36 moving right + + -- best stat: 19.9743, min to split: 0 + + -- p-values: + --- column 21: 0.203521 + --- column 58: 0.923601 + --- column 33: 0.266952 + --- column 7: 0.251377 + --- column 102: 0.960852 + --- column 11: 0.0598296 + --- column 15: 0.650176 + --- column 24: 0.725142 + --- column 117: 0.840915 + --- column 38: 0.899555 + --- column 18: 0.389973 + --- column 4: 0.482313 + +-- node 64 was split into node 109 (left) and 110 (right) + +-- attempting to split node 65 (N = 70, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 38 120 79 85 53 + + + -- linear combo weights (showing up to 5) + + 1.6703 53.0428 -6.9865 -10.0385 3.0502 + + + + -- lower cutpoint: 0.426916 + - n_obs, left node: 11 + + + -- upper cutpoint: 16.7895 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.74489 (21.335), N = 58 moving right + --- 5.13094 (80.1437), N = 42 moving right + --- 6.50327 (61.6477), N = 37 moving right + --- 7.2203 (67.0941), N = 34 moving right + --- 13.4626 (26.449), N = 14 moving right + + -- best stat: 80.1437, min to split: 0 + + -- p-values: + --- column 38: 0.589606 + --- column 120: 0.17667 + --- column 79: 0.110083 + --- column 85: 0.0743571 + --- column 53: 0.553983 + --- column 26: 0.88986 + --- column 32: 0.906856 + --- column 46: 0.0362707* + --- column 95: 0.0985808 + --- column 92: 0.556912 + --- column 48: 0.195471 + --- column 99: 0.220591 + +-- node 65 was split into node 111 (left) and 112 (right) + +-- attempting to split node 66 (N = 83, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 39 104 32 36 120 + + + -- linear combo weights (showing up to 5) + + 0.3062 -1.9301 -2.3880 -0.3477 19.7684 + + + + -- lower cutpoint: -9.39683 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.725863 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.1567 (33.0517), N = 54 moving right + --- -6.00454 (28.7463), N = 52 moving right + --- -4.69602 (23.9988), N = 38 moving right + --- -3.68024 (23.5246), N = 31 moving right + --- -2.66101 (13.9004), N = 21 moving right + + -- best stat: 33.0517, min to split: 0 + + -- p-values: + --- column 39: 0.929672 + --- column 104: 0.792472 + --- column 32: 0.353533 + --- column 36: 0.891369 + --- column 120: 0.862815 + --- column 62: 0.0764405 + --- column 77: 0.667822 + --- column 97: 0.553288 + --- column 48: 0.453277 + --- column 56: 0.102004 + --- column 100: 0.969263 + --- column 94: 0.376825 + +-- node 66 was split into node 113 (left) and 114 (right) + +-- attempting to split node 67 (N = 47, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 64 21 67 90 12 + + + -- linear combo weights (showing up to 5) + + -4.1188 -2.9407 -1.1005 6.1284 0.4571 + + + + -- lower cutpoint: -1.70217 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.99716 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.997967 (14.1965), N = 36 moving right + --- 0.23101 (13.5147), N = 35 moving right + --- 1.04468 (9.92583), N = 30 moving right + --- 1.67628 (3.16888), N = 26 moving right + --- 2.91789 (3.14727), N = 23 moving right + + -- best stat: 14.1965, min to split: 0 + + -- p-values: + --- column 64: 0.665945 + --- column 21: 0.235685 + --- column 67: 0.736128 + --- column 90: 0.0308706* + --- column 12: 0.842201 + --- column 91: 0.303654 + --- column 39: 0.748237 + --- column 5: 0.316414 + --- column 88: 0.92754 + --- column 98: 0.100547 + +-- node 67 was split into node 115 (left) and 116 (right) + +-- attempting to split node 68 (N = 204, try number 1) + + -- N obs (unweighted): 133 + -- columns sampled (showing up to 5) + + 24 34 82 57 115 + + + -- linear combo weights (showing up to 5) + + 3.8800 -0.5819 18.1552 0.2722 -0.0383 + + + + -- lower cutpoint: -1.9927 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.70746 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.9927 (2.39314), N = 194 moving right + --- -1.54999 (2.87655), N = 188 moving right + --- -1.34427 (3.02564), N = 186 moving right + --- -0.322941 (5.4581), N = 159 moving right + --- 3.4577 (1.72767), N = 60 moving right + + -- best stat: 5.4581, min to split: 0 + + -- p-values: + --- column 24: 0.182039 + --- column 34: 0.723023 + --- column 82: 0.136557 + --- column 57: 0.818753 + --- column 115: 0.97446 + --- column 73: 0.257899 + --- column 67: 0.0311538* + --- column 83: 0.0413257* + --- column 7: 0.447916 + --- column 22: 0.8209 + --- column 55: 0.702819 + --- column 9: 0.3973 + +-- node 68 was split into node 117 (left) and 118 (right) + +-- sprouting node 69 into a leaf (N = 70) + +-- attempting to split node 70 (N = 30, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 110 77 9 58 122 + + + -- linear combo weights (showing up to 5) + + -0.6429 -0.3370 -0.3821 -0.0273 1.5878 + + + + -- lower cutpoint: -0.198223 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.54165 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.198223 (0.806667), N = 18 moving right + --- -0.115221 (0.820593), N = 17 moving right + --- 0.230093 (0.871111), N = 15 moving right + --- 0.417313 (1.08615), N = 11 moving right + --- 1.54165 (1.17556), N = 10 moving right + + -- best stat: 1.17556, min to split: 0 + + -- p-values: + --- column 110: 0.410049 + --- column 77: 0.855196 + --- column 9: 0.632507 + --- column 58: 0.976436 + --- column 122: 0.028637* + +-- node 70 was split into node 119 (left) and 120 (right) + +-- attempting to split node 71 (N = 87, try number 1) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 17 81 110 44 121 + + + -- linear combo weights (showing up to 5) + + 1.9668 -0.5775 4.0283 -0.9141 -2.8391 + + + + -- lower cutpoint: -7.15585 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.57658 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.87704 (4.56923), N = 58 moving right + --- -2.51796 (6.83354), N = 48 moving right + --- -2.50077 (6.5239), N = 47 moving right + --- -0.142093 (6.29387), N = 24 moving right + --- 1.57658 (12.1827), N = 11 moving right + + -- best stat: 12.1827, min to split: 0 + + -- p-values: + --- column 17: 0.198878 + --- column 81: 0.577368 + --- column 110: 0.0665819 + --- column 44: 0.570493 + --- column 121: 0.11991 + --- column 72: 0.156805 + --- column 37: 0.0160287* + --- column 99: 0.77701 + --- column 8: 0.0178351* + --- column 36: 0.273276 + --- column 84: 0.027636* + --- column 114: 0.220346 + +-- node 71 was split into node 121 (left) and 122 (right) + +-- attempting to split node 72 (N = 48, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 87 93 59 123 108 + + + -- linear combo weights (showing up to 5) + + -2.8658 -9.1360 5.7018 -9.0775 26.7635 + + + + -- lower cutpoint: -2.09455 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.9716 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.5723 (26.3021), N = 35 moving right + --- -1.33515 (28.2892), N = 34 moving right + --- 0.0501599 (39.0139), N = 32 moving right + --- 6.64829 (71.8963), N = 24 moving right + --- 11.4187 (27.1251), N = 12 moving right + + -- best stat: 71.8963, min to split: 0 + + -- p-values: + --- column 87: 0.359217 + --- column 93: 0.884531 + --- column 59: 0.168334 + --- column 123: 0.74812 + --- column 108: 0.374503 + --- column 79: 0.170686 + --- column 100: 0.848362 + --- column 102: 0.776264 + --- column 45: 0.106022 + --- column 97: 0.0483229* + +-- node 72 was split into node 123 (left) and 124 (right) + +-- attempting to split node 73 (N = 34, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 65 120 18 49 111 + + + -- linear combo weights (showing up to 5) + + -2.8526 -0.6143 -1.8876 -1.0856 -0.1419 + + + + -- lower cutpoint: 1.66779 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.64348 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.66779 (3.07734), N = 24 moving right + --- 1.82004 (2.72986), N = 20 moving right + --- 1.91667 (2.1519), N = 19 moving right + --- 1.9468 (1.66263), N = 18 moving right + --- 2.18647 (0.382798), N = 14 moving right + + -- best stat: 3.07734, min to split: 0 + + -- p-values: + --- column 65: 0.261914 + --- column 120: 0.853789 + --- column 18: 0.506476 + --- column 49: 0.354688 + --- column 111: 0.685664 + +-- node 73 was split into node 125 (left) and 126 (right) + +-- attempting to split node 74 (N = 27, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 105 50 114 13 27 + + + -- linear combo weights (showing up to 5) + + 21.6984 -10.4878 -15.0719 6.3253 -3.0235 + + + + -- lower cutpoint: -13.0864 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.98142 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -13.0864 (71.0328), N = 17 moving right + --- -11.0741 (46.6821), N = 15 moving right + --- -10.8713 (37.4474), N = 14 moving right + --- -7.72543 (70.1043), N = 12 moving right + --- -6.98142 (72.8368), N = 11 moving right + + -- best stat: 72.8368, min to split: 0 + + -- p-values: + --- column 105: 0.248112 + --- column 50: 0.0445957* + --- column 114: 0.209389 + --- column 13: 0.528175 + --- column 27: 0.384334 + +-- node 74 was split into node 127 (left) and 128 (right) + +-- attempting to split node 75 (N = 69, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 65 84 29 5 43 + + + -- linear combo weights (showing up to 5) + + -7.3009 -1.2653 -2.6498 -4.9496 -3.7447 + + + + -- lower cutpoint: -1.90807 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.57439 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.41345 (14.1591), N = 33 moving right + --- 3.9443 (29.2845), N = 26 moving right + --- 5.77086 (24.9075), N = 23 moving right + --- 8.03174 (18.8944), N = 16 moving right + --- 8.40247 (14.1658), N = 12 moving right + + -- best stat: 29.2845, min to split: 0 + + -- p-values: + --- column 65: 0.164335 + --- column 84: 0.787663 + --- column 29: 0.408741 + --- column 5: 0.0580653 + --- column 43: 0.358341 + --- column 48: 0.00803165** [+1 to VI numerator] + --- column 90: 0.87516 + --- column 107: 0.491372 + --- column 61: 0.350443 + --- column 56: 0.491568 + --- column 33: 0.183472 + --- column 55: 0.124012 + +-- node 75 was split into node 129 (left) and 130 (right) + +-- sprouting node 76 into a leaf (N = 19) + +-- attempting to split node 77 (N = 54, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 80 113 39 84 30 + + + -- linear combo weights (showing up to 5) + + 1.6136 11.5733 0.6309 2.1572 -3.1862 + + + + -- lower cutpoint: 1.03147 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.74583 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.11856 (4.21872), N = 42 moving right + --- 2.28056 (4.10681), N = 35 moving right + --- 3.36297 (2.38347), N = 22 moving right + --- 3.81761 (2.25778), N = 21 moving right + --- 4.34569 (1.44864), N = 15 moving right + + -- best stat: 4.21872, min to split: 0 + + -- p-values: + --- column 80: 0.394773 + --- column 113: 0.127884 + --- column 39: 0.731791 + --- column 84: 0.158244 + --- column 30: 0.726291 + --- column 96: 0.37938 + --- column 17: 0.406024 + --- column 89: 0.0470863* + --- column 12: 0.293146 + --- column 49: 0.605418 + --- column 3: 0.364957 + --- column 11: 0.332431 + +-- node 77 was split into node 131 (left) and 132 (right) + +-- attempting to split node 78 (N = 30, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 49 72 9 96 1 + + + -- linear combo weights (showing up to 5) + + 1.7989 -1.3418 -7.2066 -4.0908 0.5167 + + + + -- lower cutpoint: -2.96556 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.217102 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.96556 (4.80809), N = 19 moving right + --- -2.86545 (7.64348), N = 17 moving right + --- -2.44692 (14.9145), N = 16 moving right + --- -0.527171 (14.1394), N = 13 moving right + --- 0.217102 (19.22), N = 10 moving right + + -- best stat: 19.22, min to split: 0 + + -- p-values: + --- column 49: 0.2974 + --- column 72: 0.501991 + --- column 9: 0.0389508* + --- column 96: 0.0445523* + --- column 1: 0.778143 + --- column 40: 0.0512646 + --- column 108: 0.324611 + +-- node 78 was split into node 133 (left) and 134 (right) + +-- sprouting node 79 into a leaf (N = 19) + +-- attempting to split node 80 (N = 41, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 70 92 18 24 50 + + + -- linear combo weights (showing up to 5) + + 15.8300 20.3417 -28.3699 17.5913 4.9638 + + + + -- lower cutpoint: -6.83824 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.31744 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.71003 (39.0635), N = 28 moving right + --- -4.25692 (32.7761), N = 22 moving right + --- -1.55869 (23.1658), N = 17 moving right + --- 0.421474 (26.7933), N = 13 moving right + --- 1.31744 (20.4693), N = 10 moving right + + -- best stat: 39.0635, min to split: 0 + + -- p-values: + --- column 70: 0.00581936** [+1 to VI numerator] + --- column 92: 0.426935 + --- column 18: 0.00267294** [+1 to VI numerator] + --- column 24: 0.0135027* + --- column 50: 0.0560253 + --- column 117: 0.267181 + --- column 55: 0.0278903* + --- column 60: 0.159206 + --- column 66: 0.00841836** [+1 to VI numerator] + +-- node 80 was split into node 135 (left) and 136 (right) + +-- attempting to split node 81 (N = 37, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 72 2 87 120 24 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 81 (N = 37, try number 2) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 102 25 95 6 24 + + + -- linear combo weights (showing up to 5) + + 9.1258 3.4231 9.9677 -16.0206 2.0169 + + + + -- lower cutpoint: 22.1456 + - n_obs, left node: 11 + + + -- upper cutpoint: 29.3354 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 24.2616 (50.6388), N = 22 moving right + --- 24.7628 (50.0053), N = 21 moving right + --- 25.5057 (50.4944), N = 17 moving right + --- 28.589 (47.0464), N = 14 moving right + --- 29.3354 (57.3959), N = 10 moving right + + -- best stat: 57.3959, min to split: 0 + + -- p-values: + --- column 102: 0.107506 + --- column 25: 0.119836 + --- column 95: 0.0436448* + --- column 6: 2.71843e-05*** [+1 to VI numerator] + --- column 24: 0.40071 + --- column 91: 0.00104442** [+1 to VI numerator] + --- column 85: 0.000101555*** [+1 to VI numerator] + --- column 41: 0.0010972** [+1 to VI numerator] + +-- node 81 was split into node 137 (left) and 138 (right) + +-- attempting to split node 82 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 84 97 96 60 98 + + + -- linear combo weights (showing up to 5) + + -4.0682 -7.4542 5.8576 -1.2095 0.9267 + + + + -- lower cutpoint: -0.771519 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.25947 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.771519 (13.4851), N = 13 moving right + --- 0.363978 (14.6957), N = 11 moving right + --- 1.25947 (10.6051), N = 10 moving right + + -- best stat: 14.6957, min to split: 0 + + -- p-values: + --- column 84: 0.664415 + --- column 97: 0.332575 + --- column 96: 0.552142 + --- column 60: 0.780732 + --- column 98: 0.94526 + +-- node 82 was split into node 139 (left) and 140 (right) + +-- attempting to split node 83 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 36 87 21 71 + + + -- linear combo weights (showing up to 5) + + 0.4192 0.8050 -0.1472 1.0474 + + + + -- lower cutpoint: 1.21236 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.15558 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 83 (N = 21, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 58 56 51 55 + + + -- linear combo weights (showing up to 5) + + 0.2002 -0.5656 -0.0571 0.1168 + + + + -- lower cutpoint: -0.0683938 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0566354 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0683938 (0.0363636), N = 11 moving right + --- -0.0566354 (0.0363636), N = 10 moving right + + -- best stat: 0.0363636, min to split: 0 + + -- p-values: + --- column 58: 0.684084 + --- column 56: 0.669138 + --- column 51: 0.795443 + --- column 55: 0.920833 + +-- node 83 was split into node 141 (left) and 142 (right) + +-- sprouting node 84 into a leaf (N = 10) + +-- sprouting node 85 into a leaf (N = 13) + +-- sprouting node 86 into a leaf (N = 13) + +-- attempting to split node 87 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 95 112 123 63 11 + + + -- linear combo weights (showing up to 5) + + 0.7278 5.3751 -4.1994 -0.3310 3.6162 + + + + -- lower cutpoint: -2.96171 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0496691 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.96171 (7.34107), N = 22 moving right + --- -1.25634 (12.8923), N = 20 moving right + --- -0.606372 (1.06348), N = 16 moving right + --- -0.418667 (0.968938), N = 15 moving right + --- 0.0496691 (0.634251), N = 10 moving right + + -- best stat: 12.8923, min to split: 0 + + -- p-values: + --- column 95: 0.839647 + --- column 112: 0.483009 + --- column 123: 0.631784 + --- column 63: 0.9662 + --- column 11: 0.568573 + --- column 80: 0.461671 + +-- node 87 was split into node 143 (left) and 144 (right) + +-- attempting to split node 88 (N = 45, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 17 48 8 34 110 + + + -- linear combo weights (showing up to 5) + + -2.9790 1.0568 7.2678 -2.1040 -6.4960 + + + + -- lower cutpoint: 0.398538 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.205 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.44267 (13.6455), N = 31 moving right + --- 1.79644 (12.1629), N = 28 moving right + --- 5.01636 (17.0591), N = 14 moving right + --- 5.83575 (18.9364), N = 13 moving right + --- 7.205 (13.5591), N = 10 moving right + + -- best stat: 18.9364, min to split: 0 + + -- p-values: + --- column 17: 0.381677 + --- column 48: 0.739446 + --- column 8: 0.529801 + --- column 34: 0.753883 + --- column 110: 0.544282 + --- column 59: 0.872804 + --- column 0: 0.339363 + --- column 37: 0.436097 + --- column 28: 0.732815 + +-- node 88 was split into node 145 (left) and 146 (right) + +-- sprouting node 89 into a leaf (N = 14) + +-- attempting to split node 90 (N = 55, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 98 64 100 28 99 + + + -- linear combo weights (showing up to 5) + + 3.1111 -1.0759 -0.1691 0.5104 1.2783 + + + + -- lower cutpoint: -0.344476 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.811 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.407043 (12.7614), N = 39 moving right + --- 0.826993 (14.6698), N = 33 moving right + --- 2.80799 (17.0802), N = 30 moving right + --- 4.77339 (13.2981), N = 18 moving right + --- 5.78544 (5.67306), N = 11 moving right + + -- best stat: 17.0802, min to split: 0 + + -- p-values: + --- column 98: 0.168611 + --- column 64: 0.754188 + --- column 100: 0.95151 + --- column 28: 0.759575 + --- column 99: 0.15466 + --- column 1: 0.801934 + --- column 27: 0.224949 + --- column 78: 0.0846039 + --- column 7: 0.0644398 + --- column 112: 0.847224 + --- column 10: 0.0554082 + +-- node 90 was split into node 147 (left) and 148 (right) + +-- sprouting node 91 into a leaf (N = 17) + +-- attempting to split node 92 (N = 30, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 39 61 2 34 64 + + + -- linear combo weights (showing up to 5) + + -0.6221 0.0502 0.1943 -2.9098 -0.3275 + + + + -- lower cutpoint: 1.59724 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.90196 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.59724 (0.802222), N = 20 moving right + --- 1.75355 (0.735), N = 18 moving right + --- 1.8393 (0.70127), N = 16 moving right + --- 1.90196 (0.711852), N = 12 moving right + + -- best stat: 0.802222, min to split: 0 + + -- p-values: + --- column 39: 0.879607 + --- column 61: 0.975172 + --- column 2: 0.868278 + --- column 34: 0.547078 + --- column 64: 0.67295 + +-- node 92 was split into node 149 (left) and 150 (right) + +-- sprouting node 93 into a leaf (N = 18) + +-- sprouting node 94 into a leaf (N = 13) + +-- attempting to split node 95 (N = 27, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 93 101 63 8 18 + + + -- linear combo weights (showing up to 5) + + -65.2438 7.1012 21.9522 22.9577 4.8797 + + + + -- lower cutpoint: 9.1398 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.4918 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 9.1398 (55.1359), N = 17 moving right + --- 9.55091 (65.4119), N = 16 moving right + --- 11.2717 (36.7118), N = 13 moving right + --- 11.3573 (30.6052), N = 12 moving right + --- 11.4918 (20.6052), N = 10 moving right + + -- best stat: 65.4119, min to split: 0 + + -- p-values: + --- column 93: 0.0645413 + --- column 101: 0.24839 + --- column 63: 0.559778 + --- column 8: 0.291202 + --- column 18: 0.659491 + +-- node 95 was split into node 151 (left) and 152 (right) + +-- sprouting node 96 into a leaf (N = 10) + +-- sprouting node 97 into a leaf (N = 18) + +-- sprouting node 98 into a leaf (N = 12) + +-- sprouting node 99 into a leaf (N = 11) + +-- sprouting node 100 into a leaf (N = 16) + +-- sprouting node 101 into a leaf (N = 14) + +-- sprouting node 102 into a leaf (N = 11) + +-- attempting to split node 103 (N = 52, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 43 119 21 97 3 + + + -- linear combo weights (showing up to 5) + + 1.0838 -18.8412 0.8895 0.8367 8.6720 + + + + -- lower cutpoint: -9.16469 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.611143 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.16469 (31.7837), N = 42 moving right + --- -6.02722 (22.6627), N = 34 moving right + --- -4.58828 (19.645), N = 25 moving right + --- -1.64041 (25.2178), N = 18 moving right + --- -1.12198 (26.5496), N = 14 moving right + + -- best stat: 31.7837, min to split: 0 + + -- p-values: + --- column 43: 0.852748 + --- column 119: 0.167453 + --- column 21: 0.864289 + --- column 97: 0.872444 + --- column 3: 0.491293 + --- column 0: 0.172357 + --- column 12: 0.281693 + --- column 89: 0.726264 + --- column 63: 0.96894 + --- column 22: 0.351783 + --- column 19: 0.362976 + +-- node 103 was split into node 153 (left) and 154 (right) + +-- attempting to split node 104 (N = 75, try number 1) + + -- N obs (unweighted): 51 + -- columns sampled (showing up to 5) + + 78 94 2 23 27 + + + -- linear combo weights (showing up to 5) + + 3.2384 26.6650 0.7041 5.4839 -0.2763 + + + + -- lower cutpoint: -38.007 + - n_obs, left node: 11 + + + -- upper cutpoint: -28.9895 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -37.0348 (20.5941), N = 57 moving right + --- -35.9683 (4.68972), N = 47 moving right + --- -35.7045 (2.92092), N = 44 moving right + --- -35.4881 (6.50925), N = 43 moving right + --- -30.5188 (28.005), N = 13 moving right + + -- best stat: 28.005, min to split: 0 + + -- p-values: + --- column 78: 0.226394 + --- column 94: 0.280834 + --- column 2: 0.75744 + --- column 23: 0.738245 + --- column 27: 0.909109 + --- column 34: 0.483103 + --- column 60: 0.56266 + --- column 51: 0.577635 + --- column 107: 0.0786149 + --- column 87: 0.626684 + --- column 99: 0.0707348 + --- column 48: 0.424788 + +-- node 104 was split into node 155 (left) and 156 (right) + +-- attempting to split node 105 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 50 53 60 64 + + + -- linear combo weights (showing up to 5) + + 0.1255 -12.6971 -5.7171 11.1004 + + + + -- lower cutpoint: 2.44851 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.44851 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.44851 (20.7025), N = 10 moving right + + -- best stat: 20.7025, min to split: 0 + + -- p-values: + --- column 50: 0.982227 + --- column 53: 0.259272 + --- column 60: 0.723868 + --- column 64: 0.736648 + +-- node 105 was split into node 157 (left) and 158 (right) + +-- attempting to split node 106 (N = 51, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 87 117 39 118 36 + + + -- linear combo weights (showing up to 5) + + 0.1482 3.7465 0.5670 -3.0162 -2.9922 + + + + -- lower cutpoint: -8.22727 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.41743 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -8.22727 (20.3087), N = 40 moving right + --- -7.8636 (18.4052), N = 38 moving right + --- -7.26376 (16.9726), N = 37 moving right + --- -6.22829 (19.056), N = 26 moving right + --- -4.18668 (22.926), N = 22 moving right + + -- best stat: 22.926, min to split: 0 + + -- p-values: + --- column 87: 0.986004 + --- column 117: 0.293997 + --- column 39: 0.854966 + --- column 118: 0.609037 + --- column 36: 0.313171 + --- column 23: 0.768161 + --- column 94: 0.211316 + --- column 115: 0.0963419 + +-- node 106 was split into node 159 (left) and 160 (right) + +-- attempting to split node 107 (N = 37, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 51 40 39 70 43 + + + -- linear combo weights (showing up to 5) + + 5.2294 -11.3423 -10.5311 -2.4964 -2.4319 + + + + -- lower cutpoint: 5.22131 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.7279 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.22131 (41.7895), N = 26 moving right + --- 7.15664 (76.8422), N = 24 moving right + --- 7.93456 (46.8584), N = 22 moving right + --- 8.23767 (48.0847), N = 21 moving right + --- 9.86912 (31.9295), N = 15 moving right + + -- best stat: 76.8422, min to split: 0 + + -- p-values: + --- column 51: 0.322114 + --- column 40: 0.350967 + --- column 39: 0.127912 + --- column 70: 0.675329 + --- column 43: 0.670993 + --- column 89: 0.501341 + --- column 16: 0.415865 + +-- node 107 was split into node 161 (left) and 162 (right) + +-- attempting to split node 108 (N = 32, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 9 30 61 37 38 + + + -- linear combo weights (showing up to 5) + + -3.7319 -44.4224 29.5746 -2.3435 -0.7532 + + + + -- lower cutpoint: -12.0842 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.64102 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -11.4158 (27.425), N = 21 moving right + --- -8.92269 (39.7814), N = 17 moving right + --- -8.54795 (32.7041), N = 16 moving right + --- -7.7954 (43.4672), N = 15 moving right + --- -6.33867 (40.5303), N = 14 moving right + + -- best stat: 43.4672, min to split: 0 + + -- p-values: + --- column 9: 0.248208 + --- column 30: 0.269144 + --- column 61: 0.105364 + --- column 37: 0.601374 + --- column 38: 0.838203 + --- column 45: 0.174962 + --- column 85: 0.926084 + --- column 88: 0.828824 + +-- node 108 was split into node 163 (left) and 164 (right) + +-- attempting to split node 109 (N = 80, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 19 85 31 54 67 + + + -- linear combo weights (showing up to 5) + + 2.2286 11.4219 3.7655 27.6465 11.3424 + + + + -- lower cutpoint: -15.3691 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.80143 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -11.526 (28.09), N = 64 moving right + --- -10.8407 (14.4461), N = 55 moving right + --- -5.13744 (19.8926), N = 32 moving right + --- -3.54872 (23.005), N = 19 moving right + --- 0.563235 (26.1607), N = 14 moving right + + -- best stat: 28.09, min to split: 0 + + -- p-values: + --- column 19: 0.763408 + --- column 85: 0.11019 + --- column 31: 0.709867 + --- column 54: 0.524018 + --- column 67: 0.275831 + --- column 68: 0.0253872* + --- column 80: 0.465474 + --- column 49: 0.64237 + --- column 36: 0.515536 + --- column 73: 0.790544 + --- column 30: 0.252088 + --- column 3: 0.240724 + +-- node 109 was split into node 165 (left) and 166 (right) + +-- attempting to split node 110 (N = 37, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 76 43 69 118 59 + + + -- linear combo weights (showing up to 5) + + 17.9686 -5.7146 -7.3389 -3.2298 -2.0671 + + + + -- lower cutpoint: 2.02787 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.81558 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.12759 (18.4518), N = 23 moving right + --- 2.16246 (16.0291), N = 22 moving right + --- 3.57244 (10.2289), N = 17 moving right + --- 4.94541 (9.19707), N = 13 moving right + --- 5.81558 (5.28139), N = 11 moving right + + -- best stat: 18.4518, min to split: 0 + + -- p-values: + --- column 76: 0.631218 + --- column 43: 0.463919 + --- column 69: 0.401627 + --- column 118: 0.742635 + --- column 59: 0.694347 + --- column 21: 0.813204 + --- column 70: 0.583879 + +-- node 110 was split into node 167 (left) and 168 (right) + +-- attempting to split node 111 (N = 28, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 70 88 11 57 108 + + + -- linear combo weights (showing up to 5) + + -6.2949e+00 3.5721e+00 -6.5860e+00 2.4473e+00 -8.3762e+02 + + + + -- lower cutpoint: -82.3967 + - n_obs, left node: 11 + + + -- upper cutpoint: -80.3452 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -82.3967 (6.24692), N = 17 moving right + --- -81.3573 (16.5004), N = 16 moving right + --- -80.8809 (26.2953), N = 13 moving right + --- -80.6514 (16.1671), N = 12 moving right + --- -80.3452 (24.1476), N = 10 moving right + + -- best stat: 26.2953, min to split: 0 + + -- p-values: + --- column 70: 0.502872 + --- column 88: 0.76485 + --- column 11: 0.324865 + --- column 57: 0.574666 + --- column 108: 0.204424 + --- column 121: 0.202852 + +-- node 111 was split into node 169 (left) and 170 (right) + +-- attempting to split node 112 (N = 42, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 6 14 29 57 79 + + + -- linear combo weights (showing up to 5) + + -7.6237 3.2245 -5.6606 -1.8041 0.8466 + + + + -- lower cutpoint: -7.06483 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.91005 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.79163 (30.0279), N = 31 moving right + --- -5.13676 (29.7769), N = 29 moving right + --- -2.55668 (30.2052), N = 26 moving right + --- -0.385896 (9.57904), N = 15 moving right + --- 1.91005 (3.55338), N = 11 moving right + + -- best stat: 30.2052, min to split: 0 + + -- p-values: + --- column 6: 0.290475 + --- column 14: 0.259488 + --- column 29: 0.126648 + --- column 57: 0.437761 + --- column 79: 0.800583 + --- column 125: 0.208297 + --- column 68: 0.643377 + --- column 92: 0.0115532* + --- column 17: 0.769029 + +-- node 112 was split into node 171 (left) and 172 (right) + +-- attempting to split node 113 (N = 29, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 63 42 75 19 9 + + + -- linear combo weights (showing up to 5) + + 1.7862 0.0626 0.5064 5.1466 1.6141 + + + + -- lower cutpoint: 2.90669 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.14605 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.90669 (33.1347), N = 19 moving right + --- 3.97595 (27.1946), N = 18 moving right + --- 4.25715 (16.2868), N = 15 moving right + --- 6.0832 (13.5554), N = 12 moving right + --- 6.14605 (13.505), N = 10 moving right + + -- best stat: 33.1347, min to split: 0 + + -- p-values: + --- column 63: 0.827492 + --- column 42: 0.993311 + --- column 75: 0.929266 + --- column 19: 0.521503 + --- column 9: 0.85398 + +-- node 113 was split into node 173 (left) and 174 (right) + +-- attempting to split node 114 (N = 54, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 92 30 107 79 61 + + + -- linear combo weights (showing up to 5) + + -3.5130 -4.1599 -0.5596 1.5205 2.8061 + + + + -- lower cutpoint: -3.94979 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.78893 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.94979 (11.4939), N = 42 moving right + --- 0.569153 (8.42998), N = 32 moving right + --- 0.7497 (7.44652), N = 30 moving right + --- 2.76511 (3.43625), N = 13 moving right + --- 2.78893 (2.8914), N = 11 moving right + + -- best stat: 11.4939, min to split: 0 + + -- p-values: + --- column 92: 0.620759 + --- column 30: 0.391016 + --- column 107: 0.952762 + --- column 79: 0.293648 + --- column 61: 0.211887 + --- column 49: 0.151788 + --- column 41: 0.423693 + --- column 67: 0.891933 + --- column 121: 0.608809 + --- column 95: 0.663395 + +-- node 114 was split into node 175 (left) and 176 (right) + +-- sprouting node 115 into a leaf (N = 11) + +-- attempting to split node 116 (N = 36, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 4 20 90 18 60 + + + -- linear combo weights (showing up to 5) + + 0.1930 1.9873 -5.4183 5.8675 -13.2668 + + + + -- lower cutpoint: 13.9733 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.0255 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 14.5513 (2.25257), N = 25 moving right + --- 14.5685 (1.89091), N = 23 moving right + --- 14.7997 (1.97052), N = 20 moving right + --- 15.9745 (1.53984), N = 14 moving right + --- 16.0019 (1.94227), N = 11 moving right + + -- best stat: 2.25257, min to split: 0 + + -- p-values: + --- column 4: 0.940774 + --- column 20: 0.67351 + --- column 90: 0.071422 + --- column 18: 0.0666183 + --- column 60: 0.137451 + --- column 36: 0.470114 + --- column 95: 0.634114 + --- column 76: 0.281211 + +-- node 116 was split into node 177 (left) and 178 (right) + +-- attempting to split node 117 (N = 45, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 104 117 30 29 52 + + + -- linear combo weights (showing up to 5) + + -4.8291 0.0612 25.9914 2.1197 -52.8558 + + + + -- lower cutpoint: -0.102534 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.00972 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -0.02128 (5.83435), N = 33 moving right + --- 0.828096 (2.85934), N = 32 moving right + --- 2.77507 (3.22458), N = 28 moving right + --- 4.37147 (7.06234), N = 16 moving right + --- 5.00972 (7.40741), N = 13 moving right + + -- best stat: 7.40741, min to split: 0 + + -- p-values: + --- column 104: 0.644875 + --- column 117: 0.973264 + --- column 30: 0.199008 + --- column 29: 0.255132 + --- column 52: 0.111121 + --- column 31: 0.642999 + --- column 60: 0.396368 + --- column 5: 0.602881 + --- column 51: 0.222464 + --- column 1: 0.248614 + +-- node 117 was split into node 179 (left) and 180 (right) + +-- attempting to split node 118 (N = 159, try number 1) + + -- N obs (unweighted): 103 + -- columns sampled (showing up to 5) + + 83 109 51 7 95 + + + -- linear combo weights (showing up to 5) + + -1.5824 1.1421 0.3746 5.4598 3.5898 + + + + -- lower cutpoint: -3.08238 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.18232 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.961841 (7.76388), N = 83 moving right + --- 1.09101 (5.21077), N = 73 moving right + --- 2.77639 (3.18793), N = 33 moving right + --- 3.13654 (2.17968), N = 28 moving right + --- 3.98094 (0.592195), N = 12 moving right + + -- best stat: 7.76388, min to split: 0 + + -- p-values: + --- column 83: 0.626696 + --- column 109: 0.812152 + --- column 51: 0.633068 + --- column 7: 0.0387* + --- column 95: 0.0058925** [+1 to VI numerator] + --- column 71: 0.119689 + --- column 17: 0.519209 + --- column 13: 0.619174 + --- column 33: 0.643722 + --- column 102: 0.349503 + --- column 125: 0.414803 + --- column 69: 0.898784 + +-- node 118 was split into node 181 (left) and 182 (right) + +-- attempting to split node 119 (N = 20, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 122 33 113 + + + -- linear combo weights (showing up to 5) + + 0.6091 -0.4877 -0.0907 + + + + -- lower cutpoint: 0.225554 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.129227 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 119 (N = 20, try number 2) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 83 20 62 + + + -- linear combo weights (showing up to 5) + + 0.2691 0.1409 0.3380 + + + + -- lower cutpoint: 1.34463 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.34463 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.34463 (0.25), N = 10 moving right + + -- best stat: 0.25, min to split: 0 + + -- p-values: + --- column 83: 0.367003 + --- column 20: 0.620006 + --- column 62: 0.146932 + +-- node 119 was split into node 183 (left) and 184 (right) + +-- sprouting node 120 into a leaf (N = 10) + +-- attempting to split node 121 (N = 76, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 36 59 38 106 121 + + + -- linear combo weights (showing up to 5) + + -0.7416 -0.6947 0.2751 0.5780 0.2220 + + + + -- lower cutpoint: -1.60257 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.47829 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.348732 (1.84579), N = 47 moving right + --- -0.28634 (1.99528), N = 46 moving right + --- 0.536272 (3.8106), N = 35 moving right + --- 0.942127 (4.00048), N = 29 moving right + --- 1.99947 (4.70555), N = 23 moving right + + -- best stat: 4.70555, min to split: 0 + + -- p-values: + --- column 36: 0.493124 + --- column 59: 0.801988 + --- column 38: 0.704317 + --- column 106: 0.190644 + --- column 121: 0.7158 + --- column 64: 0.27253 + --- column 15: 0.530921 + --- column 11: 0.598934 + --- column 99: 0.703506 + --- column 28: 0.304893 + --- column 85: 0.269207 + --- column 61: 0.557441 + +-- node 121 was split into node 185 (left) and 186 (right) + +-- sprouting node 122 into a leaf (N = 11) + +-- attempting to split node 123 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 119 40 113 48 + + + -- linear combo weights (showing up to 5) + + 7.8566 -4.7184 -4.2118 7.0607 + + + + -- lower cutpoint: 1.5632 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.21127 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.5632 (6.28651), N = 14 moving right + --- 2.00486 (7.11111), N = 12 moving right + --- 2.21127 (8.41984), N = 10 moving right + + -- best stat: 8.41984, min to split: 0 + + -- p-values: + --- column 119: 0.465457 + --- column 40: 0.216087 + --- column 113: 0.799272 + --- column 48: 0.264013 + +-- node 123 was split into node 187 (left) and 188 (right) + +-- attempting to split node 124 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 93 27 56 69 24 + + + -- linear combo weights (showing up to 5) + + -97.5033 -6.9226 -1.5624 -5.5066 3.0076 + + + + -- lower cutpoint: 20.4782 + - n_obs, left node: 10 + + + -- upper cutpoint: 21.9988 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 20.4782 (25.0754), N = 14 moving right + --- 21.9579 (19.1828), N = 13 moving right + --- 21.9722 (14.3767), N = 12 moving right + --- 21.9988 (8.13616), N = 10 moving right + + -- best stat: 25.0754, min to split: 0 + + -- p-values: + --- column 93: 0.572247 + --- column 27: 0.413656 + --- column 56: 0.861118 + --- column 69: 0.563377 + --- column 24: 0.611833 + +-- node 124 was split into node 189 (left) and 190 (right) + +-- sprouting node 125 into a leaf (N = 10) + +-- attempting to split node 126 (N = 24, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 71 121 118 64 + + + -- linear combo weights (showing up to 5) + + -6.0239 3.4731 -6.7123 9.2269 + + + + -- lower cutpoint: -1.25381 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.08992 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.25381 (3.61932), N = 13 moving right + --- 0.923776 (3.0625), N = 12 moving right + --- 1.08992 (2.59135), N = 11 moving right + + -- best stat: 3.61932, min to split: 0 + + -- p-values: + --- column 71: 0.00693356** [+1 to VI numerator] + --- column 121: 0.000788198*** [+1 to VI numerator] + --- column 118: 0.00152337** [+1 to VI numerator] + --- column 64: 0.00173917** [+1 to VI numerator] + +-- node 126 was split into node 191 (left) and 192 (right) + +-- sprouting node 127 into a leaf (N = 16) + +-- sprouting node 128 into a leaf (N = 11) + +-- attempting to split node 129 (N = 43, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 43 76 124 79 19 + + + -- linear combo weights (showing up to 5) + + -2.7661e+00 -4.7280e+00 -1.4355e+02 -4.1011e+00 -8.1897e+00 + + + + -- lower cutpoint: 16.5544 + - n_obs, left node: 11 + + + -- upper cutpoint: 21.644 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 17.0562 (10.6097), N = 30 moving right + --- 17.3671 (13.3355), N = 29 moving right + --- 19.3799 (14.304), N = 23 moving right + --- 19.7432 (31.6842), N = 14 moving right + --- 21.0911 (31.4072), N = 13 moving right + + -- best stat: 31.6842, min to split: 0 + + -- p-values: + --- column 43: 0.587789 + --- column 76: 0.482902 + --- column 124: 0.202533 + --- column 79: 0.323725 + --- column 19: 0.289089 + --- column 115: 0.502677 + --- column 26: 0.341479 + --- column 16: 0.79228 + --- column 121: 0.0791396 + +-- node 129 was split into node 193 (left) and 194 (right) + +-- attempting to split node 130 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 85 98 96 2 0 + + + -- linear combo weights (showing up to 5) + + 3.2048 5.2657 -5.1160 -0.4976 -13.5005 + + + + -- lower cutpoint: 1.48827 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.55074 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.48827 (5.3294), N = 15 moving right + --- 1.67909 (2.3993), N = 14 moving right + --- 2.11462 (0.178994), N = 13 moving right + --- 2.55074 (1.24735), N = 11 moving right + + -- best stat: 5.3294, min to split: 0 + + -- p-values: + --- column 85: 0.481847 + --- column 98: 0.533024 + --- column 96: 0.522262 + --- column 2: 0.802501 + --- column 0: 0.538134 + +-- node 130 was split into node 195 (left) and 196 (right) + +-- sprouting node 131 into a leaf (N = 12) + +-- attempting to split node 132 (N = 42, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 13 30 19 15 7 + + + -- linear combo weights (showing up to 5) + + 6.1885 -9.3439 -0.7577 1.0065 1.9290 + + + + -- lower cutpoint: -2.814 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.671536 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.814 (2.56856), N = 31 moving right + --- -2.40733 (2.22711), N = 29 moving right + --- -2.08418 (1.81406), N = 28 moving right + --- -2.02961 (1.63096), N = 26 moving right + --- -1.572 (1.27321), N = 17 moving right + + -- best stat: 2.56856, min to split: 0 + + -- p-values: + --- column 13: 0.0515367 + --- column 30: 0.0633023 + --- column 19: 0.622532 + --- column 15: 0.689479 + --- column 7: 0.0893916 + --- column 87: 0.332442 + --- column 75: 0.207567 + --- column 76: 0.392812 + --- column 79: 0.379964 + --- column 5: 0.27425 + +-- node 132 was split into node 197 (left) and 198 (right) + +-- attempting to split node 133 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 93 42 52 12 + + + -- linear combo weights (showing up to 5) + + -19.6865 1.8577 -2.4840 1.6846 + + + + -- lower cutpoint: 4.97491 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.68963 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 133 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 89 22 115 36 + + + -- linear combo weights (showing up to 5) + + -4.0812 -1.5418 -5.2453 -1.9254 + + + + -- lower cutpoint: -0.356008 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.356008 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.356008 (7.84), N = 10 moving right + + -- best stat: 7.84, min to split: 0 + + -- p-values: + --- column 89: 0.185692 + --- column 22: 0.415617 + --- column 115: 0.0242579* + --- column 36: 0.611504 + +-- node 133 was split into node 199 (left) and 200 (right) + +-- sprouting node 134 into a leaf (N = 10) + +-- sprouting node 135 into a leaf (N = 13) + +-- attempting to split node 136 (N = 28, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 34 51 86 78 63 + + + -- linear combo weights (showing up to 5) + + 4.1464 0.9735 -3.4027 1.6560 -0.0548 + + + + -- lower cutpoint: -4.67661 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.06097 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.67661 (3.29467), N = 17 moving right + --- -4.38991 (6.79719), N = 14 moving right + --- -2.75478 (8.36709), N = 13 moving right + --- -2.61284 (10.2147), N = 12 moving right + --- -2.06097 (6.44923), N = 10 moving right + + -- best stat: 10.2147, min to split: 0 + + -- p-values: + --- column 34: 0.543366 + --- column 51: 0.672538 + --- column 86: 0.462311 + --- column 78: 0.383719 + --- column 63: 0.995353 + --- column 23: 0.755271 + +-- node 136 was split into node 201 (left) and 202 (right) + +-- attempting to split node 137 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 43 15 16 22 7 + + + -- linear combo weights (showing up to 5) + + 10.5076 36.6044 -0.4030 -43.6915 24.6966 + + + + -- lower cutpoint: -10.0391 + - n_obs, left node: 11 + + + -- upper cutpoint: -6.99982 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.0391 (30.4014), N = 16 moving right + --- -8.11527 (19.926), N = 15 moving right + --- -7.25723 (28.1912), N = 14 moving right + --- -7.11392 (22.1278), N = 12 moving right + --- -6.99982 (19.6792), N = 11 moving right + + -- best stat: 30.4014, min to split: 0 + + -- p-values: + --- column 43: 0.593275 + --- column 15: 0.0273559* + --- column 16: 0.886469 + --- column 22: 0.0213147* + --- column 7: 0.0123619* + --- column 44: 0.455922 + +-- node 137 was split into node 203 (left) and 204 (right) + +-- sprouting node 138 into a leaf (N = 10) + +-- sprouting node 139 into a leaf (N = 12) + +-- sprouting node 140 into a leaf (N = 11) + +-- sprouting node 141 into a leaf (N = 10) + +-- sprouting node 142 into a leaf (N = 11) + +-- sprouting node 143 into a leaf (N = 12) + +-- attempting to split node 144 (N = 20, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 112 73 24 + + + -- linear combo weights (showing up to 5) + + -3.3405 -4.4079 5.8696 + + + + -- lower cutpoint: -3.65315 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.65315 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.65315 (0.49), N = 10 moving right + + -- best stat: 0.49, min to split: 0 + + -- p-values: + --- column 112: 0.594504 + --- column 73: 0.40024 + --- column 24: 0.723895 + +-- node 144 was split into node 205 (left) and 206 (right) + +-- attempting to split node 145 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 119 29 80 67 56 + + + -- linear combo weights (showing up to 5) + + -0.3385 -11.9580 -8.9751 0.3031 5.1324 + + + + -- lower cutpoint: -7.14329 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.56703 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.80613 (19.4086), N = 20 moving right + --- -5.01434 (18.4167), N = 18 moving right + --- -3.56901 (19.1814), N = 15 moving right + --- -1.67382 (20.2711), N = 12 moving right + --- -1.56703 (21.0232), N = 11 moving right + + -- best stat: 21.0232, min to split: 0 + + -- p-values: + --- column 119: 0.896016 + --- column 29: 0.000400603*** [+1 to VI numerator] + --- column 80: 0.000808353*** [+1 to VI numerator] + --- column 67: 0.864354 + --- column 56: 0.0307496* + --- column 115: 0.279263 + +-- node 145 was split into node 207 (left) and 208 (right) + +-- sprouting node 146 into a leaf (N = 13) + +-- attempting to split node 147 (N = 25, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 59 49 26 32 119 + + + -- linear combo weights (showing up to 5) + + 0.7091 3.1385 1.1998 2.9326 0.4928 + + + + -- lower cutpoint: 0.125428 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.78897 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.316174 (3.37558), N = 14 moving right + --- 0.659166 (6.40103), N = 13 moving right + --- 1.2011 (5.54077), N = 12 moving right + --- 1.35704 (4.80416), N = 11 moving right + --- 1.78897 (4.16667), N = 10 moving right + + -- best stat: 6.40103, min to split: 0 + + -- p-values: + --- column 59: 0.847491 + --- column 49: 0.281983 + --- column 26: 0.561686 + --- column 32: 0.412582 + --- column 119: 0.627159 + +-- node 147 was split into node 209 (left) and 210 (right) + +-- attempting to split node 148 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 90 41 22 67 38 + + + -- linear combo weights (showing up to 5) + + 2.0082 7.1335 7.6454 0.5941 -0.0049 + + + + -- lower cutpoint: -4.73259 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.76589 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.73259 (25.205), N = 20 moving right + --- -3.35207 (17.8622), N = 19 moving right + --- -2.77123 (15.1474), N = 18 moving right + --- -1.87997 (16.5557), N = 12 moving right + --- -0.76589 (19.5369), N = 11 moving right + + -- best stat: 25.205, min to split: 0 + + -- p-values: + --- column 90: 0.688739 + --- column 41: 0.190055 + --- column 22: 0.312336 + --- column 67: 0.836331 + --- column 38: 0.998338 + --- column 88: 0.0651098 + +-- node 148 was split into node 211 (left) and 212 (right) + +-- sprouting node 149 into a leaf (N = 10) + +-- attempting to split node 150 (N = 20, try number 1) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 95 12 105 + + + -- linear combo weights (showing up to 5) + + -0.3383 3.9285 0.3005 + + + + -- lower cutpoint: -1.0097 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.56808 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 150 (N = 20, try number 2) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 104 88 33 + + + -- linear combo weights (showing up to 5) + + 1.0976 -7.0009 -3.3592 + + + + -- lower cutpoint: 0.0353578 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0353578 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0353578 (1.44), N = 10 moving right + + -- best stat: 1.44, min to split: 0 + + -- p-values: + --- column 104: 0.314923 + --- column 88: 0.197372 + --- column 33: 0.239761 + +-- node 150 was split into node 213 (left) and 214 (right) + +-- sprouting node 151 into a leaf (N = 11) + +-- sprouting node 152 into a leaf (N = 16) + +-- sprouting node 153 into a leaf (N = 10) + +-- attempting to split node 154 (N = 42, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 73 38 42 66 71 + + + -- linear combo weights (showing up to 5) + + 1.1980 -5.1948 -2.1433 -5.2458 3.4217 + + + + -- lower cutpoint: -5.61225 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.81739 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.4624 (0.0880625), N = 29 moving right + --- -5.10193 (4.53987), N = 24 moving right + --- -4.50781 (9.92859), N = 22 moving right + --- -4.35932 (13.5005), N = 19 moving right + --- -3.98354 (24.778), N = 17 moving right + + -- best stat: 24.778, min to split: 0 + + -- p-values: + --- column 73: 0.829079 + --- column 38: 0.367144 + --- column 42: 0.630177 + --- column 66: 0.798939 + --- column 71: 0.875824 + --- column 89: 0.393992 + --- column 92: 0.185324 + --- column 33: 0.485197 + +-- node 154 was split into node 215 (left) and 216 (right) + +-- attempting to split node 155 (N = 62, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 85 95 73 35 119 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 155 (N = 62, try number 2) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 57 60 30 42 92 + + + -- linear combo weights (showing up to 5) + + 5.8215 -25.3014 1.6419 3.3595 -4.6117 + + + + -- lower cutpoint: 12.628 + - n_obs, left node: 10 + + + -- upper cutpoint: 25.2605 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 16.5287 (28.9475), N = 42 moving right + --- 19.3224 (13.0893), N = 30 moving right + --- 20.3014 (17.7154), N = 27 moving right + --- 20.6485 (16.2909), N = 26 moving right + --- 22.171 (4.01368), N = 20 moving right + + -- best stat: 28.9475, min to split: 0 + + -- p-values: + --- column 57: 0.0684445 + --- column 60: 0.567361 + --- column 30: 0.938061 + --- column 42: 0.565869 + --- column 92: 0.783427 + --- column 87: 0.975183 + --- column 61: 0.982424 + --- column 54: 0.816679 + --- column 95: 0.0694675 + --- column 4: 0.751513 + --- column 38: 0.313673 + --- column 110: 0.0769431 + +-- node 155 was split into node 217 (left) and 218 (right) + +-- sprouting node 156 into a leaf (N = 13) + +-- sprouting node 157 into a leaf (N = 10) + +-- sprouting node 158 into a leaf (N = 10) + +-- attempting to split node 159 (N = 29, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 123 9 65 54 85 + + + -- linear combo weights (showing up to 5) + + -0.5869 3.0243 -19.0215 25.9563 -5.0248 + + + + -- lower cutpoint: 4.256 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.4696 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.22072 (15.8687), N = 17 moving right + --- 7.22912 (14.6041), N = 15 moving right + --- 9.85728 (15.8102), N = 14 moving right + --- 9.89879 (17.2282), N = 13 moving right + --- 10.4696 (23.3354), N = 10 moving right + + -- best stat: 23.3354, min to split: 0 + + -- p-values: + --- column 123: 0.775159 + --- column 9: 0.536078 + --- column 65: 0.0888383 + --- column 54: 0.0442499* + --- column 85: 0.17846 + +-- node 159 was split into node 219 (left) and 220 (right) + +-- attempting to split node 160 (N = 22, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 20 9 16 + + + -- linear combo weights (showing up to 5) + + -1.9470 -3.9250 -2.5572 + + + + -- lower cutpoint: 2.04508 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.4818 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.04508 (0.0330579), N = 11 moving right + --- 2.4818 (7.45461), N = 10 moving right + + -- best stat: 7.45461, min to split: 0 + + -- p-values: + --- column 20: 0.765802 + --- column 9: 0.475023 + --- column 16: 0.703479 + +-- node 160 was split into node 221 (left) and 222 (right) + +-- sprouting node 161 into a leaf (N = 13) + +-- attempting to split node 162 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 98 66 16 119 + + + -- linear combo weights (showing up to 5) + + -11.0461 21.9166 2.5265 -32.6006 + + + + -- lower cutpoint: -14.0284 + - n_obs, left node: 10 + + + -- upper cutpoint: -12.8858 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -14.0284 (10.9108), N = 14 moving right + --- -13.4956 (29.7934), N = 12 moving right + --- -12.8858 (20.7643), N = 10 moving right + + -- best stat: 29.7934, min to split: 0 + + -- p-values: + --- column 98: 0.115988 + --- column 66: 0.107805 + --- column 16: 0.470684 + --- column 119: 0.0660522 + +-- node 162 was split into node 223 (left) and 224 (right) + +-- sprouting node 163 into a leaf (N = 17) + +-- sprouting node 164 into a leaf (N = 15) + +-- sprouting node 165 into a leaf (N = 16) + +-- attempting to split node 166 (N = 64, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 76 3 52 0 107 + + + -- linear combo weights (showing up to 5) + + -4.3632 13.9750 -17.8156 1.5064 8.2623 + + + + -- lower cutpoint: -2.82771 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.16932 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0335109 (32.4375), N = 42 moving right + --- 4.96588 (7.5488), N = 21 moving right + --- 5.19512 (3.15498), N = 19 moving right + --- 6.18953 (3.1263), N = 16 moving right + --- 7.16932 (5.62734), N = 10 moving right + + -- best stat: 32.4375, min to split: 0 + + -- p-values: + --- column 76: 0.309589 + --- column 3: 0.442393 + --- column 52: 0.550032 + --- column 0: 0.280048 + --- column 107: 0.442845 + --- column 32: 0.75449 + --- column 66: 0.221978 + --- column 69: 0.189619 + --- column 91: 0.459734 + --- column 45: 0.703038 + --- column 95: 0.32541 + --- column 83: 0.972864 + +-- node 166 was split into node 225 (left) and 226 (right) + +-- sprouting node 167 into a leaf (N = 14) + +-- attempting to split node 168 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 67 32 90 96 + + + -- linear combo weights (showing up to 5) + + 1.3490 1.7208 -0.7696 1.8433 + + + + -- lower cutpoint: 1.39712 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.55153 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.39712 (0.00769231), N = 13 moving right + --- 1.42308 (1.2803), N = 12 moving right + --- 1.55153 (0.930769), N = 10 moving right + + -- best stat: 1.2803, min to split: 0 + + -- p-values: + --- column 67: 0.798163 + --- column 32: 0.605164 + --- column 90: 0.872581 + --- column 96: 0.736903 + +-- node 168 was split into node 227 (left) and 228 (right) + +-- sprouting node 169 into a leaf (N = 15) + +-- sprouting node 170 into a leaf (N = 13) + +-- sprouting node 171 into a leaf (N = 16) + +-- attempting to split node 172 (N = 26, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 55 66 98 79 42 + + + -- linear combo weights (showing up to 5) + + -3.1713 -3.4717 -3.6502 3.9945 7.7002 + + + + -- lower cutpoint: -6.31695 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.68528 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.31695 (7.19234), N = 16 moving right + --- -6.06665 (15.5268), N = 15 moving right + --- -5.35929 (11.164), N = 14 moving right + --- -4.80178 (15.9053), N = 12 moving right + --- -3.68528 (19.9575), N = 11 moving right + + -- best stat: 19.9575, min to split: 0 + + -- p-values: + --- column 55: 0.473229 + --- column 66: 0.528223 + --- column 98: 0.216406 + --- column 79: 0.280724 + --- column 42: 0.219382 + --- column 67: 0.635651 + +-- node 172 was split into node 229 (left) and 230 (right) + +-- sprouting node 173 into a leaf (N = 10) + +-- sprouting node 174 into a leaf (N = 19) + +-- sprouting node 175 into a leaf (N = 12) + +-- attempting to split node 176 (N = 42, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 5 9 116 11 4 + + + -- linear combo weights (showing up to 5) + + -1.0010 11.6844 0.6051 -9.2191 -5.2093 + + + + -- lower cutpoint: 0.411272 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.09834 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.411272 (1.13379), N = 32 moving right + --- 0.64243 (3.77347), N = 30 moving right + --- 1.724 (2.67503), N = 23 moving right + --- 2.34515 (5.00013), N = 20 moving right + --- 4.09834 (6.21813), N = 11 moving right + + -- best stat: 6.21813, min to split: 0 + + -- p-values: + --- column 5: 0.597743 + --- column 9: 0.0192099* + --- column 116: 0.908388 + --- column 11: 0.022397* + --- column 4: 0.0248017* + --- column 34: 0.923736 + --- column 121: 0.85158 + --- column 62: 0.203756 + +-- node 176 was split into node 231 (left) and 232 (right) + +-- sprouting node 177 into a leaf (N = 11) + +-- attempting to split node 178 (N = 25, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 45 70 74 42 12 + + + -- linear combo weights (showing up to 5) + + -8.2490 -3.0789 3.9025 2.0637 -5.0590 + + + + -- lower cutpoint: -8.60601 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.4729 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.60601 (0.365067), N = 15 moving right + --- -8.40895 (0.439477), N = 13 moving right + --- -8.0318 (0.487426), N = 12 moving right + --- -7.72516 (0.960166), N = 11 moving right + --- -7.4729 (1.0584), N = 10 moving right + + -- best stat: 1.0584, min to split: 0 + + -- p-values: + --- column 45: 0.217323 + --- column 70: 0.361998 + --- column 74: 0.93254 + --- column 42: 0.709509 + --- column 12: 0.122966 + +-- node 178 was split into node 233 (left) and 234 (right) + +-- attempting to split node 179 (N = 32, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 86 30 37 39 60 + + + -- linear combo weights (showing up to 5) + + 0.3431 9.3241 4.4716 -3.9321 -15.0155 + + + + -- lower cutpoint: 5.27036 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.58986 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.27036 (4.05689), N = 22 moving right + --- 5.54456 (2.65651), N = 20 moving right + --- 5.81016 (1.68806), N = 18 moving right + --- 6.44058 (1.31509), N = 17 moving right + --- 6.92614 (4.42562), N = 13 moving right + + -- best stat: 4.42562, min to split: 0 + + -- p-values: + --- column 86: 0.934715 + --- column 30: 0.326716 + --- column 37: 0.145969 + --- column 39: 0.310182 + --- column 60: 0.184611 + --- column 46: 0.858333 + --- column 91: 0.865664 + +-- node 179 was split into node 235 (left) and 236 (right) + +-- sprouting node 180 into a leaf (N = 13) + +-- attempting to split node 181 (N = 76, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 44 34 73 35 37 + + + -- linear combo weights (showing up to 5) + + -3.4171 0.8656 -1.0125 1.3956 0.5821 + + + + -- lower cutpoint: 0.0556234 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.47157 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.852217 (3.08979), N = 61 moving right + --- 1.38737 (5.55748), N = 56 moving right + --- 1.48469 (4.75814), N = 54 moving right + --- 2.85441 (9.59908), N = 34 moving right + --- 6.47157 (3.55378), N = 11 moving right + + -- best stat: 9.59908, min to split: 0 + + -- p-values: + --- column 44: 0.155739 + --- column 34: 0.781138 + --- column 73: 0.595466 + --- column 35: 0.573342 + --- column 37: 0.776243 + --- column 67: 0.462327 + --- column 125: 0.24443 + --- column 18: 0.813631 + --- column 65: 0.861199 + --- column 12: 0.489289 + --- column 83: 0.802684 + --- column 53: 0.41605 + +-- node 181 was split into node 237 (left) and 238 (right) + +-- attempting to split node 182 (N = 83, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 64 20 72 60 98 + + + -- linear combo weights (showing up to 5) + + -1.3335 1.5656 1.3116 -0.7685 0.2111 + + + + -- lower cutpoint: -1.44137 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.19335 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.0399024 (3.05424), N = 53 moving right + --- 1.14792 (3.52688), N = 32 moving right + --- 1.40122 (3.73466), N = 31 moving right + --- 2.35606 (0.346272), N = 17 moving right + --- 2.69952 (0.864004), N = 16 moving right + + -- best stat: 3.73466, min to split: 0 + + -- p-values: + --- column 64: 0.50408 + --- column 20: 0.438477 + --- column 72: 0.302756 + --- column 60: 0.749562 + --- column 98: 0.862248 + --- column 51: 0.260798 + --- column 55: 0.677849 + --- column 24: 0.996232 + --- column 81: 0.703212 + --- column 21: 0.473322 + --- column 52: 0.739877 + --- column 119: 0.771808 + +-- node 182 was split into node 239 (left) and 240 (right) + +-- sprouting node 183 into a leaf (N = 10) + +-- sprouting node 184 into a leaf (N = 10) + +-- attempting to split node 185 (N = 53, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 50 69 23 72 118 + + + -- linear combo weights (showing up to 5) + + -0.4269 2.5168 2.5913 2.7257 1.1637 + + + + -- lower cutpoint: -1.13277 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.52855 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.694224 (0.952593), N = 38 moving right + --- 0.434117 (1.66797), N = 28 moving right + --- 0.447479 (1.75066), N = 27 moving right + --- 0.759991 (1.73171), N = 24 moving right + --- 0.987798 (2.95302), N = 16 moving right + + -- best stat: 2.95302, min to split: 0 + + -- p-values: + --- column 50: 0.609226 + --- column 69: 0.0487752* + --- column 23: 0.0422723* + --- column 72: 0.0116623* + --- column 118: 0.172708 + --- column 84: 0.0539717 + --- column 29: 0.118346 + --- column 58: 0.323963 + --- column 92: 0.692233 + --- column 65: 0.0113879* + --- column 68: 0.0158373* + --- column 14: 0.248247 + +-- node 185 was split into node 241 (left) and 242 (right) + +-- attempting to split node 186 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 54 16 4 3 + + + -- linear combo weights (showing up to 5) + + -3.8711 -0.7387 -2.2549 2.0941 + + + + -- lower cutpoint: 1.42017 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.0098 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.42017 (2.8024), N = 13 moving right + --- 2.21713 (2.64793), N = 12 moving right + --- 2.90589 (2.53825), N = 11 moving right + --- 3.0098 (2.46829), N = 10 moving right + + -- best stat: 2.8024, min to split: 0 + + -- p-values: + --- column 54: 0.480918 + --- column 16: 0.725497 + --- column 4: 0.206077 + --- column 3: 0.51702 + +-- node 186 was split into node 243 (left) and 244 (right) + +-- sprouting node 187 into a leaf (N = 14) + +-- sprouting node 188 into a leaf (N = 10) + +-- sprouting node 189 into a leaf (N = 10) + +-- sprouting node 190 into a leaf (N = 14) + +-- sprouting node 191 into a leaf (N = 11) + +-- sprouting node 192 into a leaf (N = 13) + +-- attempting to split node 193 (N = 29, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 8 11 13 65 9 + + + -- linear combo weights (showing up to 5) + + 0.3692 18.2904 2.0564 1.0748 -6.6162 + + + + -- lower cutpoint: -7.27142 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.60651 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.27142 (16.7706), N = 19 moving right + --- -3.50681 (13.2425), N = 16 moving right + --- -3.45826 (18.2031), N = 15 moving right + --- -2.86512 (16.1144), N = 14 moving right + --- -2.26311 (11.255), N = 11 moving right + + -- best stat: 18.2031, min to split: 0 + + -- p-values: + --- column 8: 0.898888 + --- column 11: 0.169053 + --- column 13: 0.812505 + --- column 65: 0.867487 + --- column 9: 0.488186 + --- column 39: 0.965231 + +-- node 193 was split into node 245 (left) and 246 (right) + +-- sprouting node 194 into a leaf (N = 14) + +-- sprouting node 195 into a leaf (N = 11) + +-- sprouting node 196 into a leaf (N = 15) + +-- sprouting node 197 into a leaf (N = 11) + +-- attempting to split node 198 (N = 31, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 1 111 6 125 18 + + + -- linear combo weights (showing up to 5) + + 0.5378 1.5212 -0.9851 0.6087 -0.6192 + + + + -- lower cutpoint: 0.229612 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.05569 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.229612 (0.094366), N = 21 moving right + --- 0.425011 (0.118078), N = 20 moving right + --- 0.745925 (0.203989), N = 14 moving right + --- 1.05162 (0.299104), N = 12 moving right + --- 1.05569 (0.434151), N = 10 moving right + + -- best stat: 0.434151, min to split: 0 + + -- p-values: + --- column 1: 0.334631 + --- column 111: 0.713351 + --- column 6: 0.179579 + --- column 125: 0.379248 + --- column 18: 0.407852 + --- column 71: 0.734609 + --- column 43: 0.180545 + +-- node 198 was split into node 247 (left) and 248 (right) + +-- sprouting node 199 into a leaf (N = 10) + +-- sprouting node 200 into a leaf (N = 10) + +-- sprouting node 201 into a leaf (N = 16) + +-- sprouting node 202 into a leaf (N = 12) + +-- sprouting node 203 into a leaf (N = 11) + +-- sprouting node 204 into a leaf (N = 16) + +-- sprouting node 205 into a leaf (N = 10) + +-- sprouting node 206 into a leaf (N = 10) + +-- attempting to split node 207 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 70 98 68 114 + + + -- linear combo weights (showing up to 5) + + 3.3309 0.4112 -0.9556 4.4244 + + + + -- lower cutpoint: 3.35013 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.35013 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.35013 (10.3917), N = 10 moving right + + -- best stat: 10.3917, min to split: 0 + + -- p-values: + --- column 70: 0.274073 + --- column 98: 0.923283 + --- column 68: 0.746834 + --- column 114: 0.236562 + +-- node 207 was split into node 249 (left) and 250 (right) + +-- sprouting node 208 into a leaf (N = 11) + +-- sprouting node 209 into a leaf (N = 12) + +-- sprouting node 210 into a leaf (N = 13) + +-- sprouting node 211 into a leaf (N = 10) + +-- attempting to split node 212 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 35 60 110 24 + + + -- linear combo weights (showing up to 5) + + -0.4004 -5.0030 9.4693 0.8025 + + + + -- lower cutpoint: -0.0309696 + - n_obs, left node: 13 + + + -- upper cutpoint: -0.424575 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 212 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 23 88 3 52 + + + -- linear combo weights (showing up to 5) + + -3.6351 -3.8546 9.9230 -7.8140 + + + + -- lower cutpoint: 1.0154 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.0872077 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 212 (N = 20, try number 3) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 27 90 6 34 + + + -- linear combo weights (showing up to 5) + + -1.1309 -0.8700 -0.6449 -0.5793 + + + + -- lower cutpoint: -0.643307 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.643307 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.643307 (5.0625), N = 10 moving right + + -- best stat: 5.0625, min to split: 0 + + -- p-values: + --- column 27: 0.534259 + --- column 90: 0.839241 + --- column 6: 0.781322 + --- column 34: 0.896169 + +-- node 212 was split into node 251 (left) and 252 (right) + +-- sprouting node 213 into a leaf (N = 10) + +-- sprouting node 214 into a leaf (N = 10) + +-- attempting to split node 215 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 20 35 21 1 50 + + + -- linear combo weights (showing up to 5) + + 11.9440 -3.2595 4.1392 9.5848 5.0082 + + + + -- lower cutpoint: -3.11484 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.5453 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.11484 (13.9203), N = 13 moving right + --- -1.5453 (9.47558), N = 11 moving right + + -- best stat: 13.9203, min to split: 0 + + -- p-values: + --- column 20: 0.447411 + --- column 35: 0.610431 + --- column 21: 0.296413 + --- column 1: 0.38379 + --- column 50: 0.551201 + +-- node 215 was split into node 253 (left) and 254 (right) + +-- sprouting node 216 into a leaf (N = 17) + +-- attempting to split node 217 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 71 5 58 50 + + + -- linear combo weights (showing up to 5) + + -26.5422 12.8842 1.5047 -1.4715 + + + + -- lower cutpoint: 8.09151 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.09151 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.09151 (39.69), N = 10 moving right + + -- best stat: 39.69, min to split: 0 + + -- p-values: + --- column 71: 0.0407898* + --- column 5: 0.138142 + --- column 58: 0.676853 + --- column 50: 0.739159 + +-- node 217 was split into node 255 (left) and 256 (right) + +-- attempting to split node 218 (N = 42, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 69 117 86 33 56 + + + -- linear combo weights (showing up to 5) + + 11.3377 -2.7549 15.0921 1.9047 0.8247 + + + + -- lower cutpoint: -5.55338 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.32825 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.49316 (13.5722), N = 24 moving right + --- -0.906317 (15.2472), N = 21 moving right + --- -0.875672 (14.2385), N = 18 moving right + --- -0.76677 (9.25458), N = 16 moving right + --- 1.46652 (20.2046), N = 12 moving right + + -- best stat: 20.2046, min to split: 0 + + -- p-values: + --- column 69: 0.0871845 + --- column 117: 0.727216 + --- column 86: 0.175503 + --- column 33: 0.763196 + --- column 56: 0.83891 + --- column 41: 0.667653 + --- column 45: 0.0858396 + --- column 14: 0.644772 + --- column 2: 0.363592 + --- column 77: 0.529327 + +-- node 218 was split into node 257 (left) and 258 (right) + +-- sprouting node 219 into a leaf (N = 19) + +-- sprouting node 220 into a leaf (N = 10) + +-- sprouting node 221 into a leaf (N = 12) + +-- sprouting node 222 into a leaf (N = 10) + +-- sprouting node 223 into a leaf (N = 12) + +-- sprouting node 224 into a leaf (N = 12) + +-- attempting to split node 225 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 6 24 30 38 + + + -- linear combo weights (showing up to 5) + + -6.0316 -5.8372 22.5378 9.5190 + + + + -- lower cutpoint: -10.9865 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.5796 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.9865 (88.7207), N = 12 moving right + --- -10.5796 (92.8595), N = 11 moving right + + -- best stat: 92.8595, min to split: 0 + + -- p-values: + --- column 6: 0.50682 + --- column 24: 0.634933 + --- column 30: 0.6699 + --- column 38: 0.0313553* + +-- node 225 was split into node 259 (left) and 260 (right) + +-- attempting to split node 226 (N = 42, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 29 18 83 75 10 + + + -- linear combo weights (showing up to 5) + + 5.8440 9.4141 -28.5838 -8.5276 1.0568 + + + + -- lower cutpoint: 6.28849 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.0964 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 8.56209 (14.6071), N = 26 moving right + --- 9.09216 (17.3061), N = 25 moving right + --- 9.1755 (22.6009), N = 23 moving right + --- 10.163 (21.9122), N = 22 moving right + --- 15.0964 (11.6745), N = 11 moving right + + -- best stat: 22.6009, min to split: 0 + + -- p-values: + --- column 29: 0.0872887 + --- column 18: 0.0663083 + --- column 83: 0.0536293 + --- column 75: 0.0221605* + --- column 10: 0.648101 + --- column 0: 0.0574582 + --- column 91: 0.146176 + --- column 44: 0.60457 + +-- node 226 was split into node 261 (left) and 262 (right) + +-- sprouting node 227 into a leaf (N = 11) + +-- sprouting node 228 into a leaf (N = 12) + +-- sprouting node 229 into a leaf (N = 15) + +-- sprouting node 230 into a leaf (N = 11) + +-- attempting to split node 231 (N = 31, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 119 123 51 57 114 + + + -- linear combo weights (showing up to 5) + + 62.7409 9.5567 -2.2171 2.0712 -21.3500 + + + + -- lower cutpoint: -11.8919 + - n_obs, left node: 10 + + + -- upper cutpoint: -9.90395 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.4545 (1.12734), N = 19 moving right + --- -11.0784 (0.696058), N = 17 moving right + --- -11.0127 (0.277652), N = 14 moving right + --- -10.1257 (0.589391), N = 11 moving right + --- -9.90395 (0.457936), N = 10 moving right + + -- best stat: 1.12734, min to split: 0 + + -- p-values: + --- column 119: 0.480282 + --- column 123: 0.572614 + --- column 51: 0.354221 + --- column 57: 0.316431 + --- column 114: 0.481044 + --- column 31: 0.360564 + +-- node 231 was split into node 263 (left) and 264 (right) + +-- sprouting node 232 into a leaf (N = 11) + +-- sprouting node 233 into a leaf (N = 15) + +-- sprouting node 234 into a leaf (N = 10) + +-- sprouting node 235 into a leaf (N = 19) + +-- sprouting node 236 into a leaf (N = 13) + +-- attempting to split node 237 (N = 42, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 41 34 3 107 81 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 237 (N = 42, try number 2) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 104 38 29 17 12 + + + -- linear combo weights (showing up to 5) + + 17.0677 -1.9981 -0.1329 -0.5413 -7.4823 + + + + -- lower cutpoint: -11.553 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.8703 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.6489 (13.9694), N = 28 moving right + --- -8.44994 (4.1952), N = 18 moving right + --- -8.16975 (5.86556), N = 17 moving right + --- -5.97937 (7.95142), N = 11 moving right + --- -5.8703 (7.02959), N = 10 moving right + + -- best stat: 13.9694, min to split: 0 + + -- p-values: + --- column 104: 0.13269 + --- column 38: 0.298263 + --- column 29: 0.935945 + --- column 17: 0.800029 + --- column 12: 0.331715 + --- column 13: 0.14913 + --- column 27: 0.103958 + --- column 92: 0.164209 + --- column 54: 0.631471 + --- column 16: 0.412889 + +-- node 237 was split into node 265 (left) and 266 (right) + +-- attempting to split node 238 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 117 15 52 87 110 + + + -- linear combo weights (showing up to 5) + + 5.5121 -3.5045 -51.4119 2.1176 7.3453 + + + + -- lower cutpoint: 5.67202 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.11302 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.67202 (5.25733), N = 23 moving right + --- 6.86867 (4.92515), N = 22 moving right + --- 7.10642 (3.55346), N = 19 moving right + --- 8.61882 (3.15603), N = 13 moving right + --- 9.11302 (7.74638), N = 10 moving right + + -- best stat: 7.74638, min to split: 0 + + -- p-values: + --- column 117: 0.19927 + --- column 15: 0.0993593 + --- column 52: 0.0533927 + --- column 87: 0.507265 + --- column 110: 0.323509 + --- column 116: 0.0638226 + +-- node 238 was split into node 267 (left) and 268 (right) + +-- attempting to split node 239 (N = 52, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 58 61 87 101 10 + + + -- linear combo weights (showing up to 5) + + -0.5576 -0.4137 10.6324 0.1508 -0.5089 + + + + -- lower cutpoint: -5.08651 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.83025 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.88417 (0.898669), N = 40 moving right + --- -4.76315 (0.816938), N = 36 moving right + --- -4.16724 (0.799149), N = 32 moving right + --- -3.19626 (1.39884), N = 19 moving right + --- -3.09274 (1.35964), N = 18 moving right + + -- best stat: 1.39884, min to split: 0 + + -- p-values: + --- column 58: 0.373017 + --- column 61: 0.76363 + --- column 87: 0.00190943** [+1 to VI numerator] + --- column 101: 0.826151 + --- column 10: 0.474271 + --- column 88: 0.125169 + --- column 66: 0.0984685 + --- column 30: 0.820542 + --- column 103: 0.853701 + --- column 14: 0.082184 + --- column 117: 0.663111 + +-- node 239 was split into node 269 (left) and 270 (right) + +-- attempting to split node 240 (N = 31, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 102 60 58 108 4 + + + -- linear combo weights (showing up to 5) + + 7.3839 0.6629 -0.8748 -4.3010 0.8152 + + + + -- lower cutpoint: -4.1779 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.70771 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.98603 (0.949011), N = 19 moving right + --- -3.3659 (0.169979), N = 16 moving right + --- -2.99152 (1.49116), N = 14 moving right + --- -2.86133 (1.10286), N = 13 moving right + --- -2.70771 (2.68419), N = 10 moving right + + -- best stat: 2.68419, min to split: 0 + + -- p-values: + --- column 102: 0.72149 + --- column 60: 0.898889 + --- column 58: 0.791082 + --- column 108: 0.716924 + --- column 4: 0.845204 + --- column 47: 0.458928 + +-- node 240 was split into node 271 (left) and 272 (right) + +-- attempting to split node 241 (N = 37, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 57 56 95 15 29 + + + -- linear combo weights (showing up to 5) + + 3.4327 -2.9106 0.9082 0.3578 -0.4451 + + + + -- lower cutpoint: -0.440199 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.382823 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.276609 (0.286222), N = 20 moving right + --- -0.261598 (0.270689), N = 19 moving right + --- -0.104404 (0.149736), N = 17 moving right + --- 0.23396 (0.121706), N = 13 moving right + --- 0.382823 (0.112634), N = 11 moving right + + -- best stat: 0.286222, min to split: 0 + + -- p-values: + --- column 57: 0.0337495* + --- column 56: 0.0638992 + --- column 95: 0.033292* + --- column 15: 0.503841 + --- column 29: 0.401519 + --- column 96: 0.0405847* + --- column 70: 0.115067 + --- column 69: 0.0511672 + +-- node 241 was split into node 273 (left) and 274 (right) + +-- sprouting node 242 into a leaf (N = 16) + +-- sprouting node 243 into a leaf (N = 10) + +-- sprouting node 244 into a leaf (N = 13) + +-- sprouting node 245 into a leaf (N = 14) + +-- sprouting node 246 into a leaf (N = 15) + +-- attempting to split node 247 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 10 88 30 83 + + + -- linear combo weights (showing up to 5) + + -0.1667 -0.3208 2.2308 0.5841 + + + + -- lower cutpoint: -0.522946 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.522946 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.522946 (0.0329829), N = 11 moving right + + -- best stat: 0.0329829, min to split: 0 + + -- p-values: + --- column 10: 0.295532 + --- column 88: 0.390298 + --- column 30: 0.278577 + --- column 83: 0.0396155* + +-- node 247 was split into node 275 (left) and 276 (right) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 11) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 10) + +-- sprouting node 252 into a leaf (N = 10) + +-- sprouting node 253 into a leaf (N = 12) + +-- sprouting node 254 into a leaf (N = 13) + +-- sprouting node 255 into a leaf (N = 10) + +-- sprouting node 256 into a leaf (N = 10) + +-- attempting to split node 257 (N = 30, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 73 1 45 47 27 + + + -- linear combo weights (showing up to 5) + + 5.1858 0.8288 -5.5790 5.2770 -3.9015 + + + + -- lower cutpoint: -23.6808 + - n_obs, left node: 10 + + + -- upper cutpoint: -20.0674 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -23.6808 (33.3472), N = 20 moving right + --- -21.8374 (30.342), N = 19 moving right + --- -20.7285 (25.8386), N = 17 moving right + --- -20.4754 (18.02), N = 16 moving right + --- -20.3905 (11.9701), N = 13 moving right + + -- best stat: 33.3472, min to split: 0 + + -- p-values: + --- column 73: 0.484093 + --- column 1: 0.832375 + --- column 45: 0.514214 + --- column 47: 0.261393 + --- column 27: 0.311517 + --- column 8: 0.0467314* + --- column 26: 0.499093 + +-- node 257 was split into node 277 (left) and 278 (right) + +-- sprouting node 258 into a leaf (N = 12) + +-- sprouting node 259 into a leaf (N = 11) + +-- sprouting node 260 into a leaf (N = 11) + +-- sprouting node 261 into a leaf (N = 19) + +-- attempting to split node 262 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 2 67 41 42 40 + + + -- linear combo weights (showing up to 5) + + -1.6989 -5.9454 -1.9798 -0.4001 0.9191 + + + + -- lower cutpoint: -1.89744 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.89744 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.89744 (6.62199), N = 11 moving right + + -- best stat: 6.62199, min to split: 0 + + -- p-values: + --- column 2: 0.365619 + --- column 67: 0.138654 + --- column 41: 0.492307 + --- column 42: 0.887062 + --- column 40: 0.688276 + +-- node 262 was split into node 279 (left) and 280 (right) + +-- sprouting node 263 into a leaf (N = 12) + +-- sprouting node 264 into a leaf (N = 19) + +-- sprouting node 265 into a leaf (N = 14) + +-- attempting to split node 266 (N = 28, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 43 97 77 116 108 + + + -- linear combo weights (showing up to 5) + + -2.4622 -2.6410 2.3376 1.9373 -2.7455 + + + + -- lower cutpoint: 0.53854 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.66877 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.53854 (7.92188), N = 16 moving right + --- 1.21088 (8.62051), N = 15 moving right + --- 1.61664 (13.2704), N = 14 moving right + --- 1.64303 (11.3282), N = 13 moving right + --- 1.66877 (5.68889), N = 10 moving right + + -- best stat: 13.2704, min to split: 0 + + -- p-values: + --- column 43: 0.3809 + --- column 97: 0.417151 + --- column 77: 0.289847 + --- column 116: 0.415908 + --- column 108: 0.492557 + --- column 76: 0.534559 + +-- node 266 was split into node 281 (left) and 282 (right) + +-- attempting to split node 267 (N = 24, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 1 15 57 21 + + + -- linear combo weights (showing up to 5) + + -4.1042 1.0198 -0.3946 -1.2046 + + + + -- lower cutpoint: 2.20438 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.23763 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.20438 (8.91668), N = 13 moving right + --- 2.23763 (6.00001), N = 11 moving right + + -- best stat: 8.91668, min to split: 0 + + -- p-values: + --- column 1: 0.0178598* + --- column 15: 0.590664 + --- column 57: 0.724594 + --- column 21: 0.365262 + +-- node 267 was split into node 283 (left) and 284 (right) + +-- sprouting node 268 into a leaf (N = 10) + +-- attempting to split node 269 (N = 33, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 52 104 7 86 112 + + + -- linear combo weights (showing up to 5) + + -0.2628 0.5457 0.1782 2.2555 -0.2297 + + + + -- lower cutpoint: -2.89385 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.14141 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.89385 (0.0899908), N = 22 moving right + --- -2.59411 (0.808688), N = 19 moving right + --- -2.47202 (0.482874), N = 14 moving right + --- -2.1859 (0.222222), N = 11 moving right + --- -2.14141 (0.193237), N = 10 moving right + + -- best stat: 0.808688, min to split: 0 + + -- p-values: + --- column 52: 0.916667 + --- column 104: 0.885227 + --- column 7: 0.934087 + --- column 86: 0.566649 + --- column 112: 0.944788 + --- column 62: 0.316104 + --- column 106: 0.907061 + +-- node 269 was split into node 285 (left) and 286 (right) + +-- sprouting node 270 into a leaf (N = 19) + +-- attempting to split node 271 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 44 29 74 124 + + + -- linear combo weights (showing up to 5) + + -0.5456 0.1004 -15.4441 14.1944 + + + + -- lower cutpoint: 2.72775 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.72775 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.72775 (13.7935), N = 11 moving right + + -- best stat: 13.7935, min to split: 0 + + -- p-values: + --- column 44: 0.911542 + --- column 29: 0.986998 + --- column 74: 0.750625 + --- column 124: 0.7242 + +-- node 271 was split into node 287 (left) and 288 (right) + +-- sprouting node 272 into a leaf (N = 10) + +-- sprouting node 273 into a leaf (N = 17) + +-- attempting to split node 274 (N = 20, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 115 110 116 51 95 + + + -- linear combo weights (showing up to 5) + + -0.1556 0.2462 0.6277 0.4178 0.1269 + + + + -- lower cutpoint: -0.182561 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.182561 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.182561 (0.0625), N = 10 moving right + + -- best stat: 0.0625, min to split: 0 + + -- p-values: + --- column 115: 0.541526 + --- column 110: 0.777891 + --- column 116: 0.68917 + --- column 51: 0.22576 + --- column 95: 0.847779 + --- column 8: 0.93622 + +-- node 274 was split into node 289 (left) and 290 (right) + +-- sprouting node 275 into a leaf (N = 10) + +-- sprouting node 276 into a leaf (N = 11) + +-- sprouting node 277 into a leaf (N = 10) + +-- attempting to split node 278 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 8 19 36 14 + + + -- linear combo weights (showing up to 5) + + 30.9094 -5.4799 -9.1906 -0.9814 + + + + -- lower cutpoint: -20.7199 + - n_obs, left node: 11 + + + -- upper cutpoint: -21.0721 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 278 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 48 27 6 64 + + + -- linear combo weights (showing up to 5) + + -1.2562 -1.2804 -0.0093 12.6031 + + + + -- lower cutpoint: -6.98388 + - n_obs, left node: 12 + + + -- upper cutpoint: -7.24397 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 278 (N = 20, try number 3) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 49 24 68 92 + + + -- linear combo weights (showing up to 5) + + -1.2786 -7.3015 7.0324 -7.1171 + + + + -- lower cutpoint: 1.14473 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.14473 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.14473 (11.9025), N = 10 moving right + + -- best stat: 11.9025, min to split: 0 + + -- p-values: + --- column 49: 0.75804 + --- column 24: 0.259445 + --- column 68: 0.282197 + --- column 92: 0.593463 + +-- node 278 was split into node 291 (left) and 292 (right) + +-- sprouting node 279 into a leaf (N = 12) + +-- sprouting node 280 into a leaf (N = 11) + +-- sprouting node 281 into a leaf (N = 14) + +-- sprouting node 282 into a leaf (N = 14) + +-- sprouting node 283 into a leaf (N = 11) + +-- sprouting node 284 into a leaf (N = 13) + +-- sprouting node 285 into a leaf (N = 14) + +-- sprouting node 286 into a leaf (N = 19) + +-- sprouting node 287 into a leaf (N = 10) + +-- sprouting node 288 into a leaf (N = 11) + +-- sprouting node 289 into a leaf (N = 10) + +-- sprouting node 290 into a leaf (N = 10) + +-- sprouting node 291 into a leaf (N = 10) + +-- sprouting node 292 into a leaf (N = 10) + +------------ Growing tree 5 -------------- + +- N obs inbag: 1994 +- N row inbag: 1268 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1268 + -- columns sampled (showing up to 5) + + 117 70 102 13 46 + + + -- linear combo weights (showing up to 5) + + -1.2860 -1.1287 3.9965 -2.2353 2.5110 + + + + -- lower cutpoint: -17.595 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.7242 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.94735 (21.4779), N = 600 moving right + --- 4.84035 (15.4388), N = 485 moving right + --- 4.87943 (14.8226), N = 479 moving right + --- 6.46058 (10.364), N = 327 moving right + --- 8.87847 (3.58192), N = 153 moving right + + -- best stat: 21.4779, min to split: 0 + + -- p-values: + --- column 117: 0.0404516* + --- column 70: 0.114464 + --- column 102: 0.134347 + --- column 13: 0.584141 + --- column 46: 0.00048946*** [+1 to VI numerator] + --- column 63: 1.44666e-05*** [+1 to VI numerator] + --- column 29: 7.30708e-08*** [+1 to VI numerator] + --- column 3: 0.649553 + --- column 120: 0.739523 + --- column 79: 2.22466e-12*** [+1 to VI numerator] + --- column 100: 0.110307 + --- column 89: 9.54792e-15*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 1394, try number 1) + + -- N obs (unweighted): 889 + -- columns sampled (showing up to 5) + + 2 47 94 34 36 + + + -- linear combo weights (showing up to 5) + + -0.5105 2.9008 -4.4756 7.9055 7.2011 + + + + -- lower cutpoint: -23.6283 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.3976 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -22.1168 (6.44799), N = 1368 moving right + --- -17.5479 (16.4888), N = 1321 moving right + --- -6.05567 (54.3594), N = 995 moving right + --- -0.794779 (55.9434), N = 714 moving right + --- 1.02209 (48.5847), N = 591 moving right + + -- best stat: 55.9434, min to split: 0 + + -- p-values: + --- column 2: 0.298505 + --- column 47: 0.000996083*** [+1 to VI numerator] + --- column 94: 1.33227e-15*** [+1 to VI numerator] + --- column 34: 5.83533e-13*** [+1 to VI numerator] + --- column 36: 1.57186e-09*** [+1 to VI numerator] + --- column 20: 0.0139376* + --- column 33: 1.43574e-07*** [+1 to VI numerator] + --- column 19: 3.46175e-08*** [+1 to VI numerator] + --- column 50: 2.2351e-06*** [+1 to VI numerator] + --- column 112: 0.240233 + --- column 77: 3.44579e-08*** [+1 to VI numerator] + --- column 24: 4.44089e-16*** [+1 to VI numerator] + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 600, try number 1) + + -- N obs (unweighted): 379 + -- columns sampled (showing up to 5) + + 8 71 75 55 107 + + + -- linear combo weights (showing up to 5) + + 7.6494 -1.0131 1.2671 0.0349 -2.3804 + + + + -- lower cutpoint: -11.0806 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.21137 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.03896 (1.63831), N = 455 moving right + --- -6.2377 (3.84718), N = 387 moving right + --- -5.13791 (9.06914), N = 272 moving right + --- -2.55202 (13.6275), N = 95 moving right + --- 1.19855 (10.0906), N = 37 moving right + + -- best stat: 13.6275, min to split: 0 + + -- p-values: + --- column 8: 0.00293999** [+1 to VI numerator] + --- column 71: 0.726066 + --- column 75: 0.252932 + --- column 55: 0.958115 + --- column 107: 0.311891 + --- column 109: 0.194177 + --- column 111: 0.0765288 + --- column 42: 0.95105 + --- column 39: 0.317094 + --- column 23: 0.217528 + --- column 67: 0.186933 + --- column 102: 0.57889 + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 680, try number 1) + + -- N obs (unweighted): 432 + -- columns sampled (showing up to 5) + + 81 103 29 31 2 + + + -- linear combo weights (showing up to 5) + + -0.4522 -0.7801 0.1061 -3.0992 1.4345 + + + + -- lower cutpoint: -13.9065 + - n_obs, left node: 12 + + + -- upper cutpoint: 15.3391 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.5433 (6.96231), N = 646 moving right + --- -10.8605 (9.59551), N = 605 moving right + --- -1.83177 (28.341), N = 219 moving right + --- -1.82143 (27.8637), N = 218 moving right + --- 1.40492 (29.2062), N = 142 moving right + + -- best stat: 29.2062, min to split: 0 + + -- p-values: + --- column 81: 0.576166 + --- column 103: 0.580992 + --- column 29: 0.915839 + --- column 31: 0.0104002* + --- column 2: 0.0331275* + --- column 43: 0.154699 + --- column 91: 5.04041e-13*** [+1 to VI numerator] + --- column 76: 0.930709 + --- column 22: 0.147636 + --- column 120: 0.793913 + --- column 15: 0.0274584* + --- column 0: 7.47475e-05*** [+1 to VI numerator] + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 714, try number 1) + + -- N obs (unweighted): 457 + -- columns sampled (showing up to 5) + + 25 68 88 118 84 + + + -- linear combo weights (showing up to 5) + + 0.6622 3.0828 5.4232 2.5196 12.3136 + + + + -- lower cutpoint: -10.1606 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.5926 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.99119 (9.36298), N = 691 moving right + --- 0.0281278 (9.71175), N = 461 moving right + --- 0.706226 (13.1177), N = 424 moving right + --- 1.71983 (16.1462), N = 345 moving right + --- 5.8598 (18.8696), N = 143 moving right + + -- best stat: 18.8696, min to split: 0 + + -- p-values: + --- column 25: 0.474106 + --- column 68: 0.202176 + --- column 88: 0.00531559** [+1 to VI numerator] + --- column 118: 0.00713001** [+1 to VI numerator] + --- column 84: 0.00340037** [+1 to VI numerator] + --- column 67: 0.911229 + --- column 16: 0.566457 + --- column 76: 0.00240871** [+1 to VI numerator] + --- column 42: 0.0518986 + --- column 82: 4.25411e-07*** [+1 to VI numerator] + --- column 105: 0.172654 + --- column 41: 0.00126391** [+1 to VI numerator] + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 505, try number 1) + + -- N obs (unweighted): 318 + -- columns sampled (showing up to 5) + + 46 6 76 75 20 + + + -- linear combo weights (showing up to 5) + + -1.5651 -2.8089 -2.2776 -0.3296 1.0410 + + + + -- lower cutpoint: -7.92601 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.2369 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.20892 (2.40068), N = 452 moving right + --- -2.41129 (1.12578), N = 425 moving right + --- -1.79802 (3.57099), N = 399 moving right + --- -0.359351 (8.28948), N = 329 moving right + --- 2.2273 (14.1177), N = 179 moving right + + -- best stat: 14.1177, min to split: 0 + + -- p-values: + --- column 46: 0.622296 + --- column 6: 0.153421 + --- column 76: 0.141415 + --- column 75: 0.796116 + --- column 20: 0.563954 + --- column 39: 7.57821e-05*** [+1 to VI numerator] + --- column 90: 0.889876 + --- column 32: 0.00101626** [+1 to VI numerator] + --- column 60: 0.0653947 + --- column 44: 0.00555186** [+1 to VI numerator] + --- column 29: 0.154792 + --- column 95: 0.666109 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 95, try number 1) + + -- N obs (unweighted): 61 + -- columns sampled (showing up to 5) + + 77 39 27 95 96 + + + -- linear combo weights (showing up to 5) + + -0.6793 -1.9971 -0.2070 3.2972 -5.9630 + + + + -- lower cutpoint: -3.3212 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.63921 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.38282 (12.1784), N = 75 moving right + --- 0.955725 (6.53377), N = 54 moving right + --- 1.62948 (5.88854), N = 50 moving right + --- 2.24904 (13.8837), N = 47 moving right + --- 2.73883 (11.5233), N = 41 moving right + + -- best stat: 13.8837, min to split: 0 + + -- p-values: + --- column 77: 0.686153 + --- column 39: 0.366784 + --- column 27: 0.909336 + --- column 95: 0.321601 + --- column 96: 0.110579 + --- column 109: 0.514811 + --- column 76: 0.0867319 + --- column 91: 0.288707 + --- column 125: 0.81739 + --- column 85: 0.440157 + --- column 26: 0.881734 + --- column 98: 0.923033 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 538, try number 1) + + -- N obs (unweighted): 336 + -- columns sampled (showing up to 5) + + 24 42 19 86 59 + + + -- linear combo weights (showing up to 5) + + 3.1805 -1.1570 -1.0907 -5.4562 2.1823 + + + + -- lower cutpoint: -22.2014 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.2419 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -21.1795 (1.72893), N = 524 moving right + --- -15.5758 (12.3502), N = 462 moving right + --- -7.00926 (56.8301), N = 276 moving right + --- 3.83498 (38.2526), N = 80 moving right + --- 6.37068 (26.0401), N = 44 moving right + + -- best stat: 56.8301, min to split: 0 + + -- p-values: + --- column 24: 0.0405841* + --- column 42: 0.190628 + --- column 19: 0.203465 + --- column 86: 0.000245767*** [+1 to VI numerator] + --- column 59: 0.0577657 + --- column 89: 6.43109e-07*** [+1 to VI numerator] + --- column 29: 0.470177 + --- column 13: 0.761674 + --- column 27: 0.566799 + --- column 63: 0.106012 + --- column 84: 0.0440913* + --- column 100: 0.0814518 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 142, try number 1) + + -- N obs (unweighted): 96 + -- columns sampled (showing up to 5) + + 3 67 50 113 62 + + + -- linear combo weights (showing up to 5) + + 0.5410 2.3665 -1.3664 0.3805 0.2371 + + + + -- lower cutpoint: -4.47063 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.83593 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.03315 (16.4491), N = 44 moving right + --- 5.0781 (14.8845), N = 35 moving right + --- 6.75824 (12.8439), N = 28 moving right + --- 8.06255 (6.93223), N = 20 moving right + --- 9.82587 (3.66697), N = 12 moving right + + -- best stat: 16.4491, min to split: 0 + + -- p-values: + --- column 3: 0.905913 + --- column 67: 0.151802 + --- column 50: 0.3873 + --- column 113: 0.90051 + --- column 62: 0.903443 + --- column 111: 0.41461 + --- column 33: 0.853104 + --- column 110: 0.708575 + --- column 54: 0.56916 + --- column 118: 0.00281712** [+1 to VI numerator] + --- column 35: 0.292138 + --- column 87: 0.387737 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 571, try number 1) + + -- N obs (unweighted): 364 + -- columns sampled (showing up to 5) + + 63 123 22 35 70 + + + -- linear combo weights (showing up to 5) + + -0.1968 -1.8287 0.4317 -1.5682 3.9702 + + + + -- lower cutpoint: -9.323 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.55631 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.82335 (5.24612), N = 511 moving right + --- -2.1582 (7.11462), N = 418 moving right + --- 2.24737 (12.6766), N = 177 moving right + --- 4.1125 (7.90172), N = 58 moving right + --- 5.08812 (5.71775), N = 34 moving right + + -- best stat: 12.6766, min to split: 0 + + -- p-values: + --- column 63: 0.908748 + --- column 123: 0.187212 + --- column 22: 0.887607 + --- column 35: 0.339239 + --- column 70: 0.510297 + --- column 105: 0.504942 + --- column 40: 0.349357 + --- column 36: 0.817732 + --- column 76: 0.259656 + --- column 88: 0.841604 + --- column 27: 0.962602 + --- column 95: 0.00136849** [+1 to VI numerator] + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 143, try number 1) + + -- N obs (unweighted): 93 + -- columns sampled (showing up to 5) + + 97 62 106 24 23 + + + -- linear combo weights (showing up to 5) + + 0.6169 1.9158 8.8844 14.7991 -18.8144 + + + + -- lower cutpoint: -6.29407 + - n_obs, left node: 12 + + + -- upper cutpoint: 8.48015 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.29407 (17.9243), N = 131 moving right + --- -0.228703 (7.22499), N = 108 moving right + --- 0.12745 (7.85247), N = 103 moving right + --- 1.76474 (12.9171), N = 78 moving right + --- 1.89291 (13.1404), N = 75 moving right + + -- best stat: 17.9243, min to split: 0 + + -- p-values: + --- column 97: 0.765693 + --- column 62: 0.222328 + --- column 106: 0.238815 + --- column 24: 0.0460639* + --- column 23: 0.0169971* + --- column 70: 0.24086 + --- column 113: 0.0863952 + --- column 44: 0.294078 + --- column 47: 0.579789 + --- column 101: 0.389709 + --- column 96: 0.395984 + --- column 102: 0.135231 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 326, try number 1) + + -- N obs (unweighted): 209 + -- columns sampled (showing up to 5) + + 72 97 50 4 119 + + + -- linear combo weights (showing up to 5) + + -0.9755 -1.0844 -0.8991 -2.3322 -51.9491 + + + + -- lower cutpoint: 3.90949 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.2778 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.23874 (0.402418), N = 267 moving right + --- 7.06036 (1.30553), N = 236 moving right + --- 8.36078 (2.88429), N = 170 moving right + --- 9.05922 (2.33541), N = 136 moving right + --- 10.736 (8.38934), N = 61 moving right + + -- best stat: 8.38934, min to split: 0 + + -- p-values: + --- column 72: 0.69358 + --- column 97: 0.646125 + --- column 50: 0.387352 + --- column 4: 0.400931 + --- column 119: 0.535454 + --- column 121: 0.907261 + --- column 113: 0.595213 + --- column 7: 0.896683 + --- column 10: 0.167402 + --- column 34: 0.560119 + --- column 98: 0.885261 + --- column 24: 0.579079 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 179, try number 1) + + -- N obs (unweighted): 109 + -- columns sampled (showing up to 5) + + 47 20 16 54 15 + + + -- linear combo weights (showing up to 5) + + 4.6140 0.0918 4.2010 -18.4080 -11.3631 + + + + -- lower cutpoint: -2.97398 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.19 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.6127 (6.38208), N = 162 moving right + --- -0.627462 (9.83742), N = 153 moving right + --- 6.8335 (14.0356), N = 81 moving right + --- 7.46958 (13.3889), N = 69 moving right + --- 8.47668 (8.23), N = 45 moving right + + -- best stat: 14.0356, min to split: 0 + + -- p-values: + --- column 47: 0.0435843* + --- column 20: 0.976388 + --- column 16: 0.19759 + --- column 54: 0.481099 + --- column 15: 0.0121717* + --- column 10: 0.457536 + --- column 3: 0.925552 + --- column 60: 0.352232 + --- column 42: 0.969779 + --- column 2: 0.671521 + --- column 40: 0.651768 + --- column 81: 0.0934982 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 48, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 55 72 104 122 71 + + + -- linear combo weights (showing up to 5) + + 2.1817 -7.4804 -5.6325 -5.8213 12.6170 + + + + -- lower cutpoint: -4.57256 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.20756 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.57256 (29.4059), N = 38 moving right + --- -3.45109 (26.5643), N = 37 moving right + --- 1.88911 (53.5147), N = 26 moving right + --- 6.85142 (48.1334), N = 19 moving right + --- 7.61187 (30.8644), N = 14 moving right + + -- best stat: 53.5147, min to split: 0 + + -- p-values: + --- column 55: 0.347064 + --- column 72: 0.215749 + --- column 104: 0.625063 + --- column 122: 0.0343177* + --- column 71: 0.0893551 + --- column 121: 0.0475791* + --- column 44: 0.616404 + --- column 106: 0.234645 + --- column 42: 0.735383 + --- column 70: 0.659216 + --- column 69: 0.476869 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 47, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 110 8 114 102 76 + + + -- linear combo weights (showing up to 5) + + -1.0666 0.2217 -2.8791 -1.8227 1.8741 + + + + -- lower cutpoint: -0.64571 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.52908 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -0.64571 (3.74696), N = 37 moving right + --- 0.311951 (2.67771), N = 32 moving right + --- 1.18762 (1.7384), N = 21 moving right + --- 1.27636 (1.72065), N = 19 moving right + --- 1.40753 (1.60875), N = 18 moving right + + -- best stat: 3.74696, min to split: 0 + + -- p-values: + --- column 110: 0.635956 + --- column 8: 0.891146 + --- column 114: 0.710205 + --- column 102: 0.827068 + --- column 76: 0.187773 + --- column 89: 0.909184 + --- column 115: 0.825124 + --- column 104: 0.969673 + --- column 101: 0.524461 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 262, try number 1) + + -- N obs (unweighted): 159 + -- columns sampled (showing up to 5) + + 122 21 32 124 114 + + + -- linear combo weights (showing up to 5) + + -0.6346 0.4143 0.6912 -0.0749 0.2603 + + + + -- lower cutpoint: -3.20217 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.83613 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.82496 (0.685379), N = 174 moving right + --- -1.67316 (0.877884), N = 159 moving right + --- -0.974324 (1.69877), N = 106 moving right + --- -0.883687 (1.81822), N = 102 moving right + --- -0.468684 (2.95829), N = 75 moving right + + -- best stat: 2.95829, min to split: 0 + + -- p-values: + --- column 122: 0.305258 + --- column 21: 0.304347 + --- column 32: 0.105636 + --- column 124: 0.842959 + --- column 114: 0.707862 + --- column 101: 0.809715 + --- column 72: 0.223041 + --- column 5: 0.291745 + --- column 108: 0.361826 + --- column 75: 0.00571893** [+1 to VI numerator] + --- column 22: 0.451618 + --- column 90: 0.404821 + +-- node 15 was split into node 31 (left) and 32 (right) + +-- attempting to split node 16 (N = 276, try number 1) + + -- N obs (unweighted): 177 + -- columns sampled (showing up to 5) + + 114 70 75 32 26 + + + -- linear combo weights (showing up to 5) + + -2.5115 1.4016 2.4610 -3.0159 1.7656 + + + + -- lower cutpoint: -20.6676 + - n_obs, left node: 11 + + + -- upper cutpoint: 16.3135 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.78893 (45.5064), N = 192 moving right + --- -2.70422 (63.0378), N = 151 moving right + --- 3.67319 (92.6482), N = 80 moving right + --- 4.11327 (85.7486), N = 78 moving right + --- 12.8878 (39.0165), N = 26 moving right + + -- best stat: 92.6482, min to split: 0 + + -- p-values: + --- column 114: 0.0974197 + --- column 70: 0.397967 + --- column 75: 0.0308075* + --- column 32: 0.0547719 + --- column 26: 0.182938 + --- column 90: 3.4063e-11*** [+1 to VI numerator] + --- column 67: 0.496124 + --- column 110: 0.565687 + --- column 8: 0.985614 + --- column 111: 0.0665539 + --- column 73: 0.071376 + --- column 120: 0.397081 + +-- node 16 was split into node 33 (left) and 34 (right) + +-- attempting to split node 17 (N = 98, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 27 115 43 116 88 + + + -- linear combo weights (showing up to 5) + + -0.5008 -0.3282 0.6665 -4.4507 6.3105 + + + + -- lower cutpoint: -6.49381 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.5122 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.75405 (34.4814), N = 83 moving right + --- -0.660133 (23.565), N = 65 moving right + --- 1.10861 (21.1704), N = 56 moving right + --- 1.5564 (30.9881), N = 51 moving right + --- 1.72456 (28.3882), N = 50 moving right + + -- best stat: 34.4814, min to split: 0 + + -- p-values: + --- column 27: 0.804741 + --- column 115: 0.77326 + --- column 43: 0.815906 + --- column 116: 0.0726089 + --- column 88: 0.164034 + --- column 9: 0.0241415* + --- column 8: 0.652883 + --- column 56: 0.937529 + --- column 81: 0.174383 + --- column 25: 0.973875 + --- column 28: 0.285652 + --- column 39: 0.0390995* + +-- node 17 was split into node 35 (left) and 36 (right) + +-- attempting to split node 18 (N = 44, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 65 91 44 98 40 + + + -- linear combo weights (showing up to 5) + + 0.5372 1.3647 -5.5013 -0.8558 -2.4369 + + + + -- lower cutpoint: 0.255573 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.92576 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.0897 (2.77601), N = 29 moving right + --- 1.80547 (2.40833), N = 24 moving right + --- 2.63375 (2.3275), N = 19 moving right + --- 2.78458 (2.19621), N = 17 moving right + --- 2.97082 (2.28571), N = 16 moving right + + -- best stat: 2.77601, min to split: 0 + + -- p-values: + --- column 65: 0.765567 + --- column 91: 0.160707 + --- column 44: 0.0489784* + --- column 98: 0.577994 + --- column 40: 0.231917 + --- column 95: 0.0295053* + --- column 69: 0.227568 + --- column 18: 0.545169 + --- column 78: 0.583583 + --- column 52: 0.772056 + --- column 92: 0.728224 + +-- node 18 was split into node 37 (left) and 38 (right) + +-- attempting to split node 19 (N = 394, try number 1) + + -- N obs (unweighted): 252 + -- columns sampled (showing up to 5) + + 31 47 68 119 16 + + + -- linear combo weights (showing up to 5) + + 4.0844 3.7849 -1.1366 0.2779 1.0482 + + + + -- lower cutpoint: -7.00407 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.08075 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.463999 (5.91685), N = 248 moving right + --- 1.24496 (11.5154), N = 181 moving right + --- 1.25721 (12.1949), N = 180 moving right + --- 2.57293 (11.2166), N = 122 moving right + --- 3.78786 (12.9989), N = 83 moving right + + -- best stat: 12.9989, min to split: 0 + + -- p-values: + --- column 31: 0.107594 + --- column 47: 0.0968981 + --- column 68: 0.632895 + --- column 119: 0.847072 + --- column 16: 0.653205 + --- column 55: 0.566382 + --- column 95: 0.104729 + --- column 35: 0.667884 + --- column 21: 0.944924 + --- column 50: 0.0231393* + --- column 100: 0.642789 + --- column 32: 0.437373 + +-- node 19 was split into node 39 (left) and 40 (right) + +-- attempting to split node 20 (N = 177, try number 1) + + -- N obs (unweighted): 112 + -- columns sampled (showing up to 5) + + 48 89 54 79 111 + + + -- linear combo weights (showing up to 5) + + -5.7326 1.5289 -18.2323 3.4693 5.7195 + + + + -- lower cutpoint: -5.95689 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.72103 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.35014 (14.4791), N = 129 moving right + --- -0.415458 (13.9692), N = 121 moving right + --- 2.23937 (25.1792), N = 84 moving right + --- 5.02051 (16.9767), N = 42 moving right + --- 8.45097 (10.3807), N = 16 moving right + + -- best stat: 25.1792, min to split: 0 + + -- p-values: + --- column 48: 0.0102226* + --- column 89: 0.387131 + --- column 54: 0.0834547 + --- column 79: 0.0764874 + --- column 111: 0.606807 + --- column 105: 0.132315 + --- column 75: 0.662083 + --- column 21: 0.631306 + --- column 115: 0.672031 + --- column 101: 0.72101 + --- column 10: 0.196811 + --- column 5: 0.00744155** [+1 to VI numerator] + +-- node 20 was split into node 41 (left) and 42 (right) + +-- sprouting node 21 into a leaf (N = 12) + +-- attempting to split node 22 (N = 131, try number 1) + + -- N obs (unweighted): 86 + -- columns sampled (showing up to 5) + + 95 21 113 80 105 + + + -- linear combo weights (showing up to 5) + + 5.6309 -1.0472 -0.6115 0.9829 0.3062 + + + + -- lower cutpoint: -4.08298 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1397 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.86924 (15.9119), N = 117 moving right + --- -1.47614 (17.5707), N = 109 moving right + --- 1.1672 (20.4887), N = 95 moving right + --- 3.97231 (13.5703), N = 76 moving right + --- 4.1912 (12.9006), N = 75 moving right + + -- best stat: 20.4887, min to split: 0 + + -- p-values: + --- column 95: 0.00158066** [+1 to VI numerator] + --- column 21: 0.479936 + --- column 113: 0.419314 + --- column 80: 0.473777 + --- column 105: 0.821034 + --- column 3: 0.118015 + --- column 97: 0.432943 + --- column 14: 0.932981 + --- column 72: 0.321613 + --- column 75: 0.164163 + --- column 16: 0.402358 + --- column 60: 0.118095 + +-- node 22 was split into node 43 (left) and 44 (right) + +-- attempting to split node 23 (N = 265, try number 1) + + -- N obs (unweighted): 167 + -- columns sampled (showing up to 5) + + 12 68 30 60 55 + + + -- linear combo weights (showing up to 5) + + 0.5591 0.4749 -18.1059 -0.8553 -0.1987 + + + + -- lower cutpoint: -6.26131 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.61083 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.61397 (0.940902), N = 239 moving right + --- -0.480123 (5.19496), N = 212 moving right + --- 2.02361 (10.4715), N = 113 moving right + --- 3.12123 (15.6698), N = 65 moving right + --- 5.46815 (9.46534), N = 29 moving right + + -- best stat: 15.6698, min to split: 0 + + -- p-values: + --- column 12: 0.826035 + --- column 68: 0.871911 + --- column 30: 0.0326325* + --- column 60: 0.955105 + --- column 55: 0.882002 + --- column 59: 0.731659 + --- column 25: 0.625427 + --- column 10: 0.74326 + --- column 5: 0.691133 + --- column 1: 0.0610034 + --- column 110: 0.777801 + --- column 84: 0.0396645* + +-- node 23 was split into node 45 (left) and 46 (right) + +-- attempting to split node 24 (N = 61, try number 1) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 124 40 51 76 90 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 24 (N = 61, try number 2) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 22 41 124 95 105 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 24 (N = 61, try number 3) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 66 46 113 49 82 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 24 into a leaf (N = 61) + +-- attempting to split node 25 (N = 98, try number 1) + + -- N obs (unweighted): 64 + -- columns sampled (showing up to 5) + + 14 54 125 2 113 + + + -- linear combo weights (showing up to 5) + + 1.9060 -4.6527 0.2610 2.2791 -57.5760 + + + + -- lower cutpoint: 9.99486 + - n_obs, left node: 11 + + + -- upper cutpoint: 22.3807 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 9.99486 (3.46831), N = 87 moving right + --- 13.8752 (14.3852), N = 68 moving right + --- 15.3554 (15.6657), N = 63 moving right + --- 15.6477 (30.0307), N = 57 moving right + --- 16.2362 (24.3332), N = 54 moving right + + -- best stat: 30.0307, min to split: 0 + + -- p-values: + --- column 14: 0.33415 + --- column 54: 0.885164 + --- column 125: 0.891303 + --- column 2: 0.220698 + --- column 113: 0.816475 + --- column 81: 0.694891 + --- column 62: 0.928034 + --- column 49: 0.464674 + --- column 20: 0.698516 + --- column 87: 0.0133528* + --- column 64: 0.60943 + --- column 114: 0.968063 + +-- node 25 was split into node 47 (left) and 48 (right) + +-- attempting to split node 26 (N = 81, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 76 74 71 13 43 + + + -- linear combo weights (showing up to 5) + + -3.5105 4.8072 4.9158 8.7489 -10.3745 + + + + -- lower cutpoint: 1.39881 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.8192 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.56458 (10.9201), N = 55 moving right + --- 7.2378 (10.278), N = 38 moving right + --- 8.95568 (11.1973), N = 30 moving right + --- 8.96053 (8.75789), N = 27 moving right + --- 12.8011 (13.2027), N = 12 moving right + + -- best stat: 13.2027, min to split: 0 + + -- p-values: + --- column 76: 0.505151 + --- column 74: 0.859286 + --- column 71: 0.677755 + --- column 13: 0.527502 + --- column 43: 0.0350696* + --- column 46: 0.343505 + --- column 52: 0.0806551 + --- column 28: 0.178548 + --- column 26: 0.828264 + --- column 96: 0.48877 + --- column 9: 0.264765 + --- column 36: 0.867708 + +-- node 26 was split into node 49 (left) and 50 (right) + +-- attempting to split node 27 (N = 22, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 0 12 79 33 35 + + + -- linear combo weights (showing up to 5) + + 4.2438 5.8857 -0.5570 -0.3575 0.0409 + + + + -- lower cutpoint: 2.35627 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.35627 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.35627 (14.2335), N = 11 moving right + + -- best stat: 14.2335, min to split: 0 + + -- p-values: + --- column 0: 0.649414 + --- column 12: 0.220174 + --- column 79: 0.907148 + --- column 33: 0.953934 + --- column 35: 0.994127 + +-- node 27 was split into node 51 (left) and 52 (right) + +-- attempting to split node 28 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 62 1 108 122 98 + + + -- linear combo weights (showing up to 5) + + -7.1524 4.9951 -4.1641 5.2412 0.4253 + + + + -- lower cutpoint: -1.84698 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.78281 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.84698 (15.625), N = 16 moving right + --- -1.54239 (18.5562), N = 13 moving right + --- 1.63262 (17.3571), N = 12 moving right + --- 1.68299 (15.1515), N = 11 moving right + --- 1.78281 (14.4), N = 10 moving right + + -- best stat: 18.5562, min to split: 0 + + -- p-values: + --- column 62: 0.126658 + --- column 1: 0.160683 + --- column 108: 0.128405 + --- column 122: 0.0569535 + --- column 98: 0.737319 + +-- node 28 was split into node 53 (left) and 54 (right) + +-- sprouting node 29 into a leaf (N = 10) + +-- attempting to split node 30 (N = 37, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 102 96 54 58 101 + + + -- linear combo weights (showing up to 5) + + 4.9093 0.4276 1.1818 0.0829 -2.8220 + + + + -- lower cutpoint: -0.593058 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.0428384 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.509292 (0.363072), N = 22 moving right + --- -0.475502 (0.405718), N = 21 moving right + --- -0.238907 (0.452051), N = 16 moving right + --- -0.227678 (0.440304), N = 15 moving right + --- -0.0531309 (0.584612), N = 12 moving right + + -- best stat: 0.584612, min to split: 0 + + -- p-values: + --- column 102: 1.28921e-05*** [+1 to VI numerator] + --- column 96: 0.275539 + --- column 54: 0.610991 + --- column 58: 0.691731 + --- column 101: 0.000483463*** [+1 to VI numerator] + --- column 60: 0.243046 + --- column 119: 0.713321 + +-- node 30 was split into node 55 (left) and 56 (right) + +-- attempting to split node 31 (N = 187, try number 1) + + -- N obs (unweighted): 113 + -- columns sampled (showing up to 5) + + 88 33 117 80 83 + + + -- linear combo weights (showing up to 5) + + 1.3517 0.0265 -0.3119 0.3634 0.0483 + + + + -- lower cutpoint: -1.96207 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.584167 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.27297 (0.0531905), N = 143 moving right + --- -0.778205 (0.0516771), N = 106 moving right + --- -0.70256 (0.0534954), N = 99 moving right + --- -0.588708 (0.0705785), N = 84 moving right + --- -0.508861 (0.0737559), N = 79 moving right + + -- best stat: 0.0737559, min to split: 0 + + -- p-values: + --- column 88: 0.0198794* + --- column 33: 0.934516 + --- column 117: 0.22645 + --- column 80: 0.577513 + --- column 83: 0.979996 + --- column 79: 0.00113442** [+1 to VI numerator] + --- column 113: 0.924798 + --- column 123: 0.813784 + --- column 100: 0.738314 + --- column 72: 0.654545 + --- column 84: 0.619915 + --- column 29: 0.836995 + +-- node 31 was split into node 57 (left) and 58 (right) + +-- attempting to split node 32 (N = 75, try number 1) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 36 86 67 69 116 + + + -- linear combo weights (showing up to 5) + + 2.5841 0.0716 5.8183 -7.8605 -0.5074 + + + + -- lower cutpoint: -11.0296 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.10804 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.0296 (2.58747), N = 64 moving right + --- -10.8385 (3.26069), N = 57 moving right + --- -5.80426 (5.17701), N = 30 moving right + --- -5.114 (10.7713), N = 21 moving right + --- -3.30152 (14.9861), N = 12 moving right + + -- best stat: 14.9861, min to split: 0 + + -- p-values: + --- column 36: 0.37698 + --- column 86: 0.990055 + --- column 67: 0.132028 + --- column 69: 0.0189633* + --- column 116: 0.586325 + --- column 87: 0.788076 + --- column 97: 0.223885 + --- column 51: 0.481175 + --- column 84: 0.395226 + --- column 102: 0.209749 + --- column 124: 0.0985792 + --- column 16: 0.466598 + +-- node 32 was split into node 59 (left) and 60 (right) + +-- attempting to split node 33 (N = 196, try number 1) + + -- N obs (unweighted): 125 + -- columns sampled (showing up to 5) + + 3 30 109 62 45 + + + -- linear combo weights (showing up to 5) + + -9.9092 8.2467 -0.7138 -3.1265 0.3384 + + + + -- lower cutpoint: -9.80351 + - n_obs, left node: 12 + + + -- upper cutpoint: 8.35455 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.75946 (16.632), N = 167 moving right + --- -5.68573 (15.3901), N = 148 moving right + --- -3.85114 (15.0438), N = 140 moving right + --- 0.337864 (20.8292), N = 89 moving right + --- 1.6554 (24.1628), N = 77 moving right + + -- best stat: 24.1628, min to split: 0 + + -- p-values: + --- column 3: 0.010028* + --- column 30: 0.0342666* + --- column 109: 0.485795 + --- column 62: 0.413669 + --- column 45: 0.787001 + --- column 59: 0.300121 + --- column 115: 0.481563 + --- column 89: 0.000937848*** [+1 to VI numerator] + --- column 29: 0.372546 + --- column 82: 0.000498834*** [+1 to VI numerator] + --- column 108: 0.947875 + --- column 24: 0.0302862* + +-- node 33 was split into node 61 (left) and 62 (right) + +-- attempting to split node 34 (N = 80, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 3 18 14 76 120 + + + -- linear combo weights (showing up to 5) + + 1.1392 21.2237 -2.4385 -19.1333 -19.1410 + + + + -- lower cutpoint: -15.5815 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.5645 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.60827 (131.521), N = 63 moving right + --- -7.29305 (187.428), N = 60 moving right + --- 0.844337 (161.389), N = 52 moving right + --- 9.75375 (43.9815), N = 21 moving right + --- 10.649 (44.7567), N = 20 moving right + + -- best stat: 187.428, min to split: 0 + + -- p-values: + --- column 3: 0.760865 + --- column 18: 5.04429e-05*** [+1 to VI numerator] + --- column 14: 0.301171 + --- column 76: 0.000206367*** [+1 to VI numerator] + --- column 120: 0.572415 + --- column 20: 0.409822 + --- column 88: 0.0161127* + --- column 28: 0.196045 + --- column 65: 0.885123 + --- column 119: 0.648194 + --- column 67: 0.000623022*** [+1 to VI numerator] + --- column 4: 0.00636906** [+1 to VI numerator] + +-- node 34 was split into node 63 (left) and 64 (right) + +-- sprouting node 35 into a leaf (N = 15) + +-- attempting to split node 36 (N = 83, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 41 96 64 1 108 + + + -- linear combo weights (showing up to 5) + + -9.3849 -5.9285 1.4344 -1.4939 -3.1687 + + + + -- lower cutpoint: -6.73884 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.50135 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.10179 (49.611), N = 67 moving right + --- 0.769616 (30.6089), N = 34 moving right + --- 1.54455 (27.971), N = 27 moving right + --- 2.79507 (32.0582), N = 25 moving right + --- 6.94626 (22.4459), N = 12 moving right + + -- best stat: 49.611, min to split: 0 + + -- p-values: + --- column 41: 0.0248594* + --- column 96: 0.0667123 + --- column 64: 0.629813 + --- column 1: 0.530523 + --- column 108: 0.245716 + --- column 4: 0.015492* + --- column 46: 0.0324365* + --- column 68: 0.00588906** [+1 to VI numerator] + --- column 124: 0.874117 + --- column 60: 0.637838 + --- column 0: 0.00213871** [+1 to VI numerator] + --- column 21: 0.790069 + +-- node 36 was split into node 65 (left) and 66 (right) + +-- sprouting node 37 into a leaf (N = 15) + +-- attempting to split node 38 (N = 29, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 72 80 76 74 69 + + + -- linear combo weights (showing up to 5) + + -0.7765 3.5021 0.0457 -2.2312 -2.4803 + + + + -- lower cutpoint: -2.09612 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.849916 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.0678 (0.791091), N = 16 moving right + --- -1.69388 (0.970477), N = 15 moving right + --- -1.37216 (0.896914), N = 14 moving right + --- -1.29217 (1.10674), N = 13 moving right + --- -0.849916 (2.00486), N = 10 moving right + + -- best stat: 2.00486, min to split: 0 + + -- p-values: + --- column 72: 0.679015 + --- column 80: 0.129994 + --- column 76: 0.98107 + --- column 74: 0.16163 + --- column 69: 0.150688 + --- column 116: 0.698318 + --- column 11: 0.695055 + +-- node 38 was split into node 67 (left) and 68 (right) + +-- attempting to split node 39 (N = 311, try number 1) + + -- N obs (unweighted): 195 + -- columns sampled (showing up to 5) + + 7 120 78 62 103 + + + -- linear combo weights (showing up to 5) + + 5.9018 3.4328 2.6675 0.2657 -2.5057 + + + + -- lower cutpoint: -8.53305 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.24299 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.67015 (23.0598), N = 238 moving right + --- -4.64043 (16.7788), N = 234 moving right + --- -1.24192 (13.86), N = 152 moving right + --- 1.32986 (7.85322), N = 77 moving right + --- 3.18108 (11.54), N = 50 moving right + + -- best stat: 23.0598, min to split: 0 + + -- p-values: + --- column 7: 0.0958711 + --- column 120: 0.487057 + --- column 78: 0.0339007* + --- column 62: 0.935635 + --- column 103: 0.453785 + --- column 49: 0.339334 + --- column 15: 0.433458 + --- column 13: 0.476154 + --- column 119: 0.673152 + --- column 18: 0.0873693 + --- column 40: 0.4483 + --- column 23: 0.559649 + +-- node 39 was split into node 69 (left) and 70 (right) + +-- attempting to split node 40 (N = 83, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 41 62 53 93 51 + + + -- linear combo weights (showing up to 5) + + -0.3058 0.6214 -5.4069 -24.0166 -5.7138 + + + + -- lower cutpoint: 5.7408 + - n_obs, left node: 10 + + + -- upper cutpoint: 20.6755 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.78417 (23.293), N = 65 moving right + --- 9.82195 (19.108), N = 60 moving right + --- 13.0512 (27.4933), N = 50 moving right + --- 17.3058 (40.8257), N = 35 moving right + --- 19.0526 (7.7938), N = 21 moving right + + -- best stat: 40.8257, min to split: 0 + + -- p-values: + --- column 41: 0.907303 + --- column 62: 0.911174 + --- column 53: 0.248145 + --- column 93: 0.0192751* + --- column 51: 0.113414 + --- column 76: 0.555385 + --- column 50: 0.517068 + --- column 120: 0.016586* + --- column 89: 0.00620199** [+1 to VI numerator] + --- column 95: 0.0051029** [+1 to VI numerator] + --- column 96: 0.0324385* + --- column 12: 0.869321 + +-- node 40 was split into node 71 (left) and 72 (right) + +-- attempting to split node 41 (N = 93, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 125 24 71 46 35 + + + -- linear combo weights (showing up to 5) + + 1.2502 -13.0836 24.0645 -3.9507 -10.5657 + + + + -- lower cutpoint: -14.8322 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.18129 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -12.3879 (15.1555), N = 78 moving right + --- -9.82902 (44.6865), N = 61 moving right + --- -9.61202 (47.7106), N = 60 moving right + --- -4.63385 (39.7793), N = 32 moving right + --- -4.50422 (38.3989), N = 31 moving right + + -- best stat: 47.7106, min to split: 0 + + -- p-values: + --- column 125: 0.654979 + --- column 24: 0.198434 + --- column 71: 0.0026672** [+1 to VI numerator] + --- column 46: 0.446208 + --- column 35: 0.00547843** [+1 to VI numerator] + --- column 23: 0.160064 + --- column 58: 0.0527289 + --- column 44: 0.252833 + --- column 3: 0.764389 + --- column 124: 0.314664 + --- column 120: 0.433125 + --- column 89: 0.0416087* + +-- node 41 was split into node 73 (left) and 74 (right) + +-- attempting to split node 42 (N = 84, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 3 53 28 107 93 + + + -- linear combo weights (showing up to 5) + + -0.5203 -1.2111 -1.3342 -1.3742 12.1064 + + + + -- lower cutpoint: -3.27609 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.27104 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.27609 (19.9803), N = 74 moving right + --- 2.5847 (12.0658), N = 55 moving right + --- 5.25759 (12.6562), N = 38 moving right + --- 6.65112 (14.9531), N = 25 moving right + --- 6.93644 (15.7757), N = 22 moving right + + -- best stat: 19.9803, min to split: 0 + + -- p-values: + --- column 3: 0.924021 + --- column 53: 0.639924 + --- column 28: 0.448088 + --- column 107: 0.83642 + --- column 93: 0.629956 + --- column 66: 0.79506 + --- column 85: 0.865251 + --- column 55: 0.46017 + --- column 86: 0.840783 + --- column 20: 0.586008 + --- column 84: 0.214954 + --- column 121: 0.527142 + +-- node 42 was split into node 75 (left) and 76 (right) + +-- attempting to split node 43 (N = 36, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 12 35 25 30 43 + + + -- linear combo weights (showing up to 5) + + -1.2772 -5.4266 -4.1445 -13.9085 3.9824 + + + + -- lower cutpoint: 3.13229 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.3215 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.22662 (44.7669), N = 21 moving right + --- 7.20076 (37.8907), N = 15 moving right + --- 8.19126 (26.0073), N = 14 moving right + --- 9.02138 (27.5437), N = 13 moving right + --- 10.3215 (17.524), N = 10 moving right + + -- best stat: 44.7669, min to split: 0 + + -- p-values: + --- column 12: 0.595409 + --- column 35: 0.198453 + --- column 25: 0.176286 + --- column 30: 0.606265 + --- column 43: 0.337612 + --- column 94: 0.491563 + --- column 14: 0.269581 + --- column 6: 0.94379 + +-- node 43 was split into node 77 (left) and 78 (right) + +-- attempting to split node 44 (N = 95, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 85 56 4 107 84 + + + -- linear combo weights (showing up to 5) + + -1.8526 -0.4481 -0.5624 0.4687 -3.4551 + + + + -- lower cutpoint: -1.0194 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.16465 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.0194 (3.67555), N = 85 moving right + --- 0.432269 (7.80533), N = 77 moving right + --- 3.40293 (3.03121), N = 47 moving right + --- 5.01618 (1.93394), N = 21 moving right + --- 5.76838 (0.892421), N = 11 moving right + + -- best stat: 7.80533, min to split: 0 + + -- p-values: + --- column 85: 0.386138 + --- column 56: 0.716729 + --- column 4: 0.694426 + --- column 107: 0.568343 + --- column 84: 0.368091 + --- column 45: 0.462071 + --- column 66: 0.669145 + --- column 36: 0.523312 + --- column 46: 0.270705 + --- column 68: 0.413004 + --- column 72: 0.46465 + --- column 47: 0.459718 + +-- node 44 was split into node 79 (left) and 80 (right) + +-- attempting to split node 45 (N = 200, try number 1) + + -- N obs (unweighted): 123 + -- columns sampled (showing up to 5) + + 73 95 109 66 14 + + + -- linear combo weights (showing up to 5) + + 0.7542 -0.5635 15.3339 2.5972 1.7457 + + + + -- lower cutpoint: -5.2966 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.90103 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.82859 (2.09522), N = 181 moving right + --- -3.34204 (3.35174), N = 154 moving right + --- -1.94147 (2.77024), N = 109 moving right + --- -1.13004 (3.31995), N = 83 moving right + --- 0.265089 (0.903262), N = 44 moving right + + -- best stat: 3.35174, min to split: 0 + + -- p-values: + --- column 73: 0.659258 + --- column 95: 0.814774 + --- column 109: 0.778718 + --- column 66: 0.504507 + --- column 14: 0.251099 + --- column 38: 0.62275 + --- column 124: 0.804505 + --- column 16: 0.881854 + --- column 104: 0.887272 + --- column 52: 0.461211 + --- column 86: 0.327097 + --- column 15: 0.269902 + +-- node 45 was split into node 81 (left) and 82 (right) + +-- attempting to split node 46 (N = 65, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 106 84 82 83 77 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 46 (N = 65, try number 2) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 85 63 17 116 1 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 46 (N = 65, try number 3) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 67 115 77 62 2 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 46 into a leaf (N = 65) + +-- attempting to split node 47 (N = 41, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 47 4 51 99 61 + + + -- linear combo weights (showing up to 5) + + 4.2882 -5.2523 -4.6412 -60.4562 4.8681 + + + + -- lower cutpoint: 2.49982 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.1937 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.49982 (9.3464), N = 30 moving right + --- 2.86958 (16.4171), N = 29 moving right + --- 3.00345 (18.526), N = 27 moving right + --- 5.96209 (28.9859), N = 19 moving right + --- 11.1937 (42.3001), N = 10 moving right + + -- best stat: 42.3001, min to split: 0 + + -- p-values: + --- column 47: 0.234521 + --- column 4: 0.31814 + --- column 51: 0.297547 + --- column 99: 0.191415 + --- column 61: 0.771179 + --- column 90: 0.131457 + --- column 89: 0.807202 + --- column 28: 0.86308 + --- column 19: 0.919986 + +-- node 47 was split into node 83 (left) and 84 (right) + +-- attempting to split node 48 (N = 57, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 73 70 39 40 30 + + + -- linear combo weights (showing up to 5) + + 1.1621 -1.2733 -1.6289 -8.8410 -53.0397 + + + + -- lower cutpoint: -7.07445 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.36583 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.72941 (31.7223), N = 42 moving right + --- -1.89287 (34.8832), N = 25 moving right + --- -1.05098 (35.3944), N = 23 moving right + --- 0.00336245 (38.2688), N = 17 moving right + --- 2.04104 (40.9564), N = 15 moving right + + -- best stat: 40.9564, min to split: 0 + + -- p-values: + --- column 73: 0.668195 + --- column 70: 0.719643 + --- column 39: 0.680998 + --- column 40: 0.0320395* + --- column 30: 0.124739 + --- column 35: 0.504117 + --- column 3: 0.0850374 + --- column 48: 0.197041 + --- column 117: 0.120352 + --- column 19: 0.705427 + --- column 4: 0.0413752* + --- column 0: 0.03343* + +-- node 48 was split into node 85 (left) and 86 (right) + +-- attempting to split node 49 (N = 69, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 46 77 41 31 56 + + + -- linear combo weights (showing up to 5) + + -6.4757 -7.6040 -4.0742 -0.9704 -3.3939 + + + + -- lower cutpoint: 0.894692 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.9664 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.64438 (18.0234), N = 54 moving right + --- 3.43168 (19.3579), N = 47 moving right + --- 4.30389 (19.3897), N = 44 moving right + --- 10.0286 (23.9972), N = 22 moving right + --- 12.2767 (23.9128), N = 15 moving right + + -- best stat: 23.9972, min to split: 0 + + -- p-values: + --- column 46: 0.361421 + --- column 77: 0.0241637* + --- column 41: 0.352755 + --- column 31: 0.881379 + --- column 56: 0.037913* + --- column 89: 0.179837 + --- column 59: 0.329302 + --- column 23: 0.106265 + --- column 50: 0.853622 + --- column 75: 0.295899 + --- column 76: 0.944313 + --- column 48: 0.655211 + +-- node 49 was split into node 87 (left) and 88 (right) + +-- sprouting node 50 into a leaf (N = 12) + +-- sprouting node 51 into a leaf (N = 11) + +-- sprouting node 52 into a leaf (N = 11) + +-- sprouting node 53 into a leaf (N = 13) + +-- sprouting node 54 into a leaf (N = 13) + +-- attempting to split node 55 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 55 105 14 125 25 + + + -- linear combo weights (showing up to 5) + + 0.1633 -0.0432 -0.0076 -0.5272 -0.5585 + + + + -- lower cutpoint: 0.312316 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.339587 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.312316 (0.0266667), N = 15 moving right + --- 0.323268 (0.0314286), N = 14 moving right + --- 0.339587 (0.06), N = 10 moving right + + -- best stat: 0.06, min to split: 0 + + -- p-values: + --- column 55: 0.0909307 + --- column 105: 0.606954 + --- column 14: 0.881582 + --- column 125: 0.00314712** [+1 to VI numerator] + --- column 25: 5.51106e-05*** [+1 to VI numerator] + +-- node 55 was split into node 89 (left) and 90 (right) + +-- sprouting node 56 into a leaf (N = 12) + +-- attempting to split node 57 (N = 108, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 8 27 80 90 6 + + + -- linear combo weights (showing up to 5) + + 0.3346 -0.2661 -1.0068 0.5215 -0.0100 + + + + -- lower cutpoint: 0.641686 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.86059 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.16312 (0.0475452), N = 71 moving right + --- 1.6342 (0.0151621), N = 41 moving right + --- 1.70488 (0.00952965), N = 30 moving right + --- 1.71431 (0.00825903), N = 27 moving right + --- 1.85029 (0.00309714), N = 12 moving right + + -- best stat: 0.0475452, min to split: 0 + + -- p-values: + --- column 8: 0.00496004** [+1 to VI numerator] + --- column 27: 0.164217 + --- column 80: 0.000155907*** [+1 to VI numerator] + --- column 90: 4.57844e-05*** [+1 to VI numerator] + --- column 6: 0.943231 + --- column 70: 0.00382767** [+1 to VI numerator] + --- column 105: 0.272541 + --- column 121: 0.135159 + --- column 104: 0.244914 + --- column 17: 0.737368 + --- column 46: 0.00224851** [+1 to VI numerator] + --- column 36: 0.126201 + +-- node 57 was split into node 91 (left) and 92 (right) + +-- attempting to split node 58 (N = 79, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 39 2 33 51 74 + + + -- linear combo weights (showing up to 5) + + 1.4792 -1.2990 0.7602 2.2543 0.2311 + + + + -- lower cutpoint: -7.38103 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.85502 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.71823 (0.012785), N = 62 moving right + --- -6.71159 (0.0174151), N = 60 moving right + --- -6.18766 (0.0343539), N = 54 moving right + --- -4.8135 (0.215767), N = 27 moving right + --- -4.40748 (0.344152), N = 20 moving right + + -- best stat: 0.344152, min to split: 0 + + -- p-values: + --- column 39: 0.296959 + --- column 2: 0.0107104* + --- column 33: 0.681586 + --- column 51: 0.00265769** [+1 to VI numerator] + --- column 74: 0.614174 + --- column 20: 0.0679163 + --- column 78: 0.00201098** [+1 to VI numerator] + --- column 31: 0.534425 + --- column 25: 0.245813 + --- column 94: 0.13978 + --- column 89: 0.829443 + --- column 55: 0.0049654** [+1 to VI numerator] + +-- node 58 was split into node 93 (left) and 94 (right) + +-- attempting to split node 59 (N = 63, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 7 26 115 50 101 + + + -- linear combo weights (showing up to 5) + + -1.8292 -3.2685 0.1243 1.7563 -0.1483 + + + + -- lower cutpoint: -8.75957 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.95472 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.48945 (2.83447), N = 42 moving right + --- -6.63408 (3.24282), N = 36 moving right + --- -5.43758 (2.42919), N = 22 moving right + --- -4.09531 (4.20251), N = 12 moving right + --- -3.95472 (6.58915), N = 10 moving right + + -- best stat: 6.58915, min to split: 0 + + -- p-values: + --- column 7: 0.0864015 + --- column 26: 0.0145696* + --- column 115: 0.933504 + --- column 50: 0.198234 + --- column 101: 0.928829 + --- column 29: 0.197557 + --- column 80: 0.956165 + --- column 64: 0.265193 + --- column 3: 0.714154 + --- column 89: 0.106647 + --- column 59: 0.263434 + --- column 14: 0.966968 + +-- node 59 was split into node 95 (left) and 96 (right) + +-- sprouting node 60 into a leaf (N = 12) + +-- attempting to split node 61 (N = 119, try number 1) + + -- N obs (unweighted): 78 + -- columns sampled (showing up to 5) + + 102 96 100 50 110 + + + -- linear combo weights (showing up to 5) + + -37.1217 1.8020 41.2066 2.2554 -1.4778 + + + + -- lower cutpoint: -7.81187 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.58059 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.57717 (3.8927), N = 97 moving right + --- -5.44397 (7.6453), N = 83 moving right + --- -2.47113 (13.4777), N = 60 moving right + --- -1.85994 (12.3125), N = 58 moving right + --- 0.855416 (14.4184), N = 33 moving right + + -- best stat: 14.4184, min to split: 0 + + -- p-values: + --- column 102: 0.0122382* + --- column 96: 0.244445 + --- column 100: 0.00839073** [+1 to VI numerator] + --- column 50: 0.0585304 + --- column 110: 0.334929 + --- column 5: 0.506208 + --- column 86: 0.124435 + --- column 117: 0.19134 + --- column 54: 0.0591588 + --- column 124: 0.7797 + --- column 30: 0.182339 + --- column 78: 0.712491 + +-- node 61 was split into node 97 (left) and 98 (right) + +-- attempting to split node 62 (N = 77, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 19 21 4 49 120 + + + -- linear combo weights (showing up to 5) + + -12.2701 -3.9986 -7.8916 4.4366 -5.3608 + + + + -- lower cutpoint: -10.5886 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.73726 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.5886 (12.2449), N = 66 moving right + --- -6.86124 (28.8465), N = 60 moving right + --- -3.41349 (48.6777), N = 44 moving right + --- 0.150214 (93.6079), N = 29 moving right + --- 1.85906 (103.897), N = 23 moving right + + -- best stat: 103.897, min to split: 0 + + -- p-values: + --- column 19: 0.0488039* + --- column 21: 0.246576 + --- column 4: 0.270795 + --- column 49: 0.373007 + --- column 120: 0.422443 + --- column 22: 0.228855 + --- column 68: 0.739301 + --- column 36: 0.03198* + --- column 24: 0.23147 + --- column 63: 0.0685581 + --- column 64: 0.111101 + --- column 62: 0.50111 + +-- node 62 was split into node 99 (left) and 100 (right) + +-- attempting to split node 63 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 57 55 30 42 + + + -- linear combo weights (showing up to 5) + + 3.4805 -2.4020 17.0519 2.8001 + + + + -- lower cutpoint: -3.40042 + - n_obs, left node: 11 + + + -- upper cutpoint: -6.02792 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 63 (N = 20, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 90 47 45 93 + + + -- linear combo weights (showing up to 5) + + 6.2145 -8.4106 0.0372 -16.0895 + + + + -- lower cutpoint: 7.87827 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.55047 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 63 (N = 20, try number 3) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 34 89 14 96 + + + -- linear combo weights (showing up to 5) + + -7.8533 1.0786 4.1369 4.5925 + + + + -- lower cutpoint: 2.17693 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.172464 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- sprouting node 63 into a leaf (N = 20) + +-- attempting to split node 64 (N = 60, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 87 45 61 62 113 + + + -- linear combo weights (showing up to 5) + + 3.6442 -5.6493 -20.2581 31.9258 -2.6266 + + + + -- lower cutpoint: -7.16568 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.56235 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.16568 (26.9894), N = 50 moving right + --- -2.84511 (35.8915), N = 46 moving right + --- -1.37929 (61.0873), N = 42 moving right + --- 2.68026 (44.0909), N = 35 moving right + --- 4.28605 (48.4568), N = 29 moving right + + -- best stat: 61.0873, min to split: 0 + + -- p-values: + --- column 87: 0.759151 + --- column 45: 0.0306176* + --- column 61: 0.37241 + --- column 62: 0.203385 + --- column 113: 0.841055 + --- column 111: 0.899934 + --- column 53: 0.364848 + --- column 36: 0.851191 + --- column 58: 0.45521 + --- column 5: 0.391767 + --- column 86: 0.368589 + --- column 85: 0.652249 + +-- node 64 was split into node 101 (left) and 102 (right) + +-- sprouting node 65 into a leaf (N = 16) + +-- attempting to split node 66 (N = 67, try number 1) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 92 28 63 26 58 + + + -- linear combo weights (showing up to 5) + + -7.6295 -1.4128 -0.4037 -2.9263 6.6990 + + + + -- lower cutpoint: -5.21047 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.86867 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.46704 (30.3678), N = 43 moving right + --- 0.0201737 (20.1784), N = 38 moving right + --- 0.107573 (23.5031), N = 36 moving right + --- 0.908985 (23.0426), N = 34 moving right + --- 1.68985 (16.8042), N = 27 moving right + + -- best stat: 30.3678, min to split: 0 + + -- p-values: + --- column 92: 0.10966 + --- column 28: 0.676392 + --- column 63: 0.82254 + --- column 26: 0.16383 + --- column 58: 0.0118098* + --- column 22: 0.967882 + --- column 77: 0.79973 + --- column 121: 0.915777 + --- column 34: 0.721924 + --- column 105: 0.412438 + --- column 124: 0.990577 + --- column 125: 0.0746246 + +-- node 66 was split into node 103 (left) and 104 (right) + +-- sprouting node 67 into a leaf (N = 19) + +-- sprouting node 68 into a leaf (N = 10) + +-- attempting to split node 69 (N = 73, try number 1) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 30 89 58 63 16 + + + -- linear combo weights (showing up to 5) + + 10.6856 5.8701 -3.8690 13.9369 11.6452 + + + + -- lower cutpoint: -5.46433 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.5325 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.6085 (13.5187), N = 59 moving right + --- -3.81 (7.15277), N = 57 moving right + --- 6.31424 (50.6369), N = 26 moving right + --- 6.64335 (71.3247), N = 23 moving right + --- 7.03114 (61.2036), N = 19 moving right + + -- best stat: 71.3247, min to split: 0 + + -- p-values: + --- column 30: 0.251938 + --- column 89: 0.23606 + --- column 58: 0.295297 + --- column 63: 0.250828 + --- column 16: 0.280334 + --- column 3: 0.254669 + --- column 42: 0.176346 + --- column 12: 0.263199 + --- column 98: 0.491945 + --- column 5: 0.126798 + --- column 82: 0.120156 + --- column 38: 0.662467 + +-- node 69 was split into node 105 (left) and 106 (right) + +-- attempting to split node 70 (N = 238, try number 1) + + -- N obs (unweighted): 153 + -- columns sampled (showing up to 5) + + 120 23 11 112 63 + + + -- linear combo weights (showing up to 5) + + -0.0994 -0.7248 -1.0731 -0.8807 4.9941 + + + + -- lower cutpoint: -7.03556 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.51004 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.53478 (1.63233), N = 209 moving right + --- -3.42261 (4.37922), N = 191 moving right + --- 0.378337 (8.08065), N = 72 moving right + --- 0.3839 (5.77173), N = 70 moving right + --- 1.02452 (18.4671), N = 45 moving right + + -- best stat: 18.4671, min to split: 0 + + -- p-values: + --- column 120: 0.972096 + --- column 23: 0.808166 + --- column 11: 0.415927 + --- column 112: 0.716801 + --- column 63: 0.176677 + --- column 5: 0.13864 + --- column 98: 0.352372 + --- column 60: 0.129616 + --- column 91: 0.63538 + --- column 20: 0.958653 + --- column 1: 0.414915 + --- column 53: 0.163965 + +-- node 70 was split into node 107 (left) and 108 (right) + +-- attempting to split node 71 (N = 48, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 115 30 93 90 50 + + + -- linear combo weights (showing up to 5) + + -6.6607 14.0640 -31.4549 6.0919 -6.7292 + + + + -- lower cutpoint: 2.21446 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.9317 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.12847 (12.8434), N = 31 moving right + --- 6.75814 (41.4414), N = 24 moving right + --- 9.01419 (36.3487), N = 19 moving right + --- 10.8009 (21.4128), N = 11 moving right + --- 10.9317 (25.2522), N = 10 moving right + + -- best stat: 41.4414, min to split: 0 + + -- p-values: + --- column 115: 0.246836 + --- column 30: 0.152765 + --- column 93: 0.0128418* + --- column 90: 0.0644943 + --- column 50: 0.123669 + --- column 72: 0.204574 + --- column 88: 0.0941176 + --- column 62: 0.200293 + --- column 95: 0.355034 + --- column 43: 0.488716 + --- column 16: 0.563527 + +-- node 71 was split into node 109 (left) and 110 (right) + +-- attempting to split node 72 (N = 35, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 37 13 59 15 108 + + + -- linear combo weights (showing up to 5) + + -1.2404 -0.4299 -0.5849 -6.3920 3.0905 + + + + -- lower cutpoint: 0.740702 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.10857 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.740702 (17.651), N = 25 moving right + --- 1.5751 (23.5433), N = 22 moving right + --- 1.731 (19.9577), N = 21 moving right + --- 1.82331 (23.7383), N = 18 moving right + --- 4.87058 (13.8525), N = 13 moving right + + -- best stat: 23.7383, min to split: 0 + + -- p-values: + --- column 37: 0.614138 + --- column 13: 0.811473 + --- column 59: 0.842547 + --- column 15: 0.20731 + --- column 108: 0.275112 + --- column 28: 0.268028 + --- column 23: 0.177834 + +-- node 72 was split into node 111 (left) and 112 (right) + +-- attempting to split node 73 (N = 33, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 40 11 28 32 92 + + + -- linear combo weights (showing up to 5) + + -15.0313 0.9181 -4.3055 -16.2529 1.1688 + + + + -- lower cutpoint: -3.59056 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.58144 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.60688 (41.8751), N = 22 moving right + --- -0.93967 (30.5463), N = 17 moving right + --- -0.42376 (50.3068), N = 15 moving right + --- 1.05857 (54.966), N = 11 moving right + --- 1.58144 (80.4532), N = 10 moving right + + -- best stat: 80.4532, min to split: 0 + + -- p-values: + --- column 40: 0.108615 + --- column 11: 0.79795 + --- column 28: 0.283547 + --- column 32: 0.108419 + --- column 92: 0.736329 + --- column 17: 0.333614 + --- column 25: 0.426031 + --- column 48: 0.907213 + +-- node 73 was split into node 113 (left) and 114 (right) + +-- attempting to split node 74 (N = 60, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 24 69 102 17 39 + + + -- linear combo weights (showing up to 5) + + 3.8468 0.5513 4.6363 0.9842 3.3528 + + + + -- lower cutpoint: -6.36684 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.12563 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.152 (13.8017), N = 36 moving right + --- -4.58802 (16.2685), N = 32 moving right + --- -2.999 (14.2013), N = 23 moving right + --- -0.73508 (6.14338), N = 13 moving right + --- 1.12563 (17.1742), N = 10 moving right + + -- best stat: 17.1742, min to split: 0 + + -- p-values: + --- column 24: 0.45637 + --- column 69: 0.908648 + --- column 102: 0.295276 + --- column 17: 0.642889 + --- column 39: 0.48213 + --- column 37: 0.583357 + --- column 118: 0.652744 + --- column 29: 0.274714 + --- column 68: 0.800285 + --- column 56: 0.450041 + --- column 89: 0.905319 + --- column 94: 0.377017 + +-- node 74 was split into node 115 (left) and 116 (right) + +-- sprouting node 75 into a leaf (N = 10) + +-- attempting to split node 76 (N = 74, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 69 73 76 5 11 + + + -- linear combo weights (showing up to 5) + + 0.7033 -3.9684 -0.6321 -1.9419 -6.2118 + + + + -- lower cutpoint: -7.45044 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.95121 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.45044 (13.5219), N = 64 moving right + --- -6.45168 (21.0659), N = 59 moving right + --- -2.02014 (18.0866), N = 38 moving right + --- -1.69225 (18.2352), N = 37 moving right + --- -0.597216 (13.2243), N = 34 moving right + + -- best stat: 21.0659, min to split: 0 + + -- p-values: + --- column 69: 0.831464 + --- column 73: 0.0513477 + --- column 76: 0.834735 + --- column 5: 0.337211 + --- column 11: 0.00203906** [+1 to VI numerator] + --- column 58: 0.81004 + --- column 63: 0.543507 + --- column 113: 0.916374 + --- column 123: 0.374015 + --- column 51: 0.657519 + --- column 92: 0.224565 + --- column 91: 0.360563 + +-- node 76 was split into node 117 (left) and 118 (right) + +-- sprouting node 77 into a leaf (N = 15) + +-- attempting to split node 78 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 100 67 116 113 109 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 78 (N = 21, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 78 64 42 68 82 + + + -- linear combo weights (showing up to 5) + + -1.0056 0.7006 -3.9083 -3.7502 -1.4183 + + + + -- lower cutpoint: -0.24634 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.9987 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.24634 (0.744176), N = 11 moving right + --- 0.9987 (0.900454), N = 10 moving right + + -- best stat: 0.900454, min to split: 0 + + -- p-values: + --- column 78: 0.520183 + --- column 64: 0.87671 + --- column 42: 0.100907 + --- column 68: 0.113561 + --- column 82: 0.622207 + +-- node 78 was split into node 119 (left) and 120 (right) + +-- sprouting node 79 into a leaf (N = 18) + +-- attempting to split node 80 (N = 77, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 80 91 81 33 111 + + + -- linear combo weights (showing up to 5) + + -0.6568 -2.3832 0.1313 0.8716 -1.9571 + + + + -- lower cutpoint: -3.50008 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.97613 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.12721 (2.43802), N = 56 moving right + --- -0.312798 (1.80991), N = 52 moving right + --- -0.0230546 (2.13817), N = 51 moving right + --- 0.874422 (3.29409), N = 38 moving right + --- 1.39607 (2.04257), N = 22 moving right + + -- best stat: 3.29409, min to split: 0 + + -- p-values: + --- column 80: 0.642789 + --- column 91: 0.058381 + --- column 81: 0.874786 + --- column 33: 0.606858 + --- column 111: 0.711718 + --- column 114: 0.779741 + --- column 112: 0.916076 + --- column 65: 0.591124 + --- column 117: 0.936194 + --- column 124: 0.704365 + --- column 37: 0.106521 + --- column 60: 0.997147 + +-- node 80 was split into node 121 (left) and 122 (right) + +-- attempting to split node 81 (N = 46, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 117 45 36 44 78 + + + -- linear combo weights (showing up to 5) + + 5.3872 2.1068 0.4859 0.0972 -4.9552 + + + + -- lower cutpoint: -12.311 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.91203 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.9144 (47.5237), N = 32 moving right + --- -5.60604 (38.9856), N = 28 moving right + --- 0.665175 (53.5237), N = 21 moving right + --- 1.49574 (43.3767), N = 15 moving right + --- 2.88227 (51.6865), N = 12 moving right + + -- best stat: 53.5237, min to split: 0 + + -- p-values: + --- column 117: 0.185789 + --- column 45: 0.846361 + --- column 36: 0.892445 + --- column 44: 0.980665 + --- column 78: 0.0378239* + --- column 70: 0.0346433* + --- column 53: 0.0117807* + --- column 26: 0.732196 + --- column 67: 0.556707 + +-- node 81 was split into node 123 (left) and 124 (right) + +-- attempting to split node 82 (N = 154, try number 1) + + -- N obs (unweighted): 94 + -- columns sampled (showing up to 5) + + 1 92 91 3 24 + + + -- linear combo weights (showing up to 5) + + -0.9937 -7.7733 -0.5264 -8.9277 -8.7874 + + + + -- lower cutpoint: -2.04369 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.44975 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.419117 (15.4504), N = 136 moving right + --- 1.9507 (18.2683), N = 114 moving right + --- 4.49671 (11.8372), N = 75 moving right + --- 7.01801 (5.58803), N = 32 moving right + --- 7.02052 (5.67621), N = 31 moving right + + -- best stat: 18.2683, min to split: 0 + + -- p-values: + --- column 1: 0.709778 + --- column 92: 0.596223 + --- column 91: 0.858407 + --- column 3: 0.447689 + --- column 24: 0.119646 + --- column 36: 0.265637 + --- column 31: 0.114886 + --- column 79: 0.758165 + --- column 69: 0.446192 + --- column 86: 0.151376 + --- column 38: 0.423042 + --- column 18: 0.297946 + +-- node 82 was split into node 125 (left) and 126 (right) + +-- attempting to split node 83 (N = 31, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 10 59 107 34 51 + + + -- linear combo weights (showing up to 5) + + -0.3219 5.3793 -0.4931 -1.7278 -5.5685 + + + + -- lower cutpoint: -5.86707 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.42917 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.86707 (2.18069), N = 20 moving right + --- -4.93467 (3.50227), N = 19 moving right + --- -4.51207 (3.66979), N = 15 moving right + --- -4.49525 (4.04622), N = 14 moving right + --- -3.42917 (4.13046), N = 10 moving right + + -- best stat: 4.13046, min to split: 0 + + -- p-values: + --- column 10: 0.931243 + --- column 59: 0.775086 + --- column 107: 0.890513 + --- column 34: 0.606816 + --- column 51: 0.210015 + --- column 90: 0.81311 + --- column 81: 0.395598 + +-- node 83 was split into node 127 (left) and 128 (right) + +-- sprouting node 84 into a leaf (N = 10) + +-- attempting to split node 85 (N = 42, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 18 86 52 13 50 + + + -- linear combo weights (showing up to 5) + + -1.6268 10.8784 19.6624 -12.6829 -2.7946 + + + + -- lower cutpoint: -11.9329 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.26052 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.56927 (14.4245), N = 22 moving right + --- -5.4892 (18.3356), N = 18 moving right + --- -5.36678 (16.3399), N = 17 moving right + --- -5.04266 (14.0065), N = 13 moving right + --- -4.26052 (6.80556), N = 10 moving right + + -- best stat: 18.3356, min to split: 0 + + -- p-values: + --- column 18: 0.635341 + --- column 86: 0.0589372 + --- column 52: 0.355651 + --- column 13: 0.203478 + --- column 50: 0.188775 + --- column 83: 0.337398 + --- column 21: 0.295519 + --- column 5: 0.826799 + +-- node 85 was split into node 129 (left) and 130 (right) + +-- sprouting node 86 into a leaf (N = 15) + +-- attempting to split node 87 (N = 47, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 125 50 97 0 3 + + + -- linear combo weights (showing up to 5) + + -3.2977 0.0007 -4.0867 1.4130 -6.5272 + + + + -- lower cutpoint: 18.3894 + - n_obs, left node: 10 + + + -- upper cutpoint: 24.1103 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 18.3894 (5.89483), N = 37 moving right + --- 20.5173 (3.65137), N = 27 moving right + --- 22.0431 (8.82766), N = 21 moving right + --- 23.6002 (5.76692), N = 14 moving right + --- 24.1103 (4.17385), N = 10 moving right + + -- best stat: 8.82766, min to split: 0 + + -- p-values: + --- column 125: 0.539522 + --- column 50: 0.999759 + --- column 97: 0.427184 + --- column 0: 0.625862 + --- column 3: 0.699443 + --- column 12: 0.724385 + --- column 7: 0.570506 + --- column 46: 0.818989 + --- column 54: 0.571359 + +-- node 87 was split into node 131 (left) and 132 (right) + +-- attempting to split node 88 (N = 22, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 40 3 78 + + + -- linear combo weights (showing up to 5) + + -8.5148 31.9825 -4.5617 + + + + -- lower cutpoint: -8.61067 + - n_obs, left node: 12 + + + -- upper cutpoint: -8.61067 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.61067 (21.8298), N = 10 moving right + + -- best stat: 21.8298, min to split: 0 + + -- p-values: + --- column 40: 0.00450122** [+1 to VI numerator] + --- column 3: 0.00536291** [+1 to VI numerator] + --- column 78: 0.0389254* + +-- node 88 was split into node 133 (left) and 134 (right) + +-- sprouting node 89 into a leaf (N = 15) + +-- sprouting node 90 into a leaf (N = 10) + +-- attempting to split node 91 (N = 37, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 103 76 32 38 21 + + + -- linear combo weights (showing up to 5) + + -1.2155 -0.2070 -0.0511 -0.7479 0.8906 + + + + -- lower cutpoint: -0.562888 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.43629 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.25493 (0.261177), N = 24 moving right + --- -0.160985 (0.346812), N = 23 moving right + --- 0.183321 (0.16084), N = 16 moving right + --- 0.221357 (0.101329), N = 12 moving right + --- 0.288527 (0.0893128), N = 11 moving right + + -- best stat: 0.346812, min to split: 0 + + -- p-values: + --- column 103: 0.540325 + --- column 76: 0.568485 + --- column 32: 0.844933 + --- column 38: 0.015946* + --- column 21: 0.0408534* + +-- node 91 was split into node 135 (left) and 136 (right) + +-- sprouting node 92 into a leaf (N = 71) + +-- attempting to split node 93 (N = 59, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 62 81 106 7 60 + + + -- linear combo weights (showing up to 5) + + -0.7305 0.0633 0.6793 -0.0389 -0.4372 + + + + -- lower cutpoint: -0.481793 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.276531 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.463869 (0.000881408), N = 44 moving right + --- -0.417567 (0.00165182), N = 36 moving right + --- -0.40548 (0.00190108), N = 34 moving right + --- -0.403594 (0.00233526), N = 31 moving right + --- -0.358297 (0.00404681), N = 23 moving right + + -- best stat: 0.00404681, min to split: 0 + + -- p-values: + --- column 62: 0.0289391* + --- column 81: 0.284101 + --- column 106: 1.09237e-08*** [+1 to VI numerator] + --- column 7: 0.310288 + --- column 60: 0.241055 + --- column 99: 8.31528e-05*** [+1 to VI numerator] + --- column 61: 0.0139909* + --- column 125: 0.0918495 + --- column 51: 0.477074 + --- column 45: 0.693735 + --- column 33: 0.67107 + --- column 89: 0.99022 + +-- node 93 was split into node 137 (left) and 138 (right) + +-- sprouting node 94 into a leaf (N = 20) + +-- attempting to split node 95 (N = 53, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 76 110 98 36 64 + + + -- linear combo weights (showing up to 5) + + -1.4518 -1.3145 1.8782 0.2951 0.2835 + + + + -- lower cutpoint: -6.84136 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.68922 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.84136 (0.652838), N = 43 moving right + --- -5.56885 (0.642169), N = 38 moving right + --- -5.29005 (1.2315), N = 33 moving right + --- -5.04263 (1.37839), N = 31 moving right + --- -4.37514 (5.43152), N = 21 moving right + + -- best stat: 5.43152, min to split: 0 + + -- p-values: + --- column 76: 0.112295 + --- column 110: 0.129977 + --- column 98: 0.110437 + --- column 36: 0.765833 + --- column 64: 0.747471 + --- column 82: 0.0177962* + --- column 44: 0.772598 + --- column 20: 0.0687435 + --- column 93: 0.310998 + --- column 79: 0.190137 + +-- node 95 was split into node 139 (left) and 140 (right) + +-- sprouting node 96 into a leaf (N = 10) + +-- attempting to split node 97 (N = 86, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 92 28 29 120 32 + + + -- linear combo weights (showing up to 5) + + 0.9474 -4.0654 4.9361 -2.0619 -1.9828 + + + + -- lower cutpoint: -3.86306 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.58894 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.308745 (5.88073), N = 49 moving right + --- 0.50161 (6.8189), N = 35 moving right + --- 1.32454 (7.55439), N = 24 moving right + --- 2.20331 (1.51285), N = 15 moving right + --- 2.58894 (2.22189), N = 10 moving right + + -- best stat: 7.55439, min to split: 0 + + -- p-values: + --- column 92: 0.669857 + --- column 28: 0.147283 + --- column 29: 0.0474838* + --- column 120: 0.49206 + --- column 32: 0.256587 + --- column 108: 0.826909 + --- column 94: 0.890222 + --- column 44: 0.86056 + --- column 55: 0.593153 + --- column 83: 0.737882 + --- column 40: 0.265807 + --- column 115: 0.638652 + +-- node 97 was split into node 141 (left) and 142 (right) + +-- attempting to split node 98 (N = 33, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 91 66 8 104 102 + + + -- linear combo weights (showing up to 5) + + 6.1394 -6.0341 2.1453 3.0879 -2.8341 + + + + -- lower cutpoint: -5.06821 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.12928 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.27797 (32.233), N = 20 moving right + --- -2.54406 (18.3255), N = 19 moving right + --- -2.04815 (21.4438), N = 18 moving right + --- -1.98017 (24.9403), N = 17 moving right + --- 2.19247 (32.7314), N = 11 moving right + + -- best stat: 32.7314, min to split: 0 + + -- p-values: + --- column 91: 0.0734393 + --- column 66: 0.182889 + --- column 8: 0.550435 + --- column 104: 0.352693 + --- column 102: 0.114544 + --- column 32: 0.429469 + --- column 55: 0.00771407** [+1 to VI numerator] + +-- node 98 was split into node 143 (left) and 144 (right) + +-- attempting to split node 99 (N = 54, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 70 33 7 30 2 + + + -- linear combo weights (showing up to 5) + + 7.9304 -4.4015 0.8928 -2.1340 -1.3649 + + + + -- lower cutpoint: -7.50916 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.68086 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.26538 (17.0118), N = 41 moving right + --- -4.79178 (42.0139), N = 36 moving right + --- -4.33094 (30.9898), N = 35 moving right + --- -4.29244 (31.3948), N = 34 moving right + --- 3.60966 (8.99559), N = 12 moving right + + -- best stat: 42.0139, min to split: 0 + + -- p-values: + --- column 70: 0.152609 + --- column 33: 0.259733 + --- column 7: 0.82123 + --- column 30: 0.515249 + --- column 2: 0.662041 + --- column 125: 0.928153 + --- column 10: 0.159786 + --- column 48: 0.511903 + --- column 12: 0.594741 + --- column 100: 0.505995 + +-- node 99 was split into node 145 (left) and 146 (right) + +-- attempting to split node 100 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 44 86 112 108 113 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 100 (N = 23, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 5 45 98 21 7 + + + -- linear combo weights (showing up to 5) + + 2.9269 9.6518 -1.6957 3.6267 8.7251 + + + + -- lower cutpoint: 0.539512 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.21756 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.539512 (64.0657), N = 13 moving right + --- 1.21756 (38.0959), N = 11 moving right + + -- best stat: 64.0657, min to split: 0 + + -- p-values: + --- column 5: 0.47128 + --- column 45: 0.0432906* + --- column 98: 0.727276 + --- column 21: 0.454995 + --- column 7: 0.266951 + +-- node 100 was split into node 147 (left) and 148 (right) + +-- sprouting node 101 into a leaf (N = 18) + +-- attempting to split node 102 (N = 42, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 54 112 75 93 65 + + + -- linear combo weights (showing up to 5) + + 4.6377 13.2522 0.7201 8.6540 1.5589 + + + + -- lower cutpoint: 1.86309 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.26567 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 2.29842 (14.6445), N = 31 moving right + --- 3.99731 (3.45752), N = 17 moving right + --- 4.11612 (2.68889), N = 15 moving right + --- 4.55055 (2.33451), N = 13 moving right + --- 5.26567 (2.025), N = 12 moving right + + -- best stat: 14.6445, min to split: 0 + + -- p-values: + --- column 54: 0.759821 + --- column 112: 0.462774 + --- column 75: 0.73089 + --- column 93: 0.540596 + --- column 65: 0.395281 + --- column 103: 0.468234 + --- column 17: 0.260696 + --- column 76: 0.96211 + +-- node 102 was split into node 149 (left) and 150 (right) + +-- attempting to split node 103 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 75 19 103 27 + + + -- linear combo weights (showing up to 5) + + 1.5831 2.7581 11.9923 -1.8643 + + + + -- lower cutpoint: -0.752709 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.673388 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.752709 (0.0833829), N = 14 moving right + --- -0.673388 (0.00124008), N = 10 moving right + + -- best stat: 0.0833829, min to split: 0 + + -- p-values: + --- column 75: 0.682771 + --- column 19: 0.638136 + --- column 103: 0.388767 + --- column 27: 0.588606 + +-- node 103 was split into node 151 (left) and 152 (right) + +-- attempting to split node 104 (N = 43, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 111 76 85 26 119 + + + -- linear combo weights (showing up to 5) + + -13.4173 -4.4376 -0.8956 -0.4553 7.3781 + + + + -- lower cutpoint: -0.511873 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.14873 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.505655 (1.73684), N = 31 moving right + --- 0.708724 (8.29463), N = 28 moving right + --- 0.84496 (8.48909), N = 27 moving right + --- 1.89659 (15.7837), N = 19 moving right + --- 2.73243 (11.5616), N = 12 moving right + + -- best stat: 15.7837, min to split: 0 + + -- p-values: + --- column 111: 0.27783 + --- column 76: 0.04801* + --- column 85: 0.754146 + --- column 26: 0.840779 + --- column 119: 0.283058 + --- column 12: 0.248229 + --- column 109: 0.435743 + --- column 60: 0.0716413 + --- column 43: 0.228466 + +-- node 104 was split into node 153 (left) and 154 (right) + +-- attempting to split node 105 (N = 50, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 122 28 60 22 11 + + + -- linear combo weights (showing up to 5) + + 4.9614 -3.2570 6.3635 7.1491 -9.9181 + + + + -- lower cutpoint: 1.56604 + - n_obs, left node: 12 + + + -- upper cutpoint: 8.82144 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.96931 (16.6043), N = 36 moving right + --- 2.57668 (16.9381), N = 35 moving right + --- 3.44423 (21.9022), N = 31 moving right + --- 6.48135 (31.5966), N = 19 moving right + --- 7.52934 (41.5529), N = 15 moving right + + -- best stat: 41.5529, min to split: 0 + + -- p-values: + --- column 122: 0.0982376 + --- column 28: 0.231459 + --- column 60: 0.621905 + --- column 22: 0.252174 + --- column 11: 0.255315 + --- column 41: 0.394975 + --- column 54: 0.643128 + --- column 120: 0.690917 + --- column 109: 0.535446 + +-- node 105 was split into node 155 (left) and 156 (right) + +-- attempting to split node 106 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 113 55 94 100 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 106 (N = 23, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 77 69 76 39 + + + -- linear combo weights (showing up to 5) + + -2.9527 -2.7057 -7.4221 1.1945 + + + + -- lower cutpoint: -3.73825 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.15272 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.73825 (40.9923), N = 13 moving right + --- -2.46952 (42.6136), N = 12 moving right + --- -1.15272 (36.6231), N = 10 moving right + + -- best stat: 42.6136, min to split: 0 + + -- p-values: + --- column 77: 0.221546 + --- column 69: 0.446754 + --- column 76: 0.246356 + --- column 39: 0.799259 + +-- node 106 was split into node 157 (left) and 158 (right) + +-- attempting to split node 107 (N = 193, try number 1) + + -- N obs (unweighted): 124 + -- columns sampled (showing up to 5) + + 102 93 53 20 84 + + + -- linear combo weights (showing up to 5) + + 5.2174 1.3651 -0.5798 -3.3640 -4.9915 + + + + -- lower cutpoint: -5.07416 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.53729 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.805037 (1.82771), N = 141 moving right + --- 1.19524 (10.3135), N = 96 moving right + --- 1.52323 (10.8907), N = 92 moving right + --- 2.60157 (4.79674), N = 69 moving right + --- 4.27064 (3.65594), N = 42 moving right + + -- best stat: 10.8907, min to split: 0 + + -- p-values: + --- column 102: 0.249583 + --- column 93: 0.566082 + --- column 53: 0.846908 + --- column 20: 0.412856 + --- column 84: 0.184672 + --- column 61: 0.688955 + --- column 124: 0.256625 + --- column 44: 0.622096 + --- column 95: 0.621215 + --- column 22: 0.49217 + --- column 1: 0.272861 + --- column 34: 0.625282 + +-- node 107 was split into node 159 (left) and 160 (right) + +-- attempting to split node 108 (N = 45, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 54 82 67 11 97 + + + -- linear combo weights (showing up to 5) + + -21.2401 -25.0071 -6.5318 3.7279 -5.0220 + + + + -- lower cutpoint: -6.01872 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.9281 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.13585 (68.5751), N = 30 moving right + --- 4.10653 (58.0741), N = 27 moving right + --- 6.45964 (63.6848), N = 20 moving right + --- 6.75315 (56.9489), N = 16 moving right + --- 6.79925 (48.238), N = 15 moving right + + -- best stat: 68.5751, min to split: 0 + + -- p-values: + --- column 54: 0.010228* + --- column 82: 0.00344573** [+1 to VI numerator] + --- column 67: 0.194007 + --- column 11: 0.296422 + --- column 97: 0.26424 + --- column 122: 0.0882751 + --- column 63: 0.0695901 + --- column 24: 0.0363947* + --- column 72: 0.21734 + +-- node 108 was split into node 161 (left) and 162 (right) + +-- attempting to split node 109 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 120 0 100 95 43 + + + -- linear combo weights (showing up to 5) + + -66.1179 37.6066 7.0654 2.7182 -1.2546 + + + + -- lower cutpoint: 1.76785 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.71593 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.76785 (62.6675), N = 14 moving right + --- 1.88525 (47.9815), N = 13 moving right + --- 2.6389 (31.1736), N = 12 moving right + --- 2.67118 (32.4944), N = 11 moving right + --- 2.71593 (48.4198), N = 10 moving right + + -- best stat: 62.6675, min to split: 0 + + -- p-values: + --- column 120: 0.511282 + --- column 0: 0.0883886 + --- column 100: 0.6846 + --- column 95: 0.453035 + --- column 43: 0.688536 + +-- node 109 was split into node 163 (left) and 164 (right) + +-- attempting to split node 110 (N = 24, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 44 40 68 117 118 + + + -- linear combo weights (showing up to 5) + + -0.8464 0.9353 -1.0349 0.1836 -0.2639 + + + + -- lower cutpoint: -3.66554 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.36716 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.66554 (10.5417), N = 14 moving right + --- -3.42123 (11.4467), N = 13 moving right + --- -3.0373 (13.8738), N = 11 moving right + --- -2.36716 (15.5), N = 10 moving right + + -- best stat: 15.5, min to split: 0 + + -- p-values: + --- column 44: 0.759003 + --- column 40: 0.621305 + --- column 68: 0.696017 + --- column 117: 0.934415 + --- column 118: 0.902462 + --- column 84: 0.0916502 + +-- node 110 was split into node 165 (left) and 166 (right) + +-- sprouting node 111 into a leaf (N = 17) + +-- sprouting node 112 into a leaf (N = 18) + +-- attempting to split node 113 (N = 23, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 12 15 88 1 0 + + + -- linear combo weights (showing up to 5) + + -7.4895 -53.6618 45.4577 9.6235 -50.3941 + + + + -- lower cutpoint: 12.4102 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.5056 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 12.4102 (35.3875), N = 13 moving right + --- 13.5056 (50.1859), N = 11 moving right + + -- best stat: 50.1859, min to split: 0 + + -- p-values: + --- column 12: 0.277456 + --- column 15: 0.0113612* + --- column 88: 0.0119852* + --- column 1: 0.354627 + --- column 0: 0.428735 + +-- node 113 was split into node 167 (left) and 168 (right) + +-- sprouting node 114 into a leaf (N = 10) + +-- attempting to split node 115 (N = 50, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 68 95 72 83 86 + + + -- linear combo weights (showing up to 5) + + 8.9488 -1.4103 4.7750 -33.0657 5.2383 + + + + -- lower cutpoint: 0.959142 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.12287 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.70796 (16.5817), N = 26 moving right + --- 6.06785 (14.2386), N = 21 moving right + --- 6.86663 (9.66756), N = 16 moving right + --- 7.11851 (12.7452), N = 15 moving right + --- 8.12287 (12.737), N = 11 moving right + + -- best stat: 16.5817, min to split: 0 + + -- p-values: + --- column 68: 0.237721 + --- column 95: 0.756561 + --- column 72: 0.169971 + --- column 83: 0.196189 + --- column 86: 0.378324 + --- column 57: 0.438625 + --- column 84: 0.355406 + --- column 20: 0.0962275 + --- column 45: 0.364583 + --- column 59: 0.939827 + +-- node 115 was split into node 169 (left) and 170 (right) + +-- sprouting node 116 into a leaf (N = 10) + +-- sprouting node 117 into a leaf (N = 15) + +-- attempting to split node 118 (N = 59, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 63 28 94 92 83 + + + -- linear combo weights (showing up to 5) + + 17.4713 -1.8797 19.6477 -4.4856 -1.5180 + + + + -- lower cutpoint: -4.08664 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.18734 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.94362 (8.73836), N = 41 moving right + --- -1.90183 (8.45255), N = 32 moving right + --- -1.36366 (14.9211), N = 27 moving right + --- -0.934379 (12.7757), N = 24 moving right + --- 1.10986 (5.92278), N = 12 moving right + + -- best stat: 14.9211, min to split: 0 + + -- p-values: + --- column 63: 0.030649* + --- column 28: 0.126991 + --- column 94: 0.069735 + --- column 92: 0.715523 + --- column 83: 0.789617 + --- column 43: 0.792015 + --- column 21: 0.282418 + --- column 97: 0.810988 + --- column 106: 0.730372 + --- column 50: 0.916376 + --- column 113: 0.499725 + +-- node 118 was split into node 171 (left) and 172 (right) + +-- sprouting node 119 into a leaf (N = 11) + +-- sprouting node 120 into a leaf (N = 10) + +-- attempting to split node 121 (N = 39, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 68 11 4 95 120 + + + -- linear combo weights (showing up to 5) + + 1.5095 1.6440 1.5853 0.9873 12.2520 + + + + -- lower cutpoint: -0.0383924 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.19765 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0383924 (7.00095), N = 28 moving right + --- 0.952863 (6.35141), N = 26 moving right + --- 1.93771 (3.11426), N = 22 moving right + --- 2.95715 (8.4672), N = 16 moving right + --- 3.03399 (7.73498), N = 15 moving right + + -- best stat: 8.4672, min to split: 0 + + -- p-values: + --- column 68: 0.705803 + --- column 11: 0.109935 + --- column 4: 0.658384 + --- column 95: 0.646499 + --- column 120: 0.305094 + --- column 5: 0.319031 + --- column 116: 0.896459 + --- column 40: 0.34585 + +-- node 121 was split into node 173 (left) and 174 (right) + +-- attempting to split node 122 (N = 38, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 90 48 66 97 81 + + + -- linear combo weights (showing up to 5) + + -0.7567 0.3181 -0.3727 1.9945 0.0225 + + + + -- lower cutpoint: -0.709473 + - n_obs, left node: 13 + + + -- upper cutpoint: -0.20092 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.585456 (0.414046), N = 17 moving right + --- -0.441546 (0.574594), N = 14 moving right + --- -0.396421 (0.644577), N = 13 moving right + --- -0.230448 (0.726223), N = 12 moving right + --- -0.20092 (0.938504), N = 10 moving right + + -- best stat: 0.938504, min to split: 0 + + -- p-values: + --- column 90: 0.103939 + --- column 48: 0.636943 + --- column 66: 0.150674 + --- column 97: 0.000110098*** [+1 to VI numerator] + --- column 81: 0.919835 + --- column 39: 0.0521669 + --- column 6: 0.171882 + +-- node 122 was split into node 175 (left) and 176 (right) + +-- attempting to split node 123 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 28 61 80 108 16 + + + -- linear combo weights (showing up to 5) + + -2.3849 19.5695 -0.4999 -3.4436 -2.8158 + + + + -- lower cutpoint: -10.0611 + - n_obs, left node: 10 + + + -- upper cutpoint: -8.84638 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.0611 (24.4824), N = 15 moving right + --- -9.56338 (23.3455), N = 14 moving right + --- -9.32995 (10.4212), N = 13 moving right + --- -8.84638 (21.127), N = 11 moving right + + -- best stat: 24.4824, min to split: 0 + + -- p-values: + --- column 28: 0.30469 + --- column 61: 0.320378 + --- column 80: 0.921224 + --- column 108: 0.551533 + --- column 16: 0.589918 + +-- node 123 was split into node 177 (left) and 178 (right) + +-- attempting to split node 124 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 112 48 108 117 + + + -- linear combo weights (showing up to 5) + + -7.8659 0.3026 -3.8440 3.2764 + + + + -- lower cutpoint: 2.10814 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.0758 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 124 (N = 21, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 125 11 47 103 + + + -- linear combo weights (showing up to 5) + + 1.4510 -2.0471 1.8091 -39.0784 + + + + -- lower cutpoint: 7.28774 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.28774 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 7.28774 (15.6389), N = 11 moving right + + -- best stat: 15.6389, min to split: 0 + + -- p-values: + --- column 125: 0.840279 + --- column 11: 0.816051 + --- column 47: 0.713075 + --- column 103: 0.262033 + +-- node 124 was split into node 179 (left) and 180 (right) + +-- attempting to split node 125 (N = 40, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 58 44 77 10 75 + + + -- linear combo weights (showing up to 5) + + 1.7668 0.9031 4.7570 14.0171 -3.0785 + + + + -- lower cutpoint: 4.94045 + - n_obs, left node: 11 + + + -- upper cutpoint: 20.9255 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.94045 (75.508), N = 29 moving right + --- 13.6281 (92.16), N = 20 moving right + --- 16.3443 (76.8065), N = 18 moving right + --- 16.3688 (85.1267), N = 16 moving right + --- 20.3813 (61.8996), N = 13 moving right + + -- best stat: 92.16, min to split: 0 + + -- p-values: + --- column 58: 0.666439 + --- column 44: 0.873467 + --- column 77: 0.41943 + --- column 10: 0.242659 + --- column 75: 0.590365 + --- column 16: 0.14763 + --- column 71: 0.0630857 + --- column 20: 0.483591 + +-- node 125 was split into node 181 (left) and 182 (right) + +-- attempting to split node 126 (N = 114, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 13 67 29 0 42 + + + -- linear combo weights (showing up to 5) + + -53.7656 -0.6389 -0.0929 1.5251 -2.9730 + + + + -- lower cutpoint: 0.336807 + - n_obs, left node: 10 + + + -- upper cutpoint: 19.9956 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.7823 (11.6503), N = 98 moving right + --- 2.33524 (9.59558), N = 93 moving right + --- 8.47264 (59.9611), N = 59 moving right + --- 8.97405 (48.5121), N = 56 moving right + --- 11.804 (40.2668), N = 41 moving right + + -- best stat: 59.9611, min to split: 0 + + -- p-values: + --- column 13: 0.0034447** [+1 to VI numerator] + --- column 67: 0.842686 + --- column 29: 0.975765 + --- column 0: 0.90876 + --- column 42: 0.384359 + --- column 85: 0.508504 + --- column 57: 0.00019214*** [+1 to VI numerator] + --- column 55: 0.00794884** [+1 to VI numerator] + --- column 65: 0.0145538* + --- column 10: 0.0441779* + --- column 14: 0.0815644 + --- column 73: 0.885038 + +-- node 126 was split into node 183 (left) and 184 (right) + +-- attempting to split node 127 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 122 103 50 54 + + + -- linear combo weights (showing up to 5) + + -0.9643 -2.6932 3.9193 5.7736 + + + + -- lower cutpoint: 1.56236 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.79481 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.56236 (0.0198103), N = 11 moving right + --- 1.79481 (1.65098), N = 10 moving right + + -- best stat: 1.65098, min to split: 0 + + -- p-values: + --- column 122: 0.797612 + --- column 103: 0.950342 + --- column 50: 0.662331 + --- column 54: 0.870655 + +-- node 127 was split into node 185 (left) and 186 (right) + +-- sprouting node 128 into a leaf (N = 10) + +-- attempting to split node 129 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 95 3 7 47 67 + + + -- linear combo weights (showing up to 5) + + -0.2382 10.0743 -7.1797 -0.3435 -5.4377 + + + + -- lower cutpoint: 3.41357 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.8509 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.41357 (13.9862), N = 14 moving right + --- 4.58402 (8.75174), N = 12 moving right + --- 4.8509 (16.876), N = 11 moving right + + -- best stat: 16.876, min to split: 0 + + -- p-values: + --- column 95: 0.981742 + --- column 3: 0.683346 + --- column 7: 0.714685 + --- column 47: 0.926364 + --- column 67: 0.450963 + +-- node 129 was split into node 187 (left) and 188 (right) + +-- sprouting node 130 into a leaf (N = 18) + +-- attempting to split node 131 (N = 26, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 82 95 118 97 + + + -- linear combo weights (showing up to 5) + + 36.8804 13.7149 2.1847 -13.7025 + + + + -- lower cutpoint: -23.8266 + - n_obs, left node: 12 + + + -- upper cutpoint: -21.6344 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -23.8266 (20.0238), N = 14 moving right + --- -22.309 (17.5754), N = 13 moving right + --- -21.6344 (12.1), N = 10 moving right + + -- best stat: 20.0238, min to split: 0 + + -- p-values: + --- column 82: 0.0543953 + --- column 95: 0.11844 + --- column 118: 0.80733 + --- column 97: 0.224242 + +-- node 131 was split into node 189 (left) and 190 (right) + +-- attempting to split node 132 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 74 33 13 12 + + + -- linear combo weights (showing up to 5) + + 12.6181 -0.5984 -5.0959 -1.8914 + + + + -- lower cutpoint: -3.36469 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.32663 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.36469 (0.000515358), N = 11 moving right + --- -3.32663 (0.045537), N = 10 moving right + + -- best stat: 0.045537, min to split: 0 + + -- p-values: + --- column 74: 0.645469 + --- column 33: 0.914223 + --- column 13: 0.886597 + --- column 12: 0.495741 + +-- node 132 was split into node 191 (left) and 192 (right) + +-- sprouting node 133 into a leaf (N = 12) + +-- sprouting node 134 into a leaf (N = 10) + +-- sprouting node 135 into a leaf (N = 14) + +-- sprouting node 136 into a leaf (N = 23) + +-- sprouting node 137 into a leaf (N = 36) + +-- attempting to split node 138 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 118 125 89 90 22 + + + -- linear combo weights (showing up to 5) + + 0.6179 -0.4156 -0.5565 0.0615 -0.9856 + + + + -- lower cutpoint: -0.839787 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.8197 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.839787 (0.0130871), N = 13 moving right + --- -0.8197 (0.0155955), N = 12 moving right + + -- best stat: 0.0155955, min to split: 0 + + -- p-values: + --- column 118: 0.00179796** [+1 to VI numerator] + --- column 125: 0.0612935 + --- column 89: 0.0403238* + --- column 90: 0.742087 + --- column 22: 0.0376627* + +-- node 138 was split into node 193 (left) and 194 (right) + +-- attempting to split node 139 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 37 83 123 9 29 + + + -- linear combo weights (showing up to 5) + + 0.4843 0.0362 0.3200 -0.7676 -0.3475 + + + + -- lower cutpoint: 0.226068 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.05339 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.226068 (0.96901), N = 20 moving right + --- 0.570973 (0.660156), N = 16 moving right + --- 0.63642 (0.582491), N = 15 moving right + --- 0.993492 (0.451686), N = 13 moving right + --- 1.05339 (0.300071), N = 10 moving right + + -- best stat: 0.96901, min to split: 0 + + -- p-values: + --- column 37: 0.300323 + --- column 83: 0.953081 + --- column 123: 0.279764 + --- column 9: 0.0138002* + --- column 29: 0.46043 + --- column 88: 0.593421 + +-- node 139 was split into node 195 (left) and 196 (right) + +-- attempting to split node 140 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 17 106 30 70 + + + -- linear combo weights (showing up to 5) + + 2.8699 -0.9375 2.0061 -1.6933 + + + + -- lower cutpoint: 0.341622 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.45876 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.341622 (1.91765), N = 11 moving right + --- 0.45876 (3.10336), N = 10 moving right + + -- best stat: 3.10336, min to split: 0 + + -- p-values: + --- column 17: 0.208321 + --- column 106: 0.357435 + --- column 30: 0.381532 + --- column 70: 0.242968 + +-- node 140 was split into node 197 (left) and 198 (right) + +-- attempting to split node 141 (N = 62, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 31 1 96 87 50 + + + -- linear combo weights (showing up to 5) + + 2.0092 17.2902 0.4432 0.4132 -0.1046 + + + + -- lower cutpoint: -15.1847 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.4 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.8871 (3.2504), N = 43 moving right + --- -13.8854 (3.79302), N = 40 moving right + --- -12.332 (4.44653), N = 27 moving right + --- -11.473 (8.58345), N = 15 moving right + --- -10.4 (10.0229), N = 10 moving right + + -- best stat: 10.0229, min to split: 0 + + -- p-values: + --- column 31: 0.285725 + --- column 1: 0.000235532*** [+1 to VI numerator] + --- column 96: 0.743025 + --- column 87: 0.832173 + --- column 50: 0.943034 + --- column 4: 0.650998 + --- column 112: 0.155043 + --- column 105: 0.78568 + --- column 36: 0.679529 + --- column 114: 0.629468 + --- column 21: 0.0934603 + --- column 69: 0.685539 + +-- node 141 was split into node 199 (left) and 200 (right) + +-- attempting to split node 142 (N = 24, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 93 125 11 65 109 + + + -- linear combo weights (showing up to 5) + + -1.8066 -2.6428 6.2114 -4.9148 20.3110 + + + + -- lower cutpoint: -13.0749 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.2336 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -13.0749 (31.1929), N = 14 moving right + --- -10.3328 (31.6655), N = 13 moving right + --- -10.2336 (17.0156), N = 12 moving right + + -- best stat: 31.6655, min to split: 0 + + -- p-values: + --- column 93: 0.139152 + --- column 125: 0.21184 + --- column 11: 0.0516862 + --- column 65: 0.196692 + --- column 109: 0.475989 + --- column 122: 0.437508 + +-- node 142 was split into node 201 (left) and 202 (right) + +-- attempting to split node 143 (N = 22, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 98 26 4 96 75 + + + -- linear combo weights (showing up to 5) + + 0.5015 0.1968 4.4603 -1.4732 -4.0955 + + + + -- lower cutpoint: 1.50826 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.49159 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.50826 (7.14077), N = 12 moving right + --- 1.65407 (8.20041), N = 11 moving right + --- 2.49159 (8.92562), N = 10 moving right + + -- best stat: 8.92562, min to split: 0 + + -- p-values: + --- column 98: 0.864291 + --- column 26: 0.95636 + --- column 4: 0.125763 + --- column 96: 0.803528 + --- column 75: 0.0496872* + +-- node 143 was split into node 203 (left) and 204 (right) + +-- sprouting node 144 into a leaf (N = 11) + +-- sprouting node 145 into a leaf (N = 18) + +-- attempting to split node 146 (N = 36, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 65 56 30 64 109 + + + -- linear combo weights (showing up to 5) + + -21.8773 5.3746 41.4743 24.2083 -2.5664 + + + + -- lower cutpoint: -1.88844 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.08836 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.88844 (14.2172), N = 25 moving right + --- -0.370942 (20.2465), N = 23 moving right + --- 4.19205 (36.2894), N = 15 moving right + --- 4.29825 (42.9798), N = 14 moving right + --- 6.08836 (58.7681), N = 10 moving right + + -- best stat: 58.7681, min to split: 0 + + -- p-values: + --- column 65: 0.0393716* + --- column 56: 0.23997 + --- column 30: 0.0572214 + --- column 64: 0.337367 + --- column 109: 0.279866 + --- column 59: 0.260068 + --- column 99: 0.203073 + +-- node 146 was split into node 205 (left) and 206 (right) + +-- sprouting node 147 into a leaf (N = 10) + +-- sprouting node 148 into a leaf (N = 13) + +-- sprouting node 149 into a leaf (N = 11) + +-- attempting to split node 150 (N = 31, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 30 115 48 90 116 + + + -- linear combo weights (showing up to 5) + + -0.5094 0.1451 -0.2529 -1.1345 1.3142 + + + + -- lower cutpoint: 0.229291 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.445092 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.229291 (0.272443), N = 20 moving right + --- 0.240889 (0.181953), N = 17 moving right + --- 0.343093 (0.140479), N = 15 moving right + --- 0.381141 (0.123401), N = 14 moving right + --- 0.445092 (0.0713542), N = 10 moving right + + -- best stat: 0.272443, min to split: 0 + + -- p-values: + --- column 30: 0.786195 + --- column 115: 0.92315 + --- column 48: 0.775163 + --- column 90: 0.509186 + --- column 116: 0.781801 + +-- node 150 was split into node 207 (left) and 208 (right) + +-- sprouting node 151 into a leaf (N = 10) + +-- sprouting node 152 into a leaf (N = 14) + +-- attempting to split node 153 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 99 5 70 97 + + + -- linear combo weights (showing up to 5) + + -36.3704 0.2153 -2.1974 -1.3453 + + + + -- lower cutpoint: 3.39205 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.56148 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 3.39205 (12.0071), N = 14 moving right + --- 3.49396 (10.6364), N = 13 moving right + --- 5.56148 (16), N = 12 moving right + + -- best stat: 16, min to split: 0 + + -- p-values: + --- column 99: 0.0058659** [+1 to VI numerator] + --- column 5: 0.936601 + --- column 70: 0.0629878 + --- column 97: 0.519131 + +-- node 153 was split into node 209 (left) and 210 (right) + +-- sprouting node 154 into a leaf (N = 19) + +-- attempting to split node 155 (N = 35, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 61 114 56 5 12 + + + -- linear combo weights (showing up to 5) + + 1.1563e+02 -1.0557e+00 -1.3504e+00 -3.7994e-01 2.2593e+00 + + + + -- lower cutpoint: -3.66543 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.15725 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.66543 (10.816), N = 25 moving right + --- -2.68059 (12.5036), N = 22 moving right + --- -2.061 (24.2825), N = 18 moving right + --- -1.96285 (25.7694), N = 17 moving right + --- -1.15725 (17.956), N = 10 moving right + + -- best stat: 25.7694, min to split: 0 + + -- p-values: + --- column 61: 0.0274679* + --- column 114: 0.435217 + --- column 56: 0.588733 + --- column 5: 0.817062 + --- column 12: 0.219517 + --- column 62: 0.0346881* + +-- node 155 was split into node 211 (left) and 212 (right) + +-- sprouting node 156 into a leaf (N = 15) + +-- sprouting node 157 into a leaf (N = 11) + +-- sprouting node 158 into a leaf (N = 12) + +-- attempting to split node 159 (N = 101, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 64 73 20 26 41 + + + -- linear combo weights (showing up to 5) + + 3.3702 3.6017 -0.6072 -1.5161 6.4541 + + + + -- lower cutpoint: -10.1917 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.45056 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.1917 (28.573), N = 90 moving right + --- -6.9484 (10.1023), N = 84 moving right + --- -0.705354 (10.7492), N = 53 moving right + --- 0.561713 (6.89967), N = 37 moving right + --- 0.879556 (13.5924), N = 31 moving right + + -- best stat: 28.573, min to split: 0 + + -- p-values: + --- column 64: 0.574701 + --- column 73: 0.200842 + --- column 20: 0.934357 + --- column 26: 0.685928 + --- column 41: 0.52472 + --- column 43: 0.666287 + --- column 24: 0.279669 + --- column 28: 0.723431 + --- column 35: 0.932717 + --- column 103: 0.815331 + --- column 109: 0.895197 + --- column 55: 0.53245 + +-- node 159 was split into node 213 (left) and 214 (right) + +-- attempting to split node 160 (N = 92, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 6 109 54 81 117 + + + -- linear combo weights (showing up to 5) + + -5.2270 -4.9301 -4.3644 5.2973 4.5904 + + + + -- lower cutpoint: -11.6195 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.96974 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.54774 (18.9298), N = 70 moving right + --- -4.79951 (35.4802), N = 46 moving right + --- -3.47082 (34.162), N = 40 moving right + --- -1.11144 (11.9529), N = 26 moving right + --- 0.82219 (21.76), N = 17 moving right + + -- best stat: 35.4802, min to split: 0 + + -- p-values: + --- column 6: 0.178115 + --- column 109: 0.0356575* + --- column 54: 0.387528 + --- column 81: 0.196792 + --- column 117: 0.179589 + --- column 10: 0.377062 + --- column 24: 0.66596 + --- column 73: 0.42712 + --- column 85: 0.521025 + --- column 63: 0.89612 + --- column 94: 0.652199 + --- column 72: 0.407175 + +-- node 160 was split into node 215 (left) and 216 (right) + +-- sprouting node 161 into a leaf (N = 15) + +-- attempting to split node 162 (N = 30, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 26 5 89 87 48 + + + -- linear combo weights (showing up to 5) + + 15.5138 -4.9350 2.4072 -9.9847 -5.2120 + + + + -- lower cutpoint: 3.38143 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.18095 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.38143 (20.6939), N = 20 moving right + --- 3.8098 (4.25335), N = 16 moving right + --- 4.97758 (6.49175), N = 14 moving right + --- 6.64931 (5.54195), N = 11 moving right + --- 7.18095 (3.04222), N = 10 moving right + + -- best stat: 20.6939, min to split: 0 + + -- p-values: + --- column 26: 0.329045 + --- column 5: 0.305771 + --- column 89: 0.596504 + --- column 87: 0.41492 + --- column 48: 0.486554 + --- column 109: 0.862734 + +-- node 162 was split into node 217 (left) and 218 (right) + +-- sprouting node 163 into a leaf (N = 10) + +-- sprouting node 164 into a leaf (N = 14) + +-- sprouting node 165 into a leaf (N = 14) + +-- sprouting node 166 into a leaf (N = 10) + +-- sprouting node 167 into a leaf (N = 12) + +-- sprouting node 168 into a leaf (N = 11) + +-- attempting to split node 169 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 77 56 18 66 + + + -- linear combo weights (showing up to 5) + + 0.6407 1.0104 5.5082 -2.8679 + + + + -- lower cutpoint: 2.04105 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.05591 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.04105 (2.38259), N = 13 moving right + --- 2.05591 (6.52303), N = 11 moving right + + -- best stat: 6.52303, min to split: 0 + + -- p-values: + --- column 77: 0.671571 + --- column 56: 0.587233 + --- column 18: 0.0234246* + --- column 66: 0.74425 + +-- node 169 was split into node 219 (left) and 220 (right) + +-- attempting to split node 170 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 49 84 87 34 65 + + + -- linear combo weights (showing up to 5) + + 1.6556 8.0352 -7.6935 1.8387 12.8055 + + + + -- lower cutpoint: -4.98282 + - n_obs, left node: 12 + + + -- upper cutpoint: -4.09671 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.98282 (5.4676), N = 14 moving right + --- -4.44119 (8.91128), N = 12 moving right + --- -4.09671 (1.06879), N = 10 moving right + + -- best stat: 8.91128, min to split: 0 + + -- p-values: + --- column 49: 0.598304 + --- column 84: 0.566325 + --- column 87: 0.542876 + --- column 34: 0.650972 + --- column 65: 0.239362 + +-- node 170 was split into node 221 (left) and 222 (right) + +-- attempting to split node 171 (N = 32, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 29 84 55 82 66 + + + -- linear combo weights (showing up to 5) + + 1.7657 -35.2571 0.4523 33.2985 -4.6794 + + + + -- lower cutpoint: -0.716824 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.27387 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.716824 (13.1016), N = 22 moving right + --- 0.0361494 (10.8903), N = 21 moving right + --- 2.37563 (2.77358), N = 14 moving right + --- 4.01809 (10.9975), N = 12 moving right + --- 5.27387 (11.9681), N = 10 moving right + + -- best stat: 13.1016, min to split: 0 + + -- p-values: + --- column 29: 0.452477 + --- column 84: 0.263828 + --- column 55: 0.887323 + --- column 82: 0.235778 + --- column 66: 0.51257 + --- column 69: 0.917415 + --- column 73: 0.83921 + +-- node 171 was split into node 223 (left) and 224 (right) + +-- attempting to split node 172 (N = 27, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 59 6 98 18 + + + -- linear combo weights (showing up to 5) + + -4.6474 0.7976 1.1544 -3.8748 + + + + -- lower cutpoint: 5.06381 + - n_obs, left node: 13 + + + -- upper cutpoint: 6.37098 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 5.06381 (5.58737), N = 14 moving right + --- 6.37098 (5.80802), N = 12 moving right + + -- best stat: 5.80802, min to split: 0 + + -- p-values: + --- column 59: 0.364601 + --- column 6: 0.428513 + --- column 98: 0.668209 + --- column 18: 0.0557347 + +-- node 172 was split into node 225 (left) and 226 (right) + +-- attempting to split node 173 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 3 98 4 37 + + + -- linear combo weights (showing up to 5) + + 0.0256 1.5920 -2.3147 6.0536 + + + + -- lower cutpoint: -3.06841 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.53255 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.06841 (7.49635), N = 13 moving right + --- -3.061 (5.01896), N = 12 moving right + --- -2.53255 (3.10987), N = 11 moving right + + -- best stat: 7.49635, min to split: 0 + + -- p-values: + --- column 3: 0.986879 + --- column 98: 0.55472 + --- column 4: 0.600832 + --- column 37: 0.191755 + +-- node 173 was split into node 227 (left) and 228 (right) + +-- sprouting node 174 into a leaf (N = 16) + +-- sprouting node 175 into a leaf (N = 28) + +-- sprouting node 176 into a leaf (N = 10) + +-- sprouting node 177 into a leaf (N = 10) + +-- sprouting node 178 into a leaf (N = 15) + +-- sprouting node 179 into a leaf (N = 10) + +-- sprouting node 180 into a leaf (N = 11) + +-- attempting to split node 181 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 10 44 75 54 + + + -- linear combo weights (showing up to 5) + + -28.8218 14.4507 13.9631 9.2699 + + + + -- lower cutpoint: 4.86779 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.86779 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.86779 (18.49), N = 10 moving right + + -- best stat: 18.49, min to split: 0 + + -- p-values: + --- column 10: 0.218387 + --- column 44: 0.392806 + --- column 75: 0.590356 + --- column 54: 0.93551 + +-- node 181 was split into node 229 (left) and 230 (right) + +-- attempting to split node 182 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 56 81 19 69 + + + -- linear combo weights (showing up to 5) + + -4.2094 -4.0907 -0.3149 5.3059 + + + + -- lower cutpoint: -2.19697 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.79599 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 182 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 31 5 34 17 + + + -- linear combo weights (showing up to 5) + + 9.3293 2.7055 -0.5564 -0.9960 + + + + -- lower cutpoint: -4.74611 + - n_obs, left node: 13 + + + -- upper cutpoint: -4.82921 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 182 (N = 20, try number 3) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 82 90 95 64 + + + -- linear combo weights (showing up to 5) + + -2.6652 4.8284 2.2829 -28.1205 + + + + -- lower cutpoint: 11.2607 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.2607 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 11.2607 (1.44), N = 10 moving right + + -- best stat: 1.44, min to split: 0 + + -- p-values: + --- column 82: 0.479321 + --- column 90: 0.58859 + --- column 95: 0.78029 + --- column 64: 0.430834 + +-- node 182 was split into node 231 (left) and 232 (right) + +-- attempting to split node 183 (N = 55, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 59 117 20 89 11 + + + -- linear combo weights (showing up to 5) + + 37.1885 -0.9478 3.6286 1.5850 -7.8841 + + + + -- lower cutpoint: -5.66726 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.52029 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.114292 (11.2236), N = 36 moving right + --- 1.2482 (7.08878), N = 29 moving right + --- 1.34696 (7.26), N = 22 moving right + --- 1.89005 (8.8145), N = 16 moving right + --- 2.03797 (8.66183), N = 15 moving right + + -- best stat: 11.2236, min to split: 0 + + -- p-values: + --- column 59: 0.250823 + --- column 117: 0.725854 + --- column 20: 0.463601 + --- column 89: 0.674366 + --- column 11: 0.0506067 + --- column 55: 0.0824957 + --- column 16: 0.588111 + --- column 74: 0.989048 + --- column 60: 0.348174 + --- column 68: 0.994651 + --- column 95: 0.725763 + +-- node 183 was split into node 233 (left) and 234 (right) + +-- attempting to split node 184 (N = 59, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 2 84 59 24 27 + + + -- linear combo weights (showing up to 5) + + 0.3262 -5.0956 15.0818 -1.7055 2.7573 + + + + -- lower cutpoint: -16.7984 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.517191 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.82886 (35.2103), N = 36 moving right + --- -7.10601 (44.2862), N = 30 moving right + --- -5.4562 (38.4988), N = 24 moving right + --- -4.92675 (26.749), N = 21 moving right + --- 0.517191 (21.0157), N = 11 moving right + + -- best stat: 44.2862, min to split: 0 + + -- p-values: + --- column 2: 0.837279 + --- column 84: 0.579369 + --- column 59: 0.271106 + --- column 24: 0.839616 + --- column 27: 0.306266 + --- column 89: 0.541074 + --- column 44: 0.259658 + --- column 71: 0.461272 + --- column 64: 0.303996 + --- column 65: 0.541103 + --- column 30: 0.385108 + --- column 72: 0.460026 + +-- node 184 was split into node 235 (left) and 236 (right) + +-- sprouting node 185 into a leaf (N = 11) + +-- sprouting node 186 into a leaf (N = 10) + +-- sprouting node 187 into a leaf (N = 13) + +-- sprouting node 188 into a leaf (N = 11) + +-- sprouting node 189 into a leaf (N = 12) + +-- sprouting node 190 into a leaf (N = 14) + +-- sprouting node 191 into a leaf (N = 11) + +-- sprouting node 192 into a leaf (N = 10) + +-- sprouting node 193 into a leaf (N = 11) + +-- sprouting node 194 into a leaf (N = 12) + +-- sprouting node 195 into a leaf (N = 12) + +-- attempting to split node 196 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 58 114 68 101 + + + -- linear combo weights (showing up to 5) + + 0.0047 0.0170 0.0183 0.0177 + + + + -- lower cutpoint: 0.0470317 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0470317 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0470317 (0.0025), N = 10 moving right + + -- best stat: 0.0025, min to split: 0 + + -- p-values: + --- column 58: 0.993235 + --- column 114: 0.961157 + --- column 68: 0.957508 + --- column 101: 0.95511 + +-- node 196 was split into node 237 (left) and 238 (right) + +-- sprouting node 197 into a leaf (N = 11) + +-- sprouting node 198 into a leaf (N = 10) + +-- attempting to split node 199 (N = 52, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 47 117 100 122 63 + + + -- linear combo weights (showing up to 5) + + -1.4703 0.2322 0.3709 -0.8777 1.0600 + + + + -- lower cutpoint: -3.8879 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.40984 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -3.21429 (1.08186), N = 31 moving right + --- -3.21085 (1.12351), N = 30 moving right + --- -3.07389 (1.16896), N = 29 moving right + --- -3.03757 (1.21851), N = 28 moving right + --- -1.40984 (3.31558), N = 13 moving right + + -- best stat: 3.31558, min to split: 0 + + -- p-values: + --- column 47: 0.132245 + --- column 117: 0.735471 + --- column 100: 0.765291 + --- column 122: 0.137806 + --- column 63: 0.479432 + --- column 16: 0.0148972* + --- column 71: 0.527564 + --- column 12: 0.00404173** [+1 to VI numerator] + --- column 82: 0.409081 + +-- node 199 was split into node 239 (left) and 240 (right) + +-- sprouting node 200 into a leaf (N = 10) + +-- sprouting node 201 into a leaf (N = 11) + +-- sprouting node 202 into a leaf (N = 13) + +-- sprouting node 203 into a leaf (N = 12) + +-- sprouting node 204 into a leaf (N = 10) + +-- attempting to split node 205 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 54 64 78 72 109 + + + -- linear combo weights (showing up to 5) + + 34.6477 -23.5100 -3.8116 2.3461 -0.4945 + + + + -- lower cutpoint: -0.448553 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.08549 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.448553 (8.03092), N = 16 moving right + --- 2.14285 (19.9053), N = 13 moving right + --- 2.91855 (14.5169), N = 12 moving right + --- 3.08549 (16.8763), N = 11 moving right + + -- best stat: 19.9053, min to split: 0 + + -- p-values: + --- column 54: 0.199302 + --- column 64: 0.147908 + --- column 78: 0.422973 + --- column 72: 0.532186 + --- column 109: 0.683862 + +-- node 205 was split into node 241 (left) and 242 (right) + +-- sprouting node 206 into a leaf (N = 10) + +-- sprouting node 207 into a leaf (N = 11) + +-- sprouting node 208 into a leaf (N = 20) + +-- sprouting node 209 into a leaf (N = 12) + +-- sprouting node 210 into a leaf (N = 12) + +-- sprouting node 211 into a leaf (N = 18) + +-- sprouting node 212 into a leaf (N = 17) + +-- sprouting node 213 into a leaf (N = 11) + +-- attempting to split node 214 (N = 90, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 111 32 2 74 85 + + + -- linear combo weights (showing up to 5) + + 13.7188 2.5247 -1.1746 2.2039 -1.7631 + + + + -- lower cutpoint: -11.0531 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.72572 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.60541 (21.3149), N = 57 moving right + --- -4.14411 (32.7864), N = 51 moving right + --- -2.51943 (24.0445), N = 36 moving right + --- 1.08482 (6.14817), N = 15 moving right + --- 3.72572 (2.7352), N = 10 moving right + + -- best stat: 32.7864, min to split: 0 + + -- p-values: + --- column 111: 0.361829 + --- column 32: 0.467497 + --- column 2: 0.676884 + --- column 74: 0.749143 + --- column 85: 0.687539 + --- column 6: 0.261421 + --- column 16: 0.0951075 + --- column 18: 0.265339 + --- column 19: 0.199417 + --- column 114: 0.949253 + --- column 49: 0.665125 + --- column 40: 0.110284 + +-- node 214 was split into node 243 (left) and 244 (right) + +-- attempting to split node 215 (N = 46, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 124 106 10 3 86 + + + -- linear combo weights (showing up to 5) + + 29.8430 -35.6868 13.7293 -8.2653 3.4480 + + + + -- lower cutpoint: -12.8666 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.57 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.6736 (63.2576), N = 34 moving right + --- -12.6639 (72.1695), N = 33 moving right + --- -11.9205 (81.3441), N = 28 moving right + --- -10.6044 (131.696), N = 24 moving right + --- -2.15519 (72.2408), N = 13 moving right + + -- best stat: 131.696, min to split: 0 + + -- p-values: + --- column 124: 0.0126813* + --- column 106: 0.0102652* + --- column 10: 0.00550729** [+1 to VI numerator] + --- column 3: 0.053801 + --- column 86: 0.523557 + --- column 9: 0.197187 + --- column 33: 0.22029 + --- column 103: 0.125952 + --- column 54: 0.871955 + --- column 104: 0.00245525** [+1 to VI numerator] + +-- node 215 was split into node 245 (left) and 246 (right) + +-- attempting to split node 216 (N = 46, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 70 24 97 63 15 + + + -- linear combo weights (showing up to 5) + + 5.9972 -5.0599 -5.4788 1.3475 -0.3144 + + + + -- lower cutpoint: 1.70397 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.5609 + - n_obs, right node: 13 + + -- cutpoint (score) + --- 3.8482 (26.6838), N = 29 moving right + --- 4.82385 (28.2899), N = 22 moving right + --- 6.45838 (33.3313), N = 20 moving right + --- 7.59614 (42.344), N = 18 moving right + --- 8.73547 (47.2017), N = 16 moving right + + -- best stat: 47.2017, min to split: 0 + + -- p-values: + --- column 70: 0.312594 + --- column 24: 0.570656 + --- column 97: 0.158691 + --- column 63: 0.802228 + --- column 15: 0.971378 + --- column 125: 0.257541 + --- column 75: 0.782589 + --- column 93: 0.768976 + --- column 95: 0.365581 + --- column 30: 0.211085 + +-- node 216 was split into node 247 (left) and 248 (right) + +-- sprouting node 217 into a leaf (N = 10) + +-- attempting to split node 218 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 38 104 121 12 + + + -- linear combo weights (showing up to 5) + + 3.0062 -6.7558 5.8748 -6.2528 + + + + -- lower cutpoint: -2.09765 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.09765 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.09765 (20.7025), N = 10 moving right + + -- best stat: 20.7025, min to split: 0 + + -- p-values: + --- column 38: 0.452103 + --- column 104: 0.409064 + --- column 121: 0.287603 + --- column 12: 0.197093 + +-- node 218 was split into node 249 (left) and 250 (right) + +-- sprouting node 219 into a leaf (N = 13) + +-- sprouting node 220 into a leaf (N = 11) + +-- sprouting node 221 into a leaf (N = 14) + +-- sprouting node 222 into a leaf (N = 12) + +-- sprouting node 223 into a leaf (N = 10) + +-- attempting to split node 224 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 6 3 24 54 81 + + + -- linear combo weights (showing up to 5) + + -1.8808 19.9143 5.4651 -24.4417 -3.2356 + + + + -- lower cutpoint: -0.117692 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.117692 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.117692 (8.58189), N = 12 moving right + + -- best stat: 8.58189, min to split: 0 + + -- p-values: + --- column 6: 0.669717 + --- column 3: 0.24573 + --- column 24: 0.277957 + --- column 54: 0.668008 + --- column 81: 0.424301 + +-- node 224 was split into node 251 (left) and 252 (right) + +-- sprouting node 225 into a leaf (N = 15) + +-- sprouting node 226 into a leaf (N = 12) + +-- sprouting node 227 into a leaf (N = 10) + +-- sprouting node 228 into a leaf (N = 13) + +-- sprouting node 229 into a leaf (N = 10) + +-- sprouting node 230 into a leaf (N = 10) + +-- sprouting node 231 into a leaf (N = 10) + +-- sprouting node 232 into a leaf (N = 10) + +-- sprouting node 233 into a leaf (N = 19) + +-- attempting to split node 234 (N = 36, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 64 4 61 51 95 + + + -- linear combo weights (showing up to 5) + + 5.8820 0.4361 -15.2054 -7.0744 0.6726 + + + + -- lower cutpoint: 2.60215 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.23378 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.06034 (5.20925), N = 22 moving right + --- 5.52162 (15.6042), N = 13 moving right + --- 6.0793 (11.5467), N = 12 moving right + --- 7.03871 (8.74081), N = 11 moving right + --- 7.23378 (9.38178), N = 10 moving right + + -- best stat: 15.6042, min to split: 0 + + -- p-values: + --- column 64: 0.647556 + --- column 4: 0.938413 + --- column 61: 0.368898 + --- column 51: 0.105274 + --- column 95: 0.901846 + --- column 55: 0.324924 + --- column 31: 0.578032 + +-- node 234 was split into node 253 (left) and 254 (right) + +-- attempting to split node 235 (N = 29, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 0 35 27 44 39 + + + -- linear combo weights (showing up to 5) + + 22.9182 -4.5846 0.7949 8.2688 1.0052 + + + + -- lower cutpoint: -9.41295 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.75819 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.41295 (23.3112), N = 19 moving right + --- -8.17793 (15.3567), N = 16 moving right + --- -7.79413 (13.9745), N = 15 moving right + --- -5.70553 (21.4423), N = 12 moving right + --- -5.44822 (14.6146), N = 11 moving right + + -- best stat: 23.3112, min to split: 0 + + -- p-values: + --- column 0: 0.108553 + --- column 35: 0.152617 + --- column 27: 0.746558 + --- column 44: 0.107169 + --- column 39: 0.813251 + --- column 40: 0.554071 + +-- node 235 was split into node 255 (left) and 256 (right) + +-- attempting to split node 236 (N = 30, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 69 26 38 53 88 + + + -- linear combo weights (showing up to 5) + + 2.4759 1.5220 5.9693 2.2106 -8.4942 + + + + -- lower cutpoint: -1.92398 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.38864 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.92398 (10.0535), N = 18 moving right + --- -1.16864 (18.02), N = 16 moving right + --- -0.706644 (15.7344), N = 15 moving right + --- -0.415712 (13.9043), N = 13 moving right + --- 1.38864 (4.01389), N = 10 moving right + + -- best stat: 18.02, min to split: 0 + + -- p-values: + --- column 69: 0.444203 + --- column 26: 0.467619 + --- column 38: 0.125601 + --- column 53: 0.790393 + --- column 88: 0.242739 + --- column 46: 0.947801 + +-- node 236 was split into node 257 (left) and 258 (right) + +-- sprouting node 237 into a leaf (N = 10) + +-- sprouting node 238 into a leaf (N = 10) + +-- attempting to split node 239 (N = 39, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 102 22 31 115 98 + + + -- linear combo weights (showing up to 5) + + -3.0062 -1.3220 -0.8880 2.2148 0.0039 + + + + -- lower cutpoint: 0.107564 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.60578 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.265682 (0.480954), N = 25 moving right + --- 0.476725 (0.135645), N = 20 moving right + --- 0.494877 (0.0896435), N = 16 moving right + --- 0.578068 (0.0805391), N = 15 moving right + --- 0.60578 (0.0572723), N = 12 moving right + + -- best stat: 0.480954, min to split: 0 + + -- p-values: + --- column 102: 0.0161042* + --- column 22: 0.0164238* + --- column 31: 0.0927213 + --- column 115: 0.00851814** [+1 to VI numerator] + --- column 98: 0.992196 + --- column 82: 0.0175175* + --- column 77: 0.719377 + +-- node 239 was split into node 259 (left) and 260 (right) + +-- sprouting node 240 into a leaf (N = 13) + +-- sprouting node 241 into a leaf (N = 13) + +-- sprouting node 242 into a leaf (N = 13) + +-- attempting to split node 243 (N = 39, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 86 101 1 112 75 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 243 (N = 39, try number 2) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 67 27 120 40 8 + + + -- linear combo weights (showing up to 5) + + 9.0347 -1.5167 -4.8685 1.2453 -1.4839 + + + + -- lower cutpoint: -2.96967 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.41429 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.811652 (28.6825), N = 24 moving right + --- 2.15439 (25.5389), N = 20 moving right + --- 2.34657 (46.1909), N = 17 moving right + --- 3.38147 (17.0983), N = 14 moving right + --- 3.5145 (4.75817), N = 11 moving right + + -- best stat: 46.1909, min to split: 0 + + -- p-values: + --- column 67: 0.436495 + --- column 27: 0.763067 + --- column 120: 0.872837 + --- column 40: 0.862967 + --- column 8: 0.9149 + --- column 72: 0.865189 + --- column 6: 0.674307 + --- column 79: 0.917517 + +-- node 243 was split into node 261 (left) and 262 (right) + +-- attempting to split node 244 (N = 51, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 22 27 79 21 118 + + + -- linear combo weights (showing up to 5) + + -3.3232 0.4750 -12.3404 2.1604 25.0112 + + + + -- lower cutpoint: -7.81588 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.0427 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.49334 (68.0916), N = 30 moving right + --- -6.73495 (65.0033), N = 29 moving right + --- -6.34491 (67.6942), N = 25 moving right + --- -2.09265 (100.296), N = 19 moving right + --- -1.09769 (73.2467), N = 16 moving right + + -- best stat: 100.296, min to split: 0 + + -- p-values: + --- column 22: 0.575956 + --- column 27: 0.889795 + --- column 79: 0.018338* + --- column 21: 0.504953 + --- column 118: 0.00331948** [+1 to VI numerator] + --- column 76: 0.223603 + --- column 61: 0.751341 + --- column 64: 0.256042 + --- column 75: 0.00259157** [+1 to VI numerator] + --- column 97: 0.140675 + +-- node 244 was split into node 263 (left) and 264 (right) + +-- attempting to split node 245 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 9 96 92 100 + + + -- linear combo weights (showing up to 5) + + -16.3601 -0.0493 -1.5585 0.6575 + + + + -- lower cutpoint: 5.88295 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.15766 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.88295 (17.0116), N = 12 moving right + --- 8.15766 (22.376), N = 10 moving right + + -- best stat: 22.376, min to split: 0 + + -- p-values: + --- column 9: 0.0387994* + --- column 96: 0.985288 + --- column 92: 0.372524 + --- column 100: 0.261286 + +-- node 245 was split into node 265 (left) and 266 (right) + +-- attempting to split node 246 (N = 24, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 20 66 85 52 79 + + + -- linear combo weights (showing up to 5) + + 0.3825 -3.3237 -1.6032 1.5088 3.9339 + + + + -- lower cutpoint: -0.712916 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.45677 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.712916 (13.667), N = 13 moving right + --- -0.413386 (22.9601), N = 12 moving right + --- -0.359482 (24.171), N = 11 moving right + --- 1.45677 (20.8929), N = 10 moving right + + -- best stat: 24.171, min to split: 0 + + -- p-values: + --- column 20: 0.969138 + --- column 66: 0.678605 + --- column 85: 0.694716 + --- column 52: 0.710202 + --- column 79: 0.303607 + --- column 104: 0.467638 + +-- node 246 was split into node 267 (left) and 268 (right) + +-- attempting to split node 247 (N = 30, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 49 52 63 17 44 + + + -- linear combo weights (showing up to 5) + + 2.2251 -1.7047 -1.9373 3.7653 0.9674 + + + + -- lower cutpoint: 0.0293345 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.37459 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0293345 (23.805), N = 20 moving right + --- 0.0513793 (20.9686), N = 19 moving right + --- 0.151952 (7.95018), N = 14 moving right + --- 0.467982 (9.32652), N = 13 moving right + --- 1.37459 (5.12), N = 10 moving right + + -- best stat: 23.805, min to split: 0 + + -- p-values: + --- column 49: 0.523425 + --- column 52: 0.627981 + --- column 63: 0.751521 + --- column 17: 0.2757 + --- column 44: 0.738107 + --- column 110: 0.061556 + --- column 111: 0.553331 + +-- node 247 was split into node 269 (left) and 270 (right) + +-- sprouting node 248 into a leaf (N = 16) + +-- sprouting node 249 into a leaf (N = 10) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 10) + +-- sprouting node 252 into a leaf (N = 12) + +-- attempting to split node 253 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 58 77 83 28 + + + -- linear combo weights (showing up to 5) + + 4.1240 2.7661 1.4052 -0.4974 + + + + -- lower cutpoint: -4.80373 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.11831 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.80373 (6.883), N = 13 moving right + --- -3.13189 (14.2066), N = 12 moving right + --- -2.11831 (11.1586), N = 10 moving right + + -- best stat: 14.2066, min to split: 0 + + -- p-values: + --- column 58: 0.168338 + --- column 77: 0.214209 + --- column 83: 0.534587 + --- column 28: 0.804476 + +-- node 253 was split into node 271 (left) and 272 (right) + +-- sprouting node 254 into a leaf (N = 13) + +-- sprouting node 255 into a leaf (N = 10) + +-- sprouting node 256 into a leaf (N = 19) + +-- sprouting node 257 into a leaf (N = 14) + +-- sprouting node 258 into a leaf (N = 16) + +-- sprouting node 259 into a leaf (N = 14) + +-- attempting to split node 260 (N = 25, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 28 86 115 9 + + + -- linear combo weights (showing up to 5) + + 0.5656 -0.6879 0.2330 -0.4716 + + + + -- lower cutpoint: -0.292874 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.195907 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.292874 (0.0201143), N = 14 moving right + --- -0.231381 (0.0236308), N = 13 moving right + --- -0.195907 (0.0277333), N = 12 moving right + + -- best stat: 0.0277333, min to split: 0 + + -- p-values: + --- column 28: 0.453485 + --- column 86: 0.207506 + --- column 115: 0.327569 + --- column 9: 0.174729 + +-- node 260 was split into node 273 (left) and 274 (right) + +-- attempting to split node 261 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 13 68 96 26 + + + -- linear combo weights (showing up to 5) + + -8.3415 9.9138 -1.9650 1.5319 + + + + -- lower cutpoint: -7.59263 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.47593 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.59263 (35.2083), N = 12 moving right + --- -4.47593 (36), N = 11 moving right + + -- best stat: 36, min to split: 0 + + -- p-values: + --- column 13: 0.403218 + --- column 68: 0.257058 + --- column 96: 0.747918 + --- column 26: 0.861095 + +-- node 261 was split into node 275 (left) and 276 (right) + +-- sprouting node 262 into a leaf (N = 17) + +-- attempting to split node 263 (N = 32, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 38 14 76 116 113 + + + -- linear combo weights (showing up to 5) + + -2.8627 -3.9164 3.1260 2.3794 17.6093 + + + + -- lower cutpoint: -3.3795 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.63563 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.3795 (30.6569), N = 22 moving right + --- -3.29501 (37.3913), N = 21 moving right + --- -1.9663 (53.4727), N = 16 moving right + --- -0.529336 (53.9738), N = 14 moving right + --- -0.372804 (37.0128), N = 12 moving right + + -- best stat: 53.9738, min to split: 0 + + -- p-values: + --- column 38: 0.277025 + --- column 14: 0.306323 + --- column 76: 0.518056 + --- column 116: 0.735505 + --- column 113: 0.215261 + +-- node 263 was split into node 277 (left) and 278 (right) + +-- sprouting node 264 into a leaf (N = 19) + +-- sprouting node 265 into a leaf (N = 12) + +-- sprouting node 266 into a leaf (N = 10) + +-- sprouting node 267 into a leaf (N = 13) + +-- sprouting node 268 into a leaf (N = 11) + +-- sprouting node 269 into a leaf (N = 10) + +-- attempting to split node 270 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 12 4 31 32 + + + -- linear combo weights (showing up to 5) + + -0.6168 1.0822 0.2162 -3.3745 + + + + -- lower cutpoint: 2.9669 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.9669 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.9669 (3.4225), N = 10 moving right + + -- best stat: 3.4225, min to split: 0 + + -- p-values: + --- column 12: 0.81826 + --- column 4: 0.762994 + --- column 31: 0.947006 + --- column 32: 0.506576 + +-- node 270 was split into node 279 (left) and 280 (right) + +-- sprouting node 271 into a leaf (N = 11) + +-- sprouting node 272 into a leaf (N = 12) + +-- sprouting node 273 into a leaf (N = 13) + +-- sprouting node 274 into a leaf (N = 12) + +-- sprouting node 275 into a leaf (N = 11) + +-- sprouting node 276 into a leaf (N = 11) + +-- sprouting node 277 into a leaf (N = 18) + +-- sprouting node 278 into a leaf (N = 14) + +-- sprouting node 279 into a leaf (N = 10) + +-- sprouting node 280 into a leaf (N = 10) + +------------ Growing tree 6 -------------- + +- N obs inbag: 1994 +- N row inbag: 1276 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1276 + -- columns sampled (showing up to 5) + + 36 37 97 42 76 + + + -- linear combo weights (showing up to 5) + + -1.2270 0.4849 -0.8957 -2.4812 -3.3335 + + + + -- lower cutpoint: -23.5591 + - n_obs, left node: 11 + + + -- upper cutpoint: 17.588 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -9.13489 (29.7194), N = 1766 moving right + --- -2.38303 (42.4335), N = 1393 moving right + --- -0.828358 (34.5331), N = 1236 moving right + --- 1.10272 (32.1622), N = 989 moving right + --- 6.48705 (13.7336), N = 329 moving right + + -- best stat: 42.4335, min to split: 0 + + -- p-values: + --- column 36: 0.0389926* + --- column 37: 0.309106 + --- column 97: 0.146212 + --- column 42: 2.45059e-05*** [+1 to VI numerator] + --- column 76: 4.21867e-06*** [+1 to VI numerator] + --- column 64: 0.846297 + --- column 25: 2.44249e-14*** [+1 to VI numerator] + --- column 68: 0*** [+1 to VI numerator] + --- column 71: 9.06475e-12*** [+1 to VI numerator] + --- column 101: 0.205743 + --- column 113: 0.29193 + --- column 79: 5.75874e-05*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 601, try number 1) + + -- N obs (unweighted): 384 + -- columns sampled (showing up to 5) + + 14 64 8 65 38 + + + -- linear combo weights (showing up to 5) + + 2.4578 4.4203 -2.9239 -4.0596 1.0051 + + + + -- lower cutpoint: -28.2225 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.06 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -17.9383 (22.3381), N = 524 moving right + --- -17.5927 (24.3577), N = 518 moving right + --- -7.06232 (75.3591), N = 352 moving right + --- -4.79232 (87.9736), N = 320 moving right + --- 5.35647 (44.8374), N = 66 moving right + + -- best stat: 87.9736, min to split: 0 + + -- p-values: + --- column 14: 0.0118609* + --- column 64: 0.0365882* + --- column 8: 0.0607722 + --- column 65: 0.00421202** [+1 to VI numerator] + --- column 38: 0.1534 + --- column 21: 8.97397e-10*** [+1 to VI numerator] + --- column 123: 0.00421347** [+1 to VI numerator] + --- column 32: 0.000894083*** [+1 to VI numerator] + --- column 118: 3.65989e-07*** [+1 to VI numerator] + --- column 76: 0.0119196* + --- column 59: 2.76741e-05*** [+1 to VI numerator] + --- column 82: 1.67613e-08*** [+1 to VI numerator] + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1393, try number 1) + + -- N obs (unweighted): 892 + -- columns sampled (showing up to 5) + + 23 112 122 80 115 + + + -- linear combo weights (showing up to 5) + + -2.6418 -3.1259 -0.9899 -1.6117 0.0471 + + + + -- lower cutpoint: -10.0009 + - n_obs, left node: 11 + + + -- upper cutpoint: 23.3677 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.04774 (3.76772), N = 1347 moving right + --- -3.68597 (3.80738), N = 1287 moving right + --- 0.36869 (7.89058), N = 628 moving right + --- 0.438217 (7.59005), N = 614 moving right + --- 6.0627 (7.02202), N = 77 moving right + + -- best stat: 7.89058, min to split: 0 + + -- p-values: + --- column 23: 0.000366116*** [+1 to VI numerator] + --- column 112: 0.0021449** [+1 to VI numerator] + --- column 122: 0.226194 + --- column 80: 0.0129595* + --- column 115: 0.947771 + --- column 119: 0.232349 + --- column 63: 0.939903 + --- column 113: 0.971042 + --- column 117: 0.38585 + --- column 0: 1.15596e-12*** [+1 to VI numerator] + --- column 65: 0.161522 + --- column 38: 0.34269 + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 281, try number 1) + + -- N obs (unweighted): 180 + -- columns sampled (showing up to 5) + + 122 44 108 51 81 + + + -- linear combo weights (showing up to 5) + + 0.8185 4.5148 0.6561 1.7393 0.3711 + + + + -- lower cutpoint: -6.86015 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.57535 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.38106 (2.35153), N = 198 moving right + --- -0.978799 (9.06839), N = 105 moving right + --- -0.970121 (9.20735), N = 104 moving right + --- 0.617254 (13.7261), N = 77 moving right + --- 1.86049 (12.6994), N = 50 moving right + + -- best stat: 13.7261, min to split: 0 + + -- p-values: + --- column 122: 0.284577 + --- column 44: 0.196047 + --- column 108: 0.476214 + --- column 51: 0.0101912* + --- column 81: 0.627265 + --- column 21: 0.044563* + --- column 46: 0.255866 + --- column 22: 0.79044 + --- column 19: 0.112434 + --- column 117: 0.126214 + --- column 17: 0.419972 + --- column 43: 0.0907378 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 320, try number 1) + + -- N obs (unweighted): 204 + -- columns sampled (showing up to 5) + + 98 102 23 18 29 + + + -- linear combo weights (showing up to 5) + + -3.2913 1.3825 2.3166 -1.5154 0.6449 + + + + -- lower cutpoint: -20.8015 + - n_obs, left node: 13 + + + -- upper cutpoint: 11.2055 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.2676 (30.1611), N = 282 moving right + --- -5.1703 (56.6725), N = 200 moving right + --- 0.958668 (56.2543), N = 124 moving right + --- 2.00024 (52.7304), N = 117 moving right + --- 2.1451 (49.3662), N = 113 moving right + + -- best stat: 56.6725, min to split: 0 + + -- p-values: + --- column 98: 0.0657439 + --- column 102: 0.386749 + --- column 23: 0.406815 + --- column 18: 0.622149 + --- column 29: 0.673412 + --- column 99: 0.997974 + --- column 83: 0.0178931* + --- column 45: 0.406374 + --- column 47: 0.030505* + --- column 120: 0.902804 + --- column 105: 0.993501 + --- column 95: 1.54214e-07*** [+1 to VI numerator] + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 765, try number 1) + + -- N obs (unweighted): 485 + -- columns sampled (showing up to 5) + + 117 16 87 24 15 + + + -- linear combo weights (showing up to 5) + + 1.2824 -2.6866 -4.8281 -0.9336 5.2683 + + + + -- lower cutpoint: -8.74886 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.2582 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.12338 (2.66589), N = 591 moving right + --- -1.17599 (8.57093), N = 464 moving right + --- -1.16393 (8.83988), N = 461 moving right + --- 6.88544 (13.0252), N = 41 moving right + --- 12.686 (4.57111), N = 12 moving right + + -- best stat: 13.0252, min to split: 0 + + -- p-values: + --- column 117: 0.380497 + --- column 16: 0.255032 + --- column 87: 0.0126915* + --- column 24: 0.610241 + --- column 15: 0.0594942 + --- column 105: 0.433945 + --- column 61: 0.20171 + --- column 116: 0.220259 + --- column 19: 0.11007 + --- column 8: 5.318e-05*** [+1 to VI numerator] + --- column 106: 0.788671 + --- column 58: 0.280204 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 628, try number 1) + + -- N obs (unweighted): 407 + -- columns sampled (showing up to 5) + + 86 38 75 2 66 + + + -- linear combo weights (showing up to 5) + + -3.2723 -0.7948 1.7274 -0.0629 -0.4463 + + + + -- lower cutpoint: -8.82587 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.64609 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.26995 (4.55665), N = 560 moving right + --- -1.33877 (8.32706), N = 414 moving right + --- 0.250738 (15.2303), N = 327 moving right + --- 0.966604 (14.4776), N = 285 moving right + --- 4.24218 (12.433), N = 105 moving right + + -- best stat: 15.2303, min to split: 0 + + -- p-values: + --- column 86: 0.0143462* + --- column 38: 0.197544 + --- column 75: 0.0515293 + --- column 2: 0.92021 + --- column 66: 0.558378 + --- column 26: 0.829613 + --- column 27: 0.452166 + --- column 111: 0.00938745** [+1 to VI numerator] + --- column 59: 0.193372 + --- column 124: 0.0713617 + --- column 90: 0.997931 + --- column 43: 1.90787e-05*** [+1 to VI numerator] + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 204, try number 1) + + -- N obs (unweighted): 127 + -- columns sampled (showing up to 5) + + 2 89 110 0 42 + + + -- linear combo weights (showing up to 5) + + 0.0375 -0.1571 -0.0332 -0.5571 0.1254 + + + + -- lower cutpoint: -0.562297 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0259758 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.295967 (0.00273141), N = 135 moving right + --- -0.209658 (0.00716859), N = 99 moving right + --- -0.108873 (0.0169565), N = 45 moving right + --- -0.0963306 (0.0192427), N = 40 moving right + --- 0.0122198 (0.0502478), N = 16 moving right + + -- best stat: 0.0502478, min to split: 0 + + -- p-values: + --- column 2: 0.516199 + --- column 89: 0.0437203* + --- column 110: 0.542835 + --- column 0: 0.568624 + --- column 42: 0.0682222 + --- column 40: 0.891665 + --- column 83: 0.0165438* + --- column 103: 0.734575 + --- column 6: 0.456833 + --- column 84: 0.0502783 + --- column 95: 0.693116 + --- column 86: 0.212932 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 77, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 47 82 107 63 87 + + + -- linear combo weights (showing up to 5) + + 1.9437 -5.2149 -0.1082 0.8080 1.8068 + + + + -- lower cutpoint: -10.1982 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.81272 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.94118 (2.52994), N = 66 moving right + --- -7.13684 (12.768), N = 51 moving right + --- -5.89344 (19.8869), N = 38 moving right + --- -4.85475 (27.117), N = 33 moving right + --- -4.37368 (29.6928), N = 32 moving right + + -- best stat: 29.6928, min to split: 0 + + -- p-values: + --- column 47: 0.660648 + --- column 82: 0.339373 + --- column 107: 0.942551 + --- column 63: 0.91284 + --- column 87: 0.800187 + --- column 81: 0.902111 + --- column 8: 0.58148 + --- column 109: 0.610229 + --- column 45: 0.658502 + --- column 55: 0.000769919*** [+1 to VI numerator] + --- column 22: 0.698254 + --- column 35: 0.44379 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 120, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 55 106 89 43 98 + + + -- linear combo weights (showing up to 5) + + 0.1529 -1.3696 -5.9638 -5.6253 3.3203 + + + + -- lower cutpoint: -18.183 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.6735 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.8834 (13.005), N = 80 moving right + --- -8.02888 (22.8099), N = 57 moving right + --- -3.96465 (55.3269), N = 37 moving right + --- 2.48192 (52.7194), N = 13 moving right + --- 3.51064 (47.084), N = 11 moving right + + -- best stat: 55.3269, min to split: 0 + + -- p-values: + --- column 55: 0.967555 + --- column 106: 0.316504 + --- column 89: 0.00784168** [+1 to VI numerator] + --- column 43: 0.0373168* + --- column 98: 0.141375 + --- column 40: 0.55138 + --- column 46: 0.0134407* + --- column 125: 0.0458499* + --- column 92: 0.019119* + --- column 58: 0.566121 + --- column 117: 0.670634 + --- column 36: 0.227231 + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 200, try number 1) + + -- N obs (unweighted): 129 + -- columns sampled (showing up to 5) + + 44 33 53 56 116 + + + -- linear combo weights (showing up to 5) + + 1.2169 3.4934 0.4110 -0.7603 1.4271 + + + + -- lower cutpoint: -6.39454 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.66886 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.50389 (0.119744), N = 173 moving right + --- -4.45941 (1.54568), N = 171 moving right + --- -3.04107 (7.14248), N = 146 moving right + --- -2.70582 (5.39859), N = 139 moving right + --- -2.14728 (3.37144), N = 126 moving right + + -- best stat: 7.14248, min to split: 0 + + -- p-values: + --- column 44: 0.626812 + --- column 33: 0.111351 + --- column 53: 0.904495 + --- column 56: 0.651784 + --- column 116: 0.315797 + --- column 52: 0.575189 + --- column 25: 0.790948 + --- column 78: 0.407278 + --- column 36: 0.721524 + --- column 48: 0.470901 + --- column 92: 0.635236 + --- column 108: 0.0713123 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 724, try number 1) + + -- N obs (unweighted): 462 + -- columns sampled (showing up to 5) + + 79 1 93 53 0 + + + -- linear combo weights (showing up to 5) + + -2.2114 -0.8930 -2.5772 -0.7917 7.5716 + + + + -- lower cutpoint: -10.6538 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.49872 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.705 (11.336), N = 606 moving right + --- -1.83447 (7.49375), N = 479 moving right + --- 0.143463 (9.58617), N = 284 moving right + --- 1.03334 (6.75627), N = 215 moving right + --- 4.21622 (0.5417), N = 47 moving right + + -- best stat: 11.336, min to split: 0 + + -- p-values: + --- column 79: 0.0199267* + --- column 1: 0.392353 + --- column 93: 0.24214 + --- column 53: 0.674944 + --- column 0: 0.0742375 + --- column 21: 0.00435919** [+1 to VI numerator] + --- column 88: 0.0363135* + --- column 33: 0.18212 + --- column 46: 0.830448 + --- column 28: 0.237498 + --- column 34: 0.628821 + --- column 55: 0.233826 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 41, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 62 100 58 107 59 + + + -- linear combo weights (showing up to 5) + + -17.3817 1.4658 2.6020 1.2844 9.9804 + + + + -- lower cutpoint: -0.827662 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.02811 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.439579 (9.21069), N = 28 moving right + --- 1.23474 (7.74741), N = 23 moving right + --- 2.0085 (6.37307), N = 18 moving right + --- 2.77156 (4.22249), N = 14 moving right + --- 3.02811 (2.62689), N = 10 moving right + + -- best stat: 9.21069, min to split: 0 + + -- p-values: + --- column 62: 0.0427327* + --- column 100: 0.82739 + --- column 58: 0.235665 + --- column 107: 0.647425 + --- column 59: 0.0959255 + --- column 91: 0.0271085* + --- column 108: 0.678113 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 301, try number 1) + + -- N obs (unweighted): 199 + -- columns sampled (showing up to 5) + + 56 72 66 9 4 + + + -- linear combo weights (showing up to 5) + + 4.1600 -2.0047 -4.6899 -2.0029 1.7938 + + + + -- lower cutpoint: -6.35855 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.07447 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.46211 (6.14281), N = 257 moving right + --- -0.68856 (10.0984), N = 220 moving right + --- 0.813309 (15.7289), N = 190 moving right + --- 3.09951 (16.0106), N = 124 moving right + --- 3.27123 (16.9986), N = 121 moving right + + -- best stat: 16.9986, min to split: 0 + + -- p-values: + --- column 56: 0.0495631* + --- column 72: 0.155055 + --- column 66: 0.182032 + --- column 9: 0.168456 + --- column 4: 0.421672 + --- column 103: 0.244708 + --- column 105: 0.247477 + --- column 79: 0.0486649* + --- column 45: 0.859362 + --- column 106: 0.760248 + --- column 83: 0.0112932* + --- column 55: 0.188432 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 327, try number 1) + + -- N obs (unweighted): 208 + -- columns sampled (showing up to 5) + + 87 23 11 82 24 + + + -- linear combo weights (showing up to 5) + + 3.3402 -3.1428 -0.9019 -12.7594 2.9330 + + + + -- lower cutpoint: -7.00318 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1465 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.26357 (17.0206), N = 284 moving right + --- 3.39604 (7.2349), N = 135 moving right + --- 3.55961 (10.1919), N = 130 moving right + --- 5.3395 (4.68477), N = 59 moving right + --- 7.02049 (2.34329), N = 36 moving right + + -- best stat: 17.0206, min to split: 0 + + -- p-values: + --- column 87: 0.639293 + --- column 23: 0.760479 + --- column 11: 0.445219 + --- column 82: 0.000281998*** [+1 to VI numerator] + --- column 24: 0.747363 + --- column 31: 0.619813 + --- column 4: 0.0870242 + --- column 34: 0.779875 + --- column 112: 0.581763 + --- column 86: 0.647796 + --- column 64: 0.765446 + --- column 50: 0.221912 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 188, try number 1) + + -- N obs (unweighted): 115 + -- columns sampled (showing up to 5) + + 7 109 91 53 84 + + + -- linear combo weights (showing up to 5) + + 0.0419 0.0029 -0.0471 -0.0143 0.0144 + + + + -- lower cutpoint: -0.0730488 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.138927 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0478926 (0.00341578), N = 166 moving right + --- -0.00225747 (0.0010404), N = 131 moving right + --- 0.0344111 (0.000406967), N = 89 moving right + --- 0.0627293 (0.000182429), N = 54 moving right + --- 0.107028 (5.99955e-05), N = 22 moving right + + -- best stat: 0.00341578, min to split: 0 + + -- p-values: + --- column 7: 0.0149512* + --- column 109: 0.926775 + --- column 91: 0.328205 + --- column 53: 0.82653 + --- column 84: 0.616877 + --- column 60: 0.0512291 + --- column 105: 0.730235 + --- column 92: 0.866943 + --- column 48: 0.0412928* + --- column 125: 0.622519 + --- column 30: 0.765493 + --- column 37: 0.118804 + +-- node 15 was split into node 31 (left) and 32 (right) + +-- sprouting node 16 into a leaf (N = 16) + +-- attempting to split node 17 (N = 45, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 96 110 30 56 63 + + + -- linear combo weights (showing up to 5) + + 3.8286 -0.7540 0.4682 -5.7656 -2.4115 + + + + -- lower cutpoint: -4.82022 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.065 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.82022 (2.84501), N = 35 moving right + --- -3.76558 (4.99882), N = 31 moving right + --- -2.0159 (8.64645), N = 26 moving right + --- 0.561599 (13.0617), N = 15 moving right + --- 3.12196 (16.9795), N = 11 moving right + + -- best stat: 16.9795, min to split: 0 + + -- p-values: + --- column 96: 0.244366 + --- column 110: 0.652708 + --- column 30: 0.700398 + --- column 56: 0.0881305 + --- column 63: 0.325997 + --- column 80: 0.0472601* + --- column 79: 0.280688 + --- column 102: 0.205666 + --- column 83: 0.64947 + +-- node 17 was split into node 33 (left) and 34 (right) + +-- attempting to split node 18 (N = 32, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 100 82 60 94 124 + + + -- linear combo weights (showing up to 5) + + -3.3742 9.9458 40.5676 -50.7547 -24.1378 + + + + -- lower cutpoint: -2.00514 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.7244 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.00514 (86.7205), N = 22 moving right + --- 1.81382 (145.504), N = 16 moving right + --- 4.38642 (159.719), N = 15 moving right + --- 11.6052 (207.669), N = 12 moving right + --- 11.7244 (207.742), N = 11 moving right + + -- best stat: 207.742, min to split: 0 + + -- p-values: + --- column 100: 0.649079 + --- column 82: 0.0478395* + --- column 60: 0.0050274** [+1 to VI numerator] + --- column 94: 0.00890772** [+1 to VI numerator] + --- column 124: 0.0256959* + --- column 109: 0.000179956*** [+1 to VI numerator] + --- column 65: 0.100202 + --- column 107: 0.218291 + +-- node 18 was split into node 35 (left) and 36 (right) + +-- attempting to split node 19 (N = 83, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 93 24 29 98 102 + + + -- linear combo weights (showing up to 5) + + 0.3449 -2.4362 -0.5133 -0.9991 -0.1704 + + + + -- lower cutpoint: -7.25443 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.936704 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.75933 (2.82223), N = 61 moving right + --- -3.53196 (6.84449), N = 47 moving right + --- -3.49058 (6.88206), N = 45 moving right + --- -2.47875 (8.53618), N = 34 moving right + --- 0.936704 (4.73356), N = 11 moving right + + -- best stat: 8.53618, min to split: 0 + + -- p-values: + --- column 93: 0.742336 + --- column 24: 0.506807 + --- column 29: 0.900536 + --- column 98: 0.712068 + --- column 102: 0.918801 + --- column 5: 0.79386 + --- column 6: 0.252555 + --- column 97: 0.107596 + --- column 56: 0.603502 + --- column 115: 0.921005 + --- column 35: 0.582038 + --- column 33: 0.52762 + +-- node 19 was split into node 37 (left) and 38 (right) + +-- attempting to split node 20 (N = 37, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 65 49 10 71 63 + + + -- linear combo weights (showing up to 5) + + -9.8287 -5.2510 20.5388 -7.2916 -7.2466 + + + + -- lower cutpoint: -1.59902 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.0315 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.11289 (42.1774), N = 25 moving right + --- 7.49384 (140.583), N = 18 moving right + --- 8.1966 (129.197), N = 16 moving right + --- 8.52583 (146.823), N = 14 moving right + --- 10.0315 (94.656), N = 12 moving right + + -- best stat: 146.823, min to split: 0 + + -- p-values: + --- column 65: 0.524415 + --- column 49: 0.378491 + --- column 10: 0.201555 + --- column 71: 0.738961 + --- column 63: 0.31955 + --- column 54: 0.498539 + --- column 11: 0.289792 + --- column 57: 0.355829 + --- column 19: 0.657308 + +-- node 20 was split into node 39 (left) and 40 (right) + +-- attempting to split node 21 (N = 54, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 120 119 52 82 40 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 21 (N = 54, try number 2) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 24 69 3 107 12 + + + -- linear combo weights (showing up to 5) + + -0.3273 -1.3667 -8.6816 7.9286 4.7826 + + + + -- lower cutpoint: -9.08086 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.29672 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.70105 (14.957), N = 43 moving right + --- -4.29466 (14.3191), N = 29 moving right + --- -2.78828 (29.0673), N = 24 moving right + --- -2.70573 (25.2673), N = 23 moving right + --- 4.29672 (31.3482), N = 10 moving right + + -- best stat: 31.3482, min to split: 0 + + -- p-values: + --- column 24: 0.954689 + --- column 69: 0.834888 + --- column 3: 0.426483 + --- column 107: 0.735929 + --- column 12: 0.440029 + --- column 125: 0.037371* + --- column 42: 0.731086 + --- column 73: 0.70553 + --- column 18: 0.674324 + --- column 90: 0.659738 + --- column 114: 0.947184 + --- column 64: 0.940327 + +-- node 21 was split into node 41 (left) and 42 (right) + +-- attempting to split node 22 (N = 146, try number 1) + + -- N obs (unweighted): 92 + -- columns sampled (showing up to 5) + + 49 1 11 67 8 + + + -- linear combo weights (showing up to 5) + + 2.0848 -1.2611 -0.9781 -3.6817 4.6004 + + + + -- lower cutpoint: -5.56468 + - n_obs, left node: 13 + + + -- upper cutpoint: 13.1746 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.97634 (1.87101), N = 119 moving right + --- 1.89567 (29.5605), N = 69 moving right + --- 3.41957 (38.1754), N = 61 moving right + --- 6.21677 (44.4727), N = 48 moving right + --- 7.96502 (38.4641), N = 32 moving right + + -- best stat: 44.4727, min to split: 0 + + -- p-values: + --- column 49: 0.483717 + --- column 1: 0.615274 + --- column 11: 0.87259 + --- column 67: 0.290163 + --- column 8: 0.0292248* + --- column 125: 0.252683 + --- column 9: 0.566401 + --- column 14: 0.0958531 + --- column 59: 0.12989 + --- column 19: 0.391799 + --- column 50: 0.983502 + --- column 6: 0.267686 + +-- node 22 was split into node 43 (left) and 44 (right) + +-- attempting to split node 23 (N = 118, try number 1) + + -- N obs (unweighted): 76 + -- columns sampled (showing up to 5) + + 53 67 74 51 18 + + + -- linear combo weights (showing up to 5) + + 0.9748 -3.1966 1.2509 -0.9974 -1.0787 + + + + -- lower cutpoint: -27.4127 + - n_obs, left node: 11 + + + -- upper cutpoint: -11.9465 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -27.254 (7.53465), N = 106 moving right + --- -27.1554 (8.44877), N = 105 moving right + --- -19.0378 (36.4736), N = 40 moving right + --- -18.4009 (23.019), N = 29 moving right + --- -17.142 (25.1511), N = 24 moving right + + -- best stat: 36.4736, min to split: 0 + + -- p-values: + --- column 53: 0.707097 + --- column 67: 0.295989 + --- column 74: 0.480481 + --- column 51: 0.649653 + --- column 18: 0.647144 + --- column 14: 0.426863 + --- column 42: 0.699192 + --- column 121: 0.310807 + --- column 36: 0.779333 + --- column 19: 0.369171 + --- column 115: 0.950552 + --- column 0: 0.000947128*** [+1 to VI numerator] + +-- node 23 was split into node 45 (left) and 46 (right) + +-- attempting to split node 24 (N = 606, try number 1) + + -- N obs (unweighted): 386 + -- columns sampled (showing up to 5) + + 5 21 45 9 15 + + + -- linear combo weights (showing up to 5) + + -0.3893 -2.0835 -1.8024 -0.0243 -0.4674 + + + + -- lower cutpoint: -9.28601 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.84009 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.37544 (0.249978), N = 556 moving right + --- -2.70484 (3.14881), N = 456 moving right + --- -1.28099 (12.5496), N = 357 moving right + --- 1.15967 (15.8522), N = 223 moving right + --- 3.64278 (14.1788), N = 114 moving right + + -- best stat: 15.8522, min to split: 0 + + -- p-values: + --- column 5: 0.724633 + --- column 21: 0.0605091 + --- column 45: 0.415351 + --- column 9: 0.985602 + --- column 15: 0.814622 + --- column 50: 6.54528e-05*** [+1 to VI numerator] + --- column 106: 0.545425 + --- column 77: 0.267342 + --- column 56: 0.33803 + --- column 40: 0.183743 + --- column 32: 0.0848547 + --- column 2: 0.037434* + +-- node 24 was split into node 47 (left) and 48 (right) + +-- sprouting node 25 into a leaf (N = 13) + +-- attempting to split node 26 (N = 28, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 73 78 100 54 122 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 26 (N = 28, try number 2) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 124 98 116 60 32 + + + -- linear combo weights (showing up to 5) + + -2.0312 3.2641 0.8030 2.3483 -0.6993 + + + + -- lower cutpoint: 0.666813 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.65074 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.666813 (1.11122), N = 18 moving right + --- 0.931334 (0.823129), N = 16 moving right + --- 1.4456 (0.712323), N = 15 moving right + --- 1.48666 (0.46301), N = 12 moving right + --- 1.65074 (0.39946), N = 11 moving right + + -- best stat: 1.11122, min to split: 0 + + -- p-values: + --- column 124: 0.930445 + --- column 98: 0.0756909 + --- column 116: 0.902256 + --- column 60: 0.547735 + --- column 32: 0.508137 + +-- node 26 was split into node 49 (left) and 50 (right) + +-- attempting to split node 27 (N = 180, try number 1) + + -- N obs (unweighted): 114 + -- columns sampled (showing up to 5) + + 84 109 80 51 75 + + + -- linear combo weights (showing up to 5) + + -5.6557 6.2515 -3.3493 3.8337 -3.1194 + + + + -- lower cutpoint: -12.0659 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.88535 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.94333 (32.7377), N = 127 moving right + --- -3.21971 (25.5116), N = 118 moving right + --- -0.289203 (29.4895), N = 93 moving right + --- 1.76997 (22.9434), N = 71 moving right + --- 7.60095 (2.0197), N = 14 moving right + + -- best stat: 32.7377, min to split: 0 + + -- p-values: + --- column 84: 0.050914 + --- column 109: 0.249283 + --- column 80: 0.154857 + --- column 51: 0.22555 + --- column 75: 0.0129301* + --- column 58: 0.32649 + --- column 40: 0.110665 + --- column 94: 0.0295036* + --- column 12: 0.792406 + --- column 3: 0.000365666*** [+1 to VI numerator] + --- column 50: 0.991827 + --- column 105: 0.212691 + +-- node 27 was split into node 51 (left) and 52 (right) + +-- attempting to split node 28 (N = 121, try number 1) + + -- N obs (unweighted): 85 + -- columns sampled (showing up to 5) + + 71 15 102 37 18 + + + -- linear combo weights (showing up to 5) + + 5.5537 4.3513 -5.6938 1.8731 2.6566 + + + + -- lower cutpoint: -7.35397 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.31535 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.55135 (6.06144), N = 109 moving right + --- -6.11514 (6.43936), N = 107 moving right + --- -3.17671 (12.5581), N = 78 moving right + --- 3.06379 (10.092), N = 19 moving right + --- 4.26177 (3.55058), N = 11 moving right + + -- best stat: 12.5581, min to split: 0 + + -- p-values: + --- column 71: 0.260527 + --- column 15: 0.453199 + --- column 102: 0.589021 + --- column 37: 0.206308 + --- column 18: 0.375154 + --- column 86: 0.976769 + --- column 0: 0.163162 + --- column 107: 0.443798 + --- column 88: 0.356405 + --- column 12: 0.83089 + --- column 45: 0.947978 + --- column 33: 0.0599246 + +-- node 28 was split into node 53 (left) and 54 (right) + +-- attempting to split node 29 (N = 43, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 46 106 105 15 73 + + + -- linear combo weights (showing up to 5) + + -2.2332 6.0274 -4.5562 15.6172 -3.9719 + + + + -- lower cutpoint: -1.32558 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.7999 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.427573 (29.8948), N = 30 moving right + --- 0.498273 (34.2544), N = 26 moving right + --- 1.23889 (37.3936), N = 24 moving right + --- 6.32915 (21.8822), N = 14 moving right + --- 6.82125 (19.4181), N = 13 moving right + + -- best stat: 37.3936, min to split: 0 + + -- p-values: + --- column 46: 0.731963 + --- column 106: 0.07378 + --- column 105: 0.243787 + --- column 15: 0.0215468* + --- column 73: 0.379409 + --- column 57: 0.0282306* + --- column 68: 0.0691212 + --- column 14: 0.043494* + --- column 65: 0.0966857 + --- column 25: 0.709358 + +-- node 29 was split into node 55 (left) and 56 (right) + +-- attempting to split node 30 (N = 284, try number 1) + + -- N obs (unweighted): 178 + -- columns sampled (showing up to 5) + + 100 121 98 110 95 + + + -- linear combo weights (showing up to 5) + + -1.3336 0.5994 -0.1967 1.2864 0.5350 + + + + -- lower cutpoint: -5.87849 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.67295 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.66221 (1.32602), N = 267 moving right + --- -3.29135 (2.74768), N = 259 moving right + --- 0.91687 (10.4521), N = 156 moving right + --- 2.62239 (13.8747), N = 102 moving right + --- 2.64568 (13.3905), N = 101 moving right + + -- best stat: 13.8747, min to split: 0 + + -- p-values: + --- column 100: 0.700778 + --- column 121: 0.786192 + --- column 98: 0.923203 + --- column 110: 0.874081 + --- column 95: 0.817496 + --- column 7: 0.00778682** [+1 to VI numerator] + --- column 71: 0.551292 + --- column 88: 0.0329105* + --- column 27: 0.777727 + --- column 64: 0.163342 + --- column 25: 0.000195523*** [+1 to VI numerator] + --- column 34: 0.387208 + +-- node 30 was split into node 57 (left) and 58 (right) + +-- attempting to split node 31 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 77 76 7 46 + + + -- linear combo weights (showing up to 5) + + -0.3347 0.0809 0.5362 -0.5166 + + + + -- lower cutpoint: 0.292159 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.292159 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.292159 (0.0275482), N = 10 moving right + + -- best stat: 0.0275482, min to split: 0 + + -- p-values: + --- column 77: 0.319989 + --- column 76: 0.730688 + --- column 7: 0.202729 + --- column 46: 0.137537 + +-- node 31 was split into node 59 (left) and 60 (right) + +-- sprouting node 32 into a leaf (N = 166) + +-- attempting to split node 33 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 113 24 107 75 109 + + + -- linear combo weights (showing up to 5) + + 0.9473 0.5645 -0.1081 -1.1826 -0.1790 + + + + -- lower cutpoint: -0.880603 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0782219 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.880603 (0.83045), N = 24 moving right + --- -0.436356 (1.52595), N = 17 moving right + --- -0.324571 (0.490512), N = 15 moving right + --- -0.22289 (0.645958), N = 12 moving right + --- -0.0782219 (0.40692), N = 10 moving right + + -- best stat: 1.52595, min to split: 0 + + -- p-values: + --- column 113: 0.595123 + --- column 24: 0.475067 + --- column 107: 0.825765 + --- column 75: 0.0301768* + --- column 109: 0.559512 + --- column 50: 0.468223 + --- column 103: 0.503206 + +-- node 33 was split into node 61 (left) and 62 (right) + +-- sprouting node 34 into a leaf (N = 11) + +-- attempting to split node 35 (N = 21, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 19 11 29 56 76 + + + -- linear combo weights (showing up to 5) + + -0.1538 2.9661 -0.6169 -2.1180 8.9334 + + + + -- lower cutpoint: -3.88575 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.00917 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.88575 (10.3917), N = 11 moving right + --- -3.00917 (13.2592), N = 10 moving right + + -- best stat: 13.2592, min to split: 0 + + -- p-values: + --- column 19: 0.943932 + --- column 11: 0.523174 + --- column 29: 0.880338 + --- column 56: 0.740267 + --- column 76: 0.199582 + --- column 7: 0.905128 + +-- node 35 was split into node 63 (left) and 64 (right) + +-- sprouting node 36 into a leaf (N = 11) + +-- attempting to split node 37 (N = 49, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 91 7 98 82 64 + + + -- linear combo weights (showing up to 5) + + 0.7878 -1.1406 0.6365 -0.3536 0.6492 + + + + -- lower cutpoint: -3.12834 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.632792 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.63653 (4.13675), N = 36 moving right + --- -1.24179 (1.92667), N = 25 moving right + --- -0.923976 (1.50502), N = 23 moving right + --- -0.727873 (1.76471), N = 15 moving right + --- -0.632792 (1.2973), N = 12 moving right + + -- best stat: 4.13675, min to split: 0 + + -- p-values: + --- column 91: 0.494365 + --- column 7: 0.0686821 + --- column 98: 0.451037 + --- column 82: 0.701878 + --- column 64: 0.337636 + --- column 19: 0.817203 + --- column 90: 0.0877764 + --- column 103: 0.994081 + --- column 79: 0.800697 + +-- node 37 was split into node 65 (left) and 66 (right) + +-- attempting to split node 38 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 117 102 121 81 101 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 38 (N = 34, try number 2) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 108 86 9 88 67 + + + -- linear combo weights (showing up to 5) + + -4.7362 -45.3228 -0.0442 37.3637 -0.8772 + + + + -- lower cutpoint: -1.42649 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.40064 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.40866 (23.6501), N = 23 moving right + --- -0.0678708 (28.4016), N = 20 moving right + --- 2.06726 (41.5978), N = 15 moving right + --- 4.10329 (45.4612), N = 14 moving right + --- 5.40064 (9.0436), N = 10 moving right + + -- best stat: 45.4612, min to split: 0 + + -- p-values: + --- column 108: 0.290499 + --- column 86: 0.0909112 + --- column 9: 0.986628 + --- column 88: 0.0806747 + --- column 67: 0.866559 + --- column 60: 0.651251 + +-- node 38 was split into node 67 (left) and 68 (right) + +-- attempting to split node 39 (N = 23, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 34 13 85 119 75 + + + -- linear combo weights (showing up to 5) + + 1.3434 -5.7628 3.5142 3.2211 -0.7678 + + + + -- lower cutpoint: 1.13461 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.04859 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.13461 (38.6346), N = 13 moving right + --- 1.27389 (53.3992), N = 12 moving right + --- 2.27254 (62.7948), N = 11 moving right + --- 3.04859 (44.5834), N = 10 moving right + + -- best stat: 62.7948, min to split: 0 + + -- p-values: + --- column 34: 0.765133 + --- column 13: 0.424373 + --- column 85: 0.405686 + --- column 119: 0.591562 + --- column 75: 0.771552 + --- column 77: 0.329748 + +-- node 39 was split into node 69 (left) and 70 (right) + +-- sprouting node 40 into a leaf (N = 14) + +-- attempting to split node 41 (N = 44, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 124 46 60 6 125 + + + -- linear combo weights (showing up to 5) + + -2.1227e+02 -9.8305e+00 8.6029e+00 1.5252e+00 6.3208e+00 + + + + -- lower cutpoint: 6.70682 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.133 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.84277 (25.4606), N = 30 moving right + --- 8.86253 (16.9658), N = 28 moving right + --- 10.9229 (24.9441), N = 18 moving right + --- 11.2032 (8.53011), N = 16 moving right + --- 12.046 (0.640668), N = 11 moving right + + -- best stat: 25.4606, min to split: 0 + + -- p-values: + --- column 124: 0.426029 + --- column 46: 0.555494 + --- column 60: 0.564995 + --- column 6: 0.864773 + --- column 125: 0.66227 + --- column 36: 0.98676 + --- column 70: 0.466414 + --- column 107: 0.434204 + --- column 32: 0.637287 + +-- node 41 was split into node 71 (left) and 72 (right) + +-- sprouting node 42 into a leaf (N = 10) + +-- attempting to split node 43 (N = 98, try number 1) + + -- N obs (unweighted): 61 + -- columns sampled (showing up to 5) + + 95 123 83 94 15 + + + -- linear combo weights (showing up to 5) + + 5.4926 -0.2676 -10.2023 1.8397 8.0209 + + + + -- lower cutpoint: -4.83897 + - n_obs, left node: 12 + + + -- upper cutpoint: 12.3131 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.98495 (9.94056), N = 85 moving right + --- 6.45715 (61.685), N = 43 moving right + --- 7.80295 (64.8388), N = 38 moving right + --- 9.86789 (41.0526), N = 23 moving right + --- 10.6264 (34.4232), N = 21 moving right + + -- best stat: 64.8388, min to split: 0 + + -- p-values: + --- column 95: 0.0672132 + --- column 123: 0.953703 + --- column 83: 0.225326 + --- column 94: 0.542689 + --- column 15: 0.182656 + --- column 30: 0.509864 + --- column 109: 0.392466 + --- column 122: 0.159048 + --- column 34: 0.674657 + --- column 0: 0.0105369* + --- column 58: 0.113524 + --- column 99: 0.421659 + +-- node 43 was split into node 73 (left) and 74 (right) + +-- attempting to split node 44 (N = 48, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 76 100 28 87 25 + + + -- linear combo weights (showing up to 5) + + -2.7700 -6.6047 11.2818 5.7210 1.9134 + + + + -- lower cutpoint: -23.2432 + - n_obs, left node: 11 + + + -- upper cutpoint: -12.4004 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -18.7786 (10.557), N = 22 moving right + --- -18.2482 (9.60897), N = 21 moving right + --- -16.0616 (5.76584), N = 16 moving right + --- -15.5824 (3.99707), N = 13 moving right + --- -12.4004 (2.52215), N = 10 moving right + + -- best stat: 10.557, min to split: 0 + + -- p-values: + --- column 76: 0.403521 + --- column 100: 0.0576598 + --- column 28: 0.241024 + --- column 87: 0.527452 + --- column 25: 0.595035 + --- column 117: 0.065601 + --- column 17: 0.0272662* + --- column 7: 0.125731 + --- column 79: 0.0453664* + --- column 36: 0.144136 + +-- node 44 was split into node 75 (left) and 76 (right) + +-- attempting to split node 45 (N = 78, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 99 52 124 100 108 + + + -- linear combo weights (showing up to 5) + + 34.2585 3.1047 -13.4996 13.2450 3.2507 + + + + -- lower cutpoint: 18.0935 + - n_obs, left node: 10 + + + -- upper cutpoint: 30.5173 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 23.3972 (22.8804), N = 51 moving right + --- 23.9227 (23.9274), N = 45 moving right + --- 25.677 (31.6257), N = 35 moving right + --- 28.4329 (9.45), N = 15 moving right + --- 28.5347 (8.38294), N = 14 moving right + + -- best stat: 31.6257, min to split: 0 + + -- p-values: + --- column 99: 0.114433 + --- column 52: 0.81981 + --- column 124: 0.41744 + --- column 100: 0.322738 + --- column 108: 0.786423 + --- column 6: 0.454237 + --- column 118: 0.7429 + --- column 111: 0.305659 + --- column 54: 0.0219021* + --- column 0: 0.25741 + --- column 119: 0.199662 + --- column 74: 0.621912 + +-- node 45 was split into node 77 (left) and 78 (right) + +-- attempting to split node 46 (N = 40, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 109 4 30 1 13 + + + -- linear combo weights (showing up to 5) + + -8.1351 3.2744 -0.5480 -1.5447 9.9907 + + + + -- lower cutpoint: -4.91153 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.7827 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.91019 (27.4451), N = 26 moving right + --- -2.79748 (15.8507), N = 23 moving right + --- -1.77219 (23.1033), N = 22 moving right + --- 1.05573 (28.4758), N = 13 moving right + --- 2.7827 (25.6669), N = 10 moving right + + -- best stat: 28.4758, min to split: 0 + + -- p-values: + --- column 109: 0.0100619* + --- column 4: 0.148583 + --- column 30: 0.949014 + --- column 1: 0.522772 + --- column 13: 0.227699 + --- column 25: 0.743525 + --- column 62: 0.886529 + +-- node 46 was split into node 79 (left) and 80 (right) + +-- attempting to split node 47 (N = 383, try number 1) + + -- N obs (unweighted): 244 + -- columns sampled (showing up to 5) + + 121 21 29 38 122 + + + -- linear combo weights (showing up to 5) + + -1.8211 -2.2983 1.6408 0.0759 -1.4900 + + + + -- lower cutpoint: -7.32698 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.53642 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.52085 (12.0318), N = 350 moving right + --- -2.94354 (18.3506), N = 343 moving right + --- 0.156718 (2.49504), N = 246 moving right + --- 4.07815 (9.46002), N = 69 moving right + --- 8.13406 (1.74442), N = 13 moving right + + -- best stat: 18.3506, min to split: 0 + + -- p-values: + --- column 121: 0.287258 + --- column 21: 0.0700525 + --- column 29: 0.180631 + --- column 38: 0.947697 + --- column 122: 0.329428 + --- column 28: 0.427277 + --- column 4: 0.802457 + --- column 74: 0.597787 + --- column 25: 0.951482 + --- column 9: 0.721739 + --- column 89: 0.238404 + --- column 14: 0.718285 + +-- node 47 was split into node 81 (left) and 82 (right) + +-- attempting to split node 48 (N = 223, try number 1) + + -- N obs (unweighted): 142 + -- columns sampled (showing up to 5) + + 71 101 110 1 64 + + + -- linear combo weights (showing up to 5) + + 17.4515 0.6016 4.5323 1.6449 8.2507 + + + + -- lower cutpoint: -13.9242 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.26331 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -12.8551 (0.886621), N = 202 moving right + --- -12.4505 (1.56817), N = 194 moving right + --- -11.8154 (1.38914), N = 187 moving right + --- -5.01967 (28.4749), N = 69 moving right + --- -3.41836 (19.6967), N = 53 moving right + + -- best stat: 28.4749, min to split: 0 + + -- p-values: + --- column 71: 0.0011827** [+1 to VI numerator] + --- column 101: 0.789914 + --- column 110: 0.332042 + --- column 1: 0.362684 + --- column 64: 0.374594 + --- column 73: 0.982556 + --- column 113: 0.8847 + --- column 63: 0.309216 + --- column 112: 0.230341 + --- column 48: 0.438963 + --- column 38: 0.350617 + --- column 125: 0.0773009 + +-- node 48 was split into node 83 (left) and 84 (right) + +-- sprouting node 49 into a leaf (N = 10) + +-- sprouting node 50 into a leaf (N = 18) + +-- attempting to split node 51 (N = 53, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 25 94 100 48 47 + + + -- linear combo weights (showing up to 5) + + -8.7812 2.5428 -3.2111 -1.1391 -12.3329 + + + + -- lower cutpoint: -18.1677 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.85436 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -16.8276 (46.473), N = 42 moving right + --- -11.8793 (86.7462), N = 35 moving right + --- -7.16492 (98.8508), N = 32 moving right + --- 0.695748 (103.137), N = 21 moving right + --- 3.69514 (88.363), N = 17 moving right + + -- best stat: 103.137, min to split: 0 + + -- p-values: + --- column 25: 0.353276 + --- column 94: 0.410844 + --- column 100: 0.762654 + --- column 48: 0.869257 + --- column 47: 0.0540007 + --- column 12: 0.550491 + --- column 84: 0.125422 + --- column 34: 0.571484 + --- column 43: 0.00572067** [+1 to VI numerator] + --- column 23: 0.168392 + +-- node 51 was split into node 85 (left) and 86 (right) + +-- attempting to split node 52 (N = 127, try number 1) + + -- N obs (unweighted): 84 + -- columns sampled (showing up to 5) + + 115 42 20 24 39 + + + -- linear combo weights (showing up to 5) + + 0.6871 -1.1718 -5.4402 3.7776 4.0471 + + + + -- lower cutpoint: -5.80144 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.34043 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.9948 (12.8473), N = 43 moving right + --- 2.49078 (10.7628), N = 38 moving right + --- 3.29662 (10.3678), N = 28 moving right + --- 3.95615 (10.1692), N = 20 moving right + --- 4.55413 (11.6625), N = 18 moving right + + -- best stat: 12.8473, min to split: 0 + + -- p-values: + --- column 115: 0.812104 + --- column 42: 0.430441 + --- column 20: 0.0579719 + --- column 24: 0.219689 + --- column 39: 0.100198 + --- column 16: 0.922435 + --- column 26: 0.790095 + --- column 96: 0.129199 + --- column 70: 0.835776 + --- column 48: 0.813592 + --- column 81: 0.0442869* + --- column 6: 0.271823 + +-- node 52 was split into node 87 (left) and 88 (right) + +-- attempting to split node 53 (N = 43, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 95 54 90 12 84 + + + -- linear combo weights (showing up to 5) + + 0.4499 27.3957 2.4297 -0.6958 -7.7041 + + + + -- lower cutpoint: -3.84872 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.9901 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.49316 (39.9743), N = 29 moving right + --- 2.05518 (22.2472), N = 17 moving right + --- 2.13723 (20.881), N = 16 moving right + --- 2.62865 (22.0444), N = 14 moving right + --- 3.9901 (20.548), N = 11 moving right + + -- best stat: 39.9743, min to split: 0 + + -- p-values: + --- column 95: 0.906211 + --- column 54: 0.221853 + --- column 90: 0.450174 + --- column 12: 0.869194 + --- column 84: 0.350849 + --- column 32: 0.509053 + --- column 9: 0.248843 + --- column 88: 0.846413 + --- column 97: 0.564374 + --- column 71: 0.410979 + +-- node 53 was split into node 89 (left) and 90 (right) + +-- attempting to split node 54 (N = 78, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 25 18 108 87 113 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 54 (N = 78, try number 2) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 40 6 67 97 87 + + + -- linear combo weights (showing up to 5) + + -3.5580 -0.1828 -1.9342 -0.0336 -7.3806 + + + + -- lower cutpoint: 0.9515 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.66002 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.80486 (5.87321), N = 59 moving right + --- 2.79758 (4.30121), N = 56 moving right + --- 4.21494 (7.51241), N = 49 moving right + --- 6.46044 (8.67853), N = 32 moving right + --- 8.66002 (17.204), N = 11 moving right + + -- best stat: 17.204, min to split: 0 + + -- p-values: + --- column 40: 0.337912 + --- column 6: 0.937172 + --- column 67: 0.605033 + --- column 97: 0.987133 + --- column 87: 0.162022 + --- column 118: 0.373984 + --- column 120: 0.630248 + --- column 89: 0.184156 + --- column 52: 0.567498 + --- column 44: 0.919459 + --- column 79: 0.91658 + --- column 33: 0.238892 + +-- node 54 was split into node 91 (left) and 92 (right) + +-- sprouting node 55 into a leaf (N = 19) + +-- attempting to split node 56 (N = 24, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 125 72 113 50 28 + + + -- linear combo weights (showing up to 5) + + -1.0378 7.3556 -8.7415 0.8879 -3.0620 + + + + -- lower cutpoint: -4.537 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.65247 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.537 (49.6859), N = 13 moving right + --- -2.41971 (47.2656), N = 12 moving right + --- -2.36967 (47.8368), N = 11 moving right + --- -1.65247 (49.1084), N = 10 moving right + + -- best stat: 49.6859, min to split: 0 + + -- p-values: + --- column 125: 0.853163 + --- column 72: 0.0648431 + --- column 113: 0.408927 + --- column 50: 0.768064 + --- column 28: 0.072806 + --- column 12: 0.675829 + +-- node 56 was split into node 93 (left) and 94 (right) + +-- attempting to split node 57 (N = 182, try number 1) + + -- N obs (unweighted): 113 + -- columns sampled (showing up to 5) + + 108 36 101 30 35 + + + -- linear combo weights (showing up to 5) + + -1.8040 -5.0097 1.8342 1.0778 -3.7787 + + + + -- lower cutpoint: -5.95607 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.64163 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.28809 (6.64084), N = 121 moving right + --- -3.27535 (7.97478), N = 120 moving right + --- -1.26756 (6.48884), N = 78 moving right + --- -0.332591 (8.02274), N = 55 moving right + --- 0.6363 (5.90159), N = 31 moving right + + -- best stat: 8.02274, min to split: 0 + + -- p-values: + --- column 108: 0.768342 + --- column 36: 0.031848* + --- column 101: 0.791008 + --- column 30: 0.485835 + --- column 35: 0.0915504 + --- column 38: 0.634398 + --- column 57: 0.62605 + --- column 84: 0.283988 + --- column 42: 0.687883 + --- column 53: 0.76911 + --- column 91: 0.644538 + --- column 65: 0.10871 + +-- node 57 was split into node 95 (left) and 96 (right) + +-- attempting to split node 58 (N = 102, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 125 18 37 67 53 + + + -- linear combo weights (showing up to 5) + + -4.0756 8.7714 0.8317 4.7244 -1.9291 + + + + -- lower cutpoint: -0.270913 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.603 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.216999 (9.10366), N = 91 moving right + --- 0.387345 (13.9962), N = 88 moving right + --- 2.75499 (16.108), N = 72 moving right + --- 6.11809 (23.876), N = 58 moving right + --- 7.47038 (26.9303), N = 44 moving right + + -- best stat: 26.9303, min to split: 0 + + -- p-values: + --- column 125: 0.4562 + --- column 18: 0.00947416** [+1 to VI numerator] + --- column 37: 0.67169 + --- column 67: 0.00919591** [+1 to VI numerator] + --- column 53: 0.698539 + --- column 95: 0.0429542* + --- column 82: 0.232135 + --- column 13: 0.187689 + --- column 39: 0.0359125* + --- column 49: 0.0522288 + --- column 1: 0.779799 + --- column 14: 0.743216 + +-- node 58 was split into node 97 (left) and 98 (right) + +-- sprouting node 59 into a leaf (N = 12) + +-- sprouting node 60 into a leaf (N = 10) + +-- sprouting node 61 into a leaf (N = 17) + +-- sprouting node 62 into a leaf (N = 17) + +-- sprouting node 63 into a leaf (N = 11) + +-- sprouting node 64 into a leaf (N = 10) + +-- sprouting node 65 into a leaf (N = 13) + +-- attempting to split node 66 (N = 36, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 63 6 103 55 123 + + + -- linear combo weights (showing up to 5) + + -2.0051 -1.7992 -1.9956 0.1702 0.6942 + + + + -- lower cutpoint: 0.338846 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.48473 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.555005 (1.07028), N = 23 moving right + --- 0.578258 (0.846914), N = 21 moving right + --- 1.18049 (0.604938), N = 18 moving right + --- 1.22959 (0.341922), N = 13 moving right + --- 1.48473 (0.266173), N = 11 moving right + + -- best stat: 1.07028, min to split: 0 + + -- p-values: + --- column 63: 0.0345065* + --- column 6: 0.0193317* + --- column 103: 0.408568 + --- column 55: 0.733864 + --- column 123: 0.260499 + --- column 18: 0.0152176* + +-- node 66 was split into node 99 (left) and 100 (right) + +-- attempting to split node 67 (N = 20, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 90 40 86 + + + -- linear combo weights (showing up to 5) + + 3.0469 -2.2933 -1.3975 + + + + -- lower cutpoint: 1.82212 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.0763347 + - n_obs, right node: 13 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 67 (N = 20, try number 2) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 123 42 61 + + + -- linear combo weights (showing up to 5) + + 0.4662 -1.1210 0.8678 + + + + -- lower cutpoint: 0.679012 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.679012 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.679012 (2.89), N = 10 moving right + + -- best stat: 2.89, min to split: 0 + + -- p-values: + --- column 123: 0.319714 + --- column 42: 0.0124178* + --- column 61: 0.183686 + +-- node 67 was split into node 101 (left) and 102 (right) + +-- sprouting node 68 into a leaf (N = 14) + +-- sprouting node 69 into a leaf (N = 12) + +-- sprouting node 70 into a leaf (N = 11) + +-- sprouting node 71 into a leaf (N = 14) + +-- attempting to split node 72 (N = 30, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 48 95 37 20 89 + + + -- linear combo weights (showing up to 5) + + -12.8016 5.2258 -15.2989 -15.0009 -10.1768 + + + + -- lower cutpoint: -4.9119 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.50411 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.9119 (179.236), N = 20 moving right + --- -4.77714 (181.5), N = 18 moving right + --- 0.362287 (181.599), N = 17 moving right + --- 5.75142 (79.4491), N = 12 moving right + --- 9.50411 (97.5339), N = 10 moving right + + -- best stat: 181.599, min to split: 0 + + -- p-values: + --- column 48: 0.0364679* + --- column 95: 0.219024 + --- column 37: 0.00444728** [+1 to VI numerator] + --- column 20: 0.050611 + --- column 89: 0.00113857** [+1 to VI numerator] + --- column 100: 0.666823 + +-- node 72 was split into node 103 (left) and 104 (right) + +-- attempting to split node 73 (N = 60, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 61 117 34 46 38 + + + -- linear combo weights (showing up to 5) + + -6.7013 6.1089 6.4442 17.5866 -2.8868 + + + + -- lower cutpoint: -8.52788 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.2373 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.15525 (43.1123), N = 36 moving right + --- -1.8119 (58.5876), N = 31 moving right + --- 1.6124 (53.0934), N = 27 moving right + --- 4.78935 (84.668), N = 18 moving right + --- 5.481 (91.642), N = 16 moving right + + -- best stat: 91.642, min to split: 0 + + -- p-values: + --- column 61: 0.328304 + --- column 117: 0.579679 + --- column 34: 0.230375 + --- column 46: 0.102137 + --- column 38: 0.475988 + --- column 79: 0.433745 + --- column 116: 0.911289 + --- column 37: 0.925324 + --- column 39: 0.306932 + --- column 53: 0.031767* + --- column 43: 0.75881 + --- column 102: 0.894291 + +-- node 73 was split into node 105 (left) and 106 (right) + +-- attempting to split node 74 (N = 38, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 10 38 52 124 59 + + + -- linear combo weights (showing up to 5) + + 1.0751 -1.7493 -2.5133 0.9094 -2.3725 + + + + -- lower cutpoint: -3.46702 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.440036 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.46702 (10.165), N = 26 moving right + --- -2.29811 (36.9536), N = 19 moving right + --- -2.13321 (27.7611), N = 17 moving right + --- -1.05444 (27.0501), N = 16 moving right + --- -0.440036 (16.3867), N = 10 moving right + + -- best stat: 36.9536, min to split: 0 + + -- p-values: + --- column 10: 0.826743 + --- column 38: 0.539898 + --- column 52: 0.243984 + --- column 124: 0.886713 + --- column 59: 0.660051 + --- column 8: 0.314261 + --- column 111: 0.637469 + +-- node 74 was split into node 107 (left) and 108 (right) + +-- attempting to split node 75 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 40 112 101 99 114 + + + -- linear combo weights (showing up to 5) + + -1.2050 -2.3152 6.4087 7.2098 -8.2958 + + + + -- lower cutpoint: 0.279769 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.603174 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.279769 (0.641906), N = 14 moving right + --- 0.603174 (6.10207), N = 11 moving right + + -- best stat: 6.10207, min to split: 0 + + -- p-values: + --- column 40: 0.875731 + --- column 112: 0.529664 + --- column 101: 0.550096 + --- column 99: 0.207553 + --- column 114: 0.311251 + +-- node 75 was split into node 109 (left) and 110 (right) + +-- attempting to split node 76 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 78 88 5 108 124 + + + -- linear combo weights (showing up to 5) + + 0.6886 -0.9009 0.7492 1.9185 -4.0638 + + + + -- lower cutpoint: 1.96708 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.96708 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.96708 (0.158678), N = 12 moving right + + -- best stat: 0.158678, min to split: 0 + + -- p-values: + --- column 78: 0.263658 + --- column 88: 0.50876 + --- column 5: 0.466814 + --- column 108: 0.371951 + --- column 124: 0.510379 + +-- node 76 was split into node 111 (left) and 112 (right) + +-- attempting to split node 77 (N = 43, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 16 86 41 27 78 + + + -- linear combo weights (showing up to 5) + + 3.6795 3.2990 -7.0744 -2.5792 -1.5143 + + + + -- lower cutpoint: -1.66615 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.96357 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.66615 (3.68658), N = 32 moving right + --- -1.36365 (4.11313), N = 31 moving right + --- -0.982082 (0.946147), N = 30 moving right + --- 4.21322 (18.5135), N = 14 moving right + --- 4.42788 (19.3144), N = 13 moving right + + -- best stat: 19.3144, min to split: 0 + + -- p-values: + --- column 16: 0.323178 + --- column 86: 0.420755 + --- column 41: 0.0698106 + --- column 27: 0.58011 + --- column 78: 0.501799 + --- column 5: 0.35382 + --- column 71: 0.478306 + --- column 100: 0.186799 + --- column 47: 0.0484923* + +-- node 77 was split into node 113 (left) and 114 (right) + +-- attempting to split node 78 (N = 35, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 19 116 32 11 39 + + + -- linear combo weights (showing up to 5) + + 1.5346 1.7839 9.2747 10.8554 0.7731 + + + + -- lower cutpoint: 2.47963 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.2948 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.54543 (65.8371), N = 23 moving right + --- 4.43015 (77.8344), N = 22 moving right + --- 7.29888 (60.6224), N = 17 moving right + --- 8.67546 (82.7433), N = 16 moving right + --- 13.2948 (68.644), N = 10 moving right + + -- best stat: 82.7433, min to split: 0 + + -- p-values: + --- column 19: 0.672678 + --- column 116: 0.366036 + --- column 32: 0.311577 + --- column 11: 0.0685738 + --- column 39: 0.906402 + --- column 35: 0.0880846 + --- column 51: 0.351752 + --- column 64: 0.254542 + +-- node 78 was split into node 115 (left) and 116 (right) + +-- attempting to split node 79 (N = 27, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 19 119 70 60 12 + + + -- linear combo weights (showing up to 5) + + -6.6962 -5.1676 2.6995 -6.4340 4.5097 + + + + -- lower cutpoint: 5.08232 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.50693 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 5.08232 (16.842), N = 16 moving right + --- 5.10768 (27.0086), N = 13 moving right + --- 5.50693 (21.5858), N = 12 moving right + + -- best stat: 27.0086, min to split: 0 + + -- p-values: + --- column 19: 0.598484 + --- column 119: 0.662014 + --- column 70: 0.293042 + --- column 60: 0.465712 + --- column 12: 0.655894 + +-- node 79 was split into node 117 (left) and 118 (right) + +-- sprouting node 80 into a leaf (N = 13) + +-- attempting to split node 81 (N = 40, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 99 64 52 19 104 + + + -- linear combo weights (showing up to 5) + + 4.8533 1.9418 -2.1575 3.3036 -7.6649 + + + + -- lower cutpoint: -11.6418 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.2902 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.6418 (23.1019), N = 30 moving right + --- -9.25332 (32.8167), N = 27 moving right + --- -4.01294 (10.4415), N = 14 moving right + --- -3.43432 (9.80842), N = 13 moving right + --- -2.6326 (15.6803), N = 11 moving right + + -- best stat: 32.8167, min to split: 0 + + -- p-values: + --- column 99: 0.908263 + --- column 64: 0.815366 + --- column 52: 0.874016 + --- column 19: 0.56439 + --- column 104: 0.39321 + --- column 116: 0.546889 + --- column 31: 0.371738 + --- column 103: 0.546385 + +-- node 81 was split into node 119 (left) and 120 (right) + +-- attempting to split node 82 (N = 343, try number 1) + + -- N obs (unweighted): 219 + -- columns sampled (showing up to 5) + + 40 58 51 101 52 + + + -- linear combo weights (showing up to 5) + + 3.1473 0.0713 -1.4487 0.7741 6.1584 + + + + -- lower cutpoint: -11.4022 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.89662 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.40794 (8.44665), N = 263 moving right + --- -4.02113 (10.6409), N = 202 moving right + --- -3.57937 (7.84577), N = 184 moving right + --- 0.568032 (12.7682), N = 73 moving right + --- 1.00903 (12.5794), N = 59 moving right + + -- best stat: 12.7682, min to split: 0 + + -- p-values: + --- column 40: 0.0527476 + --- column 58: 0.948617 + --- column 51: 0.417426 + --- column 101: 0.742496 + --- column 52: 0.242636 + --- column 2: 0.828238 + --- column 81: 0.167824 + --- column 94: 0.122996 + --- column 86: 0.0198725* + --- column 112: 0.274286 + --- column 83: 0.000807678*** [+1 to VI numerator] + --- column 9: 0.322789 + +-- node 82 was split into node 121 (left) and 122 (right) + +-- attempting to split node 83 (N = 154, try number 1) + + -- N obs (unweighted): 101 + -- columns sampled (showing up to 5) + + 16 37 3 34 9 + + + -- linear combo weights (showing up to 5) + + -0.2398 -4.4545 -7.7690 -2.7135 2.5773 + + + + -- lower cutpoint: -8.80997 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.2749 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.37554 (21.0147), N = 129 moving right + --- 0.213379 (16.3657), N = 77 moving right + --- 1.31076 (14.7312), N = 67 moving right + --- 1.70923 (15.7248), N = 60 moving right + --- 2.42475 (20.415), N = 53 moving right + + -- best stat: 21.0147, min to split: 0 + + -- p-values: + --- column 16: 0.931843 + --- column 37: 0.0181989* + --- column 3: 0.335381 + --- column 34: 0.472551 + --- column 9: 0.4316 + --- column 119: 0.452309 + --- column 118: 0.393617 + --- column 49: 0.122868 + --- column 28: 0.824564 + --- column 76: 0.383013 + --- column 22: 0.688947 + --- column 15: 0.995466 + +-- node 83 was split into node 123 (left) and 124 (right) + +-- attempting to split node 84 (N = 69, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 91 96 94 34 120 + + + -- linear combo weights (showing up to 5) + + -3.0204 1.8788 0.4404 -2.3776 16.7171 + + + + -- lower cutpoint: -5.47632 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.709411 + - n_obs, right node: 14 + + -- cutpoint (score) + --- -4.99811 (4.5105), N = 51 moving right + --- -2.84792 (7.77626), N = 38 moving right + --- -0.655646 (2.83266), N = 26 moving right + --- -0.285506 (4.45663), N = 23 moving right + --- 0.709411 (8.07252), N = 14 moving right + + -- best stat: 8.07252, min to split: 0 + + -- p-values: + --- column 91: 0.350142 + --- column 96: 0.546714 + --- column 94: 0.9501 + --- column 34: 0.606004 + --- column 120: 0.703229 + --- column 81: 0.493403 + --- column 16: 0.253038 + --- column 78: 0.926775 + --- column 29: 0.69624 + --- column 105: 0.892877 + --- column 17: 0.427332 + --- column 106: 0.824836 + +-- node 84 was split into node 125 (left) and 126 (right) + +-- attempting to split node 85 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 0 36 86 119 18 + + + -- linear combo weights (showing up to 5) + + 5.6250 -2.2104 -4.0546 -1.8468 3.3815 + + + + -- lower cutpoint: -4.39696 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.65625 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.39696 (11.7938), N = 22 moving right + --- -3.31766 (5.93642), N = 21 moving right + --- 1.98719 (10.0331), N = 13 moving right + --- 2.07455 (11.649), N = 12 moving right + --- 2.55501 (14.5471), N = 11 moving right + + -- best stat: 14.5471, min to split: 0 + + -- p-values: + --- column 0: 0.811271 + --- column 36: 0.706542 + --- column 86: 0.452545 + --- column 119: 0.946621 + --- column 18: 0.569428 + --- column 71: 0.694533 + +-- node 85 was split into node 127 (left) and 128 (right) + +-- attempting to split node 86 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 61 26 33 13 + + + -- linear combo weights (showing up to 5) + + -0.0620 -9.3240 -0.6002 8.4267 + + + + -- lower cutpoint: 0.473687 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.11027 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.473687 (17.2588), N = 11 moving right + --- 1.11027 (4.5731), N = 10 moving right + + -- best stat: 17.2588, min to split: 0 + + -- p-values: + --- column 61: 0.993685 + --- column 26: 0.644474 + --- column 33: 0.949633 + --- column 13: 0.628688 + +-- node 86 was split into node 129 (left) and 130 (right) + +-- attempting to split node 87 (N = 84, try number 1) + + -- N obs (unweighted): 58 + -- columns sampled (showing up to 5) + + 116 118 2 88 45 + + + -- linear combo weights (showing up to 5) + + -6.5123 -1.8542 0.7487 7.2841 0.3966 + + + + -- lower cutpoint: -11.0048 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.298912 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.3513 (18.6889), N = 70 moving right + --- -4.79164 (11.2041), N = 48 moving right + --- -4.5311 (12.1746), N = 44 moving right + --- -2.42026 (3.17076), N = 24 moving right + --- -0.367181 (4.87941), N = 11 moving right + + -- best stat: 18.6889, min to split: 0 + + -- p-values: + --- column 116: 0.101787 + --- column 118: 0.292297 + --- column 2: 0.638907 + --- column 88: 0.49251 + --- column 45: 0.884507 + --- column 94: 0.726621 + --- column 29: 0.747807 + --- column 119: 0.562882 + --- column 114: 0.699724 + --- column 31: 0.621862 + --- column 84: 0.840367 + --- column 87: 0.677977 + +-- node 87 was split into node 131 (left) and 132 (right) + +-- attempting to split node 88 (N = 43, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 18 45 73 53 52 + + + -- linear combo weights (showing up to 5) + + -2.6539 3.7475 1.9226 -1.2745 -16.5912 + + + + -- lower cutpoint: 2.70086 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.0388 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.29637 (3.0233), N = 27 moving right + --- 5.12227 (5.53274), N = 22 moving right + --- 5.82439 (16.6697), N = 16 moving right + --- 6.60727 (22.4216), N = 13 moving right + --- 6.77613 (22.6442), N = 11 moving right + + -- best stat: 22.6442, min to split: 0 + + -- p-values: + --- column 18: 0.228386 + --- column 45: 0.303573 + --- column 73: 0.362446 + --- column 53: 0.663288 + --- column 52: 0.539617 + --- column 70: 0.258221 + --- column 8: 0.447949 + --- column 26: 0.284333 + +-- node 88 was split into node 133 (left) and 134 (right) + +-- sprouting node 89 into a leaf (N = 14) + +-- attempting to split node 90 (N = 29, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 84 35 80 23 93 + + + -- linear combo weights (showing up to 5) + + -17.0693 -2.0968 -1.1916 -0.1155 11.1036 + + + + -- lower cutpoint: 0.645288 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.29716 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.645288 (13.1942), N = 19 moving right + --- 2.7161 (8.43539), N = 17 moving right + --- 3.09921 (7.19658), N = 16 moving right + --- 3.57831 (7.42934), N = 13 moving right + --- 4.29716 (3.88196), N = 11 moving right + + -- best stat: 13.1942, min to split: 0 + + -- p-values: + --- column 84: 0.0445818* + --- column 35: 0.310444 + --- column 80: 0.738921 + --- column 23: 0.991326 + --- column 93: 0.893625 + --- column 60: 0.170979 + --- column 43: 0.672429 + +-- node 90 was split into node 135 (left) and 136 (right) + +-- attempting to split node 91 (N = 67, try number 1) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 88 24 43 107 19 + + + -- linear combo weights (showing up to 5) + + -12.2954 1.4836 -2.3188 19.2669 -6.7008 + + + + -- lower cutpoint: -11.2629 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.4975 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.1984 (12.1226), N = 55 moving right + --- -10.9907 (8.01338), N = 52 moving right + --- -6.69324 (11.2739), N = 28 moving right + --- -6.04948 (10.8158), N = 25 moving right + --- -5.89651 (12.4856), N = 22 moving right + + -- best stat: 12.4856, min to split: 0 + + -- p-values: + --- column 88: 0.176086 + --- column 24: 0.786701 + --- column 43: 0.655245 + --- column 107: 0.222597 + --- column 19: 0.0890651 + --- column 45: 0.769276 + --- column 41: 0.172304 + --- column 56: 0.55373 + --- column 101: 0.974042 + --- column 15: 0.621257 + --- column 63: 0.294588 + --- column 13: 0.0681895 + +-- node 91 was split into node 137 (left) and 138 (right) + +-- sprouting node 92 into a leaf (N = 11) + +-- sprouting node 93 into a leaf (N = 11) + +-- sprouting node 94 into a leaf (N = 13) + +-- attempting to split node 95 (N = 127, try number 1) + + -- N obs (unweighted): 76 + -- columns sampled (showing up to 5) + + 38 100 120 30 40 + + + -- linear combo weights (showing up to 5) + + -5.1485 8.2132 -66.9516 4.2410 9.0762 + + + + -- lower cutpoint: 2.12733 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.7084 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.73439 (7.79963), N = 99 moving right + --- 6.04653 (10.6633), N = 92 moving right + --- 8.12319 (17.2207), N = 61 moving right + --- 9.52317 (15.5085), N = 48 moving right + --- 13.3946 (13.6737), N = 16 moving right + + -- best stat: 17.2207, min to split: 0 + + -- p-values: + --- column 38: 0.0393472* + --- column 100: 0.62116 + --- column 120: 0.64993 + --- column 30: 0.690577 + --- column 40: 0.0514031 + --- column 22: 0.441496 + --- column 122: 0.112923 + --- column 55: 0.743134 + --- column 104: 0.904985 + --- column 67: 0.936671 + --- column 58: 0.980922 + --- column 12: 0.254678 + +-- node 95 was split into node 139 (left) and 140 (right) + +-- attempting to split node 96 (N = 55, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 93 54 17 105 38 + + + -- linear combo weights (showing up to 5) + + -12.6883 15.6291 -1.4225 1.9700 0.7500 + + + + -- lower cutpoint: -4.3852 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.25683 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.90892 (12.13), N = 42 moving right + --- -2.53537 (13.262), N = 34 moving right + --- -1.15476 (15.9313), N = 27 moving right + --- 2.82668 (8.09661), N = 11 moving right + --- 3.25683 (8.84547), N = 10 moving right + + -- best stat: 15.9313, min to split: 0 + + -- p-values: + --- column 93: 0.00490712** [+1 to VI numerator] + --- column 54: 0.00474044** [+1 to VI numerator] + --- column 17: 0.467061 + --- column 105: 0.344299 + --- column 38: 0.804914 + --- column 94: 0.850851 + --- column 67: 0.922498 + --- column 42: 0.969028 + --- column 34: 0.706751 + --- column 47: 0.0670481 + --- column 19: 0.274035 + --- column 81: 0.683641 + +-- node 96 was split into node 141 (left) and 142 (right) + +-- attempting to split node 97 (N = 58, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 94 74 98 9 80 + + + -- linear combo weights (showing up to 5) + + 4.1844 12.0915 1.0719 -1.1515 0.7687 + + + + -- lower cutpoint: -8.59576 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.9604 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.58681 (11.69), N = 47 moving right + --- -8.37583 (8.42365), N = 44 moving right + --- -8.01987 (19.4148), N = 41 moving right + --- -6.68051 (25.0564), N = 33 moving right + --- -3.97277 (9.31154), N = 16 moving right + + -- best stat: 25.0564, min to split: 0 + + -- p-values: + --- column 94: 0.500773 + --- column 74: 0.472733 + --- column 98: 0.737879 + --- column 9: 0.624707 + --- column 80: 0.895775 + --- column 88: 0.223929 + --- column 91: 0.92493 + --- column 100: 0.0898486 + --- column 26: 0.833851 + --- column 115: 0.791567 + --- column 23: 0.325921 + --- column 78: 0.900278 + +-- node 97 was split into node 143 (left) and 144 (right) + +-- attempting to split node 98 (N = 44, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 72 77 3 61 83 + + + -- linear combo weights (showing up to 5) + + 6.5697 -1.3976 5.2597 -6.9512 -10.6405 + + + + -- lower cutpoint: 11.554 + - n_obs, left node: 10 + + + -- upper cutpoint: 17.4341 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 12.7326 (7.16529), N = 33 moving right + --- 14.9407 (8.31031), N = 26 moving right + --- 15.3978 (7.94215), N = 22 moving right + --- 16.3714 (8.72296), N = 21 moving right + --- 16.8663 (7.96143), N = 20 moving right + + -- best stat: 8.72296, min to split: 0 + + -- p-values: + --- column 72: 0.0626478 + --- column 77: 0.268785 + --- column 3: 0.519811 + --- column 61: 0.0735213 + --- column 83: 0.154884 + --- column 26: 0.700201 + --- column 2: 0.745627 + --- column 46: 0.156988 + --- column 100: 0.621854 + +-- node 98 was split into node 145 (left) and 146 (right) + +-- sprouting node 99 into a leaf (N = 13) + +-- sprouting node 100 into a leaf (N = 23) + +-- sprouting node 101 into a leaf (N = 10) + +-- sprouting node 102 into a leaf (N = 10) + +-- sprouting node 103 into a leaf (N = 13) + +-- sprouting node 104 into a leaf (N = 17) + +-- attempting to split node 105 (N = 44, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 28 54 62 63 31 + + + -- linear combo weights (showing up to 5) + + 0.9862 9.6515 26.9354 19.0617 -2.8121 + + + + -- lower cutpoint: -11.0859 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.96432 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.9545 (14.1555), N = 32 moving right + --- -10.6649 (15.6651), N = 31 moving right + --- -6.85665 (34.5993), N = 23 moving right + --- -5.44692 (32.7274), N = 21 moving right + --- -2.42512 (38.2997), N = 12 moving right + + -- best stat: 38.2997, min to split: 0 + + -- p-values: + --- column 28: 0.685767 + --- column 54: 0.7079 + --- column 62: 0.0256514* + --- column 63: 0.0113519* + --- column 31: 0.329356 + --- column 21: 0.983798 + --- column 111: 0.611903 + --- column 75: 0.657505 + --- column 30: 0.62743 + +-- node 105 was split into node 147 (left) and 148 (right) + +-- sprouting node 106 into a leaf (N = 16) + +-- sprouting node 107 into a leaf (N = 19) + +-- sprouting node 108 into a leaf (N = 19) + +-- sprouting node 109 into a leaf (N = 15) + +-- sprouting node 110 into a leaf (N = 11) + +-- sprouting node 111 into a leaf (N = 10) + +-- sprouting node 112 into a leaf (N = 12) + +-- attempting to split node 113 (N = 30, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 105 69 76 29 14 + + + -- linear combo weights (showing up to 5) + + 1.6561 4.1472 -3.8730 0.0870 1.1200 + + + + -- lower cutpoint: 1.06643 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.37525 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.06643 (3.645), N = 20 moving right + --- 1.0809 (4.36383), N = 19 moving right + --- 2.15195 (5.10018), N = 16 moving right + --- 2.19457 (5.13778), N = 15 moving right + --- 3.37525 (6.125), N = 10 moving right + + -- best stat: 6.125, min to split: 0 + + -- p-values: + --- column 105: 0.365601 + --- column 69: 0.184156 + --- column 76: 0.348475 + --- column 29: 0.966944 + --- column 14: 0.697068 + --- column 64: 0.247799 + --- column 80: 0.244835 + +-- node 113 was split into node 149 (left) and 150 (right) + +-- sprouting node 114 into a leaf (N = 13) + +-- sprouting node 115 into a leaf (N = 19) + +-- sprouting node 116 into a leaf (N = 16) + +-- sprouting node 117 into a leaf (N = 14) + +-- sprouting node 118 into a leaf (N = 13) + +-- sprouting node 119 into a leaf (N = 13) + +-- attempting to split node 120 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 42 53 31 23 5 + + + -- linear combo weights (showing up to 5) + + 6.2905 -4.5014 -9.5717 -10.6824 5.7287 + + + + -- lower cutpoint: 1.15105 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.8769 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.62232 (71.2727), N = 16 moving right + --- 2.59582 (41.5879), N = 14 moving right + --- 4.90697 (42.5495), N = 13 moving right + --- 5.06398 (37.3556), N = 12 moving right + --- 5.10529 (12.5511), N = 11 moving right + + -- best stat: 71.2727, min to split: 0 + + -- p-values: + --- column 42: 0.33707 + --- column 53: 0.718639 + --- column 31: 0.505268 + --- column 23: 0.617487 + --- column 5: 0.530864 + --- column 96: 0.568779 + +-- node 120 was split into node 151 (left) and 152 (right) + +-- attempting to split node 121 (N = 270, try number 1) + + -- N obs (unweighted): 171 + -- columns sampled (showing up to 5) + + 19 84 89 86 111 + + + -- linear combo weights (showing up to 5) + + 0.2484 -3.6550 -0.6493 2.1053 -6.5989 + + + + -- lower cutpoint: -4.38194 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.99842 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.2662 (5.6772), N = 250 moving right + --- 0.232677 (3.63349), N = 136 moving right + --- 0.674518 (2.3252), N = 116 moving right + --- 1.6333 (5.48272), N = 82 moving right + --- 3.3209 (2.99655), N = 40 moving right + + -- best stat: 5.6772, min to split: 0 + + -- p-values: + --- column 19: 0.91906 + --- column 84: 0.440614 + --- column 89: 0.767993 + --- column 86: 0.557768 + --- column 111: 0.235149 + --- column 65: 0.798735 + --- column 34: 0.251534 + --- column 41: 0.108251 + --- column 26: 0.847683 + --- column 104: 0.171522 + --- column 96: 0.903396 + --- column 90: 0.51067 + +-- node 121 was split into node 153 (left) and 154 (right) + +-- attempting to split node 122 (N = 73, try number 1) + + -- N obs (unweighted): 48 + -- columns sampled (showing up to 5) + + 114 73 121 94 39 + + + -- linear combo weights (showing up to 5) + + 4.7762 5.6691 -2.6455 0.8456 6.2398 + + + + -- lower cutpoint: -2.70182 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.0281 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.259912 (19.7579), N = 51 moving right + --- 0.246921 (16.2408), N = 48 moving right + --- 4.35857 (32.6518), N = 37 moving right + --- 4.94482 (33.7806), N = 33 moving right + --- 4.98638 (26.7831), N = 30 moving right + + -- best stat: 33.7806, min to split: 0 + + -- p-values: + --- column 114: 0.485433 + --- column 73: 0.109185 + --- column 121: 0.639262 + --- column 94: 0.835315 + --- column 39: 0.336732 + --- column 107: 0.888811 + --- column 100: 0.56737 + --- column 14: 0.0780962 + --- column 9: 0.62195 + --- column 23: 0.927639 + --- column 81: 0.174735 + --- column 17: 0.804891 + +-- node 122 was split into node 155 (left) and 156 (right) + +-- attempting to split node 123 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 65 10 9 66 13 + + + -- linear combo weights (showing up to 5) + + 49.1021 -18.6244 -6.7042 -25.3458 -26.0383 + + + + -- lower cutpoint: -10.8064 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.57608 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.8064 (146.817), N = 15 moving right + --- -10.3679 (150.5), N = 14 moving right + --- -5.23667 (142.467), N = 13 moving right + --- -5.0363 (96.8547), N = 12 moving right + --- -4.57608 (90.6371), N = 10 moving right + + -- best stat: 150.5, min to split: 0 + + -- p-values: + --- column 65: 0.401753 + --- column 10: 0.0625304 + --- column 9: 0.622106 + --- column 66: 0.677089 + --- column 13: 0.171724 + +-- node 123 was split into node 157 (left) and 158 (right) + +-- attempting to split node 124 (N = 129, try number 1) + + -- N obs (unweighted): 86 + -- columns sampled (showing up to 5) + + 102 89 70 39 12 + + + -- linear combo weights (showing up to 5) + + -0.5706 -0.2236 1.1004 2.5529 -3.6314 + + + + -- lower cutpoint: -7.69569 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.18348 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.76716 (2.05899), N = 112 moving right + --- -6.1957 (10.3359), N = 96 moving right + --- -2.49326 (1.40264), N = 50 moving right + --- -1.61022 (8.92624), N = 38 moving right + --- -0.753009 (5.3757), N = 27 moving right + + -- best stat: 10.3359, min to split: 0 + + -- p-values: + --- column 102: 0.885048 + --- column 89: 0.929736 + --- column 70: 0.797736 + --- column 39: 0.356083 + --- column 12: 0.302244 + --- column 65: 0.469652 + --- column 45: 0.571859 + --- column 92: 0.887329 + --- column 62: 0.827272 + --- column 109: 0.313572 + --- column 42: 0.66911 + --- column 54: 0.955012 + +-- node 124 was split into node 159 (left) and 160 (right) + +-- attempting to split node 125 (N = 55, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 119 117 52 38 124 + + + -- linear combo weights (showing up to 5) + + -1.1495 -11.2072 15.2849 -4.6130 3.8149 + + + + -- lower cutpoint: -4.43791 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.08625 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.43791 (21.1841), N = 45 moving right + --- -3.92719 (28.7686), N = 44 moving right + --- 2.29908 (17.5882), N = 22 moving right + --- 3.00621 (11.1364), N = 17 moving right + --- 4.08625 (13.5558), N = 11 moving right + + -- best stat: 28.7686, min to split: 0 + + -- p-values: + --- column 119: 0.939047 + --- column 117: 0.0127212* + --- column 52: 0.312224 + --- column 38: 0.091169 + --- column 124: 0.686263 + --- column 91: 0.713008 + --- column 40: 0.162654 + --- column 14: 0.218603 + --- column 112: 0.554051 + --- column 29: 0.648235 + --- column 79: 0.704419 + --- column 12: 0.322684 + +-- node 125 was split into node 161 (left) and 162 (right) + +-- sprouting node 126 into a leaf (N = 14) + +-- attempting to split node 127 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 30 39 74 33 + + + -- linear combo weights (showing up to 5) + + -36.9430 -8.7149 16.2263 12.5793 + + + + -- lower cutpoint: -0.709301 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.440527 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.709301 (4.94949), N = 11 moving right + --- -0.440527 (5.09192), N = 10 moving right + + -- best stat: 5.09192, min to split: 0 + + -- p-values: + --- column 30: 0.129842 + --- column 39: 0.174473 + --- column 74: 0.131315 + --- column 33: 0.104898 + +-- node 127 was split into node 163 (left) and 164 (right) + +-- sprouting node 128 into a leaf (N = 11) + +-- sprouting node 129 into a leaf (N = 10) + +-- sprouting node 130 into a leaf (N = 11) + +-- sprouting node 131 into a leaf (N = 14) + +-- attempting to split node 132 (N = 70, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 86 109 76 39 22 + + + -- linear combo weights (showing up to 5) + + -1.1823 -2.8561 -0.8382 1.1779 0.9674 + + + + -- lower cutpoint: -6.16662 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.10714 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.10607 (13.6556), N = 50 moving right + --- -3.40802 (11.8576), N = 40 moving right + --- -3.00799 (6.36383), N = 36 moving right + --- -1.48151 (16.5711), N = 26 moving right + --- -0.790557 (22.5429), N = 20 moving right + + -- best stat: 22.5429, min to split: 0 + + -- p-values: + --- column 86: 0.797142 + --- column 109: 0.953054 + --- column 76: 0.792441 + --- column 39: 0.738838 + --- column 22: 0.865723 + --- column 119: 0.921965 + --- column 77: 0.426752 + --- column 60: 0.720311 + --- column 26: 0.789447 + --- column 54: 0.486811 + --- column 121: 0.945101 + --- column 50: 0.397308 + +-- node 132 was split into node 165 (left) and 166 (right) + +-- attempting to split node 133 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 125 11 65 22 63 + + + -- linear combo weights (showing up to 5) + + -3.8215 0.4627 3.8474 -1.1367 0.4209 + + + + -- lower cutpoint: 0.290204 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.51598 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.290204 (2.29627), N = 21 moving right + --- 0.553803 (2.18263), N = 19 moving right + --- 1.33924 (2.14844), N = 17 moving right + --- 2.4216 (2.22658), N = 14 moving right + --- 3.16901 (0.802148), N = 12 moving right + + -- best stat: 2.29627, min to split: 0 + + -- p-values: + --- column 125: 0.368628 + --- column 11: 0.72392 + --- column 65: 0.26901 + --- column 22: 0.736732 + --- column 63: 0.679058 + --- column 69: 0.22686 + +-- node 133 was split into node 167 (left) and 168 (right) + +-- sprouting node 134 into a leaf (N = 11) + +-- sprouting node 135 into a leaf (N = 10) + +-- sprouting node 136 into a leaf (N = 19) + +-- attempting to split node 137 (N = 45, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 2 53 100 33 38 + + + -- linear combo weights (showing up to 5) + + 1.5205 2.1592 -0.5086 4.4859 1.0448 + + + + -- lower cutpoint: 0.710453 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.38892 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.710453 (3.6346), N = 35 moving right + --- 0.932091 (2.69253), N = 34 moving right + --- 1.17015 (4.62568), N = 32 moving right + --- 2.75321 (3.42519), N = 18 moving right + --- 3.48419 (3.38), N = 15 moving right + + -- best stat: 4.62568, min to split: 0 + + -- p-values: + --- column 2: 0.560022 + --- column 53: 0.626378 + --- column 100: 0.936256 + --- column 33: 0.620503 + --- column 38: 0.729099 + --- column 36: 0.477747 + --- column 89: 0.935224 + --- column 24: 0.442501 + --- column 69: 0.516492 + --- column 87: 0.964085 + +-- node 137 was split into node 169 (left) and 170 (right) + +-- attempting to split node 138 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 31 87 33 75 117 + + + -- linear combo weights (showing up to 5) + + 2.6514 9.6308 6.9713 -0.7297 -4.5502 + + + + -- lower cutpoint: -5.54831 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.40532 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.54831 (3.3031), N = 12 moving right + --- -5.40532 (4.56405), N = 11 moving right + + -- best stat: 4.56405, min to split: 0 + + -- p-values: + --- column 31: 0.66441 + --- column 87: 0.314984 + --- column 33: 0.238229 + --- column 75: 0.837705 + --- column 117: 0.270514 + +-- node 138 was split into node 171 (left) and 172 (right) + +-- attempting to split node 139 (N = 66, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 76 61 51 94 39 + + + -- linear combo weights (showing up to 5) + + -3.7522 -43.0893 2.5101 4.0825 4.3613 + + + + -- lower cutpoint: -3.1234 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.77672 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.67558 (17.0139), N = 54 moving right + --- -1.91333 (11.5423), N = 52 moving right + --- -0.398435 (16.2229), N = 43 moving right + --- 6.73663 (17.0744), N = 20 moving right + --- 9.58272 (5.81892), N = 11 moving right + + -- best stat: 17.0744, min to split: 0 + + -- p-values: + --- column 76: 0.437827 + --- column 61: 0.534043 + --- column 51: 0.481751 + --- column 94: 0.890012 + --- column 39: 0.366675 + --- column 42: 0.12372 + --- column 23: 0.834061 + --- column 34: 0.590503 + --- column 11: 0.0365008* + --- column 60: 0.583113 + --- column 32: 0.534732 + --- column 114: 0.367802 + +-- node 139 was split into node 173 (left) and 174 (right) + +-- attempting to split node 140 (N = 61, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 31 58 91 62 102 + + + -- linear combo weights (showing up to 5) + + -4.6724 -1.4781 1.1157 11.7042 -5.6904 + + + + -- lower cutpoint: -4.56453 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.97289 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.90508 (5.97787), N = 44 moving right + --- -2.06821 (5.27794), N = 41 moving right + --- 0.917094 (13.2564), N = 19 moving right + --- 1.80504 (20.3201), N = 15 moving right + --- 3.97289 (17.9228), N = 10 moving right + + -- best stat: 20.3201, min to split: 0 + + -- p-values: + --- column 31: 0.376271 + --- column 58: 0.554416 + --- column 91: 0.769842 + --- column 62: 0.484237 + --- column 102: 0.665078 + --- column 28: 0.975589 + --- column 117: 0.794189 + --- column 101: 0.652399 + --- column 121: 0.308563 + --- column 36: 0.67194 + --- column 37: 0.0141127* + --- column 49: 0.689634 + +-- node 140 was split into node 175 (left) and 176 (right) + +-- attempting to split node 141 (N = 28, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 37 22 10 88 106 + + + -- linear combo weights (showing up to 5) + + 2.5082 6.4126 2.8408 10.1527 -0.3125 + + + + -- lower cutpoint: -4.02702 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.90203 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.02702 (18.167), N = 17 moving right + --- -3.94895 (10.9525), N = 16 moving right + --- -3.81069 (9.23171), N = 15 moving right + --- -3.76479 (4.59184), N = 14 moving right + --- -3.67438 (1.58336), N = 13 moving right + + -- best stat: 18.167, min to split: 0 + + -- p-values: + --- column 37: 0.46943 + --- column 22: 0.724303 + --- column 10: 0.327452 + --- column 88: 0.337148 + --- column 106: 0.893455 + --- column 19: 0.285658 + --- column 18: 0.62097 + +-- node 141 was split into node 177 (left) and 178 (right) + +-- attempting to split node 142 (N = 27, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 108 24 100 124 118 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 142 (N = 27, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 101 90 124 67 116 + + + -- linear combo weights (showing up to 5) + + -2.9493 -1.1492 11.2586 1.7611 -5.7190 + + + + -- lower cutpoint: -0.3392 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.335966 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.3392 (1.42338), N = 17 moving right + --- -0.300243 (2.29805), N = 16 moving right + --- 0.177007 (3.38025), N = 15 moving right + --- 0.263379 (5.70479), N = 14 moving right + --- 0.335966 (14.9685), N = 10 moving right + + -- best stat: 14.9685, min to split: 0 + + -- p-values: + --- column 101: 0.352257 + --- column 90: 0.727416 + --- column 124: 0.278069 + --- column 67: 0.297766 + --- column 116: 0.572356 + +-- node 142 was split into node 179 (left) and 180 (right) + +-- attempting to split node 143 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 80 24 25 21 104 + + + -- linear combo weights (showing up to 5) + + -2.7468 9.3519 -4.8309 2.0764 1.2717 + + + + -- lower cutpoint: 0.662527 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.27381 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.662527 (73.6233), N = 14 moving right + --- 1.14741 (64.3079), N = 13 moving right + --- 1.82093 (24.576), N = 11 moving right + --- 2.27381 (20.3136), N = 10 moving right + + -- best stat: 73.6233, min to split: 0 + + -- p-values: + --- column 80: 0.83388 + --- column 24: 0.419663 + --- column 25: 0.502641 + --- column 21: 0.563544 + --- column 104: 0.837719 + +-- node 143 was split into node 181 (left) and 182 (right) + +-- attempting to split node 144 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 63 40 66 97 68 + + + -- linear combo weights (showing up to 5) + + 4.4862 -4.0553 0.6170 -4.9123 1.0867 + + + + -- lower cutpoint: 0.275247 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.54532 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.275247 (23.7308), N = 23 moving right + --- 1.27358 (28.9781), N = 21 moving right + --- 1.91953 (27.9472), N = 20 moving right + --- 4.4502 (27.181), N = 19 moving right + --- 5.45069 (23.7617), N = 16 moving right + + -- best stat: 28.9781, min to split: 0 + + -- p-values: + --- column 63: 0.262003 + --- column 40: 0.0431761* + --- column 66: 0.767672 + --- column 97: 3.99306e-05*** [+1 to VI numerator] + --- column 68: 0.691043 + --- column 101: 0.705391 + --- column 88: 0.786242 + +-- node 144 was split into node 183 (left) and 184 (right) + +-- attempting to split node 145 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 105 48 13 75 67 + + + -- linear combo weights (showing up to 5) + + -9.6456 1.8549 11.5074 -12.7851 0.8014 + + + + -- lower cutpoint: -10.4895 + - n_obs, left node: 10 + + + -- upper cutpoint: -8.47679 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.4895 (4.75766), N = 13 moving right + --- -10.4536 (4.75133), N = 11 moving right + --- -8.47679 (4.85799), N = 10 moving right + + -- best stat: 4.85799, min to split: 0 + + -- p-values: + --- column 105: 0.250406 + --- column 48: 0.753155 + --- column 13: 0.315245 + --- column 75: 0.168936 + --- column 67: 0.621173 + +-- node 145 was split into node 185 (left) and 186 (right) + +-- sprouting node 146 into a leaf (N = 21) + +-- attempting to split node 147 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 35 44 108 122 123 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 147 (N = 32, try number 2) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 51 63 101 54 81 + + + -- linear combo weights (showing up to 5) + + -2.6164 1.6058 -1.4108 -12.1164 -3.4899 + + + + -- lower cutpoint: -0.533097 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.11131 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.533097 (13.9381), N = 22 moving right + --- 0.715122 (8.81256), N = 18 moving right + --- 1.05094 (2.44141), N = 16 moving right + --- 2.9056 (3.81536), N = 11 moving right + --- 3.11131 (5.4495), N = 10 moving right + + -- best stat: 13.9381, min to split: 0 + + -- p-values: + --- column 51: 0.415978 + --- column 63: 0.658775 + --- column 101: 0.749242 + --- column 54: 0.729323 + --- column 81: 0.406736 + --- column 30: 0.754848 + +-- node 147 was split into node 187 (left) and 188 (right) + +-- sprouting node 148 into a leaf (N = 12) + +-- attempting to split node 149 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 34 20 11 110 + + + -- linear combo weights (showing up to 5) + + 1.3433 -3.8521 8.1210 1.0840 + + + + -- lower cutpoint: -1.09151 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.09151 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.09151 (3.4225), N = 10 moving right + + -- best stat: 3.4225, min to split: 0 + + -- p-values: + --- column 34: 0.0329906* + --- column 20: 0.000342087*** [+1 to VI numerator] + --- column 11: 0.00359755** [+1 to VI numerator] + --- column 110: 0.663572 + +-- node 149 was split into node 189 (left) and 190 (right) + +-- sprouting node 150 into a leaf (N = 10) + +-- sprouting node 151 into a leaf (N = 11) + +-- sprouting node 152 into a leaf (N = 16) + +-- attempting to split node 153 (N = 20, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 84 100 117 82 + + + -- linear combo weights (showing up to 5) + + 4.9131 -7.8829 7.2716 3.7226 + + + + -- lower cutpoint: 4.61406 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.61406 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.61406 (133.403), N = 10 moving right + + -- best stat: 133.403, min to split: 0 + + -- p-values: + --- column 84: 0.82876 + --- column 100: 0.539704 + --- column 117: 0.492602 + --- column 82: 0.878373 + +-- node 153 was split into node 191 (left) and 192 (right) + +-- attempting to split node 154 (N = 250, try number 1) + + -- N obs (unweighted): 158 + -- columns sampled (showing up to 5) + + 49 30 10 91 47 + + + -- linear combo weights (showing up to 5) + + 3.2706 -2.4134 1.6280 2.1260 -4.4414 + + + + -- lower cutpoint: -7.85408 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.83631 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.5553 (22.9709), N = 168 moving right + --- -0.627177 (19.4033), N = 128 moving right + --- 0.96698 (12.697), N = 98 moving right + --- 3.23138 (2.51699), N = 49 moving right + --- 5.13794 (0.869199), N = 12 moving right + + -- best stat: 22.9709, min to split: 0 + + -- p-values: + --- column 49: 0.318526 + --- column 30: 0.623073 + --- column 10: 0.536828 + --- column 91: 0.259158 + --- column 47: 0.238938 + --- column 88: 0.355607 + --- column 92: 0.700729 + --- column 70: 0.430372 + --- column 83: 0.286611 + --- column 26: 0.711865 + --- column 118: 0.122236 + --- column 78: 0.402186 + +-- node 154 was split into node 193 (left) and 194 (right) + +-- attempting to split node 155 (N = 40, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 54 85 30 97 104 + + + -- linear combo weights (showing up to 5) + + -3.6390 11.0087 -2.0210 4.4918 -0.8107 + + + + -- lower cutpoint: -0.0276296 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.31272 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.239188 (6.04703), N = 23 moving right + --- 0.344871 (29.1655), N = 21 moving right + --- 0.979475 (27.3006), N = 20 moving right + --- 5.02215 (16.907), N = 15 moving right + --- 5.27931 (18.1362), N = 14 moving right + + -- best stat: 29.1655, min to split: 0 + + -- p-values: + --- column 54: 0.916227 + --- column 85: 0.190079 + --- column 30: 0.932544 + --- column 97: 0.341302 + --- column 104: 0.9736 + --- column 123: 0.929587 + --- column 19: 0.854946 + --- column 82: 0.266308 + +-- node 155 was split into node 195 (left) and 196 (right) + +-- attempting to split node 156 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 4 61 116 47 75 + + + -- linear combo weights (showing up to 5) + + 0.3257 1.8169 -1.4904 -13.8430 -7.0525 + + + + -- lower cutpoint: -0.841318 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.50613 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.684439 (16.4291), N = 17 moving right + --- 1.00962 (13.7482), N = 16 moving right + --- 1.37292 (17.8664), N = 15 moving right + --- 1.95014 (15.4334), N = 12 moving right + --- 4.50613 (14.1111), N = 10 moving right + + -- best stat: 17.8664, min to split: 0 + + -- p-values: + --- column 4: 0.910954 + --- column 61: 0.54788 + --- column 116: 0.671019 + --- column 47: 0.503553 + --- column 75: 0.0547414 + --- column 46: 0.406782 + --- column 33: 0.82781 + +-- node 156 was split into node 197 (left) and 198 (right) + +-- sprouting node 157 into a leaf (N = 11) + +-- sprouting node 158 into a leaf (N = 14) + +-- attempting to split node 159 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 9 28 19 94 24 + + + -- linear combo weights (showing up to 5) + + 12.3595 -0.5783 6.4630 16.4446 10.0414 + + + + -- lower cutpoint: -6.39165 + - n_obs, left node: 12 + + + -- upper cutpoint: -2.21272 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.39165 (51.0791), N = 21 moving right + --- -6.28313 (16.5358), N = 18 moving right + --- -4.0876 (6.29948), N = 16 moving right + --- -3.3992 (10.7052), N = 13 moving right + --- -2.21272 (54.6572), N = 10 moving right + + -- best stat: 54.6572, min to split: 0 + + -- p-values: + --- column 9: 0.113321 + --- column 28: 0.922425 + --- column 19: 0.428035 + --- column 94: 0.331786 + --- column 24: 0.217208 + --- column 88: 0.398504 + --- column 124: 0.955158 + +-- node 159 was split into node 199 (left) and 200 (right) + +-- attempting to split node 160 (N = 96, try number 1) + + -- N obs (unweighted): 64 + -- columns sampled (showing up to 5) + + 61 85 56 10 94 + + + -- linear combo weights (showing up to 5) + + -16.6671 5.6342 1.3353 0.3541 5.7818 + + + + -- lower cutpoint: 1.20685 + - n_obs, left node: 11 + + + -- upper cutpoint: 13.5182 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.23731 (29.8482), N = 77 moving right + --- 4.03824 (31.1394), N = 70 moving right + --- 4.94043 (27.8173), N = 66 moving right + --- 9.23119 (15.7151), N = 37 moving right + --- 11.4861 (8.92394), N = 23 moving right + + -- best stat: 31.1394, min to split: 0 + + -- p-values: + --- column 61: 0.504822 + --- column 85: 0.562097 + --- column 56: 0.745791 + --- column 10: 0.93576 + --- column 94: 0.729786 + --- column 97: 0.644225 + --- column 87: 0.0328224* + --- column 57: 0.509962 + --- column 86: 0.298661 + --- column 91: 0.144681 + --- column 48: 0.287991 + --- column 40: 0.786206 + +-- node 160 was split into node 201 (left) and 202 (right) + +-- sprouting node 161 into a leaf (N = 11) + +-- attempting to split node 162 (N = 44, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 91 29 114 122 40 + + + -- linear combo weights (showing up to 5) + + -2.0306 -2.0726 -1.3941 1.2679 0.9051 + + + + -- lower cutpoint: -0.449505 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.12705 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.240444 (5.15765), N = 31 moving right + --- 0.0401445 (5.90493), N = 29 moving right + --- 0.527365 (4.82301), N = 25 moving right + --- 0.836393 (3.64427), N = 23 moving right + --- 1.61356 (0.934771), N = 13 moving right + + -- best stat: 5.90493, min to split: 0 + + -- p-values: + --- column 91: 0.500826 + --- column 29: 0.636446 + --- column 114: 0.360348 + --- column 122: 0.179223 + --- column 40: 0.753033 + --- column 23: 0.893519 + --- column 57: 0.852984 + --- column 107: 0.597003 + +-- node 162 was split into node 203 (left) and 204 (right) + +-- sprouting node 163 into a leaf (N = 11) + +-- sprouting node 164 into a leaf (N = 10) + +-- attempting to split node 165 (N = 50, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 80 64 75 99 2 + + + -- linear combo weights (showing up to 5) + + 1.6522 -2.2181 -0.0348 -5.7041 1.0870 + + + + -- lower cutpoint: 0.615043 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.28035 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.4679 (15.4436), N = 33 moving right + --- 2.13096 (22.8792), N = 29 moving right + --- 3.54966 (20.0125), N = 23 moving right + --- 7.1396 (8.73714), N = 12 moving right + --- 7.28035 (10.2649), N = 11 moving right + + -- best stat: 22.8792, min to split: 0 + + -- p-values: + --- column 80: 0.733154 + --- column 64: 0.734175 + --- column 75: 0.989045 + --- column 99: 0.955203 + --- column 2: 0.657733 + --- column 90: 0.142888 + --- column 42: 0.948213 + --- column 3: 0.774595 + --- column 70: 0.947963 + --- column 100: 0.890648 + --- column 38: 0.263937 + +-- node 165 was split into node 205 (left) and 206 (right) + +-- attempting to split node 166 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 53 105 69 86 + + + -- linear combo weights (showing up to 5) + + -1.0941 -4.3906 -0.1077 -7.4544 + + + + -- lower cutpoint: -4.44218 + - n_obs, left node: 12 + + + -- upper cutpoint: -5.01476 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 166 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 125 23 27 123 + + + -- linear combo weights (showing up to 5) + + -3.0623 -6.6554 -1.9173 -0.3608 + + + + -- lower cutpoint: 1.47548 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.618816 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 166 (N = 20, try number 3) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 104 58 55 80 + + + -- linear combo weights (showing up to 5) + + 2.1006 1.0818 -0.1168 -0.2658 + + + + -- lower cutpoint: -0.171055 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.171055 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.171055 (0.9025), N = 10 moving right + + -- best stat: 0.9025, min to split: 0 + + -- p-values: + --- column 104: 0.784753 + --- column 58: 0.848552 + --- column 55: 0.982864 + --- column 80: 0.959955 + +-- node 166 was split into node 207 (left) and 208 (right) + +-- sprouting node 167 into a leaf (N = 11) + +-- attempting to split node 168 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 57 3 38 86 + + + -- linear combo weights (showing up to 5) + + 1.9973 -3.3792 0.5402 -6.6256 + + + + -- lower cutpoint: -2.48758 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.48758 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.48758 (1.28839), N = 11 moving right + + -- best stat: 1.28839, min to split: 0 + + -- p-values: + --- column 57: 0.170753 + --- column 3: 0.347792 + --- column 38: 0.404333 + --- column 86: 0.0234301* + +-- node 168 was split into node 209 (left) and 210 (right) + +-- sprouting node 169 into a leaf (N = 13) + +-- attempting to split node 170 (N = 32, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 89 24 76 64 15 + + + -- linear combo weights (showing up to 5) + + 2.1226 -2.9115 -4.4058 -19.7140 8.3151 + + + + -- lower cutpoint: 7.54978 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.54186 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 7.54978 (11.0813), N = 22 moving right + --- 7.73325 (9.48662), N = 21 moving right + --- 7.98303 (13.1836), N = 20 moving right + --- 8.07547 (11.6694), N = 19 moving right + --- 8.26294 (1.12891), N = 16 moving right + + -- best stat: 13.1836, min to split: 0 + + -- p-values: + --- column 89: 0.707748 + --- column 24: 0.717749 + --- column 76: 0.496747 + --- column 64: 0.288188 + --- column 15: 0.554182 + --- column 123: 0.812687 + --- column 117: 0.85611 + +-- node 170 was split into node 211 (left) and 212 (right) + +-- sprouting node 171 into a leaf (N = 11) + +-- sprouting node 172 into a leaf (N = 11) + +-- attempting to split node 173 (N = 46, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 83 15 77 67 119 + + + -- linear combo weights (showing up to 5) + + -14.0113 15.9472 4.3218 -2.8838 -12.6556 + + + + -- lower cutpoint: 5.46576 + - n_obs, left node: 13 + + + -- upper cutpoint: 11.7459 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.50312 (17.8887), N = 32 moving right + --- 8.07503 (34.7174), N = 24 moving right + --- 10.6766 (9.61621), N = 15 moving right + --- 11.0017 (11.4043), N = 14 moving right + --- 11.7459 (6.83672), N = 11 moving right + + -- best stat: 34.7174, min to split: 0 + + -- p-values: + --- column 83: 0.307558 + --- column 15: 0.289763 + --- column 77: 0.459949 + --- column 67: 0.829382 + --- column 119: 0.654963 + --- column 53: 0.330535 + --- column 76: 0.367013 + --- column 21: 0.307616 + --- column 4: 0.67064 + +-- node 173 was split into node 213 (left) and 214 (right) + +-- attempting to split node 174 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 39 91 77 6 + + + -- linear combo weights (showing up to 5) + + 3.2453 -3.2965 4.6143 -11.3072 + + + + -- lower cutpoint: -5.2203 + - n_obs, left node: 11 + + + -- upper cutpoint: -7.2649 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 174 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 97 63 93 96 + + + -- linear combo weights (showing up to 5) + + 0.3195 4.5136 -12.2757 -0.7077 + + + + -- lower cutpoint: 5.33077 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.33077 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.33077 (8.41), N = 10 moving right + + -- best stat: 8.41, min to split: 0 + + -- p-values: + --- column 97: 0.956559 + --- column 63: 0.646422 + --- column 93: 0.0612267 + --- column 96: 0.91905 + +-- node 174 was split into node 215 (left) and 216 (right) + +-- attempting to split node 175 (N = 46, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 56 91 125 13 57 + + + -- linear combo weights (showing up to 5) + + -3.6643 1.6115 -6.3100 12.8719 4.2671 + + + + -- lower cutpoint: -0.831303 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.97624 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.481225 (9.93125), N = 30 moving right + --- 1.04882 (8.55287), N = 27 moving right + --- 2.14713 (7.62116), N = 24 moving right + --- 2.85924 (8.79031), N = 16 moving right + --- 3.35407 (1.93335), N = 11 moving right + + -- best stat: 9.93125, min to split: 0 + + -- p-values: + --- column 56: 0.441961 + --- column 91: 0.569698 + --- column 125: 0.186777 + --- column 13: 0.0633699 + --- column 57: 0.474031 + --- column 27: 0.35534 + --- column 23: 0.669596 + --- column 70: 0.591231 + +-- node 175 was split into node 217 (left) and 218 (right) + +-- sprouting node 176 into a leaf (N = 15) + +-- sprouting node 177 into a leaf (N = 11) + +-- sprouting node 178 into a leaf (N = 17) + +-- sprouting node 179 into a leaf (N = 17) + +-- sprouting node 180 into a leaf (N = 10) + +-- sprouting node 181 into a leaf (N = 11) + +-- sprouting node 182 into a leaf (N = 14) + +-- sprouting node 183 into a leaf (N = 12) + +-- attempting to split node 184 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 14 38 93 123 + + + -- linear combo weights (showing up to 5) + + 0.3564 0.1805 0.1788 0.3168 + + + + -- lower cutpoint: -0.146847 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.146847 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.146847 (0.52115), N = 11 moving right + + -- best stat: 0.52115, min to split: 0 + + -- p-values: + --- column 14: 0.784808 + --- column 38: 0.823722 + --- column 93: 0.976256 + --- column 123: 0.810418 + +-- node 184 was split into node 219 (left) and 220 (right) + +-- sprouting node 185 into a leaf (N = 13) + +-- sprouting node 186 into a leaf (N = 10) + +-- sprouting node 187 into a leaf (N = 10) + +-- attempting to split node 188 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 56 78 43 87 + + + -- linear combo weights (showing up to 5) + + -0.5741 -1.6691 2.0518 3.6154 + + + + -- lower cutpoint: -2.16546 + - n_obs, left node: 13 + + + -- upper cutpoint: -3.34225 + - n_obs, right node: 14 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 188 (N = 22, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 51 3 72 14 + + + -- linear combo weights (showing up to 5) + + -0.9303 4.6453 5.0391 2.8763 + + + + -- lower cutpoint: -7.97438 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.91794 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.97438 (2.28127), N = 12 moving right + --- -7.48685 (4.76033), N = 11 moving right + --- -6.91794 (10.4752), N = 10 moving right + + -- best stat: 10.4752, min to split: 0 + + -- p-values: + --- column 51: 0.822655 + --- column 3: 0.934593 + --- column 72: 0.209843 + --- column 14: 0.31035 + +-- node 188 was split into node 221 (left) and 222 (right) + +-- sprouting node 189 into a leaf (N = 10) + +-- sprouting node 190 into a leaf (N = 10) + +-- sprouting node 191 into a leaf (N = 10) + +-- sprouting node 192 into a leaf (N = 10) + +-- attempting to split node 193 (N = 82, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 109 40 64 78 3 + + + -- linear combo weights (showing up to 5) + + 4.7927 3.9425 25.0009 2.6224 -0.8467 + + + + -- lower cutpoint: -8.50383 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.68567 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.50383 (33.7472), N = 72 moving right + --- -5.74706 (15.4336), N = 60 moving right + --- -4.83439 (34.0359), N = 49 moving right + --- 2.13595 (25.91), N = 20 moving right + --- 2.28881 (17.8644), N = 19 moving right + + -- best stat: 34.0359, min to split: 0 + + -- p-values: + --- column 109: 0.607795 + --- column 40: 0.0961575 + --- column 64: 0.0485282* + --- column 78: 0.214668 + --- column 3: 0.96316 + --- column 96: 0.404401 + --- column 13: 0.43333 + --- column 60: 0.331683 + --- column 104: 0.650513 + --- column 100: 0.473741 + --- column 28: 0.352838 + --- column 73: 0.0240836* + +-- node 193 was split into node 223 (left) and 224 (right) + +-- attempting to split node 194 (N = 168, try number 1) + + -- N obs (unweighted): 101 + -- columns sampled (showing up to 5) + + 102 122 71 63 54 + + + -- linear combo weights (showing up to 5) + + 34.9829 -35.9966 -3.9158 0.3589 -38.5431 + + + + -- lower cutpoint: 46.6209 + - n_obs, left node: 11 + + + -- upper cutpoint: 64.8959 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 55.9082 (19.3874), N = 93 moving right + --- 56.3414 (19.4365), N = 85 moving right + --- 57.6243 (21.9729), N = 64 moving right + --- 58.1691 (15.8203), N = 56 moving right + --- 63.8765 (26.595), N = 15 moving right + + -- best stat: 26.595, min to split: 0 + + -- p-values: + --- column 102: 0.22487 + --- column 122: 0.264631 + --- column 71: 0.535126 + --- column 63: 0.944335 + --- column 54: 0.168585 + --- column 103: 0.272681 + --- column 70: 0.976577 + --- column 95: 0.0286892* + --- column 96: 0.438139 + --- column 13: 0.710876 + --- column 48: 0.311827 + --- column 119: 0.198865 + +-- node 194 was split into node 225 (left) and 226 (right) + +-- sprouting node 195 into a leaf (N = 19) + +-- attempting to split node 196 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 52 99 91 25 26 + + + -- linear combo weights (showing up to 5) + + 3.2710 -43.7388 2.8013 -4.4114 -1.3538 + + + + -- lower cutpoint: 1.92158 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.92158 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.92158 (14.8238), N = 10 moving right + + -- best stat: 14.8238, min to split: 0 + + -- p-values: + --- column 52: 0.857486 + --- column 99: 0.340212 + --- column 91: 0.598515 + --- column 25: 0.133889 + --- column 26: 0.662198 + +-- node 196 was split into node 227 (left) and 228 (right) + +-- sprouting node 197 into a leaf (N = 18) + +-- sprouting node 198 into a leaf (N = 15) + +-- attempting to split node 199 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 66 23 98 55 + + + -- linear combo weights (showing up to 5) + + 30.3149 -8.6998 -20.2652 -7.2844 + + + + -- lower cutpoint: -36.5813 + - n_obs, left node: 11 + + + -- upper cutpoint: -36.2848 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -36.5813 (48.5376), N = 12 moving right + --- -36.2848 (72.693), N = 11 moving right + + -- best stat: 72.693, min to split: 0 + + -- p-values: + --- column 66: 0.229203 + --- column 23: 0.126607 + --- column 98: 0.093219 + --- column 55: 0.0450174* + +-- node 199 was split into node 229 (left) and 230 (right) + +-- sprouting node 200 into a leaf (N = 10) + +-- attempting to split node 201 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 63 91 21 5 69 + + + -- linear combo weights (showing up to 5) + + -15.9787 0.9656 -2.1614 -3.2882 4.0418 + + + + -- lower cutpoint: -6.73004 + - n_obs, left node: 12 + + + -- upper cutpoint: -4.03444 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.73004 (63.1488), N = 14 moving right + --- -4.46804 (31.7202), N = 12 moving right + --- -4.03444 (21.7563), N = 10 moving right + + -- best stat: 63.1488, min to split: 0 + + -- p-values: + --- column 63: 0.443615 + --- column 91: 0.847948 + --- column 21: 0.781458 + --- column 5: 0.782599 + --- column 69: 0.591514 + +-- node 201 was split into node 231 (left) and 232 (right) + +-- attempting to split node 202 (N = 70, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 70 82 22 101 103 + + + -- linear combo weights (showing up to 5) + + -8.5088 -9.3137 6.0614 10.5324 27.8143 + + + + -- lower cutpoint: -10.3138 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.772777 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -10.0646 (14.2776), N = 58 moving right + --- -9.1248 (11.7262), N = 55 moving right + --- -8.07105 (22.0618), N = 43 moving right + --- -6.96829 (24.0566), N = 37 moving right + --- -3.49515 (19.2042), N = 19 moving right + + -- best stat: 24.0566, min to split: 0 + + -- p-values: + --- column 70: 0.0759765 + --- column 82: 0.135261 + --- column 22: 0.613863 + --- column 101: 0.471927 + --- column 103: 0.452542 + --- column 24: 0.756918 + --- column 80: 0.346584 + --- column 92: 0.466246 + --- column 123: 0.75667 + --- column 67: 0.653051 + --- column 114: 0.151567 + --- column 35: 0.289792 + +-- node 202 was split into node 233 (left) and 234 (right) + +-- sprouting node 203 into a leaf (N = 15) + +-- attempting to split node 204 (N = 29, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 110 94 115 69 19 + + + -- linear combo weights (showing up to 5) + + -48.0313 15.0670 2.7229 0.5110 0.1319 + + + + -- lower cutpoint: -1.1302 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.735186 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.1302 (3.53904), N = 19 moving right + --- -0.696693 (2.71108), N = 17 moving right + --- -0.2743 (1.88511), N = 14 moving right + --- 0.0975877 (1.49827), N = 12 moving right + --- 0.735186 (2.56336), N = 10 moving right + + -- best stat: 3.53904, min to split: 0 + + -- p-values: + --- column 110: 0.0360375* + --- column 94: 0.0458395* + --- column 115: 0.0788701 + --- column 69: 0.775426 + --- column 19: 0.943935 + --- column 24: 0.307281 + +-- node 204 was split into node 235 (left) and 236 (right) + +-- attempting to split node 205 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 87 71 11 115 64 + + + -- linear combo weights (showing up to 5) + + 0.6944 -12.3896 -2.1964 0.5061 5.0897 + + + + -- lower cutpoint: 3.70608 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.70608 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.70608 (6.23583), N = 11 moving right + + -- best stat: 6.23583, min to split: 0 + + -- p-values: + --- column 87: 0.896093 + --- column 71: 0.316746 + --- column 11: 0.787649 + --- column 115: 0.911968 + --- column 64: 0.459909 + +-- node 205 was split into node 237 (left) and 238 (right) + +-- attempting to split node 206 (N = 29, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 68 8 19 53 65 + + + -- linear combo weights (showing up to 5) + + 3.7693 -15.4217 -3.9437 14.6416 -8.2050 + + + + -- lower cutpoint: 1.9938 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.25094 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.9938 (0.771018), N = 19 moving right + --- 2.57023 (3.50088), N = 17 moving right + --- 3.66863 (1.83965), N = 14 moving right + --- 4.24567 (3.30633), N = 11 moving right + --- 4.25094 (5.6957), N = 10 moving right + + -- best stat: 5.6957, min to split: 0 + + -- p-values: + --- column 68: 0.627878 + --- column 8: 0.146588 + --- column 19: 0.441862 + --- column 53: 0.0617352 + --- column 65: 0.452591 + --- column 31: 0.851237 + +-- node 206 was split into node 239 (left) and 240 (right) + +-- sprouting node 207 into a leaf (N = 10) + +-- sprouting node 208 into a leaf (N = 10) + +-- sprouting node 209 into a leaf (N = 10) + +-- sprouting node 210 into a leaf (N = 11) + +-- sprouting node 211 into a leaf (N = 12) + +-- attempting to split node 212 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 80 5 3 + + + -- linear combo weights (showing up to 5) + + 4.8483 -0.4482 0.3453 + + + + -- lower cutpoint: 2.41378 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.41378 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.41378 (0.5625), N = 10 moving right + + -- best stat: 0.5625, min to split: 0 + + -- p-values: + --- column 80: 0.47913 + --- column 5: 0.860541 + --- column 3: 0.756498 + +-- node 212 was split into node 241 (left) and 242 (right) + +-- attempting to split node 213 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 70 0 90 105 + + + -- linear combo weights (showing up to 5) + + 0.8607 11.5917 1.4301 -8.9864 + + + + -- lower cutpoint: -1.35337 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.26178 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.35337 (22.1411), N = 12 moving right + --- -1.08498 (6.95041), N = 11 moving right + --- 1.26178 (2.83809), N = 10 moving right + + -- best stat: 22.1411, min to split: 0 + + -- p-values: + --- column 70: 0.855986 + --- column 0: 0.414269 + --- column 90: 0.649839 + --- column 105: 0.470977 + +-- node 213 was split into node 243 (left) and 244 (right) + +-- attempting to split node 214 (N = 24, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 97 58 3 38 + + + -- linear combo weights (showing up to 5) + + 4.1893 -0.6177 15.7892 4.0622 + + + + -- lower cutpoint: -5.87565 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.90083 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.87565 (20.4446), N = 14 moving right + --- -5.71185 (28.42), N = 13 moving right + --- -4.21964 (4.11233), N = 11 moving right + --- -2.90083 (5.01607), N = 10 moving right + + -- best stat: 28.42, min to split: 0 + + -- p-values: + --- column 97: 0.458274 + --- column 58: 0.866572 + --- column 3: 0.776052 + --- column 38: 0.362655 + +-- node 214 was split into node 245 (left) and 246 (right) + +-- sprouting node 215 into a leaf (N = 10) + +-- sprouting node 216 into a leaf (N = 10) + +-- sprouting node 217 into a leaf (N = 16) + +-- attempting to split node 218 (N = 30, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 105 2 7 96 74 + + + -- linear combo weights (showing up to 5) + + -6.6868 0.7031 -0.9978 2.2866 10.1201 + + + + -- lower cutpoint: -1.64659 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.97124 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.092631 (3.53341), N = 16 moving right + --- 0.0961785 (4.69444), N = 15 moving right + --- 0.549159 (1.96463), N = 12 moving right + --- 0.82684 (2.10335), N = 11 moving right + --- 0.97124 (2.49389), N = 10 moving right + + -- best stat: 4.69444, min to split: 0 + + -- p-values: + --- column 105: 0.0884198 + --- column 2: 0.637156 + --- column 7: 0.843007 + --- column 96: 0.276281 + --- column 74: 0.219496 + +-- node 218 was split into node 247 (left) and 248 (right) + +-- sprouting node 219 into a leaf (N = 10) + +-- sprouting node 220 into a leaf (N = 11) + +-- sprouting node 221 into a leaf (N = 12) + +-- sprouting node 222 into a leaf (N = 10) + +-- attempting to split node 223 (N = 33, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 94 26 105 9 65 + + + -- linear combo weights (showing up to 5) + + -35.3709 -1.3294 26.8677 -18.9214 12.6032 + + + + -- lower cutpoint: 4.84417 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.2847 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.84417 (18.8176), N = 23 moving right + --- 5.22401 (15.2084), N = 22 moving right + --- 7.29084 (44.5343), N = 17 moving right + --- 11.0279 (31.2244), N = 15 moving right + --- 12.9526 (25.0517), N = 12 moving right + + -- best stat: 44.5343, min to split: 0 + + -- p-values: + --- column 94: 0.507079 + --- column 26: 0.734066 + --- column 105: 0.549411 + --- column 9: 0.133404 + --- column 65: 0.404726 + --- column 82: 0.316172 + --- column 52: 0.414141 + +-- node 223 was split into node 249 (left) and 250 (right) + +-- attempting to split node 224 (N = 49, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 63 26 19 31 104 + + + -- linear combo weights (showing up to 5) + + -10.0934 -0.8082 -4.4578 1.6648 1.7568 + + + + -- lower cutpoint: -13.8222 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.16398 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.6351 (12.4356), N = 37 moving right + --- -10.226 (18.9131), N = 36 moving right + --- -9.9166 (17.9326), N = 34 moving right + --- -8.88863 (18.5165), N = 30 moving right + --- -8.45452 (27.9885), N = 28 moving right + + -- best stat: 27.9885, min to split: 0 + + -- p-values: + --- column 63: 0.131112 + --- column 26: 0.758062 + --- column 19: 0.685095 + --- column 31: 0.823762 + --- column 104: 0.627972 + --- column 102: 0.279737 + --- column 24: 0.412431 + --- column 36: 0.86187 + --- column 98: 0.0734249 + --- column 16: 0.758856 + --- column 21: 0.105912 + +-- node 224 was split into node 251 (left) and 252 (right) + +-- attempting to split node 225 (N = 153, try number 1) + + -- N obs (unweighted): 92 + -- columns sampled (showing up to 5) + + 105 115 11 113 79 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 225 (N = 153, try number 2) + + -- N obs (unweighted): 92 + -- columns sampled (showing up to 5) + + 87 37 38 1 90 + + + -- linear combo weights (showing up to 5) + + 7.5767 2.2541 -2.8079 -1.8353 -1.0597 + + + + -- lower cutpoint: -4.12793 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.5935 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.93039 (12.1258), N = 71 moving right + --- 5.96283 (15.4104), N = 69 moving right + --- 6.33249 (18.8995), N = 63 moving right + --- 6.45774 (21.3845), N = 58 moving right + --- 7.99906 (16.8204), N = 40 moving right + + -- best stat: 21.3845, min to split: 0 + + -- p-values: + --- column 87: 0.0759758 + --- column 37: 0.245603 + --- column 38: 0.261215 + --- column 1: 0.538871 + --- column 90: 0.646866 + --- column 10: 0.0441184* + --- column 49: 0.247557 + --- column 64: 0.993997 + --- column 110: 0.976228 + --- column 62: 0.227682 + --- column 9: 0.18041 + --- column 97: 0.0707477 + +-- node 225 was split into node 253 (left) and 254 (right) + +-- sprouting node 226 into a leaf (N = 15) + +-- sprouting node 227 into a leaf (N = 11) + +-- sprouting node 228 into a leaf (N = 10) + +-- sprouting node 229 into a leaf (N = 12) + +-- sprouting node 230 into a leaf (N = 11) + +-- sprouting node 231 into a leaf (N = 12) + +-- sprouting node 232 into a leaf (N = 14) + +-- attempting to split node 233 (N = 33, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 57 79 32 37 53 + + + -- linear combo weights (showing up to 5) + + 1.3265 -5.3643 -1.3673 -4.2240 2.3603 + + + + -- lower cutpoint: -2.96403 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.44516 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.75417 (14.4466), N = 18 moving right + --- -2.32198 (14.6763), N = 16 moving right + --- 0.177397 (10.1299), N = 14 moving right + --- 0.211787 (17.4062), N = 13 moving right + --- 2.13387 (9.00485), N = 12 moving right + + -- best stat: 17.4062, min to split: 0 + + -- p-values: + --- column 57: 0.798612 + --- column 79: 0.405786 + --- column 32: 0.842656 + --- column 37: 0.300847 + --- column 53: 0.885404 + --- column 59: 0.997208 + --- column 98: 0.570031 + --- column 106: 0.307784 + +-- node 233 was split into node 255 (left) and 256 (right) + +-- attempting to split node 234 (N = 37, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 83 43 92 80 7 + + + -- linear combo weights (showing up to 5) + + -11.1605 4.1860 2.4423 -6.4723 1.1309 + + + + -- lower cutpoint: 1.77795 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.37326 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.77795 (18.6743), N = 26 moving right + --- 1.99749 (21.2681), N = 24 moving right + --- 3.13338 (14.5946), N = 21 moving right + --- 3.55769 (12.8958), N = 20 moving right + --- 6.67212 (3.5623), N = 11 moving right + + -- best stat: 21.2681, min to split: 0 + + -- p-values: + --- column 83: 0.265572 + --- column 43: 0.28338 + --- column 92: 0.743341 + --- column 80: 0.0726666 + --- column 7: 0.918909 + --- column 24: 0.327792 + --- column 39: 0.0371425* + +-- node 234 was split into node 257 (left) and 258 (right) + +-- sprouting node 235 into a leaf (N = 10) + +-- sprouting node 236 into a leaf (N = 19) + +-- sprouting node 237 into a leaf (N = 10) + +-- sprouting node 238 into a leaf (N = 11) + +-- sprouting node 239 into a leaf (N = 19) + +-- sprouting node 240 into a leaf (N = 10) + +-- sprouting node 241 into a leaf (N = 10) + +-- sprouting node 242 into a leaf (N = 10) + +-- sprouting node 243 into a leaf (N = 10) + +-- sprouting node 244 into a leaf (N = 12) + +-- sprouting node 245 into a leaf (N = 11) + +-- sprouting node 246 into a leaf (N = 13) + +-- sprouting node 247 into a leaf (N = 15) + +-- sprouting node 248 into a leaf (N = 15) + +-- sprouting node 249 into a leaf (N = 16) + +-- sprouting node 250 into a leaf (N = 17) + +-- attempting to split node 251 (N = 21, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 78 5 22 49 60 + + + -- linear combo weights (showing up to 5) + + -0.5860 -27.8660 -3.9059 -8.0359 26.1888 + + + + -- lower cutpoint: -12.7991 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.9754 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.7991 (24.2677), N = 11 moving right + --- -11.9754 (35.3222), N = 10 moving right + + -- best stat: 35.3222, min to split: 0 + + -- p-values: + --- column 78: 0.711378 + --- column 5: 0.0229753* + --- column 22: 0.169589 + --- column 49: 0.225138 + --- column 60: 0.0201296* + +-- node 251 was split into node 259 (left) and 260 (right) + +-- attempting to split node 252 (N = 28, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 37 55 58 117 50 + + + -- linear combo weights (showing up to 5) + + -6.1326 -11.8419 0.3230 4.5575 -4.7096 + + + + -- lower cutpoint: -2.90822 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.1612 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.90822 (57.7601), N = 17 moving right + --- -2.04267 (60.5296), N = 15 moving right + --- -1.13933 (42.8007), N = 13 moving right + --- -0.533694 (44.7705), N = 12 moving right + --- 1.1612 (59.4304), N = 10 moving right + + -- best stat: 60.5296, min to split: 0 + + -- p-values: + --- column 37: 0.0224371* + --- column 55: 0.00555357** [+1 to VI numerator] + --- column 58: 0.933917 + --- column 117: 0.354208 + --- column 50: 0.270456 + --- column 111: 0.665552 + +-- node 252 was split into node 261 (left) and 262 (right) + +-- attempting to split node 253 (N = 95, try number 1) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 69 124 59 28 57 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 253 (N = 95, try number 2) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 91 7 42 112 63 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 253 (N = 95, try number 3) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 57 125 98 54 86 + + + -- linear combo weights (showing up to 5) + + -2.1289 4.7478 1.4062 -36.7491 -4.1190 + + + + -- lower cutpoint: -1.86053 + - n_obs, left node: 12 + + + -- upper cutpoint: 14.7409 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.09412 (23.027), N = 73 moving right + --- 2.90974 (22.677), N = 70 moving right + --- 4.78246 (47.3284), N = 54 moving right + --- 5.87432 (29.6806), N = 45 moving right + --- 6.9546 (17.4521), N = 39 moving right + + -- best stat: 47.3284, min to split: 0 + + -- p-values: + --- column 57: 0.298454 + --- column 125: 0.165441 + --- column 98: 0.562874 + --- column 54: 0.244578 + --- column 86: 0.75019 + --- column 85: 0.337035 + --- column 49: 0.826438 + --- column 77: 0.514366 + --- column 33: 0.242926 + --- column 107: 0.43042 + --- column 42: 0.809102 + --- column 44: 0.442595 + +-- node 253 was split into node 263 (left) and 264 (right) + +-- attempting to split node 254 (N = 58, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 62 53 0 60 66 + + + -- linear combo weights (showing up to 5) + + -62.2612 12.4803 81.6366 21.7993 -4.2358 + + + + -- lower cutpoint: 4.68086 + - n_obs, left node: 10 + + + -- upper cutpoint: 19.1541 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.68086 (44.4083), N = 48 moving right + --- 13.1053 (53.2003), N = 33 moving right + --- 15.684 (38.1894), N = 25 moving right + --- 16.8669 (27.92), N = 17 moving right + --- 19.1541 (12.0333), N = 10 moving right + + -- best stat: 53.2003, min to split: 0 + + -- p-values: + --- column 62: 0.232195 + --- column 53: 0.0415893* + --- column 0: 0.319567 + --- column 60: 0.680538 + --- column 66: 0.647834 + --- column 79: 0.0147957* + --- column 50: 0.153674 + --- column 87: 0.33882 + --- column 35: 0.188853 + --- column 47: 0.0550786 + --- column 95: 0.00304313** [+1 to VI numerator] + +-- node 254 was split into node 265 (left) and 266 (right) + +-- attempting to split node 255 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 31 64 69 49 0 + + + -- linear combo weights (showing up to 5) + + 9.3512 8.9552 -2.1291 5.2531 37.5914 + + + + -- lower cutpoint: -12.325 + - n_obs, left node: 10 + + + -- upper cutpoint: -12.325 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.325 (0.49), N = 10 moving right + + -- best stat: 0.49, min to split: 0 + + -- p-values: + --- column 31: 0.455436 + --- column 64: 0.705778 + --- column 69: 0.852661 + --- column 49: 0.68785 + --- column 0: 0.469187 + +-- node 255 was split into node 267 (left) and 268 (right) + +-- sprouting node 256 into a leaf (N = 13) + +-- sprouting node 257 into a leaf (N = 13) + +-- attempting to split node 258 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 106 112 65 51 79 + + + -- linear combo weights (showing up to 5) + + 6.3938 -10.0567 4.9308 -3.1679 3.3821 + + + + -- lower cutpoint: -2.33747 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.27411 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.33747 (7.23829), N = 14 moving right + --- -1.50119 (4.88), N = 13 moving right + --- -1.27411 (10.9569), N = 11 moving right + + -- best stat: 10.9569, min to split: 0 + + -- p-values: + --- column 106: 0.704544 + --- column 112: 0.614537 + --- column 65: 0.530857 + --- column 51: 0.236181 + --- column 79: 0.212902 + +-- node 258 was split into node 269 (left) and 270 (right) + +-- sprouting node 259 into a leaf (N = 11) + +-- sprouting node 260 into a leaf (N = 10) + +-- sprouting node 261 into a leaf (N = 13) + +-- sprouting node 262 into a leaf (N = 15) + +-- attempting to split node 263 (N = 41, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 2 117 107 42 68 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 263 (N = 41, try number 2) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 14 79 101 45 91 + + + -- linear combo weights (showing up to 5) + + -3.3626 -7.7794 -3.1264 -7.1994 2.4416 + + + + -- lower cutpoint: -4.56928 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.82887 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.168148 (36.0296), N = 24 moving right + --- 3.21423 (38.1226), N = 20 moving right + --- 4.57088 (36.5535), N = 19 moving right + --- 5.09076 (46.8056), N = 16 moving right + --- 5.9505 (36.1992), N = 14 moving right + + -- best stat: 46.8056, min to split: 0 + + -- p-values: + --- column 14: 0.214709 + --- column 79: 0.108391 + --- column 101: 0.578363 + --- column 45: 0.399506 + --- column 91: 0.50915 + --- column 58: 0.56855 + --- column 69: 0.570769 + --- column 57: 0.276284 + --- column 47: 0.566563 + +-- node 263 was split into node 271 (left) and 272 (right) + +-- attempting to split node 264 (N = 54, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 44 19 27 39 0 + + + -- linear combo weights (showing up to 5) + + -5.0864 -10.8074 2.4947 4.1410 87.3740 + + + + -- lower cutpoint: -26.2299 + - n_obs, left node: 10 + + + -- upper cutpoint: -13.4863 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -24.4517 (57.804), N = 34 moving right + --- -19.6552 (57.863), N = 30 moving right + --- -19.4817 (54.9654), N = 28 moving right + --- -17.7416 (53.6267), N = 21 moving right + --- -14.6589 (47.747), N = 14 moving right + + -- best stat: 57.863, min to split: 0 + + -- p-values: + --- column 44: 0.469443 + --- column 19: 0.0719124 + --- column 27: 0.405468 + --- column 39: 0.604595 + --- column 0: 0.0316062* + --- column 32: 0.361959 + --- column 83: 0.0475675* + --- column 65: 0.280532 + --- column 107: 0.746747 + --- column 6: 0.448729 + +-- node 264 was split into node 273 (left) and 274 (right) + +-- attempting to split node 265 (N = 25, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 91 31 68 118 + + + -- linear combo weights (showing up to 5) + + 9.6575 2.1884 -9.2979 3.7299 + + + + -- lower cutpoint: 2.51074 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.85519 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.51074 (43.9563), N = 15 moving right + --- 4.87888 (63.3866), N = 13 moving right + --- 8.85519 (61.957), N = 11 moving right + + -- best stat: 63.3866, min to split: 0 + + -- p-values: + --- column 91: 0.00254238** [+1 to VI numerator] + --- column 31: 0.453074 + --- column 68: 0.0275905* + --- column 118: 0.145714 + +-- node 265 was split into node 275 (left) and 276 (right) + +-- attempting to split node 266 (N = 33, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 19 12 28 72 79 + + + -- linear combo weights (showing up to 5) + + 3.5094 -9.1261 -1.0719 2.0482 6.9073 + + + + -- lower cutpoint: 2.67841 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.60566 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.76135 (20.1066), N = 21 moving right + --- 3.47611 (20.6821), N = 18 moving right + --- 3.53272 (17.797), N = 17 moving right + --- 4.29237 (10.6553), N = 12 moving right + --- 4.60566 (8.99908), N = 11 moving right + + -- best stat: 20.6821, min to split: 0 + + -- p-values: + --- column 19: 0.663094 + --- column 12: 0.272819 + --- column 28: 0.541776 + --- column 72: 0.618422 + --- column 79: 0.0766232 + --- column 16: 0.143935 + +-- node 266 was split into node 277 (left) and 278 (right) + +-- sprouting node 267 into a leaf (N = 10) + +-- sprouting node 268 into a leaf (N = 10) + +-- sprouting node 269 into a leaf (N = 13) + +-- sprouting node 270 into a leaf (N = 11) + +-- attempting to split node 271 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 14 18 16 94 78 + + + -- linear combo weights (showing up to 5) + + 1.8182 5.4179 -4.4079 4.0841 5.0035 + + + + -- lower cutpoint: -9.60751 + - n_obs, left node: 11 + + + -- upper cutpoint: -7.16488 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.60751 (12.3439), N = 14 moving right + --- -8.06007 (7.94256), N = 13 moving right + --- -7.96646 (5.69256), N = 12 moving right + --- -7.16488 (13.5), N = 10 moving right + + -- best stat: 13.5, min to split: 0 + + -- p-values: + --- column 14: 0.572822 + --- column 18: 0.388984 + --- column 16: 0.343062 + --- column 94: 0.769878 + --- column 78: 0.304829 + +-- node 271 was split into node 279 (left) and 280 (right) + +-- sprouting node 272 into a leaf (N = 16) + +-- attempting to split node 273 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 2 66 28 35 + + + -- linear combo weights (showing up to 5) + + 1.8473 -8.2219 5.2085 0.9030 + + + + -- lower cutpoint: 0.408676 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.34879 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.408676 (19.75), N = 14 moving right + --- 0.508062 (18.2185), N = 13 moving right + --- 2.97454 (6.0434), N = 12 moving right + --- 3.34879 (11.6679), N = 10 moving right + + -- best stat: 19.75, min to split: 0 + + -- p-values: + --- column 2: 0.642667 + --- column 66: 0.327093 + --- column 28: 0.194812 + --- column 35: 0.8841 + +-- node 273 was split into node 281 (left) and 282 (right) + +-- attempting to split node 274 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 60 25 44 86 83 + + + -- linear combo weights (showing up to 5) + + 53.8747 -8.7865 2.6441 -3.0765 -3.3552 + + + + -- lower cutpoint: -24.1001 + - n_obs, left node: 11 + + + -- upper cutpoint: -18.9506 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -24.1001 (46.3594), N = 19 moving right + --- -21.8991 (48.0384), N = 16 moving right + --- -20.8926 (33.9976), N = 14 moving right + --- -19.2072 (38.1696), N = 12 moving right + --- -18.9506 (27.6272), N = 10 moving right + + -- best stat: 48.0384, min to split: 0 + + -- p-values: + --- column 60: 0.208782 + --- column 25: 0.419211 + --- column 44: 0.830058 + --- column 86: 0.813114 + --- column 83: 0.853231 + --- column 23: 0.982713 + +-- node 274 was split into node 283 (left) and 284 (right) + +-- sprouting node 275 into a leaf (N = 12) + +-- sprouting node 276 into a leaf (N = 13) + +-- sprouting node 277 into a leaf (N = 15) + +-- sprouting node 278 into a leaf (N = 18) + +-- sprouting node 279 into a leaf (N = 15) + +-- sprouting node 280 into a leaf (N = 10) + +-- sprouting node 281 into a leaf (N = 10) + +-- sprouting node 282 into a leaf (N = 14) + +-- sprouting node 283 into a leaf (N = 14) + +-- sprouting node 284 into a leaf (N = 16) + +------------ Growing tree 7 -------------- + +- N obs inbag: 1994 +- N row inbag: 1258 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1258 + -- columns sampled (showing up to 5) + + 0 88 113 56 78 + + + -- linear combo weights (showing up to 5) + + 3.3361 -4.4979 -0.0896 0.0202 2.4021 + + + + -- lower cutpoint: -20.6244 + - n_obs, left node: 11 + + + -- upper cutpoint: 30.1221 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.89915 (35.0584), N = 1788 moving right + --- -1.26355 (39.4671), N = 1178 moving right + --- -0.519962 (36.7392), N = 1100 moving right + --- 1.20919 (26.5602), N = 881 moving right + --- 1.32999 (26.4187), N = 870 moving right + + -- best stat: 39.4671, min to split: 0 + + -- p-values: + --- column 0: 0*** [+1 to VI numerator] + --- column 88: 8.88178e-16*** [+1 to VI numerator] + --- column 113: 0.836617 + --- column 56: 0.968609 + --- column 78: 1.34943e-07*** [+1 to VI numerator] + --- column 38: 0.0108515* + --- column 117: 9.95856e-07*** [+1 to VI numerator] + --- column 115: 0.357013 + --- column 2: 0.202594 + --- column 67: 6.30308e-07*** [+1 to VI numerator] + --- column 60: 0.00057764*** [+1 to VI numerator] + --- column 65: 2.7765e-06*** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 816, try number 1) + + -- N obs (unweighted): 511 + -- columns sampled (showing up to 5) + + 55 32 35 119 78 + + + -- linear combo weights (showing up to 5) + + 1.3116 -1.3177 -3.0462 1.4956 4.8388 + + + + -- lower cutpoint: -22.8335 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.27496 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.7109 (44.0444), N = 527 moving right + --- -7.07404 (50.3473), N = 422 moving right + --- -5.65687 (43.4254), N = 346 moving right + --- -5.34656 (39.3358), N = 332 moving right + --- -4.19721 (32.6717), N = 275 moving right + + -- best stat: 50.3473, min to split: 0 + + -- p-values: + --- column 55: 0.122483 + --- column 32: 0.231451 + --- column 35: 0.00939528** [+1 to VI numerator] + --- column 119: 0.122527 + --- column 78: 2.29683e-08*** [+1 to VI numerator] + --- column 74: 0.0262569* + --- column 85: 4.44931e-07*** [+1 to VI numerator] + --- column 117: 0.366514 + --- column 112: 0.0596176 + --- column 15: 0.0259944* + --- column 37: 0.146122 + --- column 47: 1.35216e-06*** [+1 to VI numerator] + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1178, try number 1) + + -- N obs (unweighted): 747 + -- columns sampled (showing up to 5) + + 36 105 26 108 58 + + + -- linear combo weights (showing up to 5) + + 0.0663 0.2260 0.0751 0.4054 0.7907 + + + + -- lower cutpoint: -7.63503 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.72788 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.46208 (4.61432), N = 1036 moving right + --- -0.928204 (2.74135), N = 778 moving right + --- -0.476521 (2.6451), N = 705 moving right + --- -0.281755 (5.08393), N = 657 moving right + --- 1.81681 (2.44051), N = 282 moving right + + -- best stat: 5.08393, min to split: 0 + + -- p-values: + --- column 36: 0.94605 + --- column 105: 0.823543 + --- column 26: 0.899331 + --- column 108: 0.675401 + --- column 58: 0.165041 + --- column 12: 0.923187 + --- column 77: 0.00808794** [+1 to VI numerator] + --- column 53: 0.947963 + --- column 47: 0.0892834 + --- column 80: 0.571252 + --- column 43: 0.682524 + --- column 33: 0.558001 + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 394, try number 1) + + -- N obs (unweighted): 252 + -- columns sampled (showing up to 5) + + 2 63 20 12 36 + + + -- linear combo weights (showing up to 5) + + -1.6922 0.7424 -3.6773 1.4461 3.0612 + + + + -- lower cutpoint: -13.256 + - n_obs, left node: 12 + + + -- upper cutpoint: 7.19104 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.79687 (9.35929), N = 292 moving right + --- -3.54923 (18.7539), N = 250 moving right + --- -2.97682 (20.8984), N = 232 moving right + --- 2.64756 (16.5578), N = 75 moving right + --- 4.83502 (6.87074), N = 33 moving right + + -- best stat: 20.8984, min to split: 0 + + -- p-values: + --- column 2: 0.0289057* + --- column 63: 0.410567 + --- column 20: 0.00864576** [+1 to VI numerator] + --- column 12: 0.294564 + --- column 36: 0.0980632 + --- column 50: 0.0505664 + --- column 75: 0.454561 + --- column 14: 0.807244 + --- column 80: 0.000588801*** [+1 to VI numerator] + --- column 123: 0.961279 + --- column 5: 0.124442 + --- column 92: 0.774871 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 422, try number 1) + + -- N obs (unweighted): 259 + -- columns sampled (showing up to 5) + + 113 122 83 103 27 + + + -- linear combo weights (showing up to 5) + + 1.0295 -0.4456 -3.8306 -3.2443 -1.2896 + + + + -- lower cutpoint: -12.7193 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.08701 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.291544 (22.3902), N = 179 moving right + --- 0.57031 (24.1433), N = 162 moving right + --- 0.703498 (25.0847), N = 152 moving right + --- 3.13091 (17.9061), N = 74 moving right + --- 3.57731 (21.1033), N = 57 moving right + + -- best stat: 25.0847, min to split: 0 + + -- p-values: + --- column 113: 0.386929 + --- column 122: 0.721988 + --- column 83: 0.0997012 + --- column 103: 0.0839549 + --- column 27: 0.335492 + --- column 35: 0.427446 + --- column 21: 0.000432037*** [+1 to VI numerator] + --- column 104: 0.715097 + --- column 115: 0.444273 + --- column 87: 0.836148 + --- column 96: 0.0117895* + --- column 92: 0.0770944 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 521, try number 1) + + -- N obs (unweighted): 333 + -- columns sampled (showing up to 5) + + 36 59 1 89 14 + + + -- linear combo weights (showing up to 5) + + -0.1003 1.9993 3.1299 -0.6955 1.1076 + + + + -- lower cutpoint: -10.3414 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.87217 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.48014 (6.31436), N = 475 moving right + --- 2.09066 (16.12), N = 186 moving right + --- 2.60831 (16.1974), N = 165 moving right + --- 7.66115 (6.82683), N = 42 moving right + --- 8.18428 (5.45828), N = 37 moving right + + -- best stat: 16.1974, min to split: 0 + + -- p-values: + --- column 36: 0.943133 + --- column 59: 0.337067 + --- column 1: 0.00090857*** [+1 to VI numerator] + --- column 89: 0.509959 + --- column 14: 0.168756 + --- column 74: 0.602498 + --- column 95: 0.635233 + --- column 12: 0.818525 + --- column 43: 0.166715 + --- column 113: 0.475498 + --- column 71: 0.00583696** [+1 to VI numerator] + --- column 112: 0.548356 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 657, try number 1) + + -- N obs (unweighted): 414 + -- columns sampled (showing up to 5) + + 20 48 10 99 97 + + + -- linear combo weights (showing up to 5) + + 3.3810 -2.8591 2.0155 1.8688 -1.5724 + + + + -- lower cutpoint: -4.49237 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.31468 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.93145 (1.60522), N = 525 moving right + --- 1.30913 (4.33482), N = 197 moving right + --- 1.52586 (4.44646), N = 182 moving right + --- 1.65865 (3.6007), N = 153 moving right + --- 3.49431 (0.989407), N = 52 moving right + + -- best stat: 4.44646, min to split: 0 + + -- p-values: + --- column 20: 0.0207423* + --- column 48: 0.186321 + --- column 10: 0.431845 + --- column 99: 0.577012 + --- column 97: 0.188262 + --- column 92: 0.593897 + --- column 42: 0.683555 + --- column 46: 0.0520849 + --- column 52: 0.677931 + --- column 11: 0.414486 + --- column 104: 0.427368 + --- column 34: 0.911228 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 162, try number 1) + + -- N obs (unweighted): 100 + -- columns sampled (showing up to 5) + + 1 77 84 80 16 + + + -- linear combo weights (showing up to 5) + + 9.4584 1.9436 0.0931 6.7682 -1.1040 + + + + -- lower cutpoint: -13.8322 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.11524 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.1267 (4.00307), N = 76 moving right + --- -9.37497 (6.9828), N = 55 moving right + --- -8.8098 (9.99254), N = 43 moving right + --- -7.77317 (13.2003), N = 31 moving right + --- -6.69464 (18.25), N = 22 moving right + + -- best stat: 18.25, min to split: 0 + + -- p-values: + --- column 1: 8.17472e-10*** [+1 to VI numerator] + --- column 77: 0.0310589* + --- column 84: 0.916807 + --- column 80: 1.30836e-05*** [+1 to VI numerator] + --- column 16: 0.228285 + --- column 15: 0.0636419 + --- column 31: 0.659921 + --- column 60: 0.758458 + --- column 118: 0.884444 + --- column 11: 0.139525 + --- column 57: 0.155089 + --- column 66: 0.0688491 + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 232, try number 1) + + -- N obs (unweighted): 152 + -- columns sampled (showing up to 5) + + 29 41 12 108 93 + + + -- linear combo weights (showing up to 5) + + -0.9842 -0.9591 -2.7761 -0.3329 0.4468 + + + + -- lower cutpoint: -13.8725 + - n_obs, left node: 11 + + + -- upper cutpoint: 13.8592 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.0183 (15.3786), N = 200 moving right + --- -1.04921 (61.1438), N = 95 moving right + --- 0.0276684 (53), N = 84 moving right + --- 0.134261 (54.9613), N = 82 moving right + --- 6.08552 (33.0955), N = 43 moving right + + -- best stat: 61.1438, min to split: 0 + + -- p-values: + --- column 29: 0.408365 + --- column 41: 0.527668 + --- column 12: 0.0489857* + --- column 108: 0.743926 + --- column 93: 0.505676 + --- column 73: 0.440783 + --- column 91: 3.57907e-10*** [+1 to VI numerator] + --- column 70: 0.638596 + --- column 21: 0.684038 + --- column 52: 0.658318 + --- column 8: 0.00920128** [+1 to VI numerator] + --- column 119: 0.626432 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 270, try number 1) + + -- N obs (unweighted): 176 + -- columns sampled (showing up to 5) + + 29 49 114 112 21 + + + -- linear combo weights (showing up to 5) + + -1.3087 -0.8910 -2.5113 -1.2360 -0.5548 + + + + -- lower cutpoint: -8.05867 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.3499 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.36973 (0.136047), N = 256 moving right + --- 0.88165 (12.7552), N = 130 moving right + --- 2.98328 (23.7592), N = 81 moving right + --- 4.286 (21.5532), N = 65 moving right + --- 6.76798 (15.1765), N = 33 moving right + + -- best stat: 23.7592, min to split: 0 + + -- p-values: + --- column 29: 0.320687 + --- column 49: 0.61824 + --- column 114: 0.107986 + --- column 112: 0.494839 + --- column 21: 0.611968 + --- column 91: 0.000414332*** [+1 to VI numerator] + --- column 52: 0.13165 + --- column 111: 0.0456153* + --- column 14: 0.162035 + --- column 20: 0.175263 + --- column 55: 0.739449 + --- column 63: 0.655107 + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 152, try number 1) + + -- N obs (unweighted): 83 + -- columns sampled (showing up to 5) + + 72 50 116 106 59 + + + -- linear combo weights (showing up to 5) + + 0.9388 1.5382 -1.0914 1.7231 -9.7715 + + + + -- lower cutpoint: -9.93438 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.9222 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.57872 (17.9289), N = 140 moving right + --- -7.2145 (15.2998), N = 127 moving right + --- -3.46688 (30.7224), N = 95 moving right + --- 5.84093 (36.2977), N = 27 moving right + --- 11.9222 (15.6428), N = 10 moving right + + -- best stat: 36.2977, min to split: 0 + + -- p-values: + --- column 72: 0.70525 + --- column 50: 0.53437 + --- column 116: 0.69827 + --- column 106: 0.383078 + --- column 59: 0.00171023** [+1 to VI numerator] + --- column 32: 0.0977294 + --- column 11: 0.0396592* + --- column 7: 0.000611983*** [+1 to VI numerator] + --- column 65: 0.386063 + --- column 37: 0.427726 + --- column 25: 0.419223 + --- column 53: 0.0881848 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 356, try number 1) + + -- N obs (unweighted): 230 + -- columns sampled (showing up to 5) + + 77 86 124 58 92 + + + -- linear combo weights (showing up to 5) + + 1.4976 6.3334 0.1256 -0.9715 -0.3784 + + + + -- lower cutpoint: -14.4401 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.2349 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.4014 (7.00849), N = 334 moving right + --- -9.67553 (6.28489), N = 329 moving right + --- -5.60087 (33.619), N = 276 moving right + --- -2.36632 (30.6512), N = 216 moving right + --- 0.325312 (18.99), N = 130 moving right + + -- best stat: 33.619, min to split: 0 + + -- p-values: + --- column 77: 0.28937 + --- column 86: 0.0632829 + --- column 124: 0.924843 + --- column 58: 0.436337 + --- column 92: 0.80605 + --- column 108: 0.273749 + --- column 43: 0.453648 + --- column 71: 0.0124956* + --- column 61: 0.734404 + --- column 70: 0.00258131** [+1 to VI numerator] + --- column 36: 0.774734 + --- column 9: 0.150674 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 165, try number 1) + + -- N obs (unweighted): 103 + -- columns sampled (showing up to 5) + + 15 101 0 114 125 + + + -- linear combo weights (showing up to 5) + + -2.5906 -3.2035 1.9168 -1.9282 -0.3969 + + + + -- lower cutpoint: -3.46123 + - n_obs, left node: 10 + + + -- upper cutpoint: 17.3894 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.41301 (32.5536), N = 66 moving right + --- 7.06981 (31.6236), N = 31 moving right + --- 8.89726 (33.8043), N = 25 moving right + --- 12.8706 (28.161), N = 19 moving right + --- 17.0484 (16.9524), N = 13 moving right + + -- best stat: 33.8043, min to split: 0 + + -- p-values: + --- column 15: 0.255089 + --- column 101: 0.291939 + --- column 0: 7.28367e-06*** [+1 to VI numerator] + --- column 114: 0.449048 + --- column 125: 0.756602 + --- column 112: 0.483776 + --- column 121: 0.0420299* + --- column 91: 0.95818 + --- column 60: 0.951384 + --- column 89: 0.113219 + --- column 27: 0.284367 + --- column 13: 0.0324914* + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 475, try number 1) + + -- N obs (unweighted): 300 + -- columns sampled (showing up to 5) + + 50 19 110 18 22 + + + -- linear combo weights (showing up to 5) + + -1.9553 -3.3739 -2.7219 6.4573 -11.3032 + + + + -- lower cutpoint: -7.63596 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.4646 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.112307 (8.41938), N = 318 moving right + --- 2.34358 (17.8588), N = 235 moving right + --- 2.58494 (18.7273), N = 214 moving right + --- 3.03723 (16.0931), N = 192 moving right + --- 6.59511 (7.68961), N = 70 moving right + + -- best stat: 18.7273, min to split: 0 + + -- p-values: + --- column 50: 0.0223905* + --- column 19: 0.0050282** [+1 to VI numerator] + --- column 110: 0.12928 + --- column 18: 0.000161715*** [+1 to VI numerator] + --- column 22: 2.6402e-07*** [+1 to VI numerator] + --- column 56: 0.544149 + --- column 90: 0.607376 + --- column 91: 0.0248416* + --- column 26: 0.989798 + --- column 63: 0.166579 + --- column 72: 0.0170082* + --- column 77: 0.546057 + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 182, try number 1) + + -- N obs (unweighted): 114 + -- columns sampled (showing up to 5) + + 37 15 90 38 12 + + + -- linear combo weights (showing up to 5) + + 0.3868 -5.6946 1.5736 -1.0672 -1.9474 + + + + -- lower cutpoint: -3.6773 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.64398 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.848824 (15.7832), N = 95 moving right + --- 0.962347 (15.6788), N = 94 moving right + --- 1.75027 (15.2357), N = 76 moving right + --- 3.59008 (14.7804), N = 51 moving right + --- 4.63241 (12.9067), N = 40 moving right + + -- best stat: 15.7832, min to split: 0 + + -- p-values: + --- column 37: 0.826331 + --- column 15: 0.286216 + --- column 90: 0.437642 + --- column 38: 0.647566 + --- column 12: 0.599665 + --- column 45: 0.544311 + --- column 116: 0.549367 + --- column 10: 0.293122 + --- column 40: 0.208004 + --- column 71: 0.457542 + --- column 92: 0.785247 + --- column 41: 0.947607 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- attempting to split node 15 (N = 140, try number 1) + + -- N obs (unweighted): 86 + -- columns sampled (showing up to 5) + + 31 59 49 51 115 + + + -- linear combo weights (showing up to 5) + + 0.4476 0.4290 -0.1006 0.3539 0.0709 + + + + -- lower cutpoint: -2.01322 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.040244 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.33215 (0.0172752), N = 111 moving right + --- -1.31472 (0.0195918), N = 108 moving right + --- -1.23972 (0.0228885), N = 104 moving right + --- -1.14736 (0.0378904), N = 89 moving right + --- -0.97122 (0.0720439), N = 67 moving right + + -- best stat: 0.0720439, min to split: 0 + + -- p-values: + --- column 31: 0.194545 + --- column 59: 0.00112714** [+1 to VI numerator] + --- column 49: 0.672018 + --- column 51: 0.0107405* + --- column 115: 0.223887 + --- column 88: 0.300368 + --- column 23: 0.000483663*** [+1 to VI numerator] + --- column 99: 0.587402 + --- column 7: 0.225057 + --- column 70: 9.61338e-05*** [+1 to VI numerator] + --- column 44: 0.258428 + --- column 45: 4.71997e-08*** [+1 to VI numerator] + +-- node 15 was split into node 31 (left) and 32 (right) + +-- attempting to split node 16 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 120 83 77 61 + + + -- linear combo weights (showing up to 5) + + 1.8089 -3.6156 4.5629 -4.1462 + + + + -- lower cutpoint: -4.47382 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.93844 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.47382 (0.404959), N = 11 moving right + --- -3.93844 (0.00440771), N = 10 moving right + + -- best stat: 0.404959, min to split: 0 + + -- p-values: + --- column 120: 0.92565 + --- column 83: 0.510088 + --- column 77: 0.375476 + --- column 61: 0.234075 + +-- node 16 was split into node 33 (left) and 34 (right) + +-- attempting to split node 17 (N = 137, try number 1) + + -- N obs (unweighted): 87 + -- columns sampled (showing up to 5) + + 56 63 45 106 61 + + + -- linear combo weights (showing up to 5) + + 1.8911 -4.4560 -1.0077 -0.0407 -2.4228 + + + + -- lower cutpoint: -5.80785 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.4348 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.06351 (4.15456), N = 117 moving right + --- -1.88176 (9.29353), N = 98 moving right + --- 1.75422 (23.2611), N = 68 moving right + --- 2.99643 (32.8903), N = 43 moving right + --- 3.65084 (37.2923), N = 39 moving right + + -- best stat: 37.2923, min to split: 0 + + -- p-values: + --- column 56: 0.565119 + --- column 63: 0.352956 + --- column 45: 0.615914 + --- column 106: 0.977635 + --- column 61: 0.520649 + --- column 82: 0.0343174* + --- column 95: 0.470244 + --- column 93: 0.494949 + --- column 44: 0.193174 + --- column 7: 0.610989 + --- column 28: 0.06008 + --- column 80: 0.23741 + +-- node 17 was split into node 35 (left) and 36 (right) + +-- attempting to split node 18 (N = 95, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 125 58 119 37 12 + + + -- linear combo weights (showing up to 5) + + -3.2322 4.5293 2.0270 -1.7453 3.5643 + + + + -- lower cutpoint: -12.7227 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.84359 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -8.71497 (33.4839), N = 73 moving right + --- -8.3118 (38.5082), N = 72 moving right + --- -2.14995 (54.2563), N = 53 moving right + --- 2.80833 (20.2418), N = 25 moving right + --- 5.71942 (15.483), N = 16 moving right + + -- best stat: 54.2563, min to split: 0 + + -- p-values: + --- column 125: 0.14655 + --- column 58: 0.455659 + --- column 119: 0.152743 + --- column 37: 0.397197 + --- column 12: 0.275176 + --- column 62: 0.562031 + --- column 24: 0.0110218* + --- column 57: 0.868952 + --- column 44: 0.21882 + --- column 73: 0.100274 + --- column 21: 0.872875 + --- column 91: 0.364936 + +-- node 18 was split into node 37 (left) and 38 (right) + +-- attempting to split node 19 (N = 189, try number 1) + + -- N obs (unweighted): 123 + -- columns sampled (showing up to 5) + + 66 46 8 25 113 + + + -- linear combo weights (showing up to 5) + + -0.4040 11.4825 -4.9559 -0.7783 -8.0179 + + + + -- lower cutpoint: -8.38106 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.7865 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.81202 (17.6279), N = 131 moving right + --- -2.67307 (16.7823), N = 128 moving right + --- -1.14382 (10.5904), N = 96 moving right + --- 1.60944 (24.992), N = 43 moving right + --- 2.27722 (15.8866), N = 36 moving right + + -- best stat: 24.992, min to split: 0 + + -- p-values: + --- column 66: 0.913901 + --- column 46: 0.0559782 + --- column 8: 0.106555 + --- column 25: 0.651312 + --- column 113: 0.029862* + --- column 54: 0.011656* + --- column 98: 0.678196 + --- column 79: 0.509034 + --- column 18: 0.887222 + --- column 21: 0.456717 + --- column 48: 0.00685297** [+1 to VI numerator] + --- column 49: 0.451742 + +-- node 19 was split into node 39 (left) and 40 (right) + +-- attempting to split node 20 (N = 81, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 11 79 82 99 75 + + + -- linear combo weights (showing up to 5) + + 0.1893 -0.0700 -2.6496 10.4696 1.5458 + + + + -- lower cutpoint: 0.884206 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.36 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.84941 (21.129), N = 66 moving right + --- 3.14005 (16.8776), N = 56 moving right + --- 6.08538 (12.0348), N = 35 moving right + --- 10.0301 (14.4414), N = 13 moving right + --- 10.1961 (14.6924), N = 12 moving right + + -- best stat: 21.129, min to split: 0 + + -- p-values: + --- column 11: 0.913382 + --- column 79: 0.972317 + --- column 82: 0.29256 + --- column 99: 0.00148495** [+1 to VI numerator] + --- column 75: 0.124003 + --- column 100: 0.212166 + --- column 111: 0.0951528 + --- column 97: 0.851941 + --- column 45: 0.018302* + --- column 93: 0.00107345** [+1 to VI numerator] + --- column 85: 0.0388267* + --- column 94: 0.589836 + +-- node 20 was split into node 41 (left) and 42 (right) + +-- attempting to split node 21 (N = 125, try number 1) + + -- N obs (unweighted): 67 + -- columns sampled (showing up to 5) + + 29 120 115 122 10 + + + -- linear combo weights (showing up to 5) + + -0.8617 0.2804 -1.4269 2.2246 0.8045 + + + + -- lower cutpoint: -5.55971 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.92397 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.57392 (21.566), N = 109 moving right + --- -2.80394 (13.7452), N = 89 moving right + --- -2.23752 (13.6118), N = 83 moving right + --- 2.27269 (12.3607), N = 24 moving right + --- 2.56353 (5.35856), N = 20 moving right + + -- best stat: 21.566, min to split: 0 + + -- p-values: + --- column 29: 0.62295 + --- column 120: 0.993627 + --- column 115: 0.501014 + --- column 122: 0.52258 + --- column 10: 0.800214 + --- column 99: 0.876864 + --- column 55: 0.85951 + --- column 111: 0.754774 + --- column 64: 0.880322 + --- column 93: 0.505448 + --- column 77: 0.294328 + --- column 23: 0.242154 + +-- node 21 was split into node 43 (left) and 44 (right) + +-- attempting to split node 22 (N = 27, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 22 27 93 72 71 + + + -- linear combo weights (showing up to 5) + + 23.4881 -0.1766 -0.7906 19.8511 8.8263 + + + + -- lower cutpoint: 12.1782 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.7226 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 12.1782 (6.13207), N = 16 moving right + --- 14.896 (4.96303), N = 12 moving right + --- 15.5313 (4.82736), N = 11 moving right + --- 15.7226 (4.41862), N = 10 moving right + + -- best stat: 6.13207, min to split: 0 + + -- p-values: + --- column 22: 0.0619608 + --- column 27: 0.966382 + --- column 93: 0.488837 + --- column 72: 0.030607* + --- column 71: 0.0699109 + +-- node 22 was split into node 45 (left) and 46 (right) + +-- attempting to split node 23 (N = 80, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 55 53 114 8 20 + + + -- linear combo weights (showing up to 5) + + 1.7656 -2.0758 9.4760 3.0708 0.1657 + + + + -- lower cutpoint: -5.2857 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.9299 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.2857 (13.4414), N = 70 moving right + --- 1.3957 (36.0841), N = 57 moving right + --- 4.17481 (41.031), N = 43 moving right + --- 5.07319 (25.2673), N = 37 moving right + --- 8.444 (61.5641), N = 26 moving right + + -- best stat: 61.5641, min to split: 0 + + -- p-values: + --- column 55: 0.208973 + --- column 53: 0.517534 + --- column 114: 0.142845 + --- column 8: 0.297176 + --- column 20: 0.948316 + --- column 6: 0.528707 + --- column 0: 0.330764 + --- column 108: 0.617129 + --- column 14: 0.0999885 + --- column 62: 0.00504102** [+1 to VI numerator] + --- column 61: 0.00504795** [+1 to VI numerator] + --- column 107: 0.144281 + +-- node 23 was split into node 47 (left) and 48 (right) + +-- attempting to split node 24 (N = 276, try number 1) + + -- N obs (unweighted): 177 + -- columns sampled (showing up to 5) + + 1 48 20 78 44 + + + -- linear combo weights (showing up to 5) + + 3.6794 -2.3949 -2.1716 0.6448 1.7628 + + + + -- lower cutpoint: -5.64734 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.0664 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.48914 (21.9087), N = 261 moving right + --- 0.254051 (3.62228), N = 198 moving right + --- 1.32121 (13.2415), N = 170 moving right + --- 4.90787 (11.5157), N = 75 moving right + --- 6.75048 (13.6728), N = 41 moving right + + -- best stat: 21.9087, min to split: 0 + + -- p-values: + --- column 1: 0.264477 + --- column 48: 0.296948 + --- column 20: 0.31218 + --- column 78: 0.672641 + --- column 44: 0.405112 + --- column 83: 0.0748936 + --- column 65: 0.697532 + --- column 18: 0.00544006** [+1 to VI numerator] + --- column 82: 0.0278433* + --- column 106: 0.153559 + --- column 93: 0.0677894 + --- column 68: 0.486109 + +-- node 24 was split into node 49 (left) and 50 (right) + +-- attempting to split node 25 (N = 140, try number 1) + + -- N obs (unweighted): 88 + -- columns sampled (showing up to 5) + + 38 32 82 85 101 + + + -- linear combo weights (showing up to 5) + + -2.5035 0.1027 -11.0291 1.8483 0.7352 + + + + -- lower cutpoint: -8.04572 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.34537 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.15728 (9.02042), N = 127 moving right + --- 2.99202 (6.42226), N = 46 moving right + --- 3.43199 (4.4835), N = 39 moving right + --- 4.71429 (6.37505), N = 27 moving right + --- 4.89354 (5.40779), N = 21 moving right + + -- best stat: 9.02042, min to split: 0 + + -- p-values: + --- column 38: 0.164237 + --- column 32: 0.967391 + --- column 82: 0.00193172** [+1 to VI numerator] + --- column 85: 0.565707 + --- column 101: 0.775185 + --- column 52: 0.653595 + --- column 58: 0.329775 + --- column 56: 0.294698 + --- column 119: 0.58381 + --- column 40: 0.116141 + --- column 114: 0.829368 + --- column 67: 0.417272 + +-- node 25 was split into node 51 (left) and 52 (right) + +-- attempting to split node 26 (N = 25, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 46 119 64 28 4 + + + -- linear combo weights (showing up to 5) + + -1.1720 -1.7313 2.2048 1.1578 1.2501 + + + + -- lower cutpoint: -2.77008 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.67773 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.77008 (0.516267), N = 15 moving right + --- -2.19319 (0.466951), N = 14 moving right + --- -2.0588 (0.39401), N = 12 moving right + --- -1.67773 (0.3456), N = 10 moving right + + -- best stat: 0.516267, min to split: 0 + + -- p-values: + --- column 46: 0.524255 + --- column 119: 0.125369 + --- column 64: 0.542941 + --- column 28: 0.705377 + --- column 4: 0.530106 + +-- node 26 was split into node 53 (left) and 54 (right) + +-- attempting to split node 27 (N = 261, try number 1) + + -- N obs (unweighted): 162 + -- columns sampled (showing up to 5) + + 38 75 67 73 80 + + + -- linear combo weights (showing up to 5) + + 2.1551 -5.5814 3.6678 0.6029 0.7758 + + + + -- lower cutpoint: -8.84165 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.00691 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.43662 (0.74148), N = 236 moving right + --- -5.28736 (3.47096), N = 219 moving right + --- -2.36595 (24.1676), N = 144 moving right + --- 0.787427 (15.2623), N = 87 moving right + --- 2.1697 (15.462), N = 65 moving right + + -- best stat: 24.1676, min to split: 0 + + -- p-values: + --- column 38: 0.128494 + --- column 75: 0.00207029** [+1 to VI numerator] + --- column 67: 0.128894 + --- column 73: 0.717104 + --- column 80: 0.719971 + --- column 41: 0.680794 + --- column 90: 0.515315 + --- column 59: 0.484719 + --- column 15: 0.603823 + --- column 105: 0.276079 + --- column 111: 0.593796 + --- column 112: 0.0479478* + +-- node 27 was split into node 55 (left) and 56 (right) + +-- attempting to split node 28 (N = 214, try number 1) + + -- N obs (unweighted): 138 + -- columns sampled (showing up to 5) + + 114 81 78 29 71 + + + -- linear combo weights (showing up to 5) + + 1.4150 0.8008 -0.9921 0.5148 11.7404 + + + + -- lower cutpoint: -6.15191 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.55692 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -3.30778 (4.26637), N = 173 moving right + --- -2.58483 (4.42971), N = 170 moving right + --- -0.611053 (6.00024), N = 142 moving right + --- 2.26308 (16.2683), N = 87 moving right + --- 3.75031 (21.2139), N = 55 moving right + + -- best stat: 21.2139, min to split: 0 + + -- p-values: + --- column 114: 0.436839 + --- column 81: 0.599665 + --- column 78: 0.366683 + --- column 29: 0.694615 + --- column 71: 0.000608777*** [+1 to VI numerator] + --- column 23: 0.0282024* + --- column 18: 0.000304535*** [+1 to VI numerator] + --- column 57: 0.298163 + --- column 30: 0.270051 + --- column 53: 0.0998906 + --- column 28: 0.410216 + --- column 40: 0.183137 + +-- node 28 was split into node 57 (left) and 58 (right) + +-- attempting to split node 29 (N = 87, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 25 8 117 5 24 + + + -- linear combo weights (showing up to 5) + + -4.5682 -0.7947 2.0754 -5.1738 14.2976 + + + + -- lower cutpoint: -18.0797 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.12916 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.429 (35.754), N = 74 moving right + --- -12.9291 (62.8312), N = 52 moving right + --- -12.1447 (43.8104), N = 48 moving right + --- -11.9137 (42.0555), N = 47 moving right + --- -10.9434 (32.6643), N = 44 moving right + + -- best stat: 62.8312, min to split: 0 + + -- p-values: + --- column 25: 0.0284602* + --- column 8: 0.940174 + --- column 117: 0.644849 + --- column 5: 0.281058 + --- column 24: 0.0293167* + --- column 71: 0.292426 + --- column 76: 0.231542 + --- column 106: 0.666421 + --- column 99: 0.729657 + --- column 85: 0.847748 + --- column 121: 0.824905 + --- column 41: 0.390685 + +-- node 29 was split into node 59 (left) and 60 (right) + +-- attempting to split node 30 (N = 95, try number 1) + + -- N obs (unweighted): 61 + -- columns sampled (showing up to 5) + + 44 106 19 75 104 + + + -- linear combo weights (showing up to 5) + + -1.1251 -6.6869 -1.9795 0.1589 2.1358 + + + + -- lower cutpoint: -1.97867 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.41634 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.538803 (10.4423), N = 68 moving right + --- 2.18885 (16.2911), N = 55 moving right + --- 2.58617 (15.8087), N = 51 moving right + --- 3.07499 (10.3845), N = 44 moving right + --- 6.66469 (4.3175), N = 16 moving right + + -- best stat: 16.2911, min to split: 0 + + -- p-values: + --- column 44: 0.651881 + --- column 106: 0.0564625 + --- column 19: 0.330441 + --- column 75: 0.920832 + --- column 104: 0.746329 + --- column 72: 0.895648 + --- column 84: 0.156765 + --- column 92: 0.972846 + --- column 10: 0.239543 + --- column 123: 0.651889 + --- column 14: 0.303678 + --- column 63: 0.282372 + +-- node 30 was split into node 61 (left) and 62 (right) + +-- sprouting node 31 into a leaf (N = 73) + +-- attempting to split node 32 (N = 67, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 16 19 10 117 100 + + + -- linear combo weights (showing up to 5) + + 1.0984 2.0940 -0.1592 0.6249 1.4652 + + + + -- lower cutpoint: -2.65019 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.23613 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.22895 (0.1318), N = 46 moving right + --- -2.04484 (0.150914), N = 44 moving right + --- -1.7553 (0.315772), N = 32 moving right + --- -1.56373 (0.590534), N = 22 moving right + --- -1.23613 (1.32323), N = 12 moving right + + -- best stat: 1.32323, min to split: 0 + + -- p-values: + --- column 16: 0.116511 + --- column 19: 0.00592201** [+1 to VI numerator] + --- column 10: 0.660372 + --- column 117: 0.0727425 + --- column 100: 0.162392 + --- column 84: 0.175661 + --- column 63: 0.0758584 + --- column 2: 0.570119 + --- column 112: 0.132263 + --- column 43: 0.786656 + --- column 17: 0.987697 + --- column 115: 0.063031 + +-- node 32 was split into node 63 (left) and 64 (right) + +-- sprouting node 33 into a leaf (N = 11) + +-- sprouting node 34 into a leaf (N = 11) + +-- attempting to split node 35 (N = 98, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 110 30 91 40 9 + + + -- linear combo weights (showing up to 5) + + 0.1934 -0.6578 3.7502 1.6762 -1.0805 + + + + -- lower cutpoint: -10.8961 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.68912 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.42261 (0.659039), N = 58 moving right + --- -8.79669 (0.920033), N = 49 moving right + --- -8.32505 (1.29905), N = 40 moving right + --- -8.25843 (1.59401), N = 35 moving right + --- -8.15911 (1.66343), N = 34 moving right + + -- best stat: 1.66343, min to split: 0 + + -- p-values: + --- column 110: 0.77636 + --- column 30: 0.379439 + --- column 91: 0.00443565** [+1 to VI numerator] + --- column 40: 0.0101774* + --- column 9: 0.220423 + --- column 46: 0.0120899* + --- column 93: 0.994836 + --- column 44: 0.0888254 + --- column 41: 0.682129 + --- column 26: 0.0542342 + --- column 86: 0.303499 + --- column 95: 0.12187 + +-- node 35 was split into node 65 (left) and 66 (right) + +-- attempting to split node 36 (N = 39, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 23 91 108 94 70 + + + -- linear combo weights (showing up to 5) + + 4.2515 -2.0978 -2.2724 -3.8820 -7.5152 + + + + -- lower cutpoint: 4.00954 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.9739 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.00954 (51.4105), N = 29 moving right + --- 4.68694 (69.5595), N = 26 moving right + --- 6.8917 (74.5466), N = 22 moving right + --- 7.84237 (54.4131), N = 20 moving right + --- 8.75544 (68.2468), N = 18 moving right + + -- best stat: 74.5466, min to split: 0 + + -- p-values: + --- column 23: 0.62423 + --- column 91: 0.843175 + --- column 108: 0.471498 + --- column 94: 0.721525 + --- column 70: 0.276282 + --- column 84: 0.412942 + --- column 88: 0.572285 + --- column 64: 0.484496 + --- column 2: 0.776082 + +-- node 36 was split into node 67 (left) and 68 (right) + +-- attempting to split node 37 (N = 42, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 109 102 52 53 28 + + + -- linear combo weights (showing up to 5) + + -8.9188 -3.1310 11.3339 0.7604 -0.6272 + + + + -- lower cutpoint: -0.509134 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.94264 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.509134 (21.8256), N = 32 moving right + --- -0.434754 (25.3247), N = 31 moving right + --- 0.622907 (22.0222), N = 26 moving right + --- 2.501 (25.9765), N = 25 moving right + --- 5.28768 (48.1907), N = 12 moving right + + -- best stat: 48.1907, min to split: 0 + + -- p-values: + --- column 109: 0.114839 + --- column 102: 0.262032 + --- column 52: 0.00538737** [+1 to VI numerator] + --- column 53: 0.787427 + --- column 28: 0.846672 + --- column 41: 0.216916 + --- column 115: 0.82068 + --- column 17: 0.345502 + --- column 105: 0.66337 + +-- node 37 was split into node 69 (left) and 70 (right) + +-- attempting to split node 38 (N = 53, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 86 27 120 59 23 + + + -- linear combo weights (showing up to 5) + + -20.3544 -2.6931 -1.6684 0.2708 -2.5009 + + + + -- lower cutpoint: -9.21944 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0969568 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.21944 (5.55795), N = 43 moving right + --- -3.9691 (7.46405), N = 25 moving right + --- -3.80175 (7.23607), N = 23 moving right + --- -3.79386 (9.11609), N = 22 moving right + --- -0.273188 (16.829), N = 13 moving right + + -- best stat: 16.829, min to split: 0 + + -- p-values: + --- column 86: 0.0740635 + --- column 27: 0.341132 + --- column 120: 0.377909 + --- column 59: 0.932562 + --- column 23: 0.543542 + --- column 29: 0.474005 + --- column 122: 0.712708 + --- column 58: 0.28224 + --- column 25: 0.459092 + --- column 88: 0.13223 + --- column 18: 0.0542384 + --- column 65: 0.448476 + +-- node 38 was split into node 71 (left) and 72 (right) + +-- attempting to split node 39 (N = 146, try number 1) + + -- N obs (unweighted): 94 + -- columns sampled (showing up to 5) + + 118 70 103 125 17 + + + -- linear combo weights (showing up to 5) + + 5.8545 1.0967 0.4835 -1.6878 0.9688 + + + + -- lower cutpoint: -8.7242 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.30198 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.41051 (6.97397), N = 100 moving right + --- -2.12915 (7.95866), N = 82 moving right + --- 0.0122106 (21.6725), N = 45 moving right + --- 0.940797 (18.7083), N = 40 moving right + --- 5.26067 (15.3398), N = 15 moving right + + -- best stat: 21.6725, min to split: 0 + + -- p-values: + --- column 118: 0.0261112* + --- column 70: 0.698612 + --- column 103: 0.850002 + --- column 125: 0.59601 + --- column 17: 0.65898 + --- column 122: 0.899395 + --- column 14: 0.157956 + --- column 15: 0.183781 + --- column 36: 0.984834 + --- column 62: 0.208061 + --- column 68: 0.123279 + --- column 104: 0.610854 + +-- node 39 was split into node 73 (left) and 74 (right) + +-- attempting to split node 40 (N = 43, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 58 63 25 120 53 + + + -- linear combo weights (showing up to 5) + + 2.9613 33.8642 1.6901 59.6566 -12.0307 + + + + -- lower cutpoint: -13.8185 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.04085 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.5041 (77.4898), N = 29 moving right + --- -7.38978 (76.8582), N = 19 moving right + --- -7.30456 (81.9994), N = 18 moving right + --- -4.91753 (103.9), N = 16 moving right + --- -3.65793 (111.852), N = 15 moving right + + -- best stat: 111.852, min to split: 0 + + -- p-values: + --- column 58: 0.423622 + --- column 63: 0.00149201** [+1 to VI numerator] + --- column 25: 0.580443 + --- column 120: 0.00178677** [+1 to VI numerator] + --- column 53: 0.063696 + --- column 24: 0.0428173* + --- column 65: 0.18654 + --- column 79: 0.0432146* + --- column 7: 0.0295592* + +-- node 40 was split into node 75 (left) and 76 (right) + +-- sprouting node 41 into a leaf (N = 15) + +-- attempting to split node 42 (N = 66, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 119 70 89 15 38 + + + -- linear combo weights (showing up to 5) + + 2.4326 -1.5154 2.0126 0.4803 -2.3150 + + + + -- lower cutpoint: 2.34093 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0521 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.89978 (3.96909), N = 49 moving right + --- 6.21646 (5.51538), N = 33 moving right + --- 6.8161 (5.34815), N = 30 moving right + --- 7.49105 (8.48077), N = 27 moving right + --- 8.25426 (9.25106), N = 21 moving right + + -- best stat: 9.25106, min to split: 0 + + -- p-values: + --- column 119: 0.0413026* + --- column 70: 0.575468 + --- column 89: 0.388256 + --- column 15: 0.905372 + --- column 38: 0.18452 + --- column 98: 0.926623 + --- column 56: 0.0399804* + --- column 105: 0.0721639 + --- column 37: 0.514722 + --- column 88: 0.576878 + --- column 45: 0.86481 + --- column 71: 0.0376864* + +-- node 42 was split into node 77 (left) and 78 (right) + +-- sprouting node 43 into a leaf (N = 16) + +-- attempting to split node 44 (N = 109, try number 1) + + -- N obs (unweighted): 55 + -- columns sampled (showing up to 5) + + 85 78 24 33 50 + + + -- linear combo weights (showing up to 5) + + 14.4673 2.2594 10.8146 -0.5959 -1.3658 + + + + -- lower cutpoint: -10.6122 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.8864 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.77855 (4.24611), N = 97 moving right + --- -7.15979 (11.1057), N = 81 moving right + --- -4.07673 (32.1703), N = 64 moving right + --- -3.88231 (47.9558), N = 60 moving right + --- -2.98477 (44.044), N = 57 moving right + + -- best stat: 47.9558, min to split: 0 + + -- p-values: + --- column 85: 0.0193457* + --- column 78: 0.525228 + --- column 24: 0.080166 + --- column 33: 0.888403 + --- column 50: 0.657041 + --- column 29: 0.179978 + --- column 91: 0.11789 + --- column 88: 0.0062452** [+1 to VI numerator] + --- column 10: 0.626734 + --- column 59: 0.485402 + --- column 42: 0.586718 + --- column 120: 0.674941 + +-- node 44 was split into node 79 (left) and 80 (right) + +-- sprouting node 45 into a leaf (N = 11) + +-- sprouting node 46 into a leaf (N = 16) + +-- attempting to split node 47 (N = 54, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 67 113 23 69 76 + + + -- linear combo weights (showing up to 5) + + -9.0233 -14.7591 -10.7087 14.0003 2.5222 + + + + -- lower cutpoint: 16.7933 + - n_obs, left node: 10 + + + -- upper cutpoint: 27.1166 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 17.5008 (14.0741), N = 40 moving right + --- 20.0571 (15.9596), N = 33 moving right + --- 22.4197 (16.5719), N = 25 moving right + --- 23.1695 (18.741), N = 20 moving right + --- 24.0235 (23.3472), N = 18 moving right + + -- best stat: 23.3472, min to split: 0 + + -- p-values: + --- column 67: 0.40844 + --- column 113: 0.606659 + --- column 23: 0.328813 + --- column 69: 0.289988 + --- column 76: 0.647289 + --- column 115: 0.947932 + --- column 92: 0.771462 + --- column 103: 0.599734 + --- column 34: 0.577543 + --- column 94: 0.530384 + --- column 110: 0.397263 + --- column 120: 0.558177 + +-- node 47 was split into node 81 (left) and 82 (right) + +-- attempting to split node 48 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 109 118 16 7 75 + + + -- linear combo weights (showing up to 5) + + -3.1521 1.4974 -6.8077 41.9974 6.1187 + + + + -- lower cutpoint: -27.364 + - n_obs, left node: 11 + + + -- upper cutpoint: -23.9783 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -27.364 (15.6924), N = 15 moving right + --- -26.6717 (4.80621), N = 13 moving right + --- -25.3472 (11.6855), N = 12 moving right + --- -23.9783 (31.519), N = 11 moving right + + -- best stat: 31.519, min to split: 0 + + -- p-values: + --- column 109: 0.634527 + --- column 118: 0.854952 + --- column 16: 0.50416 + --- column 7: 0.514853 + --- column 75: 0.480933 + +-- node 48 was split into node 83 (left) and 84 (right) + +-- sprouting node 49 into a leaf (N = 15) + +-- attempting to split node 50 (N = 261, try number 1) + + -- N obs (unweighted): 167 + -- columns sampled (showing up to 5) + + 96 59 103 116 46 + + + -- linear combo weights (showing up to 5) + + -0.2863 -1.3067 3.7681 -7.0442 -5.2679 + + + + -- lower cutpoint: -9.68963 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.37143 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.64876 (4.32547), N = 245 moving right + --- -1.43421 (16.3366), N = 170 moving right + --- -0.372153 (9.45845), N = 134 moving right + --- -0.0795835 (11.8826), N = 120 moving right + --- 0.457605 (12.644), N = 105 moving right + + -- best stat: 16.3366, min to split: 0 + + -- p-values: + --- column 96: 0.859944 + --- column 59: 0.717078 + --- column 103: 0.787806 + --- column 116: 0.0401296* + --- column 46: 0.15379 + --- column 113: 0.79349 + --- column 22: 0.224322 + --- column 1: 0.446478 + --- column 53: 0.123487 + --- column 123: 0.541637 + --- column 110: 0.458742 + --- column 29: 0.328992 + +-- node 50 was split into node 85 (left) and 86 (right) + +-- sprouting node 51 into a leaf (N = 13) + +-- attempting to split node 52 (N = 127, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 108 60 19 32 59 + + + -- linear combo weights (showing up to 5) + + -0.4226 -24.7729 0.6992 -1.9997 22.9802 + + + + -- lower cutpoint: -4.32764 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.99578 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.00279 (9.81018), N = 99 moving right + --- -0.00377884 (12.7032), N = 81 moving right + --- 1.97663 (10.8694), N = 52 moving right + --- 3.73544 (10.2994), N = 41 moving right + --- 5.74568 (1.67615), N = 18 moving right + + -- best stat: 12.7032, min to split: 0 + + -- p-values: + --- column 108: 0.82196 + --- column 60: 0.24329 + --- column 19: 0.779072 + --- column 32: 0.451744 + --- column 59: 0.208345 + --- column 90: 0.213028 + --- column 2: 0.0570958 + --- column 64: 0.423651 + --- column 111: 0.899662 + --- column 115: 0.513689 + --- column 70: 0.480361 + --- column 10: 0.075423 + +-- node 52 was split into node 87 (left) and 88 (right) + +-- sprouting node 53 into a leaf (N = 10) + +-- sprouting node 54 into a leaf (N = 15) + +-- attempting to split node 55 (N = 117, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 25 57 24 125 72 + + + -- linear combo weights (showing up to 5) + + 2.1226 1.1841 -3.0289 0.2158 -3.7422 + + + + -- lower cutpoint: -5.02322 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.1782 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.24947 (27.7567), N = 102 moving right + --- 0.987866 (28.6146), N = 77 moving right + --- 5.30184 (15.9431), N = 47 moving right + --- 7.20723 (18.9275), N = 27 moving right + --- 11.1782 (16.3538), N = 10 moving right + + -- best stat: 28.6146, min to split: 0 + + -- p-values: + --- column 25: 0.374215 + --- column 57: 0.566551 + --- column 24: 0.520696 + --- column 125: 0.935142 + --- column 72: 0.375822 + --- column 51: 0.0614463 + --- column 22: 0.48184 + --- column 76: 0.0126543* + --- column 70: 0.0407034* + --- column 2: 0.907471 + --- column 19: 0.0261243* + --- column 35: 0.197858 + +-- node 55 was split into node 89 (left) and 90 (right) + +-- attempting to split node 56 (N = 144, try number 1) + + -- N obs (unweighted): 87 + -- columns sampled (showing up to 5) + + 37 115 111 61 63 + + + -- linear combo weights (showing up to 5) + + 2.0028 -2.3112 0.0757 19.6206 2.0154 + + + + -- lower cutpoint: -9.73546 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.07079 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.86528 (5.23752), N = 102 moving right + --- -2.75164 (13.0263), N = 78 moving right + --- -1.54875 (16.709), N = 57 moving right + --- 0.242969 (19.0391), N = 35 moving right + --- 1.85504 (7.03165), N = 15 moving right + + -- best stat: 19.0391, min to split: 0 + + -- p-values: + --- column 37: 0.310272 + --- column 115: 0.537872 + --- column 111: 0.99334 + --- column 61: 0.322133 + --- column 63: 0.735583 + --- column 1: 0.218479 + --- column 17: 0.123255 + --- column 57: 0.128735 + --- column 124: 0.418797 + --- column 107: 0.587943 + --- column 102: 0.168787 + --- column 60: 0.480285 + +-- node 56 was split into node 91 (left) and 92 (right) + +-- attempting to split node 57 (N = 159, try number 1) + + -- N obs (unweighted): 101 + -- columns sampled (showing up to 5) + + 53 80 83 82 58 + + + -- linear combo weights (showing up to 5) + + -4.5052 -3.6371 26.1302 -34.6068 -2.8040 + + + + -- lower cutpoint: 9.38551 + - n_obs, left node: 10 + + + -- upper cutpoint: 21.8966 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 10.7052 (18.8089), N = 145 moving right + --- 11.4141 (19.2427), N = 139 moving right + --- 15.199 (7.33151), N = 101 moving right + --- 16.1653 (10.724), N = 82 moving right + --- 21.6276 (2.98396), N = 15 moving right + + -- best stat: 19.2427, min to split: 0 + + -- p-values: + --- column 53: 0.259038 + --- column 80: 0.155996 + --- column 83: 0.089939 + --- column 82: 0.0267548* + --- column 58: 0.0776519 + --- column 16: 0.840319 + --- column 110: 0.485671 + --- column 10: 0.843809 + --- column 62: 0.0153186* + --- column 69: 0.205677 + --- column 6: 0.322305 + --- column 1: 0.0967164 + +-- node 57 was split into node 93 (left) and 94 (right) + +-- attempting to split node 58 (N = 55, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 5 41 20 32 68 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 58 (N = 55, try number 2) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 9 60 25 32 27 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 58 (N = 55, try number 3) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 44 113 120 105 84 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 58 into a leaf (N = 55) + +-- attempting to split node 59 (N = 35, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 40 76 9 19 94 + + + -- linear combo weights (showing up to 5) + + -7.8308 -5.7194 4.6453 -4.6522 -4.3725 + + + + -- lower cutpoint: 3.5523 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.7183 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.5523 (23.9807), N = 25 moving right + --- 3.73947 (20.3544), N = 20 moving right + --- 4.23522 (20.16), N = 19 moving right + --- 9.67677 (31.6509), N = 13 moving right + --- 11.7183 (82.451), N = 10 moving right + + -- best stat: 82.451, min to split: 0 + + -- p-values: + --- column 40: 0.403745 + --- column 76: 0.464967 + --- column 9: 0.496155 + --- column 19: 0.36053 + --- column 94: 0.620054 + +-- node 59 was split into node 95 (left) and 96 (right) + +-- attempting to split node 60 (N = 52, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 10 17 73 74 69 + + + -- linear combo weights (showing up to 5) + + -0.4953 -2.0620 -3.9686 -13.7900 -0.6477 + + + + -- lower cutpoint: -0.837775 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.75342 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.425218 (41.9666), N = 37 moving right + --- 2.03899 (22.8368), N = 30 moving right + --- 3.68315 (27.931), N = 25 moving right + --- 5.19928 (8.9885), N = 20 moving right + --- 7.74308 (5.62265), N = 14 moving right + + -- best stat: 41.9666, min to split: 0 + + -- p-values: + --- column 10: 0.92843 + --- column 17: 0.338706 + --- column 73: 0.337045 + --- column 74: 0.402282 + --- column 69: 0.889073 + --- column 70: 0.711803 + --- column 31: 0.979577 + --- column 114: 0.580232 + --- column 72: 0.550171 + --- column 64: 0.689652 + --- column 40: 0.662702 + --- column 30: 0.584541 + +-- node 60 was split into node 97 (left) and 98 (right) + +-- attempting to split node 61 (N = 40, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 75 24 116 13 36 + + + -- linear combo weights (showing up to 5) + + 0.2874 11.7800 16.5050 -27.0048 1.8802 + + + + -- lower cutpoint: 16.8827 + - n_obs, left node: 10 + + + -- upper cutpoint: 26.6462 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 16.8827 (70.3252), N = 30 moving right + --- 23.7298 (17.8848), N = 21 moving right + --- 25.0025 (22.5753), N = 14 moving right + --- 25.6852 (27.83), N = 12 moving right + --- 26.6462 (23.5775), N = 11 moving right + + -- best stat: 70.3252, min to split: 0 + + -- p-values: + --- column 75: 0.928897 + --- column 24: 0.0740688 + --- column 116: 0.140483 + --- column 13: 0.134822 + --- column 36: 0.587163 + --- column 46: 0.0551406 + --- column 87: 0.00326085** [+1 to VI numerator] + +-- node 61 was split into node 99 (left) and 100 (right) + +-- attempting to split node 62 (N = 55, try number 1) + + -- N obs (unweighted): 38 + -- columns sampled (showing up to 5) + + 57 66 33 98 2 + + + -- linear combo weights (showing up to 5) + + -1.1365 0.7666 0.5515 2.6080 0.0423 + + + + -- lower cutpoint: 1.71047 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.57493 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.71047 (11.9968), N = 44 moving right + --- 6.66222 (4.96133), N = 25 moving right + --- 7.32631 (3.86286), N = 20 moving right + --- 8.45719 (2.56183), N = 13 moving right + --- 8.57493 (2.36041), N = 11 moving right + + -- best stat: 11.9968, min to split: 0 + + -- p-values: + --- column 57: 0.584139 + --- column 66: 0.298399 + --- column 33: 0.695362 + --- column 98: 0.224794 + --- column 2: 0.971435 + --- column 12: 0.0118902* + --- column 39: 0.619696 + --- column 75: 0.468861 + --- column 28: 0.676628 + --- column 105: 0.683556 + --- column 110: 0.221926 + --- column 100: 0.107851 + +-- node 62 was split into node 101 (left) and 102 (right) + +-- sprouting node 63 into a leaf (N = 55) + +-- sprouting node 64 into a leaf (N = 12) + +-- attempting to split node 65 (N = 64, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 119 38 123 87 67 + + + -- linear combo weights (showing up to 5) + + -0.1580 0.0606 -0.0854 -0.3565 -0.0317 + + + + -- lower cutpoint: -0.10184 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.211726 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0247847 (0.00998264), N = 46 moving right + --- 0.0351341 (0.00471444), N = 35 moving right + --- 0.127853 (0.00152853), N = 18 moving right + --- 0.147853 (0.0014129), N = 17 moving right + --- 0.17666 (0.000901442), N = 12 moving right + + -- best stat: 0.00998264, min to split: 0 + + -- p-values: + --- column 119: 0.772162 + --- column 38: 0.374973 + --- column 123: 0.530562 + --- column 87: 0.00958901** [+1 to VI numerator] + --- column 67: 0.614945 + --- column 13: 0.97423 + --- column 53: 0.801492 + --- column 89: 0.170788 + --- column 113: 0.732376 + --- column 124: 0.352515 + --- column 90: 0.00732135** [+1 to VI numerator] + --- column 36: 0.000667538*** [+1 to VI numerator] + +-- node 65 was split into node 103 (left) and 104 (right) + +-- attempting to split node 66 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 17 10 82 73 48 + + + -- linear combo weights (showing up to 5) + + -3.9493 2.9541 -5.8326 -0.3606 1.9735 + + + + -- lower cutpoint: -5.23912 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.355135 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.23912 (0.872491), N = 24 moving right + --- -4.74828 (1.47971), N = 22 moving right + --- -3.20604 (4.92118), N = 16 moving right + --- -3.16938 (5.6969), N = 15 moving right + --- -0.300111 (10.2333), N = 11 moving right + + -- best stat: 10.2333, min to split: 0 + + -- p-values: + --- column 17: 0.153957 + --- column 10: 0.379367 + --- column 82: 0.08983 + --- column 73: 0.895937 + --- column 48: 0.576895 + --- column 24: 0.0256045* + --- column 80: 0.864737 + +-- node 66 was split into node 105 (left) and 106 (right) + +-- sprouting node 67 into a leaf (N = 17) + +-- attempting to split node 68 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 56 74 37 121 50 + + + -- linear combo weights (showing up to 5) + + -5.9417 0.1357 7.3043 -0.8127 -1.6487 + + + + -- lower cutpoint: -12.5633 + - n_obs, left node: 11 + + + -- upper cutpoint: -10.8434 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.5633 (127.074), N = 11 moving right + --- -10.8434 (90.1333), N = 10 moving right + + -- best stat: 127.074, min to split: 0 + + -- p-values: + --- column 56: 0.698492 + --- column 74: 0.987943 + --- column 37: 0.290811 + --- column 121: 0.902217 + --- column 50: 0.777849 + +-- node 68 was split into node 107 (left) and 108 (right) + +-- attempting to split node 69 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 65 67 119 43 3 + + + -- linear combo weights (showing up to 5) + + 3.2176 -8.2845 2.9165 -2.1051 -5.3424 + + + + -- lower cutpoint: -4.94869 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.86071 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -4.94869 (10.4272), N = 20 moving right + --- -2.76979 (17.5674), N = 18 moving right + --- -2.35617 (18.49), N = 15 moving right + --- -2.1051 (21.5429), N = 14 moving right + --- -1.86071 (25.0693), N = 13 moving right + + -- best stat: 25.0693, min to split: 0 + + -- p-values: + --- column 65: 0.44607 + --- column 67: 0.0292286* + --- column 119: 0.8452 + --- column 43: 0.510222 + --- column 3: 0.671463 + --- column 40: 0.516856 + +-- node 69 was split into node 109 (left) and 110 (right) + +-- sprouting node 70 into a leaf (N = 12) + +-- attempting to split node 71 (N = 40, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 46 32 94 28 44 + + + -- linear combo weights (showing up to 5) + + -7.0681 5.7688 -4.5890 -2.3341 -8.1011 + + + + -- lower cutpoint: 3.98588 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.0345 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.64757 (11.6402), N = 21 moving right + --- 6.2278 (8.70124), N = 18 moving right + --- 6.729 (7.89208), N = 17 moving right + --- 7.80709 (5.83849), N = 14 moving right + --- 7.83743 (4.7144), N = 12 moving right + + -- best stat: 11.6402, min to split: 0 + + -- p-values: + --- column 46: 0.236046 + --- column 32: 0.00790627** [+1 to VI numerator] + --- column 94: 0.105287 + --- column 28: 0.0819755 + --- column 44: 0.0543173 + --- column 11: 0.245493 + --- column 113: 0.873339 + --- column 17: 0.0775708 + --- column 31: 0.15817 + --- column 57: 0.0592536 + +-- node 71 was split into node 111 (left) and 112 (right) + +-- sprouting node 72 into a leaf (N = 13) + +-- attempting to split node 73 (N = 101, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 123 83 113 62 84 + + + -- linear combo weights (showing up to 5) + + -1.4170 -1.2477 11.3192 -1.3495 -3.5550 + + + + -- lower cutpoint: -6.77675 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.8696 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.60734 (4.67539), N = 78 moving right + --- -3.1485 (4.5528), N = 70 moving right + --- -1.38786 (12.5672), N = 44 moving right + --- -0.267985 (15.0988), N = 40 moving right + --- 0.82771 (20.5739), N = 25 moving right + + -- best stat: 20.5739, min to split: 0 + + -- p-values: + --- column 123: 0.643877 + --- column 83: 0.921056 + --- column 113: 0.280246 + --- column 62: 0.614413 + --- column 84: 0.772047 + --- column 42: 0.532381 + --- column 45: 0.226711 + --- column 10: 0.180313 + --- column 74: 0.117336 + --- column 11: 0.245851 + --- column 100: 0.707138 + --- column 97: 0.588158 + +-- node 73 was split into node 113 (left) and 114 (right) + +-- attempting to split node 74 (N = 45, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 97 74 2 116 109 + + + -- linear combo weights (showing up to 5) + + -6.0985 -5.3898 -2.7194 15.7911 -3.5996 + + + + -- lower cutpoint: 3.67381 + - n_obs, left node: 11 + + + -- upper cutpoint: 17.1374 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.67381 (61.1808), N = 34 moving right + --- 5.08519 (81.5026), N = 32 moving right + --- 11.4293 (76.5337), N = 21 moving right + --- 12.5083 (65.0537), N = 19 moving right + --- 17.1314 (69.0781), N = 11 moving right + + -- best stat: 81.5026, min to split: 0 + + -- p-values: + --- column 97: 0.194808 + --- column 74: 0.525692 + --- column 2: 0.337432 + --- column 116: 0.213051 + --- column 109: 0.402888 + --- column 80: 0.26037 + --- column 98: 0.868201 + --- column 67: 0.0761998 + --- column 39: 0.0767201 + --- column 68: 0.0590317 + +-- node 74 was split into node 115 (left) and 116 (right) + +-- attempting to split node 75 (N = 28, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 115 116 39 88 6 + + + -- linear combo weights (showing up to 5) + + -1.4980 -0.5106 1.6554 -0.1553 3.0087 + + + + -- lower cutpoint: 1.29924 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.1068 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.29924 (52.83), N = 16 moving right + --- 3.59268 (43.54), N = 13 moving right + --- 3.59699 (33.5719), N = 12 moving right + --- 3.94925 (32.0598), N = 11 moving right + --- 4.1068 (30.8939), N = 10 moving right + + -- best stat: 52.83, min to split: 0 + + -- p-values: + --- column 115: 0.793019 + --- column 116: 0.952212 + --- column 39: 0.798171 + --- column 88: 0.972374 + --- column 6: 0.445424 + --- column 11: 0.0583524 + --- column 23: 0.345257 + +-- node 75 was split into node 117 (left) and 118 (right) + +-- sprouting node 76 into a leaf (N = 15) + +-- attempting to split node 77 (N = 45, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 26 29 105 3 7 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 77 (N = 45, try number 2) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 50 64 68 111 53 + + + -- linear combo weights (showing up to 5) + + -0.5979 1.8132 3.1704 -2.6373 3.0562 + + + + -- lower cutpoint: -2.00557 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.947729 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -0.946844 (7.46284), N = 31 moving right + --- -0.661525 (5.06206), N = 27 moving right + --- -0.638453 (4.47589), N = 26 moving right + --- 0.0697285 (2.59051), N = 21 moving right + --- 0.299604 (4.85592), N = 19 moving right + + -- best stat: 7.46284, min to split: 0 + + -- p-values: + --- column 50: 0.727997 + --- column 64: 0.520564 + --- column 68: 0.740634 + --- column 111: 0.00822239** [+1 to VI numerator] + --- column 53: 0.447231 + --- column 67: 0.743921 + --- column 76: 0.759038 + --- column 42: 0.547391 + --- column 10: 0.775534 + +-- node 77 was split into node 119 (left) and 120 (right) + +-- attempting to split node 78 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 93 124 27 30 + + + -- linear combo weights (showing up to 5) + + -7.0551 2.5737 -0.1904 8.0722 + + + + -- lower cutpoint: -2.10442 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.10442 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.10442 (21.4051), N = 11 moving right + + -- best stat: 21.4051, min to split: 0 + + -- p-values: + --- column 93: 0.108703 + --- column 124: 0.0325265* + --- column 27: 0.945514 + --- column 30: 0.150543 + +-- node 78 was split into node 121 (left) and 122 (right) + +-- attempting to split node 79 (N = 49, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 114 22 92 94 9 + + + -- linear combo weights (showing up to 5) + + -0.5725 -3.7870 4.2456 -2.4542 -2.0541 + + + + -- lower cutpoint: -1.26777 + - n_obs, left node: 13 + + + -- upper cutpoint: 9.90038 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.26777 (26.3076), N = 36 moving right + --- 2.88102 (16.6951), N = 23 moving right + --- 7.68282 (24.438), N = 14 moving right + --- 9.0298 (12.4935), N = 11 moving right + --- 9.90038 (13.6183), N = 10 moving right + + -- best stat: 26.3076, min to split: 0 + + -- p-values: + --- column 114: 0.99476 + --- column 22: 0.604229 + --- column 92: 0.90622 + --- column 94: 0.732621 + --- column 9: 0.70199 + --- column 13: 0.265942 + --- column 44: 0.246842 + --- column 68: 0.905913 + +-- node 79 was split into node 123 (left) and 124 (right) + +-- attempting to split node 80 (N = 60, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 45 58 64 27 100 + + + -- linear combo weights (showing up to 5) + + -5.2225 -0.2244 -4.0312 -6.7872 -3.0742 + + + + -- lower cutpoint: -3.51013 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.98556 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.48681 (18.9225), N = 48 moving right + --- -1.12415 (29.7987), N = 47 moving right + --- -0.1087 (29.3213), N = 41 moving right + --- 5.71073 (30.6135), N = 25 moving right + --- 7.63014 (22.0482), N = 13 moving right + + -- best stat: 30.6135, min to split: 0 + + -- p-values: + --- column 45: 0.498989 + --- column 58: 0.933546 + --- column 64: 0.373623 + --- column 27: 0.0273322* + --- column 100: 0.399075 + --- column 66: 0.438345 + --- column 21: 0.011392* + --- column 98: 0.0416272* + --- column 124: 0.401134 + --- column 88: 0.740131 + +-- node 80 was split into node 125 (left) and 126 (right) + +-- attempting to split node 81 (N = 36, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 24 109 99 101 59 + + + -- linear combo weights (showing up to 5) + + -11.8854 1.4396 11.0258 -4.6321 -2.5513 + + + + -- lower cutpoint: 4.63621 + - n_obs, left node: 13 + + + -- upper cutpoint: 9.78688 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 5.81256 (9.52967), N = 20 moving right + --- 6.86539 (13.6489), N = 18 moving right + --- 7.15245 (11.9543), N = 17 moving right + --- 7.70899 (19.0265), N = 15 moving right + --- 9.00514 (14.3708), N = 12 moving right + + -- best stat: 19.0265, min to split: 0 + + -- p-values: + --- column 24: 0.311679 + --- column 109: 0.526267 + --- column 99: 0.2133 + --- column 101: 0.236327 + --- column 59: 0.794825 + --- column 77: 0.474924 + --- column 97: 0.985018 + +-- node 81 was split into node 127 (left) and 128 (right) + +-- sprouting node 82 into a leaf (N = 18) + +-- sprouting node 83 into a leaf (N = 15) + +-- sprouting node 84 into a leaf (N = 11) + +-- attempting to split node 85 (N = 91, try number 1) + + -- N obs (unweighted): 60 + -- columns sampled (showing up to 5) + + 22 39 28 7 111 + + + -- linear combo weights (showing up to 5) + + 5.6970 7.4388 -3.1857 8.9463 62.7148 + + + + -- lower cutpoint: -35.6066 + - n_obs, left node: 10 + + + -- upper cutpoint: -14.7364 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -35.1348 (16.3307), N = 80 moving right + --- -29.7955 (30.6227), N = 60 moving right + --- -28.9311 (39.6513), N = 52 moving right + --- -25.3964 (61.6674), N = 38 moving right + --- -22.7339 (38.5712), N = 25 moving right + + -- best stat: 61.6674, min to split: 0 + + -- p-values: + --- column 22: 0.569379 + --- column 39: 0.0151976* + --- column 28: 0.146824 + --- column 7: 0.535494 + --- column 111: 0.289964 + --- column 105: 0.0260718* + --- column 53: 0.965447 + --- column 19: 0.364301 + --- column 8: 0.0151374* + --- column 109: 0.0667396 + --- column 86: 0.968995 + --- column 75: 0.69313 + +-- node 85 was split into node 129 (left) and 130 (right) + +-- attempting to split node 86 (N = 170, try number 1) + + -- N obs (unweighted): 107 + -- columns sampled (showing up to 5) + + 77 109 68 76 75 + + + -- linear combo weights (showing up to 5) + + 1.3277 -0.1200 -10.5695 -10.2944 4.1097 + + + + -- lower cutpoint: -4.76502 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.9435 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.26748 (15.2171), N = 147 moving right + --- 6.52063 (18.8241), N = 47 moving right + --- 8.24479 (8.13292), N = 28 moving right + --- 8.42976 (7.18823), N = 24 moving right + --- 9.47016 (3.84468), N = 17 moving right + + -- best stat: 18.8241, min to split: 0 + + -- p-values: + --- column 77: 0.507688 + --- column 109: 0.944215 + --- column 68: 0.0755663 + --- column 76: 0.000312619*** [+1 to VI numerator] + --- column 75: 0.115687 + --- column 47: 0.215694 + --- column 74: 0.197721 + --- column 15: 0.198747 + --- column 45: 0.117528 + --- column 90: 0.245539 + --- column 24: 0.928175 + --- column 82: 0.0153188* + +-- node 86 was split into node 131 (left) and 132 (right) + +-- attempting to split node 87 (N = 46, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 15 58 72 27 9 + + + -- linear combo weights (showing up to 5) + + 0.9640 1.0666 -7.6055 -5.5985 0.0015 + + + + -- lower cutpoint: -0.65803 + - n_obs, left node: 12 + + + -- upper cutpoint: 7.15333 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.65803 (12.8289), N = 34 moving right + --- -0.06948 (12.7796), N = 33 moving right + --- 3.38336 (33.6554), N = 24 moving right + --- 6.28372 (26.3328), N = 12 moving right + --- 7.15333 (16.3534), N = 11 moving right + + -- best stat: 33.6554, min to split: 0 + + -- p-values: + --- column 15: 0.894167 + --- column 58: 0.690819 + --- column 72: 0.315554 + --- column 27: 0.150571 + --- column 9: 0.999416 + --- column 17: 0.0714298 + --- column 64: 0.99999 + --- column 117: 0.300356 + +-- node 87 was split into node 133 (left) and 134 (right) + +-- attempting to split node 88 (N = 81, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 85 0 98 4 99 + + + -- linear combo weights (showing up to 5) + + -1.7212 -2.1999 1.2912 -5.1999 -4.1870 + + + + -- lower cutpoint: 1.62583 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.58309 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.63863 (14.2594), N = 65 moving right + --- 2.82612 (10.1118), N = 64 moving right + --- 4.73329 (4.78176), N = 40 moving right + --- 4.86498 (3.38025), N = 36 moving right + --- 7.78064 (6.80415), N = 13 moving right + + -- best stat: 14.2594, min to split: 0 + + -- p-values: + --- column 85: 0.669297 + --- column 0: 0.397276 + --- column 98: 0.498801 + --- column 4: 0.191033 + --- column 99: 0.398655 + --- column 119: 0.410931 + --- column 25: 0.746781 + --- column 33: 0.076681 + --- column 55: 0.973186 + --- column 40: 0.189326 + --- column 13: 0.775549 + --- column 73: 0.210827 + +-- node 88 was split into node 135 (left) and 136 (right) + +-- attempting to split node 89 (N = 40, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 3 67 13 27 58 + + + -- linear combo weights (showing up to 5) + + -27.9511 -2.0688 27.9870 1.6416 -0.9265 + + + + -- lower cutpoint: -0.53462 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.70569 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.291355 (48.7798), N = 27 moving right + --- 0.160379 (54.0772), N = 26 moving right + --- 0.595854 (65.5384), N = 22 moving right + --- 1.84242 (31.3959), N = 16 moving right + --- 4.42546 (25.4201), N = 11 moving right + + -- best stat: 65.5384, min to split: 0 + + -- p-values: + --- column 3: 0.472131 + --- column 67: 0.804334 + --- column 13: 0.421597 + --- column 27: 0.543095 + --- column 58: 0.879856 + --- column 111: 0.485596 + --- column 26: 0.447347 + --- column 50: 0.429066 + +-- node 89 was split into node 137 (left) and 138 (right) + +-- attempting to split node 90 (N = 77, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 78 92 70 48 31 + + + -- linear combo weights (showing up to 5) + + -3.2963 -7.0115 -2.5901 -4.7333 -0.2843 + + + + -- lower cutpoint: -7.28578 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.35561 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.92252 (33.3128), N = 59 moving right + --- -4.00632 (34.1064), N = 56 moving right + --- -0.904646 (33.1777), N = 50 moving right + --- 3.0782 (15.0129), N = 27 moving right + --- 3.76868 (8.92653), N = 19 moving right + + -- best stat: 34.1064, min to split: 0 + + -- p-values: + --- column 78: 0.274649 + --- column 92: 0.326096 + --- column 70: 0.714727 + --- column 48: 0.437529 + --- column 31: 0.973756 + --- column 41: 0.034988* + --- column 120: 0.286744 + --- column 81: 0.0380893* + --- column 36: 0.53514 + --- column 88: 0.172024 + --- column 72: 0.862526 + --- column 118: 0.763885 + +-- node 90 was split into node 139 (left) and 140 (right) + +-- attempting to split node 91 (N = 109, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 83 78 54 59 15 + + + -- linear combo weights (showing up to 5) + + -11.7010 1.3114 -19.9666 -0.6446 14.3412 + + + + -- lower cutpoint: -1.01936 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.5723 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.179035 (14.1094), N = 96 moving right + --- 3.16145 (18.5541), N = 82 moving right + --- 4.37547 (19.4414), N = 78 moving right + --- 6.58319 (23.3179), N = 56 moving right + --- 7.12063 (20.7857), N = 52 moving right + + -- best stat: 23.3179, min to split: 0 + + -- p-values: + --- column 83: 0.0467134* + --- column 78: 0.496867 + --- column 54: 0.150987 + --- column 59: 0.905481 + --- column 15: 0.0273276* + --- column 70: 0.0981378 + --- column 36: 0.245022 + --- column 35: 0.155298 + --- column 53: 0.612648 + --- column 29: 0.869176 + --- column 108: 0.218115 + --- column 124: 0.824904 + +-- node 91 was split into node 141 (left) and 142 (right) + +-- attempting to split node 92 (N = 35, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 39 100 90 65 109 + + + -- linear combo weights (showing up to 5) + + -5.9421 -6.0942 4.0580 25.3546 1.3528 + + + + -- lower cutpoint: -6.5782 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.62008 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.5782 (24.6939), N = 25 moving right + --- -5.44045 (21.2416), N = 22 moving right + --- -5.20132 (15.3486), N = 20 moving right + --- -5.17116 (8.57636), N = 17 moving right + --- -2.62008 (16.4857), N = 11 moving right + + -- best stat: 24.6939, min to split: 0 + + -- p-values: + --- column 39: 0.0590048 + --- column 100: 0.0908146 + --- column 90: 0.218621 + --- column 65: 0.0136588* + --- column 109: 0.714576 + --- column 45: 0.0588604 + --- column 98: 0.0941534 + +-- node 92 was split into node 143 (left) and 144 (right) + +-- attempting to split node 93 (N = 20, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 125 51 64 67 81 + + + -- linear combo weights (showing up to 5) + + -7.8130 -12.5514 -17.9280 -5.6694 0.9094 + + + + -- lower cutpoint: 10.4706 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.4706 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 10.4706 (45.5625), N = 10 moving right + + -- best stat: 45.5625, min to split: 0 + + -- p-values: + --- column 125: 0.236587 + --- column 51: 0.0428389* + --- column 64: 0.383023 + --- column 67: 0.444354 + --- column 81: 0.775904 + +-- node 93 was split into node 145 (left) and 146 (right) + +-- attempting to split node 94 (N = 139, try number 1) + + -- N obs (unweighted): 85 + -- columns sampled (showing up to 5) + + 79 8 97 17 75 + + + -- linear combo weights (showing up to 5) + + -0.8587 7.8995 -1.1537 -0.0543 1.1425 + + + + -- lower cutpoint: -8.79894 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.67031 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.90699 (8.46023), N = 126 moving right + --- -2.12478 (5.46401), N = 94 moving right + --- -1.52654 (5.5796), N = 87 moving right + --- -0.726919 (3.14446), N = 61 moving right + --- -0.578359 (3.95159), N = 58 moving right + + -- best stat: 8.46023, min to split: 0 + + -- p-values: + --- column 79: 0.567733 + --- column 8: 0.345109 + --- column 97: 0.455941 + --- column 17: 0.957815 + --- column 75: 0.347295 + --- column 123: 0.156893 + --- column 88: 0.519319 + --- column 71: 0.823047 + --- column 5: 0.135695 + --- column 28: 0.812975 + --- column 64: 0.0235333* + --- column 56: 0.992076 + +-- node 94 was split into node 147 (left) and 148 (right) + +-- attempting to split node 95 (N = 25, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 4 67 82 + + + -- linear combo weights (showing up to 5) + + -51.7959 44.7923 2.6339 + + + + -- lower cutpoint: 6.8033 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.8033 + - n_obs, right node: 14 + + -- cutpoint (score) + --- 6.8033 (28.6296), N = 14 moving right + + -- best stat: 28.6296, min to split: 0 + + -- p-values: + --- column 4: 0.36217 + --- column 67: 0.394263 + --- column 82: 0.741982 + +-- node 95 was split into node 149 (left) and 150 (right) + +-- sprouting node 96 into a leaf (N = 10) + +-- sprouting node 97 into a leaf (N = 15) + +-- attempting to split node 98 (N = 37, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 44 75 69 52 103 + + + -- linear combo weights (showing up to 5) + + -6.0868 1.0603 -3.8737 86.6062 -55.1432 + + + + -- lower cutpoint: 3.18329 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.4242 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.57207 (20.1214), N = 22 moving right + --- 5.80779 (23.0484), N = 19 moving right + --- 6.95299 (16.9814), N = 14 moving right + --- 8.00574 (20.7073), N = 13 moving right + --- 8.4242 (13.1145), N = 11 moving right + + -- best stat: 23.0484, min to split: 0 + + -- p-values: + --- column 44: 0.307546 + --- column 75: 0.816126 + --- column 69: 0.284459 + --- column 52: 0.18406 + --- column 103: 0.17021 + --- column 38: 0.496474 + --- column 94: 0.333868 + --- column 114: 0.395762 + --- column 53: 0.368419 + +-- node 98 was split into node 151 (left) and 152 (right) + +-- sprouting node 99 into a leaf (N = 10) + +-- attempting to split node 100 (N = 30, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 80 48 27 86 8 + + + -- linear combo weights (showing up to 5) + + 2.8834 10.4469 -0.5761 3.4451 -1.4719 + + + + -- lower cutpoint: -5.88558 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.52813 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.88558 (24.2672), N = 20 moving right + --- -5.41628 (25.1727), N = 19 moving right + --- -5.20387 (12.0178), N = 15 moving right + --- -4.87765 (7.88086), N = 13 moving right + --- -3.52813 (4.73757), N = 11 moving right + + -- best stat: 25.1727, min to split: 0 + + -- p-values: + --- column 80: 0.428951 + --- column 48: 0.0709922 + --- column 27: 0.751427 + --- column 86: 0.700167 + --- column 8: 0.517136 + +-- node 100 was split into node 153 (left) and 154 (right) + +-- sprouting node 101 into a leaf (N = 11) + +-- attempting to split node 102 (N = 44, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 16 53 40 35 21 + + + -- linear combo weights (showing up to 5) + + 1.5012 2.4650 0.2473 1.1235 1.0028 + + + + -- lower cutpoint: -1.24787 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.242378 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.04539 (1.52281), N = 32 moving right + --- -0.0523893 (0.867169), N = 19 moving right + --- -0.029916 (0.718415), N = 17 moving right + --- 0.152666 (0.684421), N = 14 moving right + --- 0.242361 (0.772899), N = 11 moving right + + -- best stat: 1.52281, min to split: 0 + + -- p-values: + --- column 16: 0.234047 + --- column 53: 0.291873 + --- column 40: 0.740581 + --- column 35: 0.198933 + --- column 21: 0.138596 + --- column 94: 0.98601 + --- column 117: 0.451989 + --- column 56: 0.639218 + --- column 47: 0.649679 + --- column 115: 0.870666 + +-- node 102 was split into node 155 (left) and 156 (right) + +-- sprouting node 103 into a leaf (N = 18) + +-- sprouting node 104 into a leaf (N = 46) + +-- attempting to split node 105 (N = 23, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 117 93 78 42 46 + + + -- linear combo weights (showing up to 5) + + -0.5058 -0.8529 1.2683 0.7281 -1.6420 + + + + -- lower cutpoint: -2.93309 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.55558 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.93309 (0.145412), N = 13 moving right + --- -2.55558 (0.173283), N = 12 moving right + + -- best stat: 0.173283, min to split: 0 + + -- p-values: + --- column 117: 0.422708 + --- column 93: 0.200953 + --- column 78: 0.0833316 + --- column 42: 0.340638 + --- column 46: 0.0035297** [+1 to VI numerator] + +-- node 105 was split into node 157 (left) and 158 (right) + +-- sprouting node 106 into a leaf (N = 11) + +-- sprouting node 107 into a leaf (N = 11) + +-- sprouting node 108 into a leaf (N = 11) + +-- sprouting node 109 into a leaf (N = 17) + +-- sprouting node 110 into a leaf (N = 13) + +-- sprouting node 111 into a leaf (N = 19) + +-- attempting to split node 112 (N = 21, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 116 89 71 117 24 + + + -- linear combo weights (showing up to 5) + + 0.0654 -0.0858 0.2884 -0.0798 0.3143 + + + + -- lower cutpoint: 0.0984151 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.111502 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0984151 (0.00824572), N = 11 moving right + --- 0.111502 (0.00997732), N = 10 moving right + + -- best stat: 0.00997732, min to split: 0 + + -- p-values: + --- column 116: 0.756892 + --- column 89: 0.659929 + --- column 71: 0.397951 + --- column 117: 0.73094 + --- column 24: 0.0345782* + +-- node 112 was split into node 159 (left) and 160 (right) + +-- attempting to split node 113 (N = 76, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 120 56 67 47 19 + + + -- linear combo weights (showing up to 5) + + -4.2804 -0.1320 0.7216 -3.0586 -1.5836 + + + + -- lower cutpoint: -2.36833 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.28728 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.536159 (0.542411), N = 48 moving right + --- -0.224484 (4.82843), N = 38 moving right + --- 0.310725 (11.4819), N = 27 moving right + --- 0.95507 (0.750893), N = 20 moving right + --- 1.28728 (2.60947), N = 10 moving right + + -- best stat: 11.4819, min to split: 0 + + -- p-values: + --- column 120: 0.688391 + --- column 56: 0.970196 + --- column 67: 0.886201 + --- column 47: 0.724519 + --- column 19: 0.87103 + --- column 44: 0.887737 + --- column 106: 0.886132 + --- column 12: 0.958328 + --- column 112: 0.776376 + --- column 53: 0.559708 + --- column 101: 0.93064 + --- column 38: 0.799763 + +-- node 113 was split into node 161 (left) and 162 (right) + +-- attempting to split node 114 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 115 9 77 97 86 + + + -- linear combo weights (showing up to 5) + + -10.1648 11.0863 1.6673 -2.7196 5.4273 + + + + -- lower cutpoint: -0.953297 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.44333 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.953297 (8.9304), N = 15 moving right + --- 1.211 (48.3855), N = 12 moving right + --- 1.44333 (87.2491), N = 10 moving right + + -- best stat: 87.2491, min to split: 0 + + -- p-values: + --- column 115: 0.568062 + --- column 9: 0.36915 + --- column 77: 0.816188 + --- column 97: 0.554424 + --- column 86: 0.29744 + +-- node 114 was split into node 163 (left) and 164 (right) + +-- sprouting node 115 into a leaf (N = 13) + +-- attempting to split node 116 (N = 32, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 19 44 62 68 75 + + + -- linear combo weights (showing up to 5) + + 1.7937 6.5673 7.9836 1.9944 7.0994 + + + + -- lower cutpoint: -9.91591 + - n_obs, left node: 12 + + + -- upper cutpoint: -4.46929 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.91591 (13.6565), N = 20 moving right + --- -9.76796 (16.037), N = 19 moving right + --- -8.01992 (21.6563), N = 17 moving right + --- -7.86265 (25), N = 16 moving right + --- -5.79581 (25.9514), N = 13 moving right + + -- best stat: 25.9514, min to split: 0 + + -- p-values: + --- column 19: 0.723666 + --- column 44: 0.137387 + --- column 62: 0.308117 + --- column 68: 0.794541 + --- column 75: 0.155167 + --- column 29: 0.81945 + --- column 123: 0.445465 + +-- node 116 was split into node 165 (left) and 166 (right) + +-- sprouting node 117 into a leaf (N = 12) + +-- sprouting node 118 into a leaf (N = 16) + +-- sprouting node 119 into a leaf (N = 14) + +-- attempting to split node 120 (N = 31, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 64 43 32 38 96 + + + -- linear combo weights (showing up to 5) + + 1.1601 0.7918 0.1882 1.1749 -0.3157 + + + + -- lower cutpoint: -1.87542 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.0197752 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.53297 (1.95208), N = 19 moving right + --- -1.28992 (1.7706), N = 18 moving right + --- -0.583245 (1.10927), N = 12 moving right + --- -0.502765 (1.04484), N = 11 moving right + --- -0.0197752 (0.990085), N = 10 moving right + + -- best stat: 1.95208, min to split: 0 + + -- p-values: + --- column 64: 0.649241 + --- column 43: 0.745903 + --- column 32: 0.938298 + --- column 38: 0.540509 + --- column 96: 0.891153 + --- column 65: 0.605465 + +-- node 120 was split into node 167 (left) and 168 (right) + +-- sprouting node 121 into a leaf (N = 10) + +-- sprouting node 122 into a leaf (N = 11) + +-- sprouting node 123 into a leaf (N = 13) + +-- attempting to split node 124 (N = 36, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 109 53 118 121 108 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 124 (N = 36, try number 2) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 25 66 102 79 100 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 124 (N = 36, try number 3) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 36 34 85 25 0 + + + -- linear combo weights (showing up to 5) + + 0.7981 -0.9874 3.0062 0.7429 13.8869 + + + + -- lower cutpoint: -1.3066 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.48468 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.0116 (9.76254), N = 23 moving right + --- -0.816437 (13.2483), N = 20 moving right + --- 1.7122 (11.7968), N = 14 moving right + --- 3.41623 (10.1068), N = 13 moving right + --- 4.48468 (14.1415), N = 11 moving right + + -- best stat: 14.1415, min to split: 0 + + -- p-values: + --- column 36: 0.911382 + --- column 34: 0.861006 + --- column 85: 0.545134 + --- column 25: 0.845984 + --- column 0: 0.192181 + --- column 102: 0.75951 + +-- node 124 was split into node 169 (left) and 170 (right) + +-- attempting to split node 125 (N = 35, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 74 9 91 94 38 + + + -- linear combo weights (showing up to 5) + + -6.6964 3.5263 -0.8118 0.2888 1.9073 + + + + -- lower cutpoint: -1.77366 + - n_obs, left node: 12 + + + -- upper cutpoint: -0.606479 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.77366 (0.739426), N = 23 moving right + --- -1.69006 (0.870748), N = 21 moving right + --- -0.858933 (0.348013), N = 19 moving right + --- -0.793098 (0.122449), N = 14 moving right + --- -0.606479 (1.92981), N = 11 moving right + + -- best stat: 1.92981, min to split: 0 + + -- p-values: + --- column 74: 0.299751 + --- column 9: 0.572905 + --- column 91: 0.808284 + --- column 94: 0.929742 + --- column 38: 0.697329 + --- column 25: 0.70827 + +-- node 125 was split into node 171 (left) and 172 (right) + +-- attempting to split node 126 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 68 112 107 88 + + + -- linear combo weights (showing up to 5) + + 3.3879 -2.3285 -0.1337 -2.7636 + + + + -- lower cutpoint: -1.70744 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.143196 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.70744 (18.851), N = 14 moving right + --- 0.143196 (4.77594), N = 11 moving right + + -- best stat: 18.851, min to split: 0 + + -- p-values: + --- column 68: 0.24554 + --- column 112: 0.51595 + --- column 107: 0.937774 + --- column 88: 0.35608 + +-- node 126 was split into node 173 (left) and 174 (right) + +-- attempting to split node 127 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 29 107 47 55 + + + -- linear combo weights (showing up to 5) + + -0.6587 -1.6856 -6.2187 -0.3819 + + + + -- lower cutpoint: 6.73874 + - n_obs, left node: 12 + + + -- upper cutpoint: 4.41768 + - n_obs, right node: 13 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 127 (N = 21, try number 2) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 20 70 47 32 + + + -- linear combo weights (showing up to 5) + + 2.1255 -2.2162 -3.6236 -2.5432 + + + + -- lower cutpoint: 3.12095 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.12095 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.12095 (11.4415), N = 10 moving right + + -- best stat: 11.4415, min to split: 0 + + -- p-values: + --- column 20: 0.533778 + --- column 70: 0.802319 + --- column 47: 0.510215 + --- column 32: 0.672739 + +-- node 127 was split into node 175 (left) and 176 (right) + +-- sprouting node 128 into a leaf (N = 15) + +-- attempting to split node 129 (N = 53, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 115 106 116 56 9 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 129 (N = 53, try number 2) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 53 90 94 1 64 + + + -- linear combo weights (showing up to 5) + + 0.5436 7.0276 -27.7995 13.7490 52.0254 + + + + -- lower cutpoint: -10.1388 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.44621 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.22967 (28.505), N = 39 moving right + --- -2.72771 (50.4395), N = 31 moving right + --- 1.07949 (39.9), N = 19 moving right + --- 1.07967 (31.5065), N = 18 moving right + --- 4.43045 (27.2797), N = 11 moving right + + -- best stat: 50.4395, min to split: 0 + + -- p-values: + --- column 53: 0.91381 + --- column 90: 0.323719 + --- column 94: 0.367895 + --- column 1: 0.331774 + --- column 64: 0.303023 + --- column 25: 0.669665 + --- column 69: 0.722938 + --- column 83: 0.348898 + --- column 108: 0.983989 + --- column 70: 0.667283 + --- column 113: 0.652906 + +-- node 129 was split into node 177 (left) and 178 (right) + +-- attempting to split node 130 (N = 38, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 75 59 119 30 14 + + + -- linear combo weights (showing up to 5) + + 1.5479e+00 -2.1461e+00 1.4953e+02 -6.8243e+00 2.0972e+00 + + + + -- lower cutpoint: -28.2671 + - n_obs, left node: 10 + + + -- upper cutpoint: -23.0417 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -28.0536 (18.3853), N = 27 moving right + --- -27.5249 (30.2553), N = 26 moving right + --- -26.6483 (8.93355), N = 21 moving right + --- -26.5042 (27.167), N = 16 moving right + --- -23.5707 (43.8021), N = 14 moving right + + -- best stat: 43.8021, min to split: 0 + + -- p-values: + --- column 75: 0.774434 + --- column 59: 0.701882 + --- column 119: 0.64927 + --- column 30: 0.699462 + --- column 14: 0.470246 + --- column 107: 0.68035 + --- column 12: 0.827273 + --- column 34: 0.38899 + +-- node 130 was split into node 179 (left) and 180 (right) + +-- attempting to split node 131 (N = 123, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 76 117 116 57 31 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 131 (N = 123, try number 2) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 120 75 63 96 68 + + + -- linear combo weights (showing up to 5) + + 49.5813 1.2909 -11.6416 -3.7627 -6.5121 + + + + -- lower cutpoint: -17.87 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.445509 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.1009 (25.822), N = 95 moving right + --- -12.593 (35.3372), N = 72 moving right + --- -8.79018 (37.6931), N = 43 moving right + --- -2.2518 (12.5851), N = 17 moving right + --- -0.469817 (7.28938), N = 12 moving right + + -- best stat: 37.6931, min to split: 0 + + -- p-values: + --- column 120: 0.143231 + --- column 75: 0.591265 + --- column 63: 0.193579 + --- column 96: 0.146804 + --- column 68: 0.0754273 + --- column 46: 0.0580778 + --- column 90: 0.235151 + --- column 64: 0.950626 + --- column 50: 0.0973038 + --- column 40: 0.510174 + --- column 37: 0.066682 + --- column 72: 0.0193614* + +-- node 131 was split into node 181 (left) and 182 (right) + +-- attempting to split node 132 (N = 47, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 29 55 8 63 73 + + + -- linear combo weights (showing up to 5) + + -0.8690 -2.0386 12.3838 11.6206 1.4921 + + + + -- lower cutpoint: -0.317322 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.42469 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.207918 (10.3313), N = 35 moving right + --- 0.653986 (3.97449), N = 33 moving right + --- 1.17557 (7.13412), N = 30 moving right + --- 2.19339 (20.7254), N = 25 moving right + --- 5.18516 (4.81174), N = 14 moving right + + -- best stat: 20.7254, min to split: 0 + + -- p-values: + --- column 29: 0.814119 + --- column 55: 0.536247 + --- column 8: 0.25482 + --- column 63: 0.30839 + --- column 73: 0.536818 + --- column 42: 0.70164 + --- column 96: 0.49545 + --- column 74: 0.993311 + --- column 116: 0.975527 + --- column 58: 0.527266 + +-- node 132 was split into node 183 (left) and 184 (right) + +-- attempting to split node 133 (N = 22, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 37 17 9 18 + + + -- linear combo weights (showing up to 5) + + -3.2321 -0.0866 4.8114 -23.5049 + + + + -- lower cutpoint: 5.00686 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.9793 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.00686 (36.7011), N = 12 moving right + --- 7.9793 (40.4102), N = 10 moving right + + -- best stat: 40.4102, min to split: 0 + + -- p-values: + --- column 37: 0.171223 + --- column 17: 0.98496 + --- column 9: 0.027993* + --- column 18: 0.00232099** [+1 to VI numerator] + +-- node 133 was split into node 185 (left) and 186 (right) + +-- attempting to split node 134 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 48 13 50 26 + + + -- linear combo weights (showing up to 5) + + 1.4502 -1.3794 0.4157 -3.7789 + + + + -- lower cutpoint: 0.148071 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.303715 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.148071 (7.54464), N = 14 moving right + --- 0.261022 (8.44449), N = 13 moving right + --- 0.303715 (9.50694), N = 12 moving right + + -- best stat: 9.50694, min to split: 0 + + -- p-values: + --- column 48: 0.528459 + --- column 13: 0.375104 + --- column 50: 0.826064 + --- column 26: 0.176559 + +-- node 134 was split into node 187 (left) and 188 (right) + +-- sprouting node 135 into a leaf (N = 16) + +-- attempting to split node 136 (N = 65, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 125 54 25 106 11 + + + -- linear combo weights (showing up to 5) + + -1.0936 -6.9145 -1.9169 4.7391 -7.8891 + + + + -- lower cutpoint: 1.87547 + - n_obs, left node: 13 + + + -- upper cutpoint: 7.45683 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.87547 (3.10302), N = 52 moving right + --- 2.66374 (6.48393), N = 48 moving right + --- 2.92617 (5.25419), N = 44 moving right + --- 3.37844 (6.52791), N = 36 moving right + --- 3.85994 (4.06369), N = 33 moving right + + -- best stat: 6.52791, min to split: 0 + + -- p-values: + --- column 125: 0.374128 + --- column 54: 0.590079 + --- column 25: 0.380813 + --- column 106: 0.0273869* + --- column 11: 0.0915635 + --- column 69: 0.924429 + --- column 53: 0.674813 + --- column 79: 0.477752 + --- column 3: 0.703679 + --- column 16: 0.952985 + --- column 47: 0.631545 + --- column 32: 0.672233 + +-- node 136 was split into node 189 (left) and 190 (right) + +-- sprouting node 137 into a leaf (N = 18) + +-- attempting to split node 138 (N = 22, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 65 4 102 58 100 + + + -- linear combo weights (showing up to 5) + + 2.1931e+01 2.8152e+00 -6.9616e+02 6.9758e+00 7.9655e+02 + + + + -- lower cutpoint: -38.1592 + - n_obs, left node: 10 + + + -- upper cutpoint: -38.1592 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -38.1592 (20.6067), N = 12 moving right + + -- best stat: 20.6067, min to split: 0 + + -- p-values: + --- column 65: 0.244065 + --- column 4: 0.76392 + --- column 102: 0.0657274 + --- column 58: 0.254285 + --- column 100: 0.0643738 + +-- node 138 was split into node 191 (left) and 192 (right) + +-- attempting to split node 139 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 71 124 125 106 + + + -- linear combo weights (showing up to 5) + + -1.8460 8.9704 6.7167 -9.4867 + + + + -- lower cutpoint: -3.67101 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.64649 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.67101 (2.59792), N = 11 moving right + --- -3.64649 (2.97671), N = 10 moving right + + -- best stat: 2.97671, min to split: 0 + + -- p-values: + --- column 71: 0.910343 + --- column 124: 0.394894 + --- column 125: 0.408542 + --- column 106: 0.391311 + +-- node 139 was split into node 193 (left) and 194 (right) + +-- attempting to split node 140 (N = 56, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 70 87 35 37 10 + + + -- linear combo weights (showing up to 5) + + -4.5792 -0.1021 -5.2045 -1.5193 -1.1766 + + + + -- lower cutpoint: -7.50278 + - n_obs, left node: 12 + + + -- upper cutpoint: 3.15884 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.50278 (10.5522), N = 44 moving right + --- -7.41908 (7.08811), N = 43 moving right + --- -6.0923 (12.8109), N = 39 moving right + --- -1.91083 (33.6173), N = 25 moving right + --- -0.120806 (30.6125), N = 22 moving right + + -- best stat: 33.6173, min to split: 0 + + -- p-values: + --- column 70: 0.324686 + --- column 87: 0.968749 + --- column 35: 0.233262 + --- column 37: 0.485855 + --- column 10: 0.777215 + --- column 124: 0.788913 + --- column 47: 0.401851 + --- column 0: 0.0509354 + --- column 69: 0.900788 + --- column 52: 0.104035 + --- column 108: 0.789309 + --- column 2: 0.68573 + +-- node 140 was split into node 195 (left) and 196 (right) + +-- attempting to split node 141 (N = 53, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 91 114 98 84 11 + + + -- linear combo weights (showing up to 5) + + 3.1113 3.3045 0.8585 5.9429 5.2066 + + + + -- lower cutpoint: -0.60873 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.0204 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.839928 (23.9737), N = 37 moving right + --- 1.05708 (38.5165), N = 35 moving right + --- 1.90346 (43.3791), N = 32 moving right + --- 8.78598 (43.7237), N = 14 moving right + --- 8.89215 (51.616), N = 13 moving right + + -- best stat: 51.616, min to split: 0 + + -- p-values: + --- column 91: 0.325248 + --- column 114: 0.552067 + --- column 98: 0.842736 + --- column 84: 0.177978 + --- column 11: 0.0388933* + --- column 25: 0.368518 + --- column 120: 0.467243 + --- column 27: 0.673352 + --- column 0: 0.0562703 + --- column 112: 0.453032 + --- column 5: 0.221914 + +-- node 141 was split into node 197 (left) and 198 (right) + +-- attempting to split node 142 (N = 56, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 74 27 58 94 9 + + + -- linear combo weights (showing up to 5) + + 2.9982 -2.4255 -0.7620 -3.3388 -2.3530 + + + + -- lower cutpoint: -10.9434 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.91651 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.9434 (15.2679), N = 44 moving right + --- -3.93348 (35.9849), N = 30 moving right + --- -1.90497 (19.443), N = 18 moving right + --- -0.123995 (21.1097), N = 17 moving right + --- 1.39004 (15.0691), N = 15 moving right + + -- best stat: 35.9849, min to split: 0 + + -- p-values: + --- column 74: 0.66786 + --- column 27: 0.288708 + --- column 58: 0.839124 + --- column 94: 0.812456 + --- column 9: 0.814954 + --- column 87: 0.804178 + --- column 11: 0.993992 + --- column 75: 0.309826 + --- column 64: 0.779743 + --- column 16: 0.348394 + +-- node 142 was split into node 199 (left) and 200 (right) + +-- sprouting node 143 into a leaf (N = 10) + +-- attempting to split node 144 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 32 78 99 100 + + + -- linear combo weights (showing up to 5) + + 0.4950 1.1062 3.3738 0.1004 + + + + -- lower cutpoint: -0.135151 + - n_obs, left node: 13 + + + -- upper cutpoint: -0.0602253 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.135151 (1.22077), N = 12 moving right + --- -0.0602253 (0.265974), N = 11 moving right + + -- best stat: 1.22077, min to split: 0 + + -- p-values: + --- column 32: 0.851843 + --- column 78: 0.705091 + --- column 99: 0.919071 + --- column 100: 0.988165 + +-- node 144 was split into node 201 (left) and 202 (right) + +-- sprouting node 145 into a leaf (N = 10) + +-- sprouting node 146 into a leaf (N = 10) + +-- sprouting node 147 into a leaf (N = 13) + +-- attempting to split node 148 (N = 126, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 39 55 8 98 79 + + + -- linear combo weights (showing up to 5) + + 1.3493 -2.8865 0.6159 -1.4710 0.6670 + + + + -- lower cutpoint: -14.6233 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.80974 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.8057 (4.49551), N = 102 moving right + --- -12.0233 (7.29267), N = 85 moving right + --- -10.2626 (3.96224), N = 59 moving right + --- -10.038 (3.14392), N = 55 moving right + --- -8.61682 (2.74172), N = 19 moving right + + -- best stat: 7.29267, min to split: 0 + + -- p-values: + --- column 39: 0.426407 + --- column 55: 0.28869 + --- column 8: 0.899951 + --- column 98: 0.405431 + --- column 79: 0.695953 + --- column 21: 0.999041 + --- column 109: 0.144435 + --- column 26: 0.817697 + --- column 80: 0.86612 + --- column 56: 0.378512 + --- column 91: 0.280624 + --- column 120: 0.109556 + +-- node 148 was split into node 203 (left) and 204 (right) + +-- sprouting node 149 into a leaf (N = 11) + +-- sprouting node 150 into a leaf (N = 14) + +-- sprouting node 151 into a leaf (N = 18) + +-- sprouting node 152 into a leaf (N = 19) + +-- sprouting node 153 into a leaf (N = 11) + +-- sprouting node 154 into a leaf (N = 19) + +-- sprouting node 155 into a leaf (N = 12) + +-- attempting to split node 156 (N = 32, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 96 83 46 3 30 + + + -- linear combo weights (showing up to 5) + + 0.2302 4.0610 -0.5964 0.5094 -0.5594 + + + + -- lower cutpoint: -3.55463 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.29395 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.54384 (0.283594), N = 20 moving right + --- -3.52128 (0.323396), N = 19 moving right + --- -3.47431 (0.472656), N = 16 moving right + --- -3.35404 (0.690805), N = 13 moving right + --- -3.32674 (0.677344), N = 12 moving right + + -- best stat: 0.690805, min to split: 0 + + -- p-values: + --- column 96: 0.179059 + --- column 83: 0.00123577** [+1 to VI numerator] + --- column 46: 0.0617659 + --- column 3: 0.192349 + --- column 30: 0.0155572* + --- column 33: 0.36984 + --- column 74: 0.876879 + +-- node 156 was split into node 205 (left) and 206 (right) + +-- sprouting node 157 into a leaf (N = 11) + +-- sprouting node 158 into a leaf (N = 12) + +-- sprouting node 159 into a leaf (N = 11) + +-- sprouting node 160 into a leaf (N = 10) + +-- attempting to split node 161 (N = 49, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 90 39 40 118 62 + + + -- linear combo weights (showing up to 5) + + -5.1948 -8.5593 -4.9772 5.1020 2.6739 + + + + -- lower cutpoint: -5.48559 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.790883 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.14639 (5.30306), N = 38 moving right + --- -4.54021 (5.81599), N = 37 moving right + --- -2.74617 (8.37293), N = 32 moving right + --- -2.26156 (7.05959), N = 28 moving right + --- -0.290615 (6.42513), N = 16 moving right + + -- best stat: 8.37293, min to split: 0 + + -- p-values: + --- column 90: 0.0237747* + --- column 39: 0.0557422 + --- column 40: 0.0713788 + --- column 118: 0.178188 + --- column 62: 0.482335 + --- column 122: 0.423672 + --- column 1: 0.628344 + --- column 105: 0.721336 + --- column 89: 0.0497574* + +-- node 161 was split into node 207 (left) and 208 (right) + +-- attempting to split node 162 (N = 27, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 117 1 72 77 59 + + + -- linear combo weights (showing up to 5) + + -0.4445 9.5098 -1.1537 -4.2563 -3.6266 + + + + -- lower cutpoint: -4.78058 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.9166 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.78058 (13.0762), N = 17 moving right + --- -4.70809 (21.3994), N = 13 moving right + --- -3.4218 (29.7861), N = 12 moving right + --- -2.9166 (64.6701), N = 10 moving right + + -- best stat: 64.6701, min to split: 0 + + -- p-values: + --- column 117: 0.972906 + --- column 1: 0.076415 + --- column 72: 0.856716 + --- column 77: 0.367686 + --- column 59: 0.772384 + --- column 53: 0.684912 + +-- node 162 was split into node 209 (left) and 210 (right) + +-- sprouting node 163 into a leaf (N = 15) + +-- sprouting node 164 into a leaf (N = 10) + +-- sprouting node 165 into a leaf (N = 19) + +-- sprouting node 166 into a leaf (N = 13) + +-- sprouting node 167 into a leaf (N = 12) + +-- sprouting node 168 into a leaf (N = 19) + +-- attempting to split node 169 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 121 86 12 48 + + + -- linear combo weights (showing up to 5) + + 0.6668 -3.6772 0.5385 10.8027 + + + + -- lower cutpoint: 1.24843 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.43841 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.24843 (21.66), N = 15 moving right + --- 1.80593 (22.6177), N = 13 moving right + --- 4.43841 (26.46), N = 10 moving right + + -- best stat: 26.46, min to split: 0 + + -- p-values: + --- column 121: 0.864842 + --- column 86: 0.487005 + --- column 12: 0.939637 + --- column 48: 0.157648 + +-- node 169 was split into node 211 (left) and 212 (right) + +-- sprouting node 170 into a leaf (N = 11) + +-- attempting to split node 171 (N = 24, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 97 79 21 9 + + + -- linear combo weights (showing up to 5) + + -7.1321 -0.9405 -2.5841 0.4994 + + + + -- lower cutpoint: -1.99741 + - n_obs, left node: 14 + + + -- upper cutpoint: -1.99741 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.99741 (30.9573), N = 10 moving right + + -- best stat: 30.9573, min to split: 0 + + -- p-values: + --- column 97: 0.431259 + --- column 79: 0.769604 + --- column 21: 0.645715 + --- column 9: 0.966391 + +-- node 171 was split into node 213 (left) and 214 (right) + +-- sprouting node 172 into a leaf (N = 11) + +-- sprouting node 173 into a leaf (N = 11) + +-- sprouting node 174 into a leaf (N = 14) + +-- sprouting node 175 into a leaf (N = 11) + +-- sprouting node 176 into a leaf (N = 10) + +-- attempting to split node 177 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 93 9 105 100 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 177 (N = 22, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 106 70 78 59 + + + -- linear combo weights (showing up to 5) + + 21.3967 6.6538 -10.0924 -4.6841 + + + + -- lower cutpoint: -5.77984 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.93448 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.77984 (23.2149), N = 11 moving right + --- -3.93448 (34.0364), N = 10 moving right + + -- best stat: 34.0364, min to split: 0 + + -- p-values: + --- column 106: 0.177662 + --- column 70: 0.587255 + --- column 78: 0.238752 + --- column 59: 0.794613 + +-- node 177 was split into node 215 (left) and 216 (right) + +-- attempting to split node 178 (N = 31, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 55 19 50 53 15 + + + -- linear combo weights (showing up to 5) + + -7.2797 -10.3880 -5.7451 -1.6701 9.1126 + + + + -- lower cutpoint: -22.4476 + - n_obs, left node: 10 + + + -- upper cutpoint: -16.9564 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -22.3921 (42.0485), N = 18 moving right + --- -21.606 (32.9206), N = 17 moving right + --- -20.4987 (15.4223), N = 16 moving right + --- -18.0166 (12.9347), N = 14 moving right + --- -16.9564 (41.4137), N = 11 moving right + + -- best stat: 42.0485, min to split: 0 + + -- p-values: + --- column 55: 0.260996 + --- column 19: 0.310165 + --- column 50: 0.40878 + --- column 53: 0.644379 + --- column 15: 0.512038 + --- column 79: 0.418052 + +-- node 178 was split into node 217 (left) and 218 (right) + +-- attempting to split node 179 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 44 16 15 35 90 + + + -- linear combo weights (showing up to 5) + + 6.4447 2.8441 -16.8874 -5.7287 4.4999 + + + + -- lower cutpoint: 10.7013 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.8759 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 10.7013 (11.4762), N = 14 moving right + --- 12.3733 (8.26562), N = 12 moving right + --- 12.8759 (19.4278), N = 11 moving right + + -- best stat: 19.4278, min to split: 0 + + -- p-values: + --- column 44: 0.562672 + --- column 16: 0.809212 + --- column 15: 0.536761 + --- column 35: 0.539639 + --- column 90: 0.387813 + +-- node 179 was split into node 219 (left) and 220 (right) + +-- sprouting node 180 into a leaf (N = 14) + +-- attempting to split node 181 (N = 80, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 57 60 64 17 29 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 181 (N = 80, try number 2) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 20 98 22 100 11 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 181 (N = 80, try number 3) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 87 33 31 73 90 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 181 into a leaf (N = 80) + +-- attempting to split node 182 (N = 43, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 100 2 7 21 97 + + + -- linear combo weights (showing up to 5) + + -3.7585 1.7317 5.5766 -1.1631 -2.9752 + + + + -- lower cutpoint: -1.82232 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.08874 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.82232 (5.0019), N = 33 moving right + --- 0.603666 (10.4269), N = 23 moving right + --- 0.779903 (11.6673), N = 22 moving right + --- 2.39003 (20.2716), N = 14 moving right + --- 2.77408 (18.0423), N = 13 moving right + + -- best stat: 20.2716, min to split: 0 + + -- p-values: + --- column 100: 0.482148 + --- column 2: 0.483855 + --- column 7: 0.695173 + --- column 21: 0.633753 + --- column 97: 0.365189 + --- column 77: 0.919411 + --- column 43: 0.239958 + --- column 58: 0.908899 + --- column 1: 0.951089 + +-- node 182 was split into node 221 (left) and 222 (right) + +-- attempting to split node 183 (N = 22, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 84 45 44 61 97 + + + -- linear combo weights (showing up to 5) + + 2.4525 1.3197 -1.6309 -6.6063 2.0590 + + + + -- lower cutpoint: -0.0999807 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.0627789 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0999807 (7.68292), N = 12 moving right + --- 0.0627789 (8.3405), N = 10 moving right + + -- best stat: 8.3405, min to split: 0 + + -- p-values: + --- column 84: 0.818293 + --- column 45: 0.845876 + --- column 44: 0.716842 + --- column 61: 0.727218 + --- column 97: 0.686817 + +-- node 183 was split into node 223 (left) and 224 (right) + +-- attempting to split node 184 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 19 30 39 23 101 + + + -- linear combo weights (showing up to 5) + + -3.1843 -3.8401 0.8955 -4.0966 1.9140 + + + + -- lower cutpoint: 1.4149 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.74371 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.4149 (9.93307), N = 15 moving right + --- 1.53117 (15.8208), N = 14 moving right + --- 1.87773 (6.93009), N = 12 moving right + --- 2.49646 (13.526), N = 11 moving right + --- 2.74371 (9.32507), N = 10 moving right + + -- best stat: 15.8208, min to split: 0 + + -- p-values: + --- column 19: 0.321123 + --- column 30: 0.72024 + --- column 39: 0.824631 + --- column 23: 0.369083 + --- column 101: 0.658927 + +-- node 184 was split into node 225 (left) and 226 (right) + +-- sprouting node 185 into a leaf (N = 12) + +-- sprouting node 186 into a leaf (N = 10) + +-- sprouting node 187 into a leaf (N = 12) + +-- sprouting node 188 into a leaf (N = 12) + +-- attempting to split node 189 (N = 29, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 123 77 1 81 124 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 189 (N = 29, try number 2) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 98 91 95 8 63 + + + -- linear combo weights (showing up to 5) + + -3.8561 1.0358 0.7704 3.1476 2.9539 + + + + -- lower cutpoint: -0.808221 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.152826 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.808221 (0.153737), N = 18 moving right + --- -0.574112 (4.26603), N = 15 moving right + --- -0.463292 (2.44751), N = 12 moving right + --- -0.426177 (3.27965), N = 11 moving right + --- -0.152826 (3.7298), N = 10 moving right + + -- best stat: 4.26603, min to split: 0 + + -- p-values: + --- column 98: 0.462991 + --- column 91: 0.712079 + --- column 95: 0.828853 + --- column 8: 0.66346 + --- column 63: 0.753298 + --- column 76: 0.413612 + +-- node 189 was split into node 227 (left) and 228 (right) + +-- attempting to split node 190 (N = 36, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 64 67 118 19 48 + + + -- linear combo weights (showing up to 5) + + 0.6394 -6.3374 -0.5328 -0.1738 -2.1569 + + + + -- lower cutpoint: 1.44174 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.9209 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.44174 (2.4687), N = 25 moving right + --- 2.15954 (3.5568), N = 23 moving right + --- 2.65311 (4.17499), N = 19 moving right + --- 3.12521 (3.02879), N = 17 moving right + --- 3.56038 (3.70525), N = 12 moving right + + -- best stat: 4.17499, min to split: 0 + + -- p-values: + --- column 64: 0.898496 + --- column 67: 0.117589 + --- column 118: 0.779984 + --- column 19: 0.963632 + --- column 48: 0.545878 + --- column 36: 0.948608 + --- column 47: 0.359241 + +-- node 190 was split into node 229 (left) and 230 (right) + +-- sprouting node 191 into a leaf (N = 10) + +-- sprouting node 192 into a leaf (N = 12) + +-- sprouting node 193 into a leaf (N = 11) + +-- sprouting node 194 into a leaf (N = 10) + +-- attempting to split node 195 (N = 31, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 19 65 52 89 123 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 195 (N = 31, try number 2) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 20 116 124 44 115 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 195 (N = 31, try number 3) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 64 0 44 13 104 + + + -- linear combo weights (showing up to 5) + + 7.9422 -44.5305 -3.9847 17.6275 -63.0302 + + + + -- lower cutpoint: 22.4246 + - n_obs, left node: 10 + + + -- upper cutpoint: 23.0753 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 22.4246 (3.72474), N = 21 moving right + --- 22.7063 (5.55325), N = 17 moving right + --- 22.7934 (7.64122), N = 14 moving right + --- 23.0753 (10.8849), N = 11 moving right + + -- best stat: 10.8849, min to split: 0 + + -- p-values: + --- column 64: 0.607636 + --- column 0: 0.22624 + --- column 44: 0.165839 + --- column 13: 0.176746 + --- column 104: 0.37244 + --- column 59: 0.997745 + +-- node 195 was split into node 231 (left) and 232 (right) + +-- attempting to split node 196 (N = 25, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 10 104 41 11 34 + + + -- linear combo weights (showing up to 5) + + -22.6372 -1.3399 -1.5922 27.3845 -8.1271 + + + + -- lower cutpoint: -0.962434 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.03254 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.962434 (13.8624), N = 15 moving right + --- 0.447484 (16.4684), N = 14 moving right + --- 0.743017 (27.132), N = 11 moving right + --- 1.03254 (27.6491), N = 10 moving right + + -- best stat: 27.6491, min to split: 0 + + -- p-values: + --- column 10: 0.0239995* + --- column 104: 0.740888 + --- column 41: 0.693179 + --- column 11: 0.0696829 + --- column 34: 0.0528067 + +-- node 196 was split into node 233 (left) and 234 (right) + +-- attempting to split node 197 (N = 40, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 3 1 4 58 86 + + + -- linear combo weights (showing up to 5) + + -2.4481 0.3753 -2.5741 -2.5971 1.5263 + + + + -- lower cutpoint: -3.38252 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.196652 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.21058 (9.2336), N = 28 moving right + --- -2.20537 (3.10174), N = 23 moving right + --- -2.054 (1.50063), N = 20 moving right + --- -1.98633 (1.24704), N = 15 moving right + --- 0.196652 (0.200208), N = 10 moving right + + -- best stat: 9.2336, min to split: 0 + + -- p-values: + --- column 3: 0.630597 + --- column 1: 0.931233 + --- column 4: 0.678393 + --- column 58: 0.549428 + --- column 86: 0.844743 + --- column 11: 0.449989 + --- column 105: 0.728662 + --- column 117: 0.262368 + +-- node 197 was split into node 235 (left) and 236 (right) + +-- sprouting node 198 into a leaf (N = 13) + +-- attempting to split node 199 (N = 26, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 62 40 56 121 + + + -- linear combo weights (showing up to 5) + + 13.4678 -2.0277 -3.5321 -3.1100 + + + + -- lower cutpoint: -7.02473 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.60985 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.02473 (2.85814), N = 16 moving right + --- -6.69398 (1.61299), N = 14 moving right + --- -6.31303 (0.378698), N = 13 moving right + --- -5.60985 (3.78698), N = 10 moving right + + -- best stat: 3.78698, min to split: 0 + + -- p-values: + --- column 62: 0.232081 + --- column 40: 0.526508 + --- column 56: 0.15669 + --- column 121: 0.485023 + +-- node 199 was split into node 237 (left) and 238 (right) + +-- attempting to split node 200 (N = 30, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 123 94 46 103 65 + + + -- linear combo weights (showing up to 5) + + -2.5339 -5.7496 -1.5005 -0.4684 -3.8860 + + + + -- lower cutpoint: 0.536162 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.60303 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.536162 (6.36056), N = 20 moving right + --- 1.14552 (12.7211), N = 15 moving right + --- 2.1664 (6.0724), N = 13 moving right + --- 2.60303 (2.06722), N = 10 moving right + + -- best stat: 12.7211, min to split: 0 + + -- p-values: + --- column 123: 0.523415 + --- column 94: 0.511382 + --- column 46: 0.692752 + --- column 103: 0.964012 + --- column 65: 0.493584 + +-- node 200 was split into node 239 (left) and 240 (right) + +-- sprouting node 201 into a leaf (N = 13) + +-- sprouting node 202 into a leaf (N = 12) + +-- attempting to split node 203 (N = 41, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 72 1 47 39 96 + + + -- linear combo weights (showing up to 5) + + -1.7849 -3.5436 1.8319 -4.0518 3.4402 + + + + -- lower cutpoint: -1.82562 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.93538 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.82562 (43.5892), N = 31 moving right + --- 0.85831 (20.0363), N = 24 moving right + --- 2.03856 (14.2961), N = 21 moving right + --- 6.14323 (7.62497), N = 13 moving right + --- 6.93538 (6.61773), N = 11 moving right + + -- best stat: 43.5892, min to split: 0 + + -- p-values: + --- column 72: 0.662927 + --- column 1: 0.0660942 + --- column 47: 0.8163 + --- column 39: 0.440072 + --- column 96: 0.283394 + --- column 66: 0.162794 + --- column 6: 0.153464 + --- column 100: 0.0382031* + +-- node 203 was split into node 241 (left) and 242 (right) + +-- attempting to split node 204 (N = 85, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 67 52 66 119 30 + + + -- linear combo weights (showing up to 5) + + 2.8489 -34.0837 -6.1833 -0.2719 31.6041 + + + + -- lower cutpoint: 0.867357 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.53433 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 2.36358 (12.2931), N = 57 moving right + --- 4.20436 (5.54532), N = 46 moving right + --- 5.16466 (5.11744), N = 34 moving right + --- 6.18505 (1.71328), N = 24 moving right + --- 6.51497 (2.24202), N = 19 moving right + + -- best stat: 12.2931, min to split: 0 + + -- p-values: + --- column 67: 0.47405 + --- column 52: 0.018409* + --- column 66: 0.305387 + --- column 119: 0.992084 + --- column 30: 0.0525444 + --- column 54: 0.851928 + --- column 40: 0.775064 + --- column 88: 0.410693 + --- column 39: 0.109438 + --- column 49: 0.183996 + --- column 10: 0.493175 + --- column 51: 0.877226 + +-- node 204 was split into node 243 (left) and 244 (right) + +-- sprouting node 205 into a leaf (N = 19) + +-- sprouting node 206 into a leaf (N = 13) + +-- sprouting node 207 into a leaf (N = 17) + +-- attempting to split node 208 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 59 90 82 22 2 + + + -- linear combo weights (showing up to 5) + + 3.7046 -2.0759 -3.7272 3.5250 1.3454 + + + + -- lower cutpoint: -2.71685 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.914193 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.71685 (0.820756), N = 22 moving right + --- -2.29908 (2.4431), N = 18 moving right + --- -1.78277 (2.99948), N = 17 moving right + --- -1.55786 (2.93208), N = 15 moving right + --- -0.914193 (4.63427), N = 11 moving right + + -- best stat: 4.63427, min to split: 0 + + -- p-values: + --- column 59: 0.432803 + --- column 90: 0.532064 + --- column 82: 0.559896 + --- column 22: 0.499671 + --- column 2: 0.447759 + --- column 99: 0.841358 + +-- node 208 was split into node 245 (left) and 246 (right) + +-- sprouting node 209 into a leaf (N = 17) + +-- sprouting node 210 into a leaf (N = 10) + +-- sprouting node 211 into a leaf (N = 15) + +-- sprouting node 212 into a leaf (N = 10) + +-- sprouting node 213 into a leaf (N = 14) + +-- sprouting node 214 into a leaf (N = 10) + +-- sprouting node 215 into a leaf (N = 12) + +-- sprouting node 216 into a leaf (N = 10) + +-- sprouting node 217 into a leaf (N = 13) + +-- sprouting node 218 into a leaf (N = 18) + +-- sprouting node 219 into a leaf (N = 13) + +-- sprouting node 220 into a leaf (N = 11) + +-- attempting to split node 221 (N = 29, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 75 22 0 88 86 + + + -- linear combo weights (showing up to 5) + + -5.6815 8.5288 3.5346 -2.4004 -9.5535 + + + + -- lower cutpoint: 2.98791 + - n_obs, left node: 12 + + + -- upper cutpoint: 7.09843 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.98791 (5.80544), N = 17 moving right + --- 3.37402 (7.05201), N = 15 moving right + --- 6.5272 (15.6961), N = 12 moving right + --- 6.62272 (16.7684), N = 11 moving right + --- 7.09843 (18.1075), N = 10 moving right + + -- best stat: 18.1075, min to split: 0 + + -- p-values: + --- column 75: 0.147527 + --- column 22: 0.251905 + --- column 0: 0.452259 + --- column 88: 0.887448 + --- column 86: 0.561154 + --- column 73: 0.644086 + +-- node 221 was split into node 247 (left) and 248 (right) + +-- sprouting node 222 into a leaf (N = 14) + +-- sprouting node 223 into a leaf (N = 12) + +-- sprouting node 224 into a leaf (N = 10) + +-- sprouting node 225 into a leaf (N = 11) + +-- sprouting node 226 into a leaf (N = 14) + +-- sprouting node 227 into a leaf (N = 14) + +-- sprouting node 228 into a leaf (N = 15) + +-- sprouting node 229 into a leaf (N = 17) + +-- sprouting node 230 into a leaf (N = 19) + +-- attempting to split node 231 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 64 112 13 + + + -- linear combo weights (showing up to 5) + + 2.4223 -0.4088 -0.3470 + + + + -- lower cutpoint: -0.94144 + - n_obs, left node: 13 + + + -- upper cutpoint: -1.02665 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 231 (N = 20, try number 2) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 75 50 77 + + + -- linear combo weights (showing up to 5) + + -6.4593 -6.8751 -3.7759 + + + + -- lower cutpoint: -6.57222 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.57222 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.57222 (7.0225), N = 10 moving right + + -- best stat: 7.0225, min to split: 0 + + -- p-values: + --- column 75: 0.613964 + --- column 50: 0.228114 + --- column 77: 0.541502 + +-- node 231 was split into node 249 (left) and 250 (right) + +-- sprouting node 232 into a leaf (N = 11) + +-- sprouting node 233 into a leaf (N = 15) + +-- sprouting node 234 into a leaf (N = 10) + +-- sprouting node 235 into a leaf (N = 12) + +-- attempting to split node 236 (N = 28, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 48 20 77 45 103 + + + -- linear combo weights (showing up to 5) + + 0.2529 3.8172 3.5808 -1.6486 -47.8709 + + + + -- lower cutpoint: 6.8624 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.33918 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.8624 (1.44773), N = 18 moving right + --- 6.90794 (1.43027), N = 16 moving right + --- 7.01183 (2.25), N = 14 moving right + --- 7.0962 (2.50488), N = 11 moving right + --- 7.33918 (3.16202), N = 10 moving right + + -- best stat: 3.16202, min to split: 0 + + -- p-values: + --- column 48: 0.972145 + --- column 20: 0.644003 + --- column 77: 0.617775 + --- column 45: 0.721965 + --- column 103: 0.532436 + +-- node 236 was split into node 251 (left) and 252 (right) + +-- sprouting node 237 into a leaf (N = 16) + +-- sprouting node 238 into a leaf (N = 10) + +-- sprouting node 239 into a leaf (N = 15) + +-- sprouting node 240 into a leaf (N = 15) + +-- sprouting node 241 into a leaf (N = 10) + +-- attempting to split node 242 (N = 31, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 55 58 34 15 23 + + + -- linear combo weights (showing up to 5) + + 3.3707 -5.7511 3.5920 -1.2146 2.9487 + + + + -- lower cutpoint: 1.99544 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.73256 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.99544 (14.0093), N = 20 moving right + --- 2.98664 (14.3145), N = 16 moving right + --- 3.3668 (16.7414), N = 15 moving right + --- 5.68248 (17.2478), N = 12 moving right + --- 5.73256 (15.0713), N = 10 moving right + + -- best stat: 17.2478, min to split: 0 + + -- p-values: + --- column 55: 0.346921 + --- column 58: 0.104894 + --- column 34: 0.70124 + --- column 15: 0.801471 + --- column 23: 0.626322 + --- column 40: 0.752944 + --- column 1: 0.155001 + +-- node 242 was split into node 253 (left) and 254 (right) + +-- attempting to split node 243 (N = 28, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 50 54 125 98 33 + + + -- linear combo weights (showing up to 5) + + -4.4443 -89.7823 -9.6172 4.4851 3.0520 + + + + -- lower cutpoint: 33.3526 + - n_obs, left node: 10 + + + -- upper cutpoint: 37.0423 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 33.3526 (15.5215), N = 18 moving right + --- 33.8846 (22.9831), N = 16 moving right + --- 35.127 (6.68517), N = 11 moving right + --- 37.0423 (4.71837), N = 10 moving right + + -- best stat: 22.9831, min to split: 0 + + -- p-values: + --- column 50: 0.244718 + --- column 54: 0.230192 + --- column 125: 0.328779 + --- column 98: 0.185146 + --- column 33: 0.551008 + +-- node 243 was split into node 255 (left) and 256 (right) + +-- attempting to split node 244 (N = 57, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 88 21 92 61 73 + + + -- linear combo weights (showing up to 5) + + 3.0317 -0.7891 -2.5085 -1.5382 -6.7462 + + + + -- lower cutpoint: -4.80726 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.703747 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.80726 (1.97357), N = 47 moving right + --- -3.1937 (3.70875), N = 29 moving right + --- -3.05162 (5.97422), N = 23 moving right + --- -2.01123 (9.37053), N = 17 moving right + --- -1.80372 (11.8781), N = 14 moving right + + -- best stat: 11.8781, min to split: 0 + + -- p-values: + --- column 88: 0.416502 + --- column 21: 0.528878 + --- column 92: 0.733675 + --- column 61: 0.788076 + --- column 73: 0.171561 + --- column 5: 0.38784 + --- column 34: 0.985814 + --- column 93: 0.657737 + --- column 104: 0.312436 + --- column 1: 0.685414 + --- column 78: 0.224741 + --- column 49: 0.872061 + +-- node 244 was split into node 257 (left) and 258 (right) + +-- attempting to split node 245 (N = 21, try number 1) + + -- N obs (unweighted): 10 + -- columns sampled (showing up to 5) + + 83 69 41 + + + -- linear combo weights (showing up to 5) + + -0.2400 0.1620 0.9434 + + + + -- lower cutpoint: -0.677752 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.677752 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.677752 (0.602783), N = 10 moving right + + -- best stat: 0.602783, min to split: 0 + + -- p-values: + --- column 83: 0.878484 + --- column 69: 0.881672 + --- column 41: 0.419506 + +-- node 245 was split into node 259 (left) and 260 (right) + +-- sprouting node 246 into a leaf (N = 11) + +-- sprouting node 247 into a leaf (N = 19) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 10) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 18) + +-- sprouting node 252 into a leaf (N = 10) + +-- sprouting node 253 into a leaf (N = 19) + +-- sprouting node 254 into a leaf (N = 12) + +-- sprouting node 255 into a leaf (N = 12) + +-- sprouting node 256 into a leaf (N = 16) + +-- attempting to split node 257 (N = 43, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 82 81 70 100 91 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 257 (N = 43, try number 2) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 31 112 99 117 33 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 257 (N = 43, try number 3) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 121 81 62 34 27 + + + -- linear combo weights (showing up to 5) + + -1.2631 0.0607 -0.2698 0.1086 -0.6586 + + + + -- lower cutpoint: -2.99313 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.057945 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.63346 (0.0730186), N = 32 moving right + --- -2.38944 (1.18206), N = 29 moving right + --- -1.19828 (2.75225), N = 23 moving right + --- -0.814366 (2.42783), N = 20 moving right + --- -0.6063 (3.3111), N = 17 moving right + + -- best stat: 3.3111, min to split: 0 + + -- p-values: + --- column 121: 0.728777 + --- column 81: 0.979533 + --- column 62: 0.987023 + --- column 34: 0.973777 + --- column 27: 0.439715 + --- column 25: 0.571898 + --- column 46: 0.899969 + --- column 58: 0.602153 + --- column 67: 0.53676 + +-- node 257 was split into node 261 (left) and 262 (right) + +-- sprouting node 258 into a leaf (N = 14) + +-- sprouting node 259 into a leaf (N = 11) + +-- sprouting node 260 into a leaf (N = 10) + +-- attempting to split node 261 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 82 57 20 14 91 + + + -- linear combo weights (showing up to 5) + + 1.9771 -0.4356 -0.5520 -0.4094 -3.1514 + + + + -- lower cutpoint: 1.64591 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.3309 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.64591 (0.0269601), N = 16 moving right + --- 1.7664 (0.0504303), N = 15 moving right + --- 1.82372 (0.119822), N = 13 moving right + --- 2.00689 (0.102645), N = 11 moving right + --- 2.3309 (1.39186), N = 10 moving right + + -- best stat: 1.39186, min to split: 0 + + -- p-values: + --- column 82: 0.644223 + --- column 57: 0.809645 + --- column 20: 0.904448 + --- column 14: 0.805224 + --- column 91: 0.403438 + +-- node 261 was split into node 263 (left) and 264 (right) + +-- sprouting node 262 into a leaf (N = 17) + +-- sprouting node 263 into a leaf (N = 16) + +-- sprouting node 264 into a leaf (N = 10) + +------------ Growing tree 8 -------------- + +- N obs inbag: 1994 +- N row inbag: 1256 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1256 + -- columns sampled (showing up to 5) + + 97 90 104 22 71 + + + -- linear combo weights (showing up to 5) + + 0.7336 -2.8993 -1.1991 -2.0859 -4.9439 + + + + -- lower cutpoint: -21.6401 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.2284 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.6766 (35.8013), N = 1813 moving right + --- 1.41523 (33.0847), N = 979 moving right + --- 2.65507 (27.5555), N = 822 moving right + --- 7.47016 (2.67416), N = 280 moving right + --- 7.79411 (2.11991), N = 252 moving right + + -- best stat: 35.8013, min to split: 0 + + -- p-values: + --- column 97: 0.127768 + --- column 90: 1.41592e-06*** [+1 to VI numerator] + --- column 104: 0.0765025 + --- column 22: 0.0199517* + --- column 71: 1.77636e-15*** [+1 to VI numerator] + --- column 85: 0.00229909** [+1 to VI numerator] + --- column 13: 0.74238 + --- column 19: 2.18551e-07*** [+1 to VI numerator] + --- column 121: 0.147707 + --- column 122: 0.166534 + --- column 51: 0.00179119** [+1 to VI numerator] + --- column 92: 0.904938 + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 181, try number 1) + + -- N obs (unweighted): 112 + -- columns sampled (showing up to 5) + + 10 87 32 117 0 + + + -- linear combo weights (showing up to 5) + + -0.3521 -3.2586 0.6851 1.4638 43.0782 + + + + -- lower cutpoint: -25.6263 + - n_obs, left node: 11 + + + -- upper cutpoint: -5.65547 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -19.1823 (13.2069), N = 81 moving right + --- -18.648 (14.4487), N = 77 moving right + --- -18.1685 (19.9043), N = 62 moving right + --- -17.8962 (22.5885), N = 57 moving right + --- -11.9127 (49.3788), N = 19 moving right + + -- best stat: 49.3788, min to split: 0 + + -- p-values: + --- column 10: 0.735988 + --- column 87: 0.026149* + --- column 32: 0.536109 + --- column 117: 0.0573763 + --- column 0: 4.02899e-09*** [+1 to VI numerator] + --- column 119: 0.531105 + --- column 103: 0.858725 + --- column 90: 0.788816 + --- column 94: 0.0336695* + --- column 111: 0.444485 + --- column 4: 0.475734 + --- column 104: 0.826778 + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1813, try number 1) + + -- N obs (unweighted): 1144 + -- columns sampled (showing up to 5) + + 91 58 107 113 39 + + + -- linear combo weights (showing up to 5) + + 1.9330 -0.1240 -0.7205 0.4879 4.2033 + + + + -- lower cutpoint: -12.2674 + - n_obs, left node: 12 + + + -- upper cutpoint: 11.4593 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.367744 (9.78322), N = 1006 moving right + --- 0.0269587 (8.24848), N = 939 moving right + --- 2.29391 (8.56141), N = 583 moving right + --- 2.74061 (7.55687), N = 495 moving right + --- 3.60992 (7.06847), N = 388 moving right + + -- best stat: 9.78322, min to split: 0 + + -- p-values: + --- column 91: 7.75551e-05*** [+1 to VI numerator] + --- column 58: 0.824761 + --- column 107: 0.266646 + --- column 113: 0.289719 + --- column 39: 3.19631e-09*** [+1 to VI numerator] + --- column 18: 0.0037506** [+1 to VI numerator] + --- column 72: 0.00310762** [+1 to VI numerator] + --- column 16: 0.71257 + --- column 48: 0.144335 + --- column 19: 0.96966 + --- column 122: 0.694873 + --- column 10: 7.62273e-08*** [+1 to VI numerator] + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 162, try number 1) + + -- N obs (unweighted): 101 + -- columns sampled (showing up to 5) + + 38 125 18 9 21 + + + -- linear combo weights (showing up to 5) + + 1.9898 0.2085 2.0944 2.3403 -0.0807 + + + + -- lower cutpoint: -3.30528 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.77884 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.63639 (0.11736), N = 140 moving right + --- -2.02369 (0.205821), N = 127 moving right + --- -1.8703 (0.244865), N = 122 moving right + --- 2.20993 (1.87989), N = 26 moving right + --- 3.77884 (4.71472), N = 11 moving right + + -- best stat: 4.71472, min to split: 0 + + -- p-values: + --- column 38: 0.020717* + --- column 125: 0.753581 + --- column 18: 0.0837917 + --- column 9: 0.00194466** [+1 to VI numerator] + --- column 21: 0.887984 + --- column 94: 0.817015 + --- column 63: 0.796857 + --- column 42: 0.177092 + --- column 78: 0.0567972 + --- column 32: 0.898574 + --- column 31: 0.00334907** [+1 to VI numerator] + --- column 13: 0.22132 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- sprouting node 4 into a leaf (N = 19) + +-- attempting to split node 5 (N = 807, try number 1) + + -- N obs (unweighted): 495 + -- columns sampled (showing up to 5) + + 74 114 36 49 25 + + + -- linear combo weights (showing up to 5) + + 0.9105 -0.3917 2.9536 3.1264 -2.1388 + + + + -- lower cutpoint: -18.7297 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.49308 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.50948 (23.1362), N = 689 moving right + --- -8.25167 (23.0196), N = 680 moving right + --- -0.658729 (22.2244), N = 348 moving right + --- 4.96472 (8.26302), N = 92 moving right + --- 6.39407 (2.5452), N = 47 moving right + + -- best stat: 23.1362, min to split: 0 + + -- p-values: + --- column 74: 0.429414 + --- column 114: 0.682078 + --- column 36: 0.00403857** [+1 to VI numerator] + --- column 49: 0.00169757** [+1 to VI numerator] + --- column 25: 0.0251018* + --- column 113: 0.141848 + --- column 64: 0.236578 + --- column 32: 0.0155702* + --- column 118: 0.0957335 + --- column 119: 0.621104 + --- column 56: 0.935032 + --- column 95: 1.31968e-05*** [+1 to VI numerator] + +-- node 5 was split into node 9 (left) and 10 (right) + +-- attempting to split node 6 (N = 1006, try number 1) + + -- N obs (unweighted): 649 + -- columns sampled (showing up to 5) + + 99 17 102 22 114 + + + -- linear combo weights (showing up to 5) + + -0.0399 -0.9637 -0.0443 -1.3688 0.0101 + + + + -- lower cutpoint: -7.42137 + - n_obs, left node: 13 + + + -- upper cutpoint: 6.11177 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.60063 (2.26953), N = 898 moving right + --- 0.179888 (6.74947), N = 595 moving right + --- 5.42487 (0.695315), N = 32 moving right + --- 5.70785 (1.1509), N = 23 moving right + --- 6.11177 (0.337797), N = 10 moving right + + -- best stat: 6.74947, min to split: 0 + + -- p-values: + --- column 99: 0.964845 + --- column 17: 0.0904108 + --- column 102: 0.987303 + --- column 22: 0.630002 + --- column 114: 0.995168 + --- column 15: 0.476483 + --- column 59: 0.900312 + --- column 30: 0.250803 + --- column 56: 0.486814 + --- column 124: 0.965032 + --- column 125: 0.00306494** [+1 to VI numerator] + --- column 48: 0.226684 + +-- node 6 was split into node 11 (left) and 12 (right) + +-- attempting to split node 7 (N = 151, try number 1) + + -- N obs (unweighted): 95 + -- columns sampled (showing up to 5) + + 56 21 122 54 103 + + + -- linear combo weights (showing up to 5) + + -0.2346 -0.6797 0.0263 -0.0311 0.0369 + + + + -- lower cutpoint: -1.86774 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.299181 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.70974 (0.00916919), N = 135 moving right + --- -1.49562 (0.0298104), N = 109 moving right + --- -1.41504 (0.0430692), N = 97 moving right + --- -1.40544 (0.0469128), N = 94 moving right + --- -0.108986 (0.984646), N = 11 moving right + + -- best stat: 0.984646, min to split: 0 + + -- p-values: + --- column 56: 0.344823 + --- column 21: 0.0021943** [+1 to VI numerator] + --- column 122: 0.773333 + --- column 54: 0.806022 + --- column 103: 0.776476 + --- column 116: 0.843154 + --- column 46: 0.105597 + --- column 91: 0.0494616* + --- column 12: 1.06855e-06*** [+1 to VI numerator] + --- column 4: 0.0412312* + --- column 6: 0.0253007* + --- column 27: 0.0666855 + +-- node 7 was split into node 13 (left) and 14 (right) + +-- sprouting node 8 into a leaf (N = 11) + +-- attempting to split node 9 (N = 118, try number 1) + + -- N obs (unweighted): 77 + -- columns sampled (showing up to 5) + + 39 44 14 61 103 + + + -- linear combo weights (showing up to 5) + + 0.9142 3.9854 -0.0495 -3.1897 2.2036 + + + + -- lower cutpoint: -159.631 + - n_obs, left node: 10 + + + -- upper cutpoint: -141.552 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -155.484 (11.4013), N = 88 moving right + --- -150.076 (24.7175), N = 56 moving right + --- -149.342 (22.1102), N = 51 moving right + --- -148.217 (24.0898), N = 43 moving right + --- -147.566 (39.4615), N = 32 moving right + + -- best stat: 39.4615, min to split: 0 + + -- p-values: + --- column 39: 0.819491 + --- column 44: 0.165658 + --- column 14: 0.983212 + --- column 61: 0.169657 + --- column 103: 0.460876 + --- column 109: 0.743197 + --- column 115: 0.371839 + --- column 11: 0.472839 + --- column 75: 0.0128574* + --- column 0: 0.0097063** [+1 to VI numerator] + --- column 77: 0.410813 + --- column 42: 0.439946 + +-- node 9 was split into node 15 (left) and 16 (right) + +-- attempting to split node 10 (N = 689, try number 1) + + -- N obs (unweighted): 418 + -- columns sampled (showing up to 5) + + 30 101 106 83 80 + + + -- linear combo weights (showing up to 5) + + -1.0728 0.5783 -0.8822 -11.1059 6.1938 + + + + -- lower cutpoint: -22.9593 + - n_obs, left node: 10 + + + -- upper cutpoint: 16.4719 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.4716 (67.6816), N = 529 moving right + --- -0.0411846 (59.7836), N = 449 moving right + --- 0.849217 (48.2136), N = 415 moving right + --- 8.55806 (24.6386), N = 158 moving right + --- 14.7881 (7.41382), N = 26 moving right + + -- best stat: 67.6816, min to split: 0 + + -- p-values: + --- column 30: 0.17211 + --- column 101: 0.628382 + --- column 106: 0.554974 + --- column 83: 2.79909e-12*** [+1 to VI numerator] + --- column 80: 3.10727e-06*** [+1 to VI numerator] + --- column 20: 0.000593886*** [+1 to VI numerator] + --- column 6: 0.00550357** [+1 to VI numerator] + --- column 77: 0.0013001** [+1 to VI numerator] + --- column 45: 0.0551875 + --- column 23: 0.0389126* + --- column 18: 0.0971656 + --- column 9: 0.192558 + +-- node 10 was split into node 17 (left) and 18 (right) + +-- attempting to split node 11 (N = 411, try number 1) + + -- N obs (unweighted): 264 + -- columns sampled (showing up to 5) + + 42 36 73 65 101 + + + -- linear combo weights (showing up to 5) + + -2.6283 0.6203 -2.0071 0.2027 0.0853 + + + + -- lower cutpoint: -9.52692 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.42883 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.51322 (14.4633), N = 284 moving right + --- -1.12441 (12.0467), N = 275 moving right + --- 3.20057 (3.95544), N = 110 moving right + --- 4.43216 (3.40579), N = 63 moving right + --- 5.13307 (5.21894), N = 45 moving right + + -- best stat: 14.4633, min to split: 0 + + -- p-values: + --- column 42: 0.0388838* + --- column 36: 0.696574 + --- column 73: 0.0860049 + --- column 65: 0.918809 + --- column 101: 0.977894 + --- column 43: 0.0940748 + --- column 85: 0.263161 + --- column 102: 0.86542 + --- column 71: 0.162226 + --- column 25: 0.00155401** [+1 to VI numerator] + --- column 33: 0.111891 + --- column 122: 0.713315 + +-- node 11 was split into node 19 (left) and 20 (right) + +-- attempting to split node 12 (N = 595, try number 1) + + -- N obs (unweighted): 385 + -- columns sampled (showing up to 5) + + 72 64 125 86 54 + + + -- linear combo weights (showing up to 5) + + -2.6268 3.7498 0.3833 10.2332 -1.6371 + + + + -- lower cutpoint: -7.3284 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.34791 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.14407 (1.42409), N = 584 moving right + --- -1.52305 (6.23171), N = 425 moving right + --- -0.0329289 (6.98842), N = 288 moving right + --- 1.7883 (6.11244), N = 161 moving right + --- 5.04081 (6.00045), N = 44 moving right + + -- best stat: 6.98842, min to split: 0 + + -- p-values: + --- column 72: 0.0935455 + --- column 64: 0.0244151* + --- column 125: 0.848197 + --- column 86: 0.0785257 + --- column 54: 0.564458 + --- column 99: 0.388223 + --- column 47: 0.863123 + --- column 56: 0.483723 + --- column 87: 0.0181393* + --- column 73: 0.416847 + --- column 39: 0.0323832* + --- column 81: 0.159173 + +-- node 12 was split into node 21 (left) and 22 (right) + +-- sprouting node 13 into a leaf (N = 140) + +-- sprouting node 14 into a leaf (N = 11) + +-- attempting to split node 15 (N = 86, try number 1) + + -- N obs (unweighted): 54 + -- columns sampled (showing up to 5) + + 91 64 36 85 10 + + + -- linear combo weights (showing up to 5) + + 1.7029 -3.2362 0.7703 -1.8634 -0.3315 + + + + -- lower cutpoint: -7.75712 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.69597 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.71537 (3.21398), N = 68 moving right + --- -4.05776 (3.21839), N = 40 moving right + --- -3.14385 (2.39072), N = 26 moving right + --- -2.84561 (2.87319), N = 23 moving right + --- -2.67775 (3.4703), N = 21 moving right + + -- best stat: 3.4703, min to split: 0 + + -- p-values: + --- column 91: 0.29681 + --- column 64: 0.437935 + --- column 36: 0.785148 + --- column 85: 0.398795 + --- column 10: 0.876477 + --- column 59: 0.894511 + --- column 114: 0.412705 + --- column 12: 0.559304 + --- column 3: 0.956117 + --- column 73: 0.56936 + --- column 17: 0.346602 + --- column 108: 0.678995 + +-- node 15 was split into node 23 (left) and 24 (right) + +-- attempting to split node 16 (N = 32, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 31 3 46 101 106 + + + -- linear combo weights (showing up to 5) + + 5.0034 -13.9359 -1.5843 18.3310 -7.9390 + + + + -- lower cutpoint: -5.14108 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.939951 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.14108 (36.6649), N = 22 moving right + --- -4.71325 (46.01), N = 21 moving right + --- -3.46219 (177.552), N = 15 moving right + --- -3.28587 (202.795), N = 14 moving right + --- -1.2685 (179.128), N = 13 moving right + + -- best stat: 202.795, min to split: 0 + + -- p-values: + --- column 31: 0.652189 + --- column 3: 0.211501 + --- column 46: 0.881423 + --- column 101: 0.0851977 + --- column 106: 0.318566 + --- column 51: 0.123225 + --- column 68: 0.78398 + +-- node 16 was split into node 25 (left) and 26 (right) + +-- attempting to split node 17 (N = 160, try number 1) + + -- N obs (unweighted): 96 + -- columns sampled (showing up to 5) + + 87 20 36 122 31 + + + -- linear combo weights (showing up to 5) + + -10.4981 -3.6981 2.2867 -0.0036 -5.3384 + + + + -- lower cutpoint: -18.4889 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.13286 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.5484 (12.6512), N = 130 moving right + --- -11.8912 (29.2413), N = 103 moving right + --- -8.75424 (50.4856), N = 74 moving right + --- -8.735 (48.0578), N = 73 moving right + --- -7.13807 (56.3117), N = 64 moving right + + -- best stat: 56.3117, min to split: 0 + + -- p-values: + --- column 87: 0.000279332*** [+1 to VI numerator] + --- column 20: 0.218217 + --- column 36: 0.257376 + --- column 122: 0.997728 + --- column 31: 0.0784077 + --- column 30: 0.0263902* + --- column 63: 0.000920313*** [+1 to VI numerator] + --- column 43: 0.0461713* + --- column 97: 0.234185 + --- column 35: 0.146105 + --- column 60: 7.23702e-05*** [+1 to VI numerator] + --- column 41: 0.659717 + +-- node 17 was split into node 27 (left) and 28 (right) + +-- attempting to split node 18 (N = 529, try number 1) + + -- N obs (unweighted): 322 + -- columns sampled (showing up to 5) + + 26 60 102 12 108 + + + -- linear combo weights (showing up to 5) + + -0.0547 3.6637 -1.2008 -0.8076 0.1431 + + + + -- lower cutpoint: -7.30473 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.00386 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.97788 (2.86699), N = 384 moving right + --- -1.89594 (3.59094), N = 376 moving right + --- -0.125796 (2.54531), N = 252 moving right + --- 0.193264 (3.23708), N = 231 moving right + --- 1.41939 (4.10892), N = 132 moving right + + -- best stat: 4.10892, min to split: 0 + + -- p-values: + --- column 26: 0.957439 + --- column 60: 0.0714982 + --- column 102: 0.585743 + --- column 12: 0.465551 + --- column 108: 0.927649 + --- column 110: 0.172668 + --- column 57: 0.779113 + --- column 119: 0.970142 + --- column 42: 0.282578 + --- column 95: 0.0172707* + --- column 46: 0.755956 + --- column 74: 0.609956 + +-- node 18 was split into node 29 (left) and 30 (right) + +-- attempting to split node 19 (N = 127, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 78 123 16 2 95 + + + -- linear combo weights (showing up to 5) + + 4.2212 -1.0175 -0.1148 -0.2724 3.5174 + + + + -- lower cutpoint: -9.38609 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.89315 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -4.56585 (17.4866), N = 102 moving right + --- -1.14255 (53.3998), N = 82 moving right + --- -0.738826 (49.2511), N = 79 moving right + --- 0.658389 (42.9843), N = 74 moving right + --- 7.47716 (3.30503), N = 16 moving right + + -- best stat: 53.3998, min to split: 0 + + -- p-values: + --- column 78: 0.0655208 + --- column 123: 0.655093 + --- column 16: 0.970261 + --- column 2: 0.891924 + --- column 95: 0.0919707 + --- column 74: 0.392575 + --- column 60: 0.17406 + --- column 54: 0.726555 + --- column 59: 0.288079 + --- column 21: 0.550204 + --- column 56: 0.979868 + --- column 22: 0.73792 + +-- node 19 was split into node 31 (left) and 32 (right) + +-- attempting to split node 20 (N = 284, try number 1) + + -- N obs (unweighted): 182 + -- columns sampled (showing up to 5) + + 60 119 81 110 34 + + + -- linear combo weights (showing up to 5) + + 3.9544 -3.1770 0.0854 -2.3006 10.4327 + + + + -- lower cutpoint: -11.8855 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.71976 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.69982 (29.4114), N = 236 moving right + --- -0.939934 (24.7382), N = 133 moving right + --- 0.281298 (28.0819), N = 112 moving right + --- 1.53971 (16.4184), N = 86 moving right + --- 7.16548 (15.4517), N = 27 moving right + + -- best stat: 29.4114, min to split: 0 + + -- p-values: + --- column 60: 0.0519846 + --- column 119: 0.877406 + --- column 81: 0.932383 + --- column 110: 0.485862 + --- column 34: 3.64653e-09*** [+1 to VI numerator] + --- column 113: 0.93369 + --- column 82: 4.53453e-10*** [+1 to VI numerator] + --- column 74: 0.803583 + --- column 100: 0.716393 + --- column 118: 0.371108 + --- column 114: 0.874353 + --- column 98: 0.00135156** [+1 to VI numerator] + +-- node 20 was split into node 33 (left) and 34 (right) + +-- attempting to split node 21 (N = 307, try number 1) + + -- N obs (unweighted): 193 + -- columns sampled (showing up to 5) + + 20 51 124 111 117 + + + -- linear combo weights (showing up to 5) + + -2.6001 0.2427 -0.0671 -1.2696 3.2013 + + + + -- lower cutpoint: -7.57419 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.49806 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.659861 (17.8369), N = 194 moving right + --- 0.707493 (17.236), N = 193 moving right + --- 1.05963 (20.288), N = 179 moving right + --- 2.2317 (16.9161), N = 134 moving right + --- 6.16439 (7.40416), N = 42 moving right + + -- best stat: 20.288, min to split: 0 + + -- p-values: + --- column 20: 0.327907 + --- column 51: 0.874126 + --- column 124: 0.960439 + --- column 111: 0.875657 + --- column 117: 0.0174803* + --- column 48: 0.395281 + --- column 90: 0.221931 + --- column 96: 0.519258 + --- column 84: 0.0297462* + --- column 30: 0.884582 + --- column 39: 0.374146 + --- column 87: 0.974635 + +-- node 21 was split into node 35 (left) and 36 (right) + +-- attempting to split node 22 (N = 288, try number 1) + + -- N obs (unweighted): 192 + -- columns sampled (showing up to 5) + + 37 61 48 46 66 + + + -- linear combo weights (showing up to 5) + + -1.9524 -1.9555 -0.3544 1.4281 0.8653 + + + + -- lower cutpoint: -6.49774 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.63038 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.97186 (0.971125), N = 274 moving right + --- -4.79429 (2.2348), N = 257 moving right + --- -0.905769 (11.1366), N = 151 moving right + --- 1.19468 (7.38167), N = 77 moving right + --- 3.17011 (4.23321), N = 34 moving right + + -- best stat: 11.1366, min to split: 0 + + -- p-values: + --- column 37: 0.115892 + --- column 61: 0.877282 + --- column 48: 0.903981 + --- column 46: 0.653213 + --- column 66: 0.56859 + --- column 62: 0.844313 + --- column 85: 0.615422 + --- column 6: 0.167828 + --- column 80: 0.15095 + --- column 63: 0.583837 + --- column 96: 0.300504 + --- column 56: 0.116169 + +-- node 22 was split into node 37 (left) and 38 (right) + +-- attempting to split node 23 (N = 65, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 121 30 37 62 16 + + + -- linear combo weights (showing up to 5) + + 0.6161 -1.2520 -1.4266 -0.6520 1.1306 + + + + -- lower cutpoint: -117.956 + - n_obs, left node: 11 + + + -- upper cutpoint: -112.022 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -116.013 (6.99842), N = 48 moving right + --- -114.81 (6.53913), N = 41 moving right + --- -113.662 (2.65541), N = 33 moving right + --- -113.13 (1.84495), N = 27 moving right + --- -113.002 (2.13032), N = 24 moving right + + -- best stat: 6.99842, min to split: 0 + + -- p-values: + --- column 121: 0.407698 + --- column 30: 0.177921 + --- column 37: 0.120556 + --- column 62: 0.909776 + --- column 16: 0.200233 + --- column 61: 0.931667 + --- column 0: 0.447952 + --- column 105: 0.269462 + --- column 25: 0.00448759** [+1 to VI numerator] + --- column 6: 0.809811 + --- column 35: 0.21715 + --- column 32: 0.299959 + +-- node 23 was split into node 39 (left) and 40 (right) + +-- attempting to split node 24 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 103 57 118 62 + + + -- linear combo weights (showing up to 5) + + 5.3028 1.7808 10.5462 -6.2507 + + + + -- lower cutpoint: -5.4788 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.4788 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.4788 (9.47607), N = 11 moving right + + -- best stat: 9.47607, min to split: 0 + + -- p-values: + --- column 103: 0.719399 + --- column 57: 0.794097 + --- column 118: 0.0828805 + --- column 62: 0.588028 + +-- node 24 was split into node 41 (left) and 42 (right) + +-- sprouting node 25 into a leaf (N = 18) + +-- sprouting node 26 into a leaf (N = 14) + +-- attempting to split node 27 (N = 96, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 55 68 115 87 19 + + + -- linear combo weights (showing up to 5) + + 1.0331 5.8172 0.4503 1.1110 4.9248 + + + + -- lower cutpoint: -10.9816 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.50556 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.1399 (0.760453), N = 72 moving right + --- -7.88607 (1.77439), N = 54 moving right + --- -7.26085 (3.06036), N = 41 moving right + --- -3.60694 (15.2232), N = 12 moving right + --- -3.50556 (16.8144), N = 11 moving right + + -- best stat: 16.8144, min to split: 0 + + -- p-values: + --- column 55: 0.556808 + --- column 68: 0.00315835** [+1 to VI numerator] + --- column 115: 0.772704 + --- column 87: 0.468109 + --- column 19: 0.00112072** [+1 to VI numerator] + --- column 11: 0.53555 + --- column 37: 0.171697 + --- column 69: 0.00340597** [+1 to VI numerator] + --- column 98: 0.153273 + --- column 95: 0.0387678* + --- column 29: 0.7464 + --- column 125: 0.613935 + +-- node 27 was split into node 43 (left) and 44 (right) + +-- attempting to split node 28 (N = 64, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 51 83 73 109 25 + + + -- linear combo weights (showing up to 5) + + 0.0797 -11.3651 -4.2973 0.4346 2.1876 + + + + -- lower cutpoint: -9.8497 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.68664 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.7847 (13.5457), N = 52 moving right + --- -9.00775 (14.1699), N = 50 moving right + --- -7.60361 (26.4877), N = 39 moving right + --- -0.796079 (72.645), N = 17 moving right + --- 3.258 (29.3865), N = 11 moving right + + -- best stat: 72.645, min to split: 0 + + -- p-values: + --- column 51: 0.99068 + --- column 83: 0.0995083 + --- column 73: 0.308734 + --- column 109: 0.841638 + --- column 25: 0.737632 + --- column 20: 0.377208 + --- column 42: 0.448464 + --- column 23: 0.42068 + --- column 121: 0.359099 + --- column 63: 0.749752 + --- column 11: 0.420655 + --- column 50: 0.548549 + +-- node 28 was split into node 45 (left) and 46 (right) + +-- attempting to split node 29 (N = 397, try number 1) + + -- N obs (unweighted): 240 + -- columns sampled (showing up to 5) + + 117 111 119 20 36 + + + -- linear combo weights (showing up to 5) + + 3.7539 -0.8989 -0.3093 5.9701 -2.2876 + + + + -- lower cutpoint: -9.80257 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.55059 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.72609 (1.52527), N = 373 moving right + --- -5.70013 (6.11966), N = 320 moving right + --- -3.04966 (32.2502), N = 231 moving right + --- -1.6688 (18.265), N = 175 moving right + --- 0.48828 (11.3965), N = 100 moving right + + -- best stat: 32.2502, min to split: 0 + + -- p-values: + --- column 117: 0.0522284 + --- column 111: 0.664197 + --- column 119: 0.838732 + --- column 20: 0.0214706* + --- column 36: 0.424765 + --- column 101: 0.750225 + --- column 92: 0.980553 + --- column 53: 0.0031383** [+1 to VI numerator] + --- column 8: 0.859917 + --- column 19: 0.09421 + --- column 37: 0.533758 + --- column 54: 0.947454 + +-- node 29 was split into node 47 (left) and 48 (right) + +-- attempting to split node 30 (N = 132, try number 1) + + -- N obs (unweighted): 82 + -- columns sampled (showing up to 5) + + 21 96 29 12 66 + + + -- linear combo weights (showing up to 5) + + -6.1956 0.0038 4.1073 3.1106 8.4495 + + + + -- lower cutpoint: -11.6375 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.88218 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.68352 (77.2947), N = 106 moving right + --- -3.3237 (52.2652), N = 76 moving right + --- 0.478358 (37.8956), N = 62 moving right + --- 0.57348 (40.1849), N = 61 moving right + --- 2.67509 (11.9383), N = 44 moving right + + -- best stat: 77.2947, min to split: 0 + + -- p-values: + --- column 21: 0.0344053* + --- column 96: 0.998813 + --- column 29: 0.025555* + --- column 12: 0.580478 + --- column 66: 0.0812046 + --- column 108: 0.984619 + --- column 55: 0.00851466** [+1 to VI numerator] + --- column 32: 0.521912 + --- column 106: 0.890234 + --- column 27: 0.496319 + --- column 38: 0.500166 + --- column 67: 0.141926 + +-- node 30 was split into node 49 (left) and 50 (right) + +-- attempting to split node 31 (N = 45, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 0 107 64 104 29 + + + -- linear combo weights (showing up to 5) + + 1.2486e+02 4.6331e+00 -3.2363e+00 -1.4876e+00 5.1158e+00 + + + + -- lower cutpoint: -38.9405 + - n_obs, left node: 10 + + + -- upper cutpoint: -27.8892 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -38.9405 (17.482), N = 35 moving right + --- -37.7977 (54.593), N = 26 moving right + --- -32.5723 (54.2363), N = 21 moving right + --- -31.9285 (60.9393), N = 20 moving right + --- -29.8932 (55.9939), N = 14 moving right + + -- best stat: 60.9393, min to split: 0 + + -- p-values: + --- column 0: 0.0120581* + --- column 107: 0.610023 + --- column 64: 0.64339 + --- column 104: 0.823664 + --- column 29: 0.0500827 + --- column 41: 0.968457 + --- column 94: 0.581738 + --- column 15: 0.43783 + +-- node 31 was split into node 51 (left) and 52 (right) + +-- attempting to split node 32 (N = 82, try number 1) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 40 64 47 59 104 + + + -- linear combo weights (showing up to 5) + + -4.2709 0.7999 0.3211 3.1687 0.5929 + + + + -- lower cutpoint: -12.3128 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.294222 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.8851 (13.3472), N = 64 moving right + --- -9.67314 (23.5352), N = 58 moving right + --- -6.85086 (20.6668), N = 45 moving right + --- -6.64307 (17.4886), N = 44 moving right + --- -6.31769 (22.3269), N = 39 moving right + + -- best stat: 23.5352, min to split: 0 + + -- p-values: + --- column 40: 0.59391 + --- column 64: 0.891757 + --- column 47: 0.9003 + --- column 59: 0.555644 + --- column 104: 0.947081 + --- column 52: 0.0694311 + --- column 34: 0.876406 + --- column 94: 0.436974 + --- column 2: 0.925819 + --- column 99: 0.215833 + --- column 79: 0.0388892* + --- column 17: 0.528049 + +-- node 32 was split into node 53 (left) and 54 (right) + +-- attempting to split node 33 (N = 48, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 61 9 49 123 66 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 33 (N = 48, try number 2) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 17 106 71 78 108 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 33 (N = 48, try number 3) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 0 27 25 71 76 + + + -- linear combo weights (showing up to 5) + + 2.9882 -3.4364 -3.5942 -30.5699 -11.8567 + + + + -- lower cutpoint: -2.32647 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.92355 + - n_obs, right node: 13 + + -- cutpoint (score) + --- 2.68723 (66.3253), N = 31 moving right + --- 5.37945 (68.4834), N = 28 moving right + --- 6.35022 (60.7538), N = 26 moving right + --- 7.94467 (30.672), N = 21 moving right + --- 8.81784 (27.3435), N = 17 moving right + + -- best stat: 68.4834, min to split: 0 + + -- p-values: + --- column 0: 0.159519 + --- column 27: 0.306663 + --- column 25: 0.273907 + --- column 71: 0.172153 + --- column 76: 0.0962049 + --- column 59: 0.152449 + --- column 5: 0.547536 + --- column 65: 0.210035 + --- column 46: 0.146883 + +-- node 33 was split into node 55 (left) and 56 (right) + +-- attempting to split node 34 (N = 236, try number 1) + + -- N obs (unweighted): 154 + -- columns sampled (showing up to 5) + + 49 103 108 43 63 + + + -- linear combo weights (showing up to 5) + + 0.4071 7.0674 -0.2780 0.9105 -0.4169 + + + + -- lower cutpoint: -4.62514 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.9388 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.58763 (2.89095), N = 224 moving right + --- -3.24686 (0.336113), N = 214 moving right + --- -2.18886 (5.00173), N = 192 moving right + --- -2.1627 (6.84918), N = 188 moving right + --- -0.0905043 (2.29655), N = 100 moving right + + -- best stat: 6.84918, min to split: 0 + + -- p-values: + --- column 49: 0.842137 + --- column 103: 0.627332 + --- column 108: 0.913788 + --- column 43: 0.715345 + --- column 63: 0.802236 + --- column 77: 0.277317 + --- column 24: 0.753319 + --- column 32: 0.962312 + --- column 115: 0.484038 + --- column 38: 0.788788 + --- column 17: 0.26644 + --- column 18: 0.464534 + +-- node 34 was split into node 57 (left) and 58 (right) + +-- attempting to split node 35 (N = 128, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 22 84 55 53 92 + + + -- linear combo weights (showing up to 5) + + -0.2105 3.0264 1.8812 -4.2167 -5.4537 + + + + -- lower cutpoint: -2.78787 + - n_obs, left node: 12 + + + -- upper cutpoint: 8.18848 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.630798 (11.1624), N = 98 moving right + --- -0.476573 (19.8452), N = 94 moving right + --- 1.16412 (21.9093), N = 75 moving right + --- 2.77962 (19.1669), N = 50 moving right + --- 3.85066 (28.8293), N = 43 moving right + + -- best stat: 28.8293, min to split: 0 + + -- p-values: + --- column 22: 0.974796 + --- column 84: 0.788885 + --- column 55: 0.472258 + --- column 53: 0.268023 + --- column 92: 0.681223 + --- column 82: 0.780185 + --- column 51: 0.795487 + --- column 95: 0.868842 + --- column 0: 0.111038 + --- column 103: 0.820337 + --- column 4: 0.328209 + --- column 57: 0.894192 + +-- node 35 was split into node 59 (left) and 60 (right) + +-- attempting to split node 36 (N = 179, try number 1) + + -- N obs (unweighted): 118 + -- columns sampled (showing up to 5) + + 107 62 77 114 104 + + + -- linear combo weights (showing up to 5) + + 1.7897 3.4162 -0.7482 -1.0288 0.3106 + + + + -- lower cutpoint: -4.70435 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.6867 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.05091 (7.32915), N = 168 moving right + --- 3.93117 (18.23), N = 101 moving right + --- 4.62053 (18.5868), N = 81 moving right + --- 8.07195 (23.7385), N = 39 moving right + --- 8.51277 (20.0569), N = 33 moving right + + -- best stat: 23.7385, min to split: 0 + + -- p-values: + --- column 107: 0.700607 + --- column 62: 0.749239 + --- column 77: 0.62141 + --- column 114: 0.848837 + --- column 104: 0.903481 + --- column 37: 0.00343669** [+1 to VI numerator] + --- column 113: 0.500159 + --- column 69: 0.0139651* + --- column 31: 0.309732 + --- column 120: 0.82839 + --- column 30: 0.339812 + --- column 60: 0.715181 + +-- node 36 was split into node 61 (left) and 62 (right) + +-- attempting to split node 37 (N = 137, try number 1) + + -- N obs (unweighted): 93 + -- columns sampled (showing up to 5) + + 108 123 3 30 125 + + + -- linear combo weights (showing up to 5) + + 11.1698 -3.0629 -8.4064 6.0996 -6.6800 + + + + -- lower cutpoint: -3.71422 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1787 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.64209 (3.21186), N = 117 moving right + --- -1.96479 (4.20837), N = 113 moving right + --- -0.145764 (7.14272), N = 96 moving right + --- 6.37332 (18.0468), N = 29 moving right + --- 9.4562 (4.51363), N = 13 moving right + + -- best stat: 18.0468, min to split: 0 + + -- p-values: + --- column 108: 0.577502 + --- column 123: 0.850293 + --- column 3: 0.566823 + --- column 30: 0.634208 + --- column 125: 0.174856 + --- column 97: 0.901666 + --- column 32: 0.375983 + --- column 51: 0.0272961* + --- column 109: 0.618371 + --- column 124: 0.500216 + --- column 93: 0.627516 + --- column 31: 0.685891 + +-- node 37 was split into node 63 (left) and 64 (right) + +-- attempting to split node 38 (N = 151, try number 1) + + -- N obs (unweighted): 99 + -- columns sampled (showing up to 5) + + 42 116 49 100 54 + + + -- linear combo weights (showing up to 5) + + -0.3623 0.7112 0.3147 -16.4600 -0.6193 + + + + -- lower cutpoint: -3.79353 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.19109 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.2637 (7.25421), N = 117 moving right + --- 0.193302 (3.68405), N = 88 moving right + --- 1.50141 (3.7558), N = 55 moving right + --- 2.12336 (5.4673), N = 45 moving right + --- 4.19109 (2.85988), N = 11 moving right + + -- best stat: 7.25421, min to split: 0 + + -- p-values: + --- column 42: 0.795843 + --- column 116: 0.641769 + --- column 49: 0.910547 + --- column 100: 0.315632 + --- column 54: 0.729492 + --- column 22: 0.105226 + --- column 25: 0.50258 + --- column 43: 0.783756 + --- column 38: 0.136135 + --- column 34: 0.101655 + --- column 102: 0.304861 + --- column 125: 0.620238 + +-- node 38 was split into node 65 (left) and 66 (right) + +-- sprouting node 39 into a leaf (N = 17) + +-- attempting to split node 40 (N = 48, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 66 59 41 91 28 + + + -- linear combo weights (showing up to 5) + + -1.7178 -0.2018 -1.4467 0.6075 1.1167 + + + + -- lower cutpoint: -0.901411 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.622212 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.855484 (0.956116), N = 34 moving right + --- -0.745325 (0.834201), N = 32 moving right + --- 0.114169 (0.610002), N = 19 moving right + --- 0.281022 (0.6), N = 18 moving right + --- 0.52605 (0.603058), N = 11 moving right + + -- best stat: 0.956116, min to split: 0 + + -- p-values: + --- column 66: 0.205023 + --- column 59: 0.814496 + --- column 41: 0.100169 + --- column 91: 0.53041 + --- column 28: 0.257952 + --- column 36: 0.0969831 + --- column 84: 0.0313521* + --- column 46: 0.143511 + --- column 42: 0.963518 + +-- node 40 was split into node 67 (left) and 68 (right) + +-- sprouting node 41 into a leaf (N = 10) + +-- sprouting node 42 into a leaf (N = 11) + +-- attempting to split node 43 (N = 85, try number 1) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 54 112 50 47 110 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 43 (N = 85, try number 2) + + -- N obs (unweighted): 46 + -- columns sampled (showing up to 5) + + 1 55 0 53 123 + + + -- linear combo weights (showing up to 5) + + 1.5288e+00 -1.1593e-15 -6.2093e+00 4.3318e-14 2.0314e-14 + + + + -- lower cutpoint: 0.708381 + - n_obs, left node: 13 + + + -- upper cutpoint: 0.708381 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.708381 (0.000462105), N = 62 moving right + --- 0.708381 (0.00083045), N = 51 moving right + --- 0.708381 (0.00177954), N = 35 moving right + --- 0.708381 (0.00216989), N = 31 moving right + --- 0.708381 (0.00837999), N = 11 moving right + + -- best stat: 0.00837999, min to split: 0 + + -- p-values: + --- column 1: 0*** [+1 to VI numerator] + --- column 55: 0.95546 + --- column 0: 0*** [+1 to VI numerator] + --- column 53: 0.203135 + --- column 123: 0.0554818 + --- column 75: 0.196217 + --- column 47: 0.973392 + --- column 51: 0.518047 + --- column 68: 0.369852 + --- column 43: 0.321524 + --- column 89: 0.924438 + --- column 11: 0.944872 + +-- node 43 was split into node 69 (left) and 70 (right) + +-- sprouting node 44 into a leaf (N = 11) + +-- attempting to split node 45 (N = 47, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 27 49 12 16 59 + + + -- linear combo weights (showing up to 5) + + -9.4533 -4.7984 -4.9060 0.3585 4.2112 + + + + -- lower cutpoint: -1.00412 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.6647 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.00412 (17.7417), N = 37 moving right + --- 4.17677 (50.0516), N = 29 moving right + --- 5.07446 (59.3634), N = 27 moving right + --- 6.31871 (99.6484), N = 21 moving right + --- 11.0796 (51.6587), N = 15 moving right + + -- best stat: 99.6484, min to split: 0 + + -- p-values: + --- column 27: 0.0459002* + --- column 49: 0.446425 + --- column 12: 0.577198 + --- column 16: 0.974236 + --- column 59: 0.348163 + --- column 10: 0.92878 + --- column 31: 0.459325 + --- column 39: 0.0559232 + --- column 36: 0.388434 + --- column 58: 0.451254 + +-- node 45 was split into node 71 (left) and 72 (right) + +-- sprouting node 46 into a leaf (N = 17) + +-- attempting to split node 47 (N = 166, try number 1) + + -- N obs (unweighted): 98 + -- columns sampled (showing up to 5) + + 90 68 35 1 32 + + + -- linear combo weights (showing up to 5) + + 2.3124 -9.0737 -6.3558 1.6606 2.0464 + + + + -- lower cutpoint: -9.46704 + - n_obs, left node: 12 + + + -- upper cutpoint: 9.47056 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.743631 (16.7022), N = 120 moving right + --- 1.22511 (20.623), N = 95 moving right + --- 4.43488 (27.7045), N = 51 moving right + --- 6.56071 (22.0723), N = 22 moving right + --- 9.47056 (16.0979), N = 10 moving right + + -- best stat: 27.7045, min to split: 0 + + -- p-values: + --- column 90: 0.364371 + --- column 68: 0.299667 + --- column 35: 0.10664 + --- column 1: 0.482024 + --- column 32: 0.637992 + --- column 23: 0.022118* + --- column 97: 0.881806 + --- column 5: 0.90923 + --- column 39: 0.504512 + --- column 76: 0.243144 + --- column 70: 0.277337 + --- column 45: 0.388431 + +-- node 47 was split into node 73 (left) and 74 (right) + +-- attempting to split node 48 (N = 231, try number 1) + + -- N obs (unweighted): 142 + -- columns sampled (showing up to 5) + + 41 6 33 97 39 + + + -- linear combo weights (showing up to 5) + + 2.4327 -1.1289 -8.5521 2.6793 2.2079 + + + + -- lower cutpoint: -7.14225 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.6106 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.74122 (1.55928), N = 220 moving right + --- 2.57868 (22.6304), N = 149 moving right + --- 4.06006 (21.7369), N = 131 moving right + --- 6.60457 (24.8889), N = 86 moving right + --- 8.13359 (24.4388), N = 57 moving right + + -- best stat: 24.8889, min to split: 0 + + -- p-values: + --- column 41: 0.267802 + --- column 6: 0.620704 + --- column 33: 0.00173278** [+1 to VI numerator] + --- column 97: 0.125662 + --- column 39: 0.520542 + --- column 1: 0.0693826 + --- column 50: 0.194203 + --- column 29: 0.0463563* + --- column 71: 0.762672 + --- column 103: 0.411688 + --- column 69: 0.164945 + --- column 51: 0.755 + +-- node 48 was split into node 75 (left) and 76 (right) + +-- attempting to split node 49 (N = 26, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 9 55 99 79 + + + -- linear combo weights (showing up to 5) + + -11.7252 1.9529 -42.4041 -3.0244 + + + + -- lower cutpoint: 6.0745 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.40616 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.0745 (128.712), N = 15 moving right + --- 6.2914 (17.1976), N = 11 moving right + --- 6.40616 (31.6429), N = 10 moving right + + -- best stat: 128.712, min to split: 0 + + -- p-values: + --- column 9: 0.255686 + --- column 55: 0.676964 + --- column 99: 0.36614 + --- column 79: 0.627491 + +-- node 49 was split into node 77 (left) and 78 (right) + +-- attempting to split node 50 (N = 106, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 116 120 113 80 91 + + + -- linear combo weights (showing up to 5) + + -4.0098 -2.8094 4.3977 6.7262 3.8209 + + + + -- lower cutpoint: -18.538 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.29852 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.3648 (37.8513), N = 77 moving right + --- -8.4925 (23.8485), N = 67 moving right + --- -6.90382 (21.6571), N = 58 moving right + --- -4.08103 (19.9586), N = 39 moving right + --- -2.14169 (16.6063), N = 32 moving right + + -- best stat: 37.8513, min to split: 0 + + -- p-values: + --- column 116: 0.383845 + --- column 120: 0.674113 + --- column 113: 0.681499 + --- column 80: 0.0228826* + --- column 91: 0.0652571 + --- column 100: 0.784186 + --- column 14: 0.27292 + --- column 46: 0.000618104*** [+1 to VI numerator] + --- column 65: 0.748362 + --- column 66: 0.85085 + --- column 93: 0.0290472* + --- column 38: 0.431327 + +-- node 50 was split into node 79 (left) and 80 (right) + +-- attempting to split node 51 (N = 25, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 53 25 21 62 + + + -- linear combo weights (showing up to 5) + + 1.6521 3.1701 0.0093 -1.9044 + + + + -- lower cutpoint: 0.0725065 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.20942 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0725065 (5.3465), N = 13 moving right + --- 0.757951 (5.81548), N = 12 moving right + --- 1.87175 (6.7998), N = 11 moving right + --- 2.20942 (5.84107), N = 10 moving right + + -- best stat: 6.7998, min to split: 0 + + -- p-values: + --- column 53: 0.660163 + --- column 25: 0.163354 + --- column 21: 0.997274 + --- column 62: 0.652957 + +-- node 51 was split into node 81 (left) and 82 (right) + +-- attempting to split node 52 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 66 9 121 114 + + + -- linear combo weights (showing up to 5) + + -6.2923 -4.4097 21.5272 -21.0121 + + + + -- lower cutpoint: 3.09902 + - n_obs, left node: 13 + + + -- upper cutpoint: 2.53074 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 52 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 87 45 85 32 + + + -- linear combo weights (showing up to 5) + + -5.6450 8.9408 -2.0097 -5.7186 + + + + -- lower cutpoint: -3.02235 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.02235 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.02235 (69.7225), N = 10 moving right + + -- best stat: 69.7225, min to split: 0 + + -- p-values: + --- column 87: 0.514174 + --- column 45: 0.128326 + --- column 85: 0.813306 + --- column 32: 0.342768 + +-- node 52 was split into node 83 (left) and 84 (right) + +-- attempting to split node 53 (N = 24, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 4 39 61 125 49 + + + -- linear combo weights (showing up to 5) + + 4.1413 -0.0321 6.0938 0.5004 3.7234 + + + + -- lower cutpoint: 4.2022 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.26781 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 4.2022 (34.7981), N = 13 moving right + --- 4.2869 (31.6406), N = 12 moving right + --- 5.26781 (62.3334), N = 10 moving right + + -- best stat: 62.3334, min to split: 0 + + -- p-values: + --- column 4: 0.452144 + --- column 39: 0.996691 + --- column 61: 0.158381 + --- column 125: 0.939888 + --- column 49: 0.41709 + +-- node 53 was split into node 85 (left) and 86 (right) + +-- attempting to split node 54 (N = 58, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 45 39 118 61 114 + + + -- linear combo weights (showing up to 5) + + -5.9835 2.5347 0.2496 2.0484 43.6240 + + + + -- lower cutpoint: 35.3968 + - n_obs, left node: 10 + + + -- upper cutpoint: 48.0282 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 35.3968 (27.1734), N = 48 moving right + --- 40.0522 (22.2759), N = 32 moving right + --- 42.3162 (22.8758), N = 28 moving right + --- 42.9231 (21.4517), N = 22 moving right + --- 46.2442 (17.6634), N = 14 moving right + + -- best stat: 27.1734, min to split: 0 + + -- p-values: + --- column 45: 0.0173206* + --- column 39: 0.307658 + --- column 118: 0.90051 + --- column 61: 0.417869 + --- column 114: 0.59145 + --- column 36: 0.3627 + --- column 103: 0.594373 + --- column 85: 0.314173 + --- column 29: 0.980466 + --- column 116: 0.279289 + --- column 110: 0.579387 + --- column 19: 0.778157 + +-- node 54 was split into node 87 (left) and 88 (right) + +-- attempting to split node 55 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 60 82 108 73 + + + -- linear combo weights (showing up to 5) + + 1.5027 3.4934 -0.6063 1.0859 + + + + -- lower cutpoint: 2.20709 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.99445 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 55 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 71 26 82 38 + + + -- linear combo weights (showing up to 5) + + -2.3278 -1.0748 3.9769 -0.8071 + + + + -- lower cutpoint: 3.40017 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.06323 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 55 (N = 20, try number 3) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 60 97 74 100 + + + -- linear combo weights (showing up to 5) + + 7.2308 -5.4004 -55.9545 28.7821 + + + + -- lower cutpoint: 2.37174 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.36974 + - n_obs, right node: 13 + + -- Could not find valid cut-points + -- no cutpoints identified +-- sprouting node 55 into a leaf (N = 20) + +-- attempting to split node 56 (N = 28, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 48 64 15 83 81 + + + -- linear combo weights (showing up to 5) + + 21.1416 23.8428 -5.6013 -13.7851 0.1363 + + + + -- lower cutpoint: -12.1576 + - n_obs, left node: 10 + + + -- upper cutpoint: -8.52859 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -11.7305 (3.65481), N = 17 moving right + --- -10.9056 (4.20929), N = 16 moving right + --- -9.71771 (4.83778), N = 15 moving right + --- -8.6258 (6.38503), N = 13 moving right + --- -8.52859 (27.612), N = 11 moving right + + -- best stat: 27.612, min to split: 0 + + -- p-values: + --- column 48: 0.095117 + --- column 64: 0.0784799 + --- column 15: 0.628837 + --- column 83: 0.183454 + --- column 81: 0.972138 + +-- node 56 was split into node 89 (left) and 90 (right) + +-- attempting to split node 57 (N = 48, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 14 25 21 80 11 + + + -- linear combo weights (showing up to 5) + + 2.9282 4.6117 -13.4227 -0.2060 1.9125 + + + + -- lower cutpoint: 5.25774 + - n_obs, left node: 11 + + + -- upper cutpoint: 12.7112 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.44338 (68.9524), N = 34 moving right + --- 5.79583 (56.0035), N = 32 moving right + --- 9.48157 (43.0583), N = 27 moving right + --- 10.8541 (11.4524), N = 14 moving right + --- 11.8311 (10.5905), N = 13 moving right + + -- best stat: 68.9524, min to split: 0 + + -- p-values: + --- column 14: 0.281503 + --- column 25: 0.449095 + --- column 21: 0.0156844* + --- column 80: 0.969891 + --- column 11: 0.706926 + --- column 57: 0.475355 + --- column 104: 0.930573 + --- column 70: 0.503313 + --- column 39: 0.370293 + --- column 124: 0.836022 + +-- node 57 was split into node 91 (left) and 92 (right) + +-- attempting to split node 58 (N = 188, try number 1) + + -- N obs (unweighted): 124 + -- columns sampled (showing up to 5) + + 8 1 115 46 109 + + + -- linear combo weights (showing up to 5) + + 0.2768 -0.7501 -17.1386 3.3161 20.4997 + + + + -- lower cutpoint: -1.93715 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.0849 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.24927 (1.83701), N = 149 moving right + --- 2.2427 (4.16466), N = 134 moving right + --- 4.18565 (4.03821), N = 88 moving right + --- 4.36616 (10.5924), N = 75 moving right + --- 6.12428 (7.36893), N = 60 moving right + + -- best stat: 10.5924, min to split: 0 + + -- p-values: + --- column 8: 0.893526 + --- column 1: 0.50372 + --- column 115: 0.812527 + --- column 46: 0.139817 + --- column 109: 0.834708 + --- column 57: 0.822053 + --- column 2: 0.171498 + --- column 65: 0.526471 + --- column 114: 0.780258 + --- column 83: 0.0446403* + --- column 72: 0.545094 + --- column 119: 0.854791 + +-- node 58 was split into node 93 (left) and 94 (right) + +-- attempting to split node 59 (N = 85, try number 1) + + -- N obs (unweighted): 51 + -- columns sampled (showing up to 5) + + 104 57 51 100 121 + + + -- linear combo weights (showing up to 5) + + 1.7281 -0.7940 -1.3922 11.9246 -9.7766 + + + + -- lower cutpoint: -2.93666 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.57364 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.60353 (1.31574), N = 68 moving right + --- -1.26132 (0.0332165), N = 62 moving right + --- -1.25948 (0.127393), N = 60 moving right + --- -0.827168 (0.0362018), N = 58 moving right + --- 3.18013 (1.38408), N = 17 moving right + + -- best stat: 1.38408, min to split: 0 + + -- p-values: + --- column 104: 0.909171 + --- column 57: 0.733399 + --- column 51: 0.719951 + --- column 100: 0.534124 + --- column 121: 0.589744 + --- column 96: 0.402987 + --- column 27: 0.817446 + --- column 66: 0.96493 + --- column 67: 0.710339 + --- column 125: 0.758856 + --- column 73: 0.658064 + --- column 112: 0.703783 + +-- node 59 was split into node 95 (left) and 96 (right) + +-- attempting to split node 60 (N = 43, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 34 13 85 7 116 + + + -- linear combo weights (showing up to 5) + + 8.0764 -17.9900 0.1191 -11.1808 -6.2538 + + + + -- lower cutpoint: 6.16419 + - n_obs, left node: 12 + + + -- upper cutpoint: 13.6999 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.46723 (23.7001), N = 29 moving right + --- 6.85783 (28.2823), N = 27 moving right + --- 9.88018 (23.3241), N = 20 moving right + --- 12.1796 (29.9142), N = 18 moving right + --- 13.5332 (54.4709), N = 12 moving right + + -- best stat: 54.4709, min to split: 0 + + -- p-values: + --- column 34: 0.124726 + --- column 13: 0.668486 + --- column 85: 0.980376 + --- column 7: 0.200377 + --- column 116: 0.304818 + --- column 27: 0.515197 + --- column 72: 0.994089 + --- column 14: 0.971178 + +-- node 60 was split into node 97 (left) and 98 (right) + +-- attempting to split node 61 (N = 140, try number 1) + + -- N obs (unweighted): 89 + -- columns sampled (showing up to 5) + + 92 8 89 68 71 + + + -- linear combo weights (showing up to 5) + + 11.8473 -0.0917 -1.0303 0.8666 -0.5582 + + + + -- lower cutpoint: -8.46908 + - n_obs, left node: 11 + + + -- upper cutpoint: 11.4343 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.25781 (30.6726), N = 83 moving right + --- 0.137724 (31.0096), N = 71 moving right + --- 3.30955 (33.5364), N = 52 moving right + --- 6.53718 (37.5491), N = 29 moving right + --- 6.97251 (35.8273), N = 26 moving right + + -- best stat: 37.5491, min to split: 0 + + -- p-values: + --- column 92: 0.122039 + --- column 8: 0.97544 + --- column 89: 0.451027 + --- column 68: 0.763723 + --- column 71: 0.873652 + --- column 98: 0.0621872 + --- column 80: 0.0205974* + --- column 101: 0.473063 + --- column 86: 0.182062 + --- column 14: 0.541362 + --- column 109: 0.0672631 + --- column 0: 0.000277602*** [+1 to VI numerator] + +-- node 61 was split into node 99 (left) and 100 (right) + +-- attempting to split node 62 (N = 39, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 81 76 2 36 11 + + + -- linear combo weights (showing up to 5) + + 1.5270 -1.8744 1.3484 3.0848 -19.0134 + + + + -- lower cutpoint: -50.9778 + - n_obs, left node: 11 + + + -- upper cutpoint: -46.253 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -50.9778 (14.1099), N = 28 moving right + --- -49.1057 (23.6348), N = 19 moving right + --- -47.8836 (15.0355), N = 16 moving right + --- -46.3261 (5.2148), N = 11 moving right + --- -46.253 (7.49308), N = 10 moving right + + -- best stat: 23.6348, min to split: 0 + + -- p-values: + --- column 81: 0.553235 + --- column 76: 0.754514 + --- column 2: 0.610462 + --- column 36: 0.409931 + --- column 11: 0.165424 + --- column 26: 0.668725 + --- column 6: 0.40718 + --- column 99: 0.489165 + --- column 121: 0.537373 + +-- node 62 was split into node 101 (left) and 102 (right) + +-- attempting to split node 63 (N = 108, try number 1) + + -- N obs (unweighted): 68 + -- columns sampled (showing up to 5) + + 104 109 69 3 91 + + + -- linear combo weights (showing up to 5) + + 15.3194 14.1045 -1.6031 -27.6824 -0.3846 + + + + -- lower cutpoint: -23.6334 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.9322 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -22.5967 (9.32654), N = 89 moving right + --- -22.4331 (11.4683), N = 87 moving right + --- -21.253 (3.16898), N = 81 moving right + --- -19.1973 (5.86806), N = 60 moving right + --- -18.7842 (15.926), N = 54 moving right + + -- best stat: 15.926, min to split: 0 + + -- p-values: + --- column 104: 0.494443 + --- column 109: 0.184692 + --- column 69: 0.616009 + --- column 3: 0.126599 + --- column 91: 0.885792 + --- column 54: 0.232071 + --- column 25: 0.392512 + --- column 88: 0.150155 + --- column 124: 0.303728 + --- column 116: 0.730111 + --- column 31: 0.832096 + --- column 117: 0.504386 + +-- node 63 was split into node 103 (left) and 104 (right) + +-- attempting to split node 64 (N = 29, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 94 72 111 119 26 + + + -- linear combo weights (showing up to 5) + + 2.7554 4.3516 -0.3514 -4.0002 1.0128 + + + + -- lower cutpoint: -3.60644 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.50815 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.60644 (7.93464), N = 19 moving right + --- -3.55683 (10.3688), N = 18 moving right + --- -3.13368 (11.0821), N = 14 moving right + --- -2.82282 (8.77573), N = 13 moving right + --- -2.7871 (6.78604), N = 12 moving right + + -- best stat: 11.0821, min to split: 0 + + -- p-values: + --- column 94: 0.626361 + --- column 72: 0.154431 + --- column 111: 0.969994 + --- column 119: 0.656403 + --- column 26: 0.619342 + --- column 18: 0.270358 + --- column 50: 0.664465 + --- column 13: 0.786462 + +-- node 64 was split into node 105 (left) and 106 (right) + +-- attempting to split node 65 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 39 66 109 23 101 + + + -- linear combo weights (showing up to 5) + + 4.5877 -1.0266 -1.6466 -0.0150 -5.7538 + + + + -- lower cutpoint: -0.59427 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.11101 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.149951 (1.23401), N = 20 moving right + --- 1.18319 (0.543098), N = 15 moving right + --- 1.92576 (8.57455), N = 13 moving right + --- 2.49703 (13.3438), N = 12 moving right + --- 3.11101 (26.1982), N = 10 moving right + + -- best stat: 26.1982, min to split: 0 + + -- p-values: + --- column 39: 0.465044 + --- column 66: 0.893319 + --- column 109: 0.842823 + --- column 23: 0.998393 + --- column 101: 0.329347 + --- column 73: 0.928393 + +-- node 65 was split into node 107 (left) and 108 (right) + +-- attempting to split node 66 (N = 117, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 122 19 13 107 105 + + + -- linear combo weights (showing up to 5) + + 4.8345 -0.4920 -0.4357 15.9242 -8.0678 + + + + -- lower cutpoint: -6.99604 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.85053 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.71257 (4.42506), N = 102 moving right + --- -6.49957 (4.16242), N = 100 moving right + --- -5.70688 (3.238), N = 96 moving right + --- -3.79783 (3.48254), N = 76 moving right + --- -3.0316 (8.42779), N = 65 moving right + + -- best stat: 8.42779, min to split: 0 + + -- p-values: + --- column 122: 0.624414 + --- column 19: 0.689623 + --- column 13: 0.946713 + --- column 107: 0.507601 + --- column 105: 0.601407 + --- column 82: 0.17525 + --- column 38: 0.69039 + --- column 37: 0.0840161 + --- column 118: 0.881943 + --- column 81: 0.761792 + --- column 103: 0.994664 + --- column 94: 0.608221 + +-- node 66 was split into node 109 (left) and 110 (right) + +-- sprouting node 67 into a leaf (N = 14) + +-- attempting to split node 68 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 42 77 58 62 34 + + + -- linear combo weights (showing up to 5) + + -0.0912 -0.9424 0.7795 -0.0249 1.7204 + + + + -- lower cutpoint: -1.5198 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0894193 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.5198 (0.0360438), N = 24 moving right + --- -1.26803 (0.0471846), N = 22 moving right + --- -1.26264 (0.144248), N = 19 moving right + --- -0.424363 (0.271784), N = 12 moving right + --- -0.161642 (0.303637), N = 11 moving right + + -- best stat: 0.303637, min to split: 0 + + -- p-values: + --- column 42: 0.888203 + --- column 77: 0.134819 + --- column 58: 0.648209 + --- column 62: 0.989647 + --- column 34: 0.0622856 + --- column 95: 0.989081 + --- column 26: 0.679176 + +-- node 68 was split into node 111 (left) and 112 (right) + +-- sprouting node 69 into a leaf (N = 74) + +-- sprouting node 70 into a leaf (N = 11) + +-- attempting to split node 71 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 105 116 74 52 20 + + + -- linear combo weights (showing up to 5) + + 1.8327 -1.9374 7.2404 -1.5197 0.8431 + + + + -- lower cutpoint: -1.45087 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.597832 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.45087 (4.003), N = 16 moving right + --- -0.938255 (3.65187), N = 14 moving right + --- -0.700507 (5.43988), N = 12 moving right + --- -0.597832 (7.96213), N = 10 moving right + + -- best stat: 7.96213, min to split: 0 + + -- p-values: + --- column 105: 0.558773 + --- column 116: 0.581077 + --- column 74: 0.62394 + --- column 52: 0.869363 + --- column 20: 0.753773 + +-- node 71 was split into node 113 (left) and 114 (right) + +-- attempting to split node 72 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 49 70 24 89 113 + + + -- linear combo weights (showing up to 5) + + 2.6213 -7.4104 -1.6759 -9.3770 -0.8225 + + + + -- lower cutpoint: -4.25391 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.25391 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.25391 (53.7667), N = 10 moving right + + -- best stat: 53.7667, min to split: 0 + + -- p-values: + --- column 49: 0.3298 + --- column 70: 0.0476781* + --- column 24: 0.537204 + --- column 89: 0.0234824* + --- column 113: 0.581277 + +-- node 72 was split into node 115 (left) and 116 (right) + +-- attempting to split node 73 (N = 115, try number 1) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 9 49 59 98 41 + + + -- linear combo weights (showing up to 5) + + -1.7222 -6.8740 -31.4784 -1.1378 -6.9311 + + + + -- lower cutpoint: -8.28785 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.96174 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.05134 (12.6064), N = 84 moving right + --- -0.676598 (13.3595), N = 79 moving right + --- 4.40559 (51.7998), N = 39 moving right + --- 4.92379 (50.5481), N = 38 moving right + --- 5.96769 (13.6068), N = 28 moving right + + -- best stat: 51.7998, min to split: 0 + + -- p-values: + --- column 9: 0.663568 + --- column 49: 0.101567 + --- column 59: 0.0495153* + --- column 98: 0.587667 + --- column 41: 0.0666028 + --- column 121: 0.43754 + --- column 119: 0.664043 + --- column 62: 0.0735514 + --- column 3: 0.443055 + --- column 100: 0.993167 + --- column 52: 0.635599 + --- column 17: 0.734474 + +-- node 73 was split into node 117 (left) and 118 (right) + +-- attempting to split node 74 (N = 51, try number 1) + + -- N obs (unweighted): 32 + -- columns sampled (showing up to 5) + + 44 95 53 94 5 + + + -- linear combo weights (showing up to 5) + + -6.1364 -1.0054 9.9597 -8.0223 -7.7739 + + + + -- lower cutpoint: -3.77905 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.92037 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.98914 (6.35707), N = 38 moving right + --- -2.07896 (20.2577), N = 35 moving right + --- -0.722247 (32.9135), N = 33 moving right + --- 0.474291 (24.5916), N = 24 moving right + --- 2.76788 (27.1385), N = 11 moving right + + -- best stat: 32.9135, min to split: 0 + + -- p-values: + --- column 44: 0.423378 + --- column 95: 0.870264 + --- column 53: 0.423212 + --- column 94: 0.546446 + --- column 5: 0.419112 + --- column 100: 0.33113 + --- column 32: 0.537995 + --- column 84: 0.765249 + --- column 2: 0.525483 + --- column 1: 0.628428 + +-- node 74 was split into node 119 (left) and 120 (right) + +-- attempting to split node 75 (N = 145, try number 1) + + -- N obs (unweighted): 93 + -- columns sampled (showing up to 5) + + 17 47 14 89 38 + + + -- linear combo weights (showing up to 5) + + 2.1855 3.7829 -1.4354 -0.6497 3.1202 + + + + -- lower cutpoint: -8.13908 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.4534 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.264334 (26.4349), N = 114 moving right + --- 3.57204 (30.5118), N = 71 moving right + --- 5.20295 (35.9759), N = 64 moving right + --- 7.7485 (28.6745), N = 40 moving right + --- 13.4534 (8.60142), N = 10 moving right + + -- best stat: 35.9759, min to split: 0 + + -- p-values: + --- column 17: 0.193374 + --- column 47: 0.190977 + --- column 14: 0.443632 + --- column 89: 0.754695 + --- column 38: 0.0885241 + --- column 95: 0.416898 + --- column 76: 0.0839725 + --- column 42: 0.0143383* + --- column 9: 0.0826895 + --- column 103: 0.912393 + --- column 104: 0.554899 + --- column 77: 0.475788 + +-- node 75 was split into node 121 (left) and 122 (right) + +-- attempting to split node 76 (N = 86, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 85 61 125 38 105 + + + -- linear combo weights (showing up to 5) + + -11.0192 11.6014 -3.9747 -2.0334 6.0018 + + + + -- lower cutpoint: -5.10682 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.69369 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.10682 (23.4299), N = 76 moving right + --- 0.479425 (13.2969), N = 55 moving right + --- 4.28965 (15.3314), N = 26 moving right + --- 6.34036 (9.73288), N = 17 moving right + --- 7.50684 (3.66775), N = 12 moving right + + -- best stat: 23.4299, min to split: 0 + + -- p-values: + --- column 85: 0.466319 + --- column 61: 0.275905 + --- column 125: 0.484789 + --- column 38: 0.615082 + --- column 105: 0.102349 + --- column 18: 0.892977 + --- column 57: 0.356178 + --- column 86: 0.998924 + --- column 110: 0.107202 + --- column 80: 0.338683 + --- column 92: 0.761127 + --- column 112: 0.97923 + +-- node 76 was split into node 123 (left) and 124 (right) + +-- sprouting node 77 into a leaf (N = 11) + +-- sprouting node 78 into a leaf (N = 15) + +-- attempting to split node 79 (N = 29, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 98 3 61 54 53 + + + -- linear combo weights (showing up to 5) + + 6.7834 -10.2297 -3.8677 97.8955 -7.5932 + + + + -- lower cutpoint: -26.2556 + - n_obs, left node: 11 + + + -- upper cutpoint: -16.8467 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -26.2556 (58.496), N = 18 moving right + --- -22.1307 (70.1023), N = 17 moving right + --- -21.9788 (80.6906), N = 16 moving right + --- -21.044 (71.4784), N = 15 moving right + --- -16.8467 (60.4234), N = 11 moving right + + -- best stat: 80.6906, min to split: 0 + + -- p-values: + --- column 98: 0.3019 + --- column 3: 0.576635 + --- column 61: 0.655272 + --- column 54: 0.227355 + --- column 53: 0.00755055** [+1 to VI numerator] + +-- node 79 was split into node 125 (left) and 126 (right) + +-- attempting to split node 80 (N = 77, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 35 34 93 100 114 + + + -- linear combo weights (showing up to 5) + + -0.0691 -1.8313 9.9640 3.5004 1.6031 + + + + -- lower cutpoint: -5.04126 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.27933 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.57593 (10.9407), N = 42 moving right + --- 0.556941 (4.63148), N = 19 moving right + --- 0.883906 (3.4638), N = 14 moving right + --- 1.10502 (1.93057), N = 12 moving right + --- 1.27933 (1.56078), N = 10 moving right + + -- best stat: 10.9407, min to split: 0 + + -- p-values: + --- column 35: 0.973632 + --- column 34: 0.435985 + --- column 93: 0.604482 + --- column 100: 0.812212 + --- column 114: 0.830406 + --- column 58: 0.836592 + --- column 55: 0.893409 + --- column 46: 0.954577 + --- column 68: 0.864309 + --- column 103: 0.604396 + --- column 104: 0.891548 + --- column 77: 0.93251 + +-- node 80 was split into node 127 (left) and 128 (right) + +-- sprouting node 81 into a leaf (N = 14) + +-- sprouting node 82 into a leaf (N = 11) + +-- sprouting node 83 into a leaf (N = 10) + +-- sprouting node 84 into a leaf (N = 10) + +-- sprouting node 85 into a leaf (N = 14) + +-- sprouting node 86 into a leaf (N = 10) + +-- sprouting node 87 into a leaf (N = 10) + +-- attempting to split node 88 (N = 48, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 102 9 0 6 50 + + + -- linear combo weights (showing up to 5) + + 1.7207 1.6892 1.0959 -0.7923 1.1865 + + + + -- lower cutpoint: -6.72496 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.430044 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.06944 (13.1113), N = 34 moving right + --- -5.83295 (12.8145), N = 32 moving right + --- -4.15764 (12.7574), N = 30 moving right + --- -1.5898 (20.8286), N = 20 moving right + --- -1.36087 (23.3795), N = 17 moving right + + -- best stat: 23.3795, min to split: 0 + + -- p-values: + --- column 102: 0.680328 + --- column 9: 0.544751 + --- column 0: 0.829755 + --- column 6: 0.570383 + --- column 50: 0.543941 + --- column 98: 0.376273 + --- column 67: 0.452209 + --- column 38: 0.0771008 + --- column 4: 0.194971 + --- column 123: 0.620472 + --- column 96: 0.295758 + +-- node 88 was split into node 129 (left) and 130 (right) + +-- sprouting node 89 into a leaf (N = 17) + +-- sprouting node 90 into a leaf (N = 11) + +-- sprouting node 91 into a leaf (N = 14) + +-- attempting to split node 92 (N = 34, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 7 78 105 33 113 + + + -- linear combo weights (showing up to 5) + + 0.0998 2.2335 1.5507 4.6540 -8.2006 + + + + -- lower cutpoint: 8.31456 + - n_obs, left node: 11 + + + -- upper cutpoint: 14.2534 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 9.10069 (30.7905), N = 19 moving right + --- 9.18631 (27.7171), N = 17 moving right + --- 12.0859 (15.5463), N = 13 moving right + --- 12.1077 (15.0622), N = 12 moving right + --- 14.2534 (7.66207), N = 10 moving right + + -- best stat: 30.7905, min to split: 0 + + -- p-values: + --- column 7: 0.981725 + --- column 78: 0.354169 + --- column 105: 0.746703 + --- column 33: 0.218868 + --- column 113: 0.606247 + --- column 36: 0.0976824 + --- column 6: 0.0365052* + +-- node 92 was split into node 131 (left) and 132 (right) + +-- attempting to split node 93 (N = 113, try number 1) + + -- N obs (unweighted): 77 + -- columns sampled (showing up to 5) + + 120 49 8 20 108 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 93 (N = 113, try number 2) + + -- N obs (unweighted): 77 + -- columns sampled (showing up to 5) + + 73 11 50 13 83 + + + -- linear combo weights (showing up to 5) + + 0.9626 1.7312 -0.6566 0.7807 -2.4791 + + + + -- lower cutpoint: 2.16325 + - n_obs, left node: 11 + + + -- upper cutpoint: 15.1046 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.16325 (30.758), N = 102 moving right + --- 4.98722 (20.1091), N = 92 moving right + --- 6.46758 (17.9095), N = 87 moving right + --- 9.31405 (11.1804), N = 64 moving right + --- 14.0622 (0.0573419), N = 20 moving right + + -- best stat: 30.758, min to split: 0 + + -- p-values: + --- column 73: 0.546785 + --- column 11: 0.420557 + --- column 50: 0.678997 + --- column 13: 0.931498 + --- column 83: 0.258 + --- column 118: 0.540627 + --- column 119: 0.799356 + --- column 21: 0.005388** [+1 to VI numerator] + --- column 120: 0.891652 + --- column 65: 0.0143599* + --- column 102: 0.498008 + --- column 49: 0.713425 + +-- node 93 was split into node 133 (left) and 134 (right) + +-- attempting to split node 94 (N = 75, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 109 103 76 42 7 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 94 (N = 75, try number 2) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 35 68 51 47 115 + + + -- linear combo weights (showing up to 5) + + -1.0116e+00 -2.9021e+00 -5.3746e+00 -1.1577e+00 -2.5178e+02 + + + + -- lower cutpoint: 78.8516 + - n_obs, left node: 10 + + + -- upper cutpoint: 94.547 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 80.6645 (50.5424), N = 53 moving right + --- 86.0918 (42.1283), N = 42 moving right + --- 86.9544 (47.3281), N = 38 moving right + --- 88.0778 (37.7111), N = 34 moving right + --- 91.9126 (14.2949), N = 21 moving right + + -- best stat: 50.5424, min to split: 0 + + -- p-values: + --- column 35: 0.804093 + --- column 68: 0.567243 + --- column 51: 0.0613098 + --- column 47: 0.828466 + --- column 115: 0.406723 + --- column 67: 0.566083 + --- column 92: 0.11928 + --- column 26: 0.21126 + --- column 38: 0.0878155 + --- column 84: 0.251059 + --- column 101: 0.301254 + --- column 27: 0.0802453 + +-- node 94 was split into node 135 (left) and 136 (right) + +-- attempting to split node 95 (N = 68, try number 1) + + -- N obs (unweighted): 42 + -- columns sampled (showing up to 5) + + 20 62 74 96 27 + + + -- linear combo weights (showing up to 5) + + 4.4650 -0.3126 1.0211 -2.9126 -1.0334 + + + + -- lower cutpoint: -4.306 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.32936 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.47453 (8.71568), N = 55 moving right + --- -0.022641 (0.00561991), N = 45 moving right + --- 1.97943 (11.8155), N = 30 moving right + --- 2.59297 (21.7511), N = 26 moving right + --- 4.06455 (11.5968), N = 13 moving right + + -- best stat: 21.7511, min to split: 0 + + -- p-values: + --- column 20: 0.648117 + --- column 62: 0.965666 + --- column 74: 0.954638 + --- column 96: 0.757506 + --- column 27: 0.675533 + --- column 13: 0.908203 + --- column 109: 0.393507 + --- column 121: 0.732324 + --- column 22: 0.771745 + --- column 39: 0.987763 + --- column 38: 0.793798 + --- column 98: 0.673012 + +-- node 95 was split into node 137 (left) and 138 (right) + +-- sprouting node 96 into a leaf (N = 17) + +-- attempting to split node 97 (N = 31, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 86 82 71 47 125 + + + -- linear combo weights (showing up to 5) + + 6.4202 -8.5157 -14.7645 -1.8435 -8.3726 + + + + -- lower cutpoint: 9.57451 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.1282 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 9.57451 (0.607007), N = 21 moving right + --- 10.0233 (1.22543), N = 20 moving right + --- 10.5248 (7.07116), N = 18 moving right + --- 12.1793 (6.68819), N = 15 moving right + --- 14.0639 (16.5627), N = 12 moving right + + -- best stat: 16.5627, min to split: 0 + + -- p-values: + --- column 86: 0.525306 + --- column 82: 0.402153 + --- column 71: 0.311971 + --- column 47: 0.895211 + --- column 125: 0.455673 + --- column 32: 0.608467 + +-- node 97 was split into node 139 (left) and 140 (right) + +-- sprouting node 98 into a leaf (N = 12) + +-- attempting to split node 99 (N = 111, try number 1) + + -- N obs (unweighted): 71 + -- columns sampled (showing up to 5) + + 113 31 50 48 77 + + + -- linear combo weights (showing up to 5) + + -0.5934 0.3608 -2.3863 -4.7614 -0.2105 + + + + -- lower cutpoint: -10.2211 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.7989 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.42477 (38.7028), N = 88 moving right + --- -6.04615 (20.896), N = 78 moving right + --- -4.22889 (19.5814), N = 60 moving right + --- -3.90778 (15.3166), N = 56 moving right + --- 1.22083 (0.264195), N = 20 moving right + + -- best stat: 38.7028, min to split: 0 + + -- p-values: + --- column 113: 0.934643 + --- column 31: 0.889801 + --- column 50: 0.310049 + --- column 48: 0.104266 + --- column 77: 0.926813 + --- column 66: 0.956872 + --- column 22: 0.0847815 + --- column 116: 0.384357 + --- column 14: 0.282506 + --- column 117: 0.431654 + --- column 12: 0.666732 + --- column 54: 0.931207 + +-- node 99 was split into node 141 (left) and 142 (right) + +-- attempting to split node 100 (N = 29, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 0 5 101 9 30 + + + -- linear combo weights (showing up to 5) + + 0.5509 0.8763 -1.4931 0.7321 -21.4688 + + + + -- lower cutpoint: -9.95384 + - n_obs, left node: 12 + + + -- upper cutpoint: -6.54705 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.95384 (19.8842), N = 17 moving right + --- -9.7164 (23.837), N = 16 moving right + --- -6.93861 (19.0323), N = 12 moving right + --- -6.79196 (24.0695), N = 11 moving right + --- -6.54705 (18.7952), N = 10 moving right + + -- best stat: 24.0695, min to split: 0 + + -- p-values: + --- column 0: 0.702127 + --- column 5: 0.899535 + --- column 101: 0.395379 + --- column 9: 0.697311 + --- column 30: 0.104652 + --- column 64: 0.129923 + +-- node 100 was split into node 143 (left) and 144 (right) + +-- attempting to split node 101 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 49 4 31 99 107 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 101 (N = 20, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 49 104 71 69 59 + + + -- linear combo weights (showing up to 5) + + 11.0543 -0.0809 16.6220 -4.4434 -14.8208 + + + + -- lower cutpoint: -4.12726 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.12726 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.12726 (17.64), N = 10 moving right + + -- best stat: 17.64, min to split: 0 + + -- p-values: + --- column 49: 0.109223 + --- column 104: 0.99271 + --- column 71: 0.203879 + --- column 69: 0.69865 + --- column 59: 0.430986 + +-- node 101 was split into node 145 (left) and 146 (right) + +-- sprouting node 102 into a leaf (N = 19) + +-- attempting to split node 103 (N = 54, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 34 31 19 66 77 + + + -- linear combo weights (showing up to 5) + + 2.7021 -7.6928 -12.0580 -27.8086 5.8416 + + + + -- lower cutpoint: -1.30806 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.0284 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.00371 (30.8371), N = 41 moving right + --- 3.65895 (51.2984), N = 32 moving right + --- 4.27756 (81.3835), N = 28 moving right + --- 5.93667 (66.4774), N = 24 moving right + --- 6.51835 (77.0905), N = 22 moving right + + -- best stat: 81.3835, min to split: 0 + + -- p-values: + --- column 34: 0.7772 + --- column 31: 0.371745 + --- column 19: 0.351606 + --- column 66: 0.434529 + --- column 77: 0.518965 + --- column 5: 0.935688 + --- column 92: 0.94642 + --- column 16: 0.126509 + --- column 71: 0.881026 + --- column 68: 0.776204 + --- column 67: 0.41772 + +-- node 103 was split into node 147 (left) and 148 (right) + +-- attempting to split node 104 (N = 54, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 41 105 30 8 21 + + + -- linear combo weights (showing up to 5) + + -2.1811 -23.4135 13.1929 -2.8607 6.4667 + + + + -- lower cutpoint: 12.564 + - n_obs, left node: 10 + + + -- upper cutpoint: 22.4323 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 13.1629 (6.64905), N = 42 moving right + --- 16.0315 (21.6243), N = 30 moving right + --- 18.7052 (19.4034), N = 19 moving right + --- 19.3568 (20.1972), N = 16 moving right + --- 22.2734 (12.1058), N = 12 moving right + + -- best stat: 21.6243, min to split: 0 + + -- p-values: + --- column 41: 0.634352 + --- column 105: 0.358871 + --- column 30: 0.204148 + --- column 8: 0.668983 + --- column 21: 0.163189 + --- column 5: 0.14282 + --- column 33: 0.583705 + --- column 38: 0.132056 + --- column 11: 0.684672 + --- column 84: 0.567465 + --- column 36: 0.314302 + +-- node 104 was split into node 149 (left) and 150 (right) + +-- sprouting node 105 into a leaf (N = 15) + +-- sprouting node 106 into a leaf (N = 14) + +-- attempting to split node 107 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 89 36 15 48 74 + + + -- linear combo weights (showing up to 5) + + 6.9147 7.5932 -4.8476 7.3244 3.0986 + + + + -- lower cutpoint: 0.685488 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.43793 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.685488 (9.7467), N = 13 moving right + --- 3.52438 (2.43667), N = 11 moving right + --- 4.43793 (2.14603), N = 10 moving right + + -- best stat: 9.7467, min to split: 0 + + -- p-values: + --- column 89: 0.0912598 + --- column 36: 0.322152 + --- column 15: 0.668945 + --- column 48: 0.255094 + --- column 74: 0.127802 + +-- node 107 was split into node 151 (left) and 152 (right) + +-- sprouting node 108 into a leaf (N = 10) + +-- attempting to split node 109 (N = 52, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 14 98 13 28 66 + + + -- linear combo weights (showing up to 5) + + 2.5771 1.0472 -2.0493 -4.5286 0.5849 + + + + -- lower cutpoint: -0.222851 + - n_obs, left node: 11 + + + -- upper cutpoint: 12.9542 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.3113 (34.3403), N = 35 moving right + --- 3.0971 (36.7976), N = 32 moving right + --- 5.13628 (33.9992), N = 28 moving right + --- 6.38132 (28.9016), N = 25 moving right + --- 8.52591 (19.3723), N = 18 moving right + + -- best stat: 36.7976, min to split: 0 + + -- p-values: + --- column 14: 0.372521 + --- column 98: 0.579707 + --- column 13: 0.85513 + --- column 28: 0.0638534 + --- column 66: 0.731955 + --- column 37: 0.133471 + --- column 70: 0.29766 + --- column 5: 0.424519 + --- column 78: 0.560428 + --- column 75: 0.220335 + --- column 81: 0.501585 + --- column 56: 0.00235616** [+1 to VI numerator] + +-- node 109 was split into node 153 (left) and 154 (right) + +-- attempting to split node 110 (N = 65, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 7 120 1 124 67 + + + -- linear combo weights (showing up to 5) + + 0.1598 -1.0977 4.7292 -0.8016 2.0862 + + + + -- lower cutpoint: -6.17136 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.24508 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.78263 (6.11611), N = 49 moving right + --- -2.71112 (15.5519), N = 45 moving right + --- -2.46763 (14.2567), N = 42 moving right + --- -0.336917 (10.8752), N = 29 moving right + --- 0.914128 (9.48933), N = 24 moving right + + -- best stat: 15.5519, min to split: 0 + + -- p-values: + --- column 7: 0.985549 + --- column 120: 0.943645 + --- column 1: 0.0832423 + --- column 124: 0.96139 + --- column 67: 0.480766 + --- column 42: 0.48045 + --- column 46: 0.712365 + --- column 92: 0.91782 + --- column 70: 0.820779 + --- column 22: 0.813151 + --- column 49: 0.348476 + --- column 54: 0.814384 + +-- node 110 was split into node 155 (left) and 156 (right) + +-- attempting to split node 111 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 53 7 122 41 + + + -- linear combo weights (showing up to 5) + + -0.1045 -1.0868 0.0286 -0.0380 + + + + -- lower cutpoint: 0.554757 + - n_obs, left node: 12 + + + -- upper cutpoint: 0.554757 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.554757 (0.00693132), N = 11 moving right + + -- best stat: 0.00693132, min to split: 0 + + -- p-values: + --- column 53: 0.324177 + --- column 7: 0.154208 + --- column 122: 0.453476 + --- column 41: 0.814832 + +-- node 111 was split into node 157 (left) and 158 (right) + +-- sprouting node 112 into a leaf (N = 11) + +-- sprouting node 113 into a leaf (N = 16) + +-- sprouting node 114 into a leaf (N = 10) + +-- sprouting node 115 into a leaf (N = 11) + +-- sprouting node 116 into a leaf (N = 10) + +-- attempting to split node 117 (N = 76, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 24 28 44 115 37 + + + -- linear combo weights (showing up to 5) + + -1.7982 -1.8653 -5.3228 -3.1494 -6.6712 + + + + -- lower cutpoint: -10.4205 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.43495 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.04442 (35.3613), N = 53 moving right + --- -3.11841 (28.4736), N = 50 moving right + --- -0.543609 (22.4047), N = 34 moving right + --- 0.528754 (16.1704), N = 28 moving right + --- 0.839711 (10.0177), N = 21 moving right + + -- best stat: 35.3613, min to split: 0 + + -- p-values: + --- column 24: 0.614448 + --- column 28: 0.462927 + --- column 44: 0.257129 + --- column 115: 0.0284578* + --- column 37: 0.0503867 + --- column 5: 0.691428 + --- column 107: 0.251662 + --- column 81: 0.690831 + --- column 106: 0.915688 + --- column 89: 0.929704 + --- column 49: 0.908664 + --- column 104: 0.501637 + +-- node 117 was split into node 159 (left) and 160 (right) + +-- attempting to split node 118 (N = 39, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 86 70 64 24 91 + + + -- linear combo weights (showing up to 5) + + -8.2303 -6.2504 -9.0683 1.5676 1.6070 + + + + -- lower cutpoint: -7.829 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.30929 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.829 (73.778), N = 28 moving right + --- -6.27249 (72.7594), N = 27 moving right + --- -3.32631 (98.8568), N = 21 moving right + --- 4.31658 (28.8021), N = 13 moving right + --- 5.55361 (31.773), N = 12 moving right + + -- best stat: 98.8568, min to split: 0 + + -- p-values: + --- column 86: 0.209569 + --- column 70: 0.122068 + --- column 64: 0.381909 + --- column 24: 0.841553 + --- column 91: 0.745957 + --- column 84: 0.760151 + --- column 25: 0.668538 + +-- node 118 was split into node 161 (left) and 162 (right) + +-- sprouting node 119 into a leaf (N = 18) + +-- attempting to split node 120 (N = 33, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 82 37 35 58 39 + + + -- linear combo weights (showing up to 5) + + 20.5647 -3.5137 -2.9996 7.2901 8.8227 + + + + -- lower cutpoint: -14.5223 + - n_obs, left node: 10 + + + -- upper cutpoint: -7.94375 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -13.3268 (36.7718), N = 22 moving right + --- -12.8519 (25.8607), N = 21 moving right + --- -10.9288 (5.39383), N = 17 moving right + --- -9.57267 (18.8987), N = 16 moving right + --- -9.56879 (28.8549), N = 12 moving right + + -- best stat: 36.7718, min to split: 0 + + -- p-values: + --- column 82: 0.398789 + --- column 37: 0.787484 + --- column 35: 0.769853 + --- column 58: 0.279116 + --- column 39: 0.552357 + --- column 12: 0.744387 + +-- node 120 was split into node 163 (left) and 164 (right) + +-- attempting to split node 121 (N = 81, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 76 41 36 50 118 + + + -- linear combo weights (showing up to 5) + + 0.0824 1.3911 2.9878 -3.3053 0.8162 + + + + -- lower cutpoint: -7.34028 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.46557 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.3228 (2.50634), N = 59 moving right + --- -3.0069 (5.66531), N = 47 moving right + --- -1.88889 (20.1564), N = 38 moving right + --- -1.18907 (32.297), N = 32 moving right + --- 2.9144 (27.7311), N = 18 moving right + + -- best stat: 32.297, min to split: 0 + + -- p-values: + --- column 76: 0.987608 + --- column 41: 0.918154 + --- column 36: 0.393536 + --- column 50: 0.170589 + --- column 118: 0.856125 + --- column 28: 0.855931 + --- column 109: 0.73448 + --- column 40: 0.965007 + --- column 44: 0.826626 + --- column 79: 0.703223 + --- column 81: 0.440352 + --- column 53: 0.383955 + +-- node 121 was split into node 165 (left) and 166 (right) + +-- attempting to split node 122 (N = 64, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 81 33 39 106 86 + + + -- linear combo weights (showing up to 5) + + 3.3341 -3.8537 -1.7390 1.5788 -6.7295 + + + + -- lower cutpoint: -3.23747 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.27425 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.11994 (37.5265), N = 49 moving right + --- -0.698637 (36.7778), N = 47 moving right + --- 1.42121 (20.2242), N = 37 moving right + --- 2.74984 (13.3419), N = 33 moving right + --- 3.5243 (3.58701), N = 26 moving right + + -- best stat: 37.5265, min to split: 0 + + -- p-values: + --- column 81: 0.422371 + --- column 33: 0.783789 + --- column 39: 0.791082 + --- column 106: 0.784026 + --- column 86: 0.254277 + --- column 32: 0.967124 + --- column 116: 0.869604 + --- column 10: 0.9706 + --- column 49: 0.287166 + --- column 27: 0.242288 + --- column 75: 0.673094 + --- column 72: 0.799998 + +-- node 122 was split into node 167 (left) and 168 (right) + +-- sprouting node 123 into a leaf (N = 10) + +-- attempting to split node 124 (N = 76, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 116 67 13 122 17 + + + -- linear combo weights (showing up to 5) + + 8.1005 -7.4146 -18.3084 2.0163 -2.2500 + + + + -- lower cutpoint: -7.80111 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.09081 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.43184 (37.5234), N = 59 moving right + --- -4.06557 (41.1463), N = 55 moving right + --- 1.42097 (13.6585), N = 35 moving right + --- 2.14383 (14.0502), N = 31 moving right + --- 7.45232 (6.38021), N = 12 moving right + + -- best stat: 41.1463, min to split: 0 + + -- p-values: + --- column 116: 0.212774 + --- column 67: 0.0932385 + --- column 13: 0.0642283 + --- column 122: 0.411071 + --- column 17: 0.379183 + --- column 99: 0.159724 + --- column 25: 0.700027 + --- column 113: 0.639286 + --- column 34: 0.121703 + --- column 103: 0.579793 + --- column 52: 0.169877 + --- column 7: 0.0336173* + +-- node 124 was split into node 169 (left) and 170 (right) + +-- sprouting node 125 into a leaf (N = 13) + +-- sprouting node 126 into a leaf (N = 16) + +-- attempting to split node 127 (N = 35, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 50 20 45 102 116 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 127 (N = 35, try number 2) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 28 52 120 21 117 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 127 (N = 35, try number 3) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 37 115 1 103 71 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 127 into a leaf (N = 35) + +-- attempting to split node 128 (N = 42, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 79 112 90 63 78 + + + -- linear combo weights (showing up to 5) + + 4.9462 0.5504 -1.5590 -0.4521 2.2706 + + + + -- lower cutpoint: 1.0432 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.53264 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.0432 (1.50352), N = 31 moving right + --- 2.82864 (1.03477), N = 24 moving right + --- 3.14615 (0.975186), N = 22 moving right + --- 3.29034 (0.93525), N = 20 moving right + --- 4.53264 (0.988225), N = 11 moving right + + -- best stat: 1.50352, min to split: 0 + + -- p-values: + --- column 79: 0.39504 + --- column 112: 0.546346 + --- column 90: 0.575058 + --- column 63: 0.866848 + --- column 78: 0.353542 + --- column 16: 0.272837 + --- column 74: 0.878752 + --- column 55: 0.881413 + --- column 71: 0.560505 + +-- node 128 was split into node 171 (left) and 172 (right) + +-- attempting to split node 129 (N = 31, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 44 109 99 24 34 + + + -- linear combo weights (showing up to 5) + + 4.4478 -1.5147 -0.8504 1.8352 -1.5151 + + + + -- lower cutpoint: -3.40368 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.608468 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.40368 (14.0582), N = 20 moving right + --- -1.42339 (20.2477), N = 15 moving right + --- -1.39584 (10.0724), N = 13 moving right + --- -1.19194 (7.05156), N = 11 moving right + --- -0.608468 (6.45102), N = 10 moving right + + -- best stat: 20.2477, min to split: 0 + + -- p-values: + --- column 44: 0.0660859 + --- column 109: 0.654833 + --- column 99: 0.950402 + --- column 24: 0.518762 + --- column 34: 0.648959 + --- column 102: 0.84499 + --- column 98: 0.24544 + +-- node 129 was split into node 173 (left) and 174 (right) + +-- sprouting node 130 into a leaf (N = 17) + +-- sprouting node 131 into a leaf (N = 15) + +-- sprouting node 132 into a leaf (N = 19) + +-- sprouting node 133 into a leaf (N = 11) + +-- attempting to split node 134 (N = 102, try number 1) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 73 109 110 57 82 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 134 (N = 102, try number 2) + + -- N obs (unweighted): 70 + -- columns sampled (showing up to 5) + + 79 3 52 19 107 + + + -- linear combo weights (showing up to 5) + + 1.3143 3.0518 -1.3125 -4.8629 -11.5598 + + + + -- lower cutpoint: -11.4899 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.17097 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -10.5629 (2.69561), N = 75 moving right + --- -9.0241 (5.37708), N = 63 moving right + --- -8.7387 (11.0281), N = 60 moving right + --- -7.20944 (11.2371), N = 38 moving right + --- -6.04513 (12.4271), N = 32 moving right + + -- best stat: 12.4271, min to split: 0 + + -- p-values: + --- column 79: 0.471918 + --- column 3: 0.738628 + --- column 52: 0.903659 + --- column 19: 0.205504 + --- column 107: 0.603788 + --- column 91: 0.873955 + --- column 43: 0.748571 + --- column 16: 0.0641008 + --- column 100: 0.605742 + --- column 84: 0.199342 + --- column 94: 0.56981 + --- column 68: 0.951058 + +-- node 134 was split into node 175 (left) and 176 (right) + +-- attempting to split node 135 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 116 113 45 27 + + + -- linear combo weights (showing up to 5) + + 24.9832 -23.1560 -2.5049 10.5164 + + + + -- lower cutpoint: -6.01279 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.5343 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.01279 (71.232), N = 12 moving right + --- -5.5343 (105.554), N = 10 moving right + + -- best stat: 105.554, min to split: 0 + + -- p-values: + --- column 116: 0.0304033* + --- column 113: 0.33553 + --- column 45: 0.577707 + --- column 27: 0.0228893* + +-- node 135 was split into node 177 (left) and 178 (right) + +-- attempting to split node 136 (N = 53, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 89 94 119 42 53 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 136 (N = 53, try number 2) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 83 3 108 14 47 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 136 (N = 53, try number 3) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 50 52 60 22 106 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- sprouting node 136 into a leaf (N = 53) + +-- attempting to split node 137 (N = 42, try number 1) + + -- N obs (unweighted): 25 + -- columns sampled (showing up to 5) + + 68 47 46 42 49 + + + -- linear combo weights (showing up to 5) + + 13.6851 65.7470 -67.3305 -3.4656 -4.7873 + + + + -- lower cutpoint: -8.04521 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.0532 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.04521 (23.2536), N = 31 moving right + --- -5.8721 (26.2626), N = 26 moving right + --- -4.23513 (35.3775), N = 25 moving right + --- 0.902501 (58.6806), N = 14 moving right + --- 5.04188 (65.7556), N = 12 moving right + + -- best stat: 65.7556, min to split: 0 + + -- p-values: + --- column 68: 0.175371 + --- column 47: 0.100673 + --- column 46: 0.108352 + --- column 42: 0.709241 + --- column 49: 0.567522 + --- column 19: 0.327338 + --- column 58: 0.555212 + --- column 14: 0.824024 + +-- node 137 was split into node 179 (left) and 180 (right) + +-- attempting to split node 138 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 122 69 43 95 51 + + + -- linear combo weights (showing up to 5) + + -4.5535 6.1365 14.4013 -12.8636 2.2642 + + + + -- lower cutpoint: -11.4373 + - n_obs, left node: 11 + + + -- upper cutpoint: -8.22353 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.4373 (54.255), N = 15 moving right + --- -11.2517 (66.4852), N = 13 moving right + --- -9.8286 (74.257), N = 12 moving right + --- -8.35125 (62.296), N = 11 moving right + --- -8.22353 (46.3077), N = 10 moving right + + -- best stat: 74.257, min to split: 0 + + -- p-values: + --- column 122: 0.157509 + --- column 69: 0.669945 + --- column 43: 0.0546884 + --- column 95: 0.0134731* + --- column 51: 0.600391 + +-- node 138 was split into node 181 (left) and 182 (right) + +-- sprouting node 139 into a leaf (N = 19) + +-- sprouting node 140 into a leaf (N = 12) + +-- attempting to split node 141 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 120 1 52 47 117 + + + -- linear combo weights (showing up to 5) + + -1.9844e+02 3.9083e+01 7.0086e+01 -1.2851e+01 1.4872e+01 + + + + -- lower cutpoint: -23.7611 + - n_obs, left node: 10 + + + -- upper cutpoint: -15.1427 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -23.7611 (97.0926), N = 13 moving right + --- -20.1276 (96.363), N = 12 moving right + --- -15.1427 (137.407), N = 10 moving right + + -- best stat: 137.407, min to split: 0 + + -- p-values: + --- column 120: 0.119639 + --- column 1: 0.0690321 + --- column 52: 0.241196 + --- column 47: 0.0630429 + --- column 117: 0.0322642* + +-- node 141 was split into node 183 (left) and 184 (right) + +-- attempting to split node 142 (N = 88, try number 1) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 13 97 100 82 95 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 142 (N = 88, try number 2) + + -- N obs (unweighted): 56 + -- columns sampled (showing up to 5) + + 98 7 85 64 69 + + + -- linear combo weights (showing up to 5) + + -3.3718 5.5849 -0.4927 11.5547 0.7014 + + + + -- lower cutpoint: 3.52746 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.6661 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.94457 (14.6129), N = 64 moving right + --- 7.52149 (15.02), N = 39 moving right + --- 8.07167 (15.3161), N = 35 moving right + --- 11.4112 (12.5524), N = 15 moving right + --- 11.5821 (14.3721), N = 14 moving right + + -- best stat: 15.3161, min to split: 0 + + -- p-values: + --- column 98: 0.0736297 + --- column 7: 0.189384 + --- column 85: 0.843047 + --- column 64: 0.0321776* + --- column 69: 0.836149 + --- column 45: 0.845399 + --- column 61: 0.0104192* + --- column 51: 0.5439 + --- column 41: 0.251905 + --- column 103: 0.130478 + --- column 111: 0.00657983** [+1 to VI numerator] + --- column 58: 0.801725 + +-- node 142 was split into node 185 (left) and 186 (right) + +-- sprouting node 143 into a leaf (N = 18) + +-- sprouting node 144 into a leaf (N = 11) + +-- sprouting node 145 into a leaf (N = 10) + +-- sprouting node 146 into a leaf (N = 10) + +-- attempting to split node 147 (N = 26, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 17 34 54 65 53 + + + -- linear combo weights (showing up to 5) + + 0.1607 0.0915 8.1391 -6.6808 11.5933 + + + + -- lower cutpoint: -5.07697 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.7389 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.07697 (41.7902), N = 15 moving right + --- -4.61543 (43.2398), N = 12 moving right + --- -4.21082 (59.3539), N = 11 moving right + --- -2.7389 (75.2025), N = 10 moving right + + -- best stat: 75.2025, min to split: 0 + + -- p-values: + --- column 17: 0.969697 + --- column 34: 0.990531 + --- column 54: 0.885968 + --- column 65: 0.513543 + --- column 53: 0.206558 + +-- node 147 was split into node 187 (left) and 188 (right) + +-- attempting to split node 148 (N = 28, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 50 94 21 84 30 + + + -- linear combo weights (showing up to 5) + + -5.3477 18.2479 -1.7519 -5.9085 -54.2026 + + + + -- lower cutpoint: -1.66689 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.28754 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.66689 (26.6867), N = 17 moving right + --- 0.558596 (21.146), N = 15 moving right + --- 2.12369 (14.8354), N = 13 moving right + --- 2.28754 (13.0274), N = 11 moving right + + -- best stat: 26.6867, min to split: 0 + + -- p-values: + --- column 50: 0.171277 + --- column 94: 0.388533 + --- column 21: 0.712048 + --- column 84: 0.684871 + --- column 30: 0.0839158 + --- column 6: 0.452639 + +-- node 148 was split into node 189 (left) and 190 (right) + +-- attempting to split node 149 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 3 90 83 106 6 + + + -- linear combo weights (showing up to 5) + + 15.3375 -0.6204 -10.3084 -25.9044 4.1487 + + + + -- lower cutpoint: 12.6474 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.2066 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 12.6474 (0.429018), N = 14 moving right + --- 12.7945 (0.221263), N = 13 moving right + --- 13.2066 (1.6684), N = 12 moving right + + -- best stat: 1.6684, min to split: 0 + + -- p-values: + --- column 3: 0.84027 + --- column 90: 0.934519 + --- column 83: 0.5537 + --- column 106: 0.912824 + --- column 6: 0.547799 + +-- node 149 was split into node 191 (left) and 192 (right) + +-- attempting to split node 150 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 107 90 102 56 40 + + + -- linear combo weights (showing up to 5) + + -3.7425 3.2642 3.1521 1.8527 -3.2571 + + + + -- lower cutpoint: -3.44054 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.20988 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.44054 (7.87394), N = 19 moving right + --- -3.40024 (12.6667), N = 16 moving right + --- -2.07663 (15.6817), N = 12 moving right + --- -1.90155 (16.9011), N = 11 moving right + --- -1.20988 (20.2672), N = 10 moving right + + -- best stat: 20.2672, min to split: 0 + + -- p-values: + --- column 107: 0.716338 + --- column 90: 0.135178 + --- column 102: 0.670289 + --- column 56: 0.171753 + --- column 40: 0.361864 + --- column 33: 0.238602 + +-- node 150 was split into node 193 (left) and 194 (right) + +-- sprouting node 151 into a leaf (N = 11) + +-- sprouting node 152 into a leaf (N = 13) + +-- attempting to split node 153 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 28 76 1 92 46 + + + -- linear combo weights (showing up to 5) + + 4.7238 1.8613 0.8002 22.5215 14.4720 + + + + -- lower cutpoint: 7.35377 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.35377 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.35377 (29.16), N = 10 moving right + + -- best stat: 29.16, min to split: 0 + + -- p-values: + --- column 28: 0.177086 + --- column 76: 0.520194 + --- column 1: 0.719496 + --- column 92: 0.182657 + --- column 46: 0.0419641* + +-- node 153 was split into node 195 (left) and 196 (right) + +-- attempting to split node 154 (N = 32, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 27 9 35 17 51 + + + -- linear combo weights (showing up to 5) + + -1.7034 2.0367 2.5368 -0.3884 0.5198 + + + + -- lower cutpoint: 1.88956 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.2762 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.798 (14.3782), N = 19 moving right + --- 3.74442 (13.8688), N = 15 moving right + --- 4.21916 (20.0537), N = 12 moving right + --- 5.11898 (14.7359), N = 11 moving right + --- 5.2762 (12.9192), N = 10 moving right + + -- best stat: 20.0537, min to split: 0 + + -- p-values: + --- column 27: 0.299498 + --- column 9: 0.0545487 + --- column 35: 0.184901 + --- column 17: 0.705887 + --- column 51: 0.693694 + --- column 84: 0.667495 + --- column 18: 0.0946404 + --- column 63: 0.860033 + +-- node 154 was split into node 197 (left) and 198 (right) + +-- attempting to split node 155 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 100 96 21 46 + + + -- linear combo weights (showing up to 5) + + 1.1463 3.8666 -0.2632 2.1543 + + + + -- lower cutpoint: 0.295972 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.295972 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.295972 (24.01), N = 10 moving right + + -- best stat: 24.01, min to split: 0 + + -- p-values: + --- column 100: 0.877561 + --- column 96: 0.435133 + --- column 21: 0.957586 + --- column 46: 0.839099 + +-- node 155 was split into node 199 (left) and 200 (right) + +-- attempting to split node 156 (N = 45, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 57 8 123 3 36 + + + -- linear combo weights (showing up to 5) + + 1.3776 -3.2948 12.0906 -6.4645 1.1867 + + + + -- lower cutpoint: -3.31044 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.362 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -3.31044 (7.25469), N = 34 moving right + --- -2.4085 (12.7232), N = 30 moving right + --- -1.54931 (7.34695), N = 26 moving right + --- -1.40786 (4.11366), N = 24 moving right + --- 0.231115 (2.0247), N = 17 moving right + + -- best stat: 12.7232, min to split: 0 + + -- p-values: + --- column 57: 0.487983 + --- column 8: 0.623207 + --- column 123: 0.500253 + --- column 3: 0.496303 + --- column 36: 0.520481 + --- column 27: 0.649944 + --- column 64: 0.571913 + --- column 102: 0.596386 + +-- node 156 was split into node 201 (left) and 202 (right) + +-- sprouting node 157 into a leaf (N = 12) + +-- sprouting node 158 into a leaf (N = 11) + +-- attempting to split node 159 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 116 64 105 37 + + + -- linear combo weights (showing up to 5) + + -0.7211 -15.7436 2.3470 -2.1367 + + + + -- lower cutpoint: 6.84452 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.24152 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.84452 (5.0618), N = 13 moving right + --- 6.95464 (3.93218), N = 11 moving right + --- 7.24152 (3.50561), N = 10 moving right + + -- best stat: 5.0618, min to split: 0 + + -- p-values: + --- column 116: 0.579008 + --- column 64: 0.316493 + --- column 105: 0.288606 + --- column 37: 0.631378 + +-- node 159 was split into node 203 (left) and 204 (right) + +-- attempting to split node 160 (N = 53, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 71 120 90 124 33 + + + -- linear combo weights (showing up to 5) + + 1.7139 -9.6001 3.3283 5.9879 0.5214 + + + + -- lower cutpoint: -12.2476 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.818029 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.5733 (35.7986), N = 42 moving right + --- -11.5488 (33.3164), N = 40 moving right + --- -4.73407 (34.4385), N = 25 moving right + --- -3.64159 (36.3129), N = 20 moving right + --- -0.818029 (13.7546), N = 10 moving right + + -- best stat: 36.3129, min to split: 0 + + -- p-values: + --- column 71: 0.84675 + --- column 120: 0.0137278* + --- column 90: 0.189255 + --- column 124: 0.395172 + --- column 33: 0.942495 + --- column 93: 0.0139069* + --- column 102: 0.544088 + --- column 98: 0.0262591* + --- column 76: 0.464815 + --- column 123: 0.163137 + +-- node 160 was split into node 205 (left) and 206 (right) + +-- sprouting node 161 into a leaf (N = 18) + +-- attempting to split node 162 (N = 21, try number 1) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 97 0 12 + + + -- linear combo weights (showing up to 5) + + -4.6455e+00 1.1519e+02 5.9636e-01 + + + + -- lower cutpoint: -30.8891 + - n_obs, left node: 12 + + + -- upper cutpoint: -33.833 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 162 (N = 21, try number 2) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 101 99 67 + + + -- linear combo weights (showing up to 5) + + 0 0 0 + + +-- attempting to split node 162 (N = 21, try number 3) + + -- N obs (unweighted): 9 + -- columns sampled (showing up to 5) + + 109 48 22 + + + -- linear combo weights (showing up to 5) + + 4.0543 7.7998 3.1961 + + + + -- lower cutpoint: -1.06361 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.06361 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.06361 (24.5818), N = 11 moving right + + -- best stat: 24.5818, min to split: 0 + + -- p-values: + --- column 109: 0.282831 + --- column 48: 0.0584193 + --- column 22: 0.561022 + +-- node 162 was split into node 207 (left) and 208 (right) + +-- sprouting node 163 into a leaf (N = 11) + +-- attempting to split node 164 (N = 22, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 0 37 58 5 + + + -- linear combo weights (showing up to 5) + + 2.3235 0.8018 6.2724 -0.4852 + + + + -- lower cutpoint: 1.35522 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.69075 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.35522 (27.3244), N = 11 moving right + --- 1.69075 (30.1821), N = 10 moving right + + -- best stat: 30.1821, min to split: 0 + + -- p-values: + --- column 0: 0.116665 + --- column 37: 0.874333 + --- column 58: 0.418833 + --- column 5: 0.869853 + +-- node 164 was split into node 209 (left) and 210 (right) + +-- attempting to split node 165 (N = 49, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 71 96 69 37 92 + + + -- linear combo weights (showing up to 5) + + 7.3865 5.1705 -4.4318 3.8749 -0.1466 + + + + -- lower cutpoint: -6.38179 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.08457 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.97663 (48.0845), N = 29 moving right + --- -1.06275 (48.3278), N = 26 moving right + --- 3.8392 (31.6255), N = 15 moving right + --- 4.33769 (33.4367), N = 14 moving right + --- 5.05881 (20.3266), N = 12 moving right + + -- best stat: 48.3278, min to split: 0 + + -- p-values: + --- column 71: 0.334405 + --- column 96: 0.203213 + --- column 69: 0.359668 + --- column 37: 0.290147 + --- column 92: 0.982193 + --- column 17: 0.173426 + --- column 114: 0.436643 + --- column 15: 0.331984 + --- column 79: 0.606754 + --- column 103: 0.764396 + +-- node 165 was split into node 211 (left) and 212 (right) + +-- attempting to split node 166 (N = 32, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 34 47 83 57 15 + + + -- linear combo weights (showing up to 5) + + 16.9774 -7.2132 -9.6710 -1.7245 3.5703 + + + + -- lower cutpoint: 3.92577 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.3683 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.92577 (50.3767), N = 21 moving right + --- 7.48707 (60.501), N = 20 moving right + --- 7.80987 (25.3339), N = 17 moving right + --- 8.02143 (16.8888), N = 15 moving right + --- 10.1222 (17.4169), N = 14 moving right + + -- best stat: 60.501, min to split: 0 + + -- p-values: + --- column 34: 0.101941 + --- column 47: 0.184354 + --- column 83: 0.326117 + --- column 57: 0.62889 + --- column 15: 0.719585 + --- column 116: 0.0895548 + +-- node 166 was split into node 213 (left) and 214 (right) + +-- sprouting node 167 into a leaf (N = 15) + +-- attempting to split node 168 (N = 49, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 63 15 120 65 42 + + + -- linear combo weights (showing up to 5) + + -8.1400 7.0495 -92.8314 0.8106 -1.3300 + + + + -- lower cutpoint: 1.12767 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.90017 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.12767 (40.8506), N = 38 moving right + --- 1.68487 (28.1583), N = 36 moving right + --- 3.47718 (20.5689), N = 29 moving right + --- 8.95818 (14.449), N = 14 moving right + --- 9.3614 (15.2423), N = 12 moving right + + -- best stat: 40.8506, min to split: 0 + + -- p-values: + --- column 63: 0.301992 + --- column 15: 0.164553 + --- column 120: 0.00383678** [+1 to VI numerator] + --- column 65: 0.884608 + --- column 42: 0.796951 + --- column 43: 0.719852 + --- column 27: 0.232062 + --- column 37: 0.272897 + --- column 30: 0.0167379* + --- column 121: 0.126005 + --- column 53: 0.399076 + +-- node 168 was split into node 215 (left) and 216 (right) + +-- attempting to split node 169 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 57 8 78 24 + + + -- linear combo weights (showing up to 5) + + -4.2300 -8.8881 5.4871 -1.5053 + + + + -- lower cutpoint: 4.10415 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.10415 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 4.10415 (4.08215), N = 11 moving right + + -- best stat: 4.08215, min to split: 0 + + -- p-values: + --- column 57: 0.320238 + --- column 8: 0.436361 + --- column 78: 0.407609 + --- column 24: 0.730599 + +-- node 169 was split into node 217 (left) and 218 (right) + +-- attempting to split node 170 (N = 55, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 68 5 113 79 44 + + + -- linear combo weights (showing up to 5) + + -8.3443 -4.4431 3.0509 7.3885 -5.0964 + + + + -- lower cutpoint: -9.23694 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.49754 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.94676 (19.9906), N = 43 moving right + --- -8.62039 (24.0229), N = 42 moving right + --- -8.524 (21.2687), N = 41 moving right + --- -6.81462 (13.2804), N = 36 moving right + --- -2.78893 (3.65643), N = 12 moving right + + -- best stat: 24.0229, min to split: 0 + + -- p-values: + --- column 68: 0.0713047 + --- column 5: 0.258187 + --- column 113: 0.653373 + --- column 79: 0.040881* + --- column 44: 0.308911 + --- column 66: 0.0535812 + --- column 50: 0.00629682** [+1 to VI numerator] + --- column 30: 0.549307 + --- column 14: 0.490595 + --- column 48: 0.0226287* + +-- node 170 was split into node 219 (left) and 220 (right) + +-- sprouting node 171 into a leaf (N = 11) + +-- attempting to split node 172 (N = 31, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 118 69 60 62 12 + + + -- linear combo weights (showing up to 5) + + 0.5507 -1.3750 0.5180 1.2691 2.2988 + + + + -- lower cutpoint: -2.71768 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.85138 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.71768 (0.146514), N = 20 moving right + --- -2.35293 (0.192392), N = 18 moving right + --- -2.26892 (0.284148), N = 15 moving right + --- -1.98014 (0.368847), N = 13 moving right + --- -1.85138 (0.484344), N = 11 moving right + + -- best stat: 0.484344, min to split: 0 + + -- p-values: + --- column 118: 0.660436 + --- column 69: 0.137066 + --- column 60: 0.951289 + --- column 62: 0.856828 + --- column 12: 0.0243719* + --- column 98: 0.966989 + +-- node 172 was split into node 221 (left) and 222 (right) + +-- sprouting node 173 into a leaf (N = 16) + +-- sprouting node 174 into a leaf (N = 15) + +-- attempting to split node 175 (N = 70, try number 1) + + -- N obs (unweighted): 49 + -- columns sampled (showing up to 5) + + 10 92 32 37 53 + + + -- linear combo weights (showing up to 5) + + 0.5431 -2.4937 -5.3161 2.0737 5.5160 + + + + -- lower cutpoint: 2.95044 + - n_obs, left node: 11 + + + -- upper cutpoint: 9.07872 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 3.63484 (6.86608), N = 57 moving right + --- 4.91194 (5.24093), N = 45 moving right + --- 7.16666 (5.86002), N = 30 moving right + --- 7.49699 (5.57765), N = 27 moving right + --- 8.93769 (1.61656), N = 12 moving right + + -- best stat: 6.86608, min to split: 0 + + -- p-values: + --- column 10: 0.778827 + --- column 92: 0.355775 + --- column 32: 0.419109 + --- column 37: 0.427759 + --- column 53: 0.253502 + --- column 100: 0.658522 + --- column 8: 0.629603 + --- column 34: 0.188532 + --- column 118: 0.0218545* + --- column 70: 0.952023 + --- column 75: 0.493835 + --- column 18: 0.185138 + +-- node 175 was split into node 223 (left) and 224 (right) + +-- attempting to split node 176 (N = 32, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 67 105 125 85 4 + + + -- linear combo weights (showing up to 5) + + 7.0468 -0.1418 -0.2670 -0.0382 -6.7404 + + + + -- lower cutpoint: 3.56937 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.56 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.94366 (0.592141), N = 19 moving right + --- 4.15955 (1.97754), N = 16 moving right + --- 4.66319 (7.58138), N = 15 moving right + --- 4.73975 (11.3323), N = 13 moving right + --- 5.56 (6.8724), N = 11 moving right + + -- best stat: 11.3323, min to split: 0 + + -- p-values: + --- column 67: 0.605377 + --- column 105: 0.953755 + --- column 125: 0.942161 + --- column 85: 0.99507 + --- column 4: 0.62655 + --- column 8: 0.721589 + --- column 52: 0.992711 + +-- node 176 was split into node 225 (left) and 226 (right) + +-- sprouting node 177 into a leaf (N = 12) + +-- sprouting node 178 into a leaf (N = 10) + +-- attempting to split node 179 (N = 30, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 5 119 37 34 6 + + + -- linear combo weights (showing up to 5) + + -18.2413 -30.3714 2.2511 7.7376 -8.9978 + + + + -- lower cutpoint: 12.3353 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.0946 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 12.3353 (17.2089), N = 20 moving right + --- 13.0069 (18.8636), N = 17 moving right + --- 13.7139 (47.7917), N = 14 moving right + --- 13.8324 (42.135), N = 12 moving right + --- 14.0946 (48.1984), N = 11 moving right + + -- best stat: 48.1984, min to split: 0 + + -- p-values: + --- column 5: 0.525939 + --- column 119: 0.545592 + --- column 37: 0.6703 + --- column 34: 0.44408 + --- column 6: 0.792584 + --- column 97: 0.305477 + +-- node 179 was split into node 227 (left) and 228 (right) + +-- sprouting node 180 into a leaf (N = 12) + +-- sprouting node 181 into a leaf (N = 14) + +-- sprouting node 182 into a leaf (N = 12) + +-- sprouting node 183 into a leaf (N = 13) + +-- sprouting node 184 into a leaf (N = 10) + +-- attempting to split node 185 (N = 53, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 17 81 66 22 33 + + + -- linear combo weights (showing up to 5) + + 2.4861 -1.1178 0.0724 1.2178 0.7820 + + + + -- lower cutpoint: -3.13717 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.45767 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.80025 (32.4246), N = 40 moving right + --- 0.785041 (15.3884), N = 29 moving right + --- 1.60958 (28.4419), N = 26 moving right + --- 1.83714 (20.8657), N = 24 moving right + --- 3.86714 (10.9163), N = 17 moving right + + -- best stat: 32.4246, min to split: 0 + + -- p-values: + --- column 17: 0.420641 + --- column 81: 0.662679 + --- column 66: 0.993357 + --- column 22: 0.86668 + --- column 33: 0.858204 + --- column 99: 0.00871145** [+1 to VI numerator] + --- column 118: 0.490644 + --- column 40: 0.594644 + --- column 94: 0.817322 + --- column 68: 0.715228 + --- column 8: 0.290627 + --- column 77: 0.827303 + +-- node 185 was split into node 229 (left) and 230 (right) + +-- attempting to split node 186 (N = 35, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 36 60 115 121 6 + + + -- linear combo weights (showing up to 5) + + -0.0265 -7.1091 8.4900 -4.6129 -12.4626 + + + + -- lower cutpoint: -10.2532 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.86071 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -8.8627 (19.5631), N = 22 moving right + --- -8.61478 (21.4434), N = 21 moving right + --- -7.58673 (19.7633), N = 20 moving right + --- -6.88657 (11.2189), N = 16 moving right + --- -6.30315 (13.9659), N = 13 moving right + + -- best stat: 21.4434, min to split: 0 + + -- p-values: + --- column 36: 0.986499 + --- column 60: 0.0123221* + --- column 115: 0.0708599 + --- column 121: 0.216655 + --- column 6: 0.0229483* + --- column 119: 0.809498 + +-- node 186 was split into node 231 (left) and 232 (right) + +-- sprouting node 187 into a leaf (N = 16) + +-- sprouting node 188 into a leaf (N = 10) + +-- sprouting node 189 into a leaf (N = 11) + +-- sprouting node 190 into a leaf (N = 17) + +-- sprouting node 191 into a leaf (N = 12) + +-- sprouting node 192 into a leaf (N = 12) + +-- attempting to split node 193 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 5 112 116 + + + -- linear combo weights (showing up to 5) + + -2.9373 -0.0836 6.1814 + + + + -- lower cutpoint: -1.3584 + - n_obs, left node: 14 + + + -- upper cutpoint: -1.47429 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 193 (N = 20, try number 2) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 78 2 98 + + + -- linear combo weights (showing up to 5) + + -0.5536 0.3147 1.1430 + + + + -- lower cutpoint: 0.644894 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.615602 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 193 (N = 20, try number 3) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 29 17 86 + + + -- linear combo weights (showing up to 5) + + 1.1097 0.0995 1.1087 + + + + -- lower cutpoint: -2.01674 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.01674 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.01674 (0.5625), N = 10 moving right + + -- best stat: 0.5625, min to split: 0 + + -- p-values: + --- column 29: 0.121493 + --- column 17: 0.916395 + --- column 86: 0.592178 + +-- node 193 was split into node 233 (left) and 234 (right) + +-- sprouting node 194 into a leaf (N = 10) + +-- sprouting node 195 into a leaf (N = 10) + +-- sprouting node 196 into a leaf (N = 10) + +-- attempting to split node 197 (N = 20, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 12 118 14 81 40 + + + -- linear combo weights (showing up to 5) + + -0.9996 -0.7032 0.3763 -4.0351 1.0086 + + + + -- lower cutpoint: 0.614526 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.614526 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.614526 (4), N = 10 moving right + + -- best stat: 4, min to split: 0 + + -- p-values: + --- column 12: 0.33666 + --- column 118: 0.419696 + --- column 14: 0.792136 + --- column 81: 0.0406133* + --- column 40: 0.553021 + +-- node 197 was split into node 235 (left) and 236 (right) + +-- sprouting node 198 into a leaf (N = 12) + +-- sprouting node 199 into a leaf (N = 10) + +-- sprouting node 200 into a leaf (N = 10) + +-- sprouting node 201 into a leaf (N = 15) + +-- attempting to split node 202 (N = 30, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 24 114 122 111 47 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 202 (N = 30, try number 2) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 91 15 67 107 95 + + + -- linear combo weights (showing up to 5) + + 0.8230 -0.2948 -0.9129 1.7726 2.4714 + + + + -- lower cutpoint: -1.59111 + - n_obs, left node: 11 + + + -- upper cutpoint: -0.0969 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.59111 (6.84862), N = 19 moving right + --- -1.30656 (8.77431), N = 16 moving right + --- -0.551341 (8.12698), N = 14 moving right + --- -0.186376 (7.78241), N = 12 moving right + --- -0.0969 (7.73556), N = 10 moving right + + -- best stat: 8.77431, min to split: 0 + + -- p-values: + --- column 91: 0.52968 + --- column 15: 0.838479 + --- column 67: 0.302269 + --- column 107: 0.237281 + --- column 95: 0.114309 + +-- node 202 was split into node 237 (left) and 238 (right) + +-- sprouting node 203 into a leaf (N = 10) + +-- sprouting node 204 into a leaf (N = 13) + +-- attempting to split node 205 (N = 33, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 19 70 123 35 0 + + + -- linear combo weights (showing up to 5) + + -3.0188 -8.8882 -2.6756 5.8738 6.4476 + + + + -- lower cutpoint: -11.9553 + - n_obs, left node: 11 + + + -- upper cutpoint: -7.67713 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -11.9553 (2), N = 22 moving right + --- -11.6948 (8.0103), N = 20 moving right + --- -9.9019 (2.10163), N = 16 moving right + --- -8.42089 (17.9753), N = 13 moving right + --- -7.67713 (27.7851), N = 11 moving right + + -- best stat: 27.7851, min to split: 0 + + -- p-values: + --- column 19: 0.610565 + --- column 70: 0.348903 + --- column 123: 0.328774 + --- column 35: 0.441191 + --- column 0: 0.43153 + --- column 43: 0.219302 + +-- node 205 was split into node 239 (left) and 240 (right) + +-- attempting to split node 206 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 7 86 118 4 + + + -- linear combo weights (showing up to 5) + + 14.7052 -11.7963 -4.1165 7.8796 + + + + -- lower cutpoint: -8.87145 + - n_obs, left node: 10 + + + -- upper cutpoint: -8.87145 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.87145 (14.0625), N = 10 moving right + + -- best stat: 14.0625, min to split: 0 + + -- p-values: + --- column 7: 0.132798 + --- column 86: 0.0801298 + --- column 118: 0.117999 + --- column 4: 0.124412 + +-- node 206 was split into node 241 (left) and 242 (right) + +-- sprouting node 207 into a leaf (N = 10) + +-- sprouting node 208 into a leaf (N = 11) + +-- sprouting node 209 into a leaf (N = 12) + +-- sprouting node 210 into a leaf (N = 10) + +-- attempting to split node 211 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 77 44 72 83 65 + + + -- linear combo weights (showing up to 5) + + 1.9674 2.3984 -3.9814 -15.2053 -3.3072 + + + + -- lower cutpoint: 11.4175 + - n_obs, left node: 12 + + + -- upper cutpoint: 11.4175 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 11.4175 (19.9404), N = 11 moving right + + -- best stat: 19.9404, min to split: 0 + + -- p-values: + --- column 77: 0.39863 + --- column 44: 0.73114 + --- column 72: 0.239013 + --- column 83: 0.160267 + --- column 65: 0.630345 + +-- node 211 was split into node 243 (left) and 244 (right) + +-- attempting to split node 212 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 28 12 27 19 37 + + + -- linear combo weights (showing up to 5) + + 9.0921 -3.1640 0.8972 1.3226 -0.1836 + + + + -- lower cutpoint: -7.17082 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.83577 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.17082 (23.2392), N = 15 moving right + --- -6.7405 (31.4854), N = 11 moving right + --- -4.83577 (24.5043), N = 10 moving right + + -- best stat: 31.4854, min to split: 0 + + -- p-values: + --- column 28: 0.198727 + --- column 12: 0.801626 + --- column 27: 0.743512 + --- column 19: 0.921522 + --- column 37: 0.971731 + +-- node 212 was split into node 245 (left) and 246 (right) + +-- sprouting node 213 into a leaf (N = 12) + +-- attempting to split node 214 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 1 73 25 67 + + + -- linear combo weights (showing up to 5) + + -7.8325 1.6858 4.7875 -7.3550 + + + + -- lower cutpoint: 6.45367 + - n_obs, left node: 13 + + + -- upper cutpoint: 6.04651 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 214 (N = 20, try number 2) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 118 54 81 16 + + + -- linear combo weights (showing up to 5) + + 1.3469 -11.9162 -1.1936 3.3324 + + + + -- lower cutpoint: 7.19925 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.19925 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.19925 (42.9025), N = 10 moving right + + -- best stat: 42.9025, min to split: 0 + + -- p-values: + --- column 118: 0.683227 + --- column 54: 0.646293 + --- column 81: 0.86077 + --- column 16: 0.338723 + +-- node 214 was split into node 247 (left) and 248 (right) + +-- sprouting node 215 into a leaf (N = 11) + +-- attempting to split node 216 (N = 38, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 116 31 53 36 75 + + + -- linear combo weights (showing up to 5) + + -3.9564 1.7603 5.1670 -1.1347 3.7019 + + + + -- lower cutpoint: -6.34132 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.370486 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.34132 (17.5), N = 28 moving right + --- -4.6472 (18.6057), N = 21 moving right + --- -4.59723 (17.7778), N = 18 moving right + --- -3.64909 (16.8438), N = 16 moving right + --- -0.370486 (16.5143), N = 10 moving right + + -- best stat: 18.6057, min to split: 0 + + -- p-values: + --- column 116: 0.0689436 + --- column 31: 0.711401 + --- column 53: 0.442667 + --- column 36: 0.666188 + --- column 75: 0.0562453 + --- column 7: 0.202096 + --- column 66: 0.933018 + --- column 122: 0.148705 + +-- node 216 was split into node 249 (left) and 250 (right) + +-- sprouting node 217 into a leaf (N = 10) + +-- sprouting node 218 into a leaf (N = 11) + +-- sprouting node 219 into a leaf (N = 13) + +-- attempting to split node 220 (N = 42, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 65 85 117 12 116 + + + -- linear combo weights (showing up to 5) + + -1.0561 0.9654 -4.3872 0.7619 -1.5225 + + + + -- lower cutpoint: -0.775271 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.83525 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.775271 (6.87518), N = 32 moving right + --- -0.075542 (6.09656), N = 31 moving right + --- 0.719202 (3.35097), N = 25 moving right + --- 1.22332 (2.82231), N = 23 moving right + --- 1.81169 (0.0339953), N = 11 moving right + + -- best stat: 6.87518, min to split: 0 + + -- p-values: + --- column 65: 0.752702 + --- column 85: 0.763201 + --- column 117: 0.234564 + --- column 12: 0.696673 + --- column 116: 0.517557 + --- column 125: 0.693692 + +-- node 220 was split into node 251 (left) and 252 (right) + +-- sprouting node 221 into a leaf (N = 20) + +-- sprouting node 222 into a leaf (N = 11) + +-- sprouting node 223 into a leaf (N = 13) + +-- attempting to split node 224 (N = 57, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 29 41 48 24 5 + + + -- linear combo weights (showing up to 5) + + 1.7292 3.1207 3.8940 -1.6373 0.8786 + + + + -- lower cutpoint: -14.9128 + - n_obs, left node: 11 + + + -- upper cutpoint: -9.95829 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -14.3806 (3.94281), N = 43 moving right + --- -12.416 (3.14992), N = 33 moving right + --- -11.8002 (3.24231), N = 25 moving right + --- -10.956 (1.76583), N = 16 moving right + --- -10.5701 (0.979323), N = 14 moving right + + -- best stat: 3.94281, min to split: 0 + + -- p-values: + --- column 29: 0.148033 + --- column 41: 0.264044 + --- column 48: 0.278197 + --- column 24: 0.415285 + --- column 5: 0.439205 + --- column 1: 0.184708 + --- column 36: 0.787935 + --- column 55: 0.0102357* + --- column 73: 0.0297105* + --- column 112: 0.350102 + --- column 33: 0.757355 + --- column 62: 0.316261 + +-- node 224 was split into node 253 (left) and 254 (right) + +-- sprouting node 225 into a leaf (N = 19) + +-- sprouting node 226 into a leaf (N = 13) + +-- sprouting node 227 into a leaf (N = 19) + +-- sprouting node 228 into a leaf (N = 11) + +-- sprouting node 229 into a leaf (N = 13) + +-- attempting to split node 230 (N = 40, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 64 96 72 98 35 + + + -- linear combo weights (showing up to 5) + + 1.3571 5.6138 -5.6694 -15.1279 5.5464 + + + + -- lower cutpoint: -10.0507 + - n_obs, left node: 11 + + + -- upper cutpoint: -3.65179 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.82311 (19.6233), N = 28 moving right + --- -8.08791 (14.9002), N = 25 moving right + --- -8.0739 (14.4926), N = 24 moving right + --- -6.50208 (25.6073), N = 18 moving right + --- -4.31263 (22.5416), N = 13 moving right + + -- best stat: 25.6073, min to split: 0 + + -- p-values: + --- column 64: 0.867445 + --- column 96: 0.0707765 + --- column 72: 0.156621 + --- column 98: 0.0043974** [+1 to VI numerator] + --- column 35: 0.0802175 + --- column 81: 0.0668818 + --- column 29: 0.753177 + --- column 125: 0.868731 + --- column 83: 0.884943 + +-- node 230 was split into node 255 (left) and 256 (right) + +-- sprouting node 231 into a leaf (N = 14) + +-- attempting to split node 232 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 120 26 115 21 + + + -- linear combo weights (showing up to 5) + + 12.0236 0.8880 -0.0770 2.4394 + + + + -- lower cutpoint: -2.07718 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.07718 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.07718 (7.54535), N = 11 moving right + + -- best stat: 7.54535, min to split: 0 + + -- p-values: + --- column 120: 0.153352 + --- column 26: 0.399265 + --- column 115: 0.970795 + --- column 21: 0.178045 + +-- node 232 was split into node 257 (left) and 258 (right) + +-- sprouting node 233 into a leaf (N = 10) + +-- sprouting node 234 into a leaf (N = 10) + +-- sprouting node 235 into a leaf (N = 10) + +-- sprouting node 236 into a leaf (N = 10) + +-- sprouting node 237 into a leaf (N = 14) + +-- sprouting node 238 into a leaf (N = 16) + +-- attempting to split node 239 (N = 22, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 2 118 112 48 + + + -- linear combo weights (showing up to 5) + + 8.0690 -20.4345 3.4306 -0.6654 + + + + -- lower cutpoint: 11.5779 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.6083 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 11.5779 (16.8069), N = 12 moving right + --- 11.6083 (6.47934), N = 11 moving right + + -- best stat: 16.8069, min to split: 0 + + -- p-values: + --- column 2: 0.103942 + --- column 118: 0.129231 + --- column 112: 0.43608 + --- column 48: 0.879901 + +-- node 239 was split into node 259 (left) and 260 (right) + +-- sprouting node 240 into a leaf (N = 11) + +-- sprouting node 241 into a leaf (N = 10) + +-- sprouting node 242 into a leaf (N = 10) + +-- sprouting node 243 into a leaf (N = 12) + +-- sprouting node 244 into a leaf (N = 11) + +-- sprouting node 245 into a leaf (N = 15) + +-- sprouting node 246 into a leaf (N = 11) + +-- sprouting node 247 into a leaf (N = 10) + +-- sprouting node 248 into a leaf (N = 10) + +-- sprouting node 249 into a leaf (N = 17) + +-- attempting to split node 250 (N = 21, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 44 13 69 + + + -- linear combo weights (showing up to 5) + + 3.3103 -1.9246 -0.6751 + + + + -- lower cutpoint: 0.21258 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.45083 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.21258 (9.1986), N = 11 moving right + --- 1.45083 (6.72111), N = 10 moving right + + -- best stat: 9.1986, min to split: 0 + + -- p-values: + --- column 44: 0.0296101* + --- column 13: 0.087077 + --- column 69: 0.545253 + +-- node 250 was split into node 261 (left) and 262 (right) + +-- sprouting node 251 into a leaf (N = 10) + +-- attempting to split node 252 (N = 32, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 20 5 17 91 28 + + + -- linear combo weights (showing up to 5) + + -0.7086 -1.9660 0.0964 0.6283 -0.9040 + + + + -- lower cutpoint: 0.246663 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.969279 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.360365 (1.48444), N = 20 moving right + --- 0.489683 (1.46738), N = 17 moving right + --- 0.734012 (0.257089), N = 13 moving right + --- 0.763463 (0.275065), N = 12 moving right + --- 0.969279 (0.296879), N = 11 moving right + + -- best stat: 1.48444, min to split: 0 + + -- p-values: + --- column 20: 0.728102 + --- column 5: 0.665879 + --- column 17: 0.947005 + --- column 91: 0.849647 + --- column 28: 0.675489 + +-- node 252 was split into node 263 (left) and 264 (right) + +-- sprouting node 253 into a leaf (N = 14) + +-- attempting to split node 254 (N = 43, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 6 48 4 125 16 + + + -- linear combo weights (showing up to 5) + + -0.3013 1.8202 -0.2160 -2.9224 -0.8444 + + + + -- lower cutpoint: 0.261817 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.07037 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.13288 (1.13549), N = 25 moving right + --- 1.16584 (1.37136), N = 23 moving right + --- 1.24035 (1.50538), N = 22 moving right + --- 1.25492 (1.81363), N = 20 moving right + --- 3.07037 (4.14254), N = 11 moving right + + -- best stat: 4.14254, min to split: 0 + + -- p-values: + --- column 6: 0.646771 + --- column 48: 0.241331 + --- column 4: 0.856408 + --- column 125: 0.248128 + --- column 16: 0.548927 + --- column 33: 0.403431 + --- column 61: 0.412674 + --- column 92: 0.072132 + --- column 25: 0.883309 + --- column 63: 0.00340525** [+1 to VI numerator] + +-- node 254 was split into node 265 (left) and 266 (right) + +-- attempting to split node 255 (N = 22, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 60 36 35 69 79 + + + -- linear combo weights (showing up to 5) + + -26.5274 -6.1328 -0.8615 -9.4358 3.3370 + + + + -- lower cutpoint: 16.4669 + - n_obs, left node: 12 + + + -- upper cutpoint: 16.4669 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 16.4669 (14.8915), N = 10 moving right + + -- best stat: 14.8915, min to split: 0 + + -- p-values: + --- column 60: 0.0259677* + --- column 36: 0.433877 + --- column 35: 0.868558 + --- column 69: 0.212855 + --- column 79: 0.293591 + +-- node 255 was split into node 267 (left) and 268 (right) + +-- sprouting node 256 into a leaf (N = 18) + +-- sprouting node 257 into a leaf (N = 10) + +-- sprouting node 258 into a leaf (N = 11) + +-- sprouting node 259 into a leaf (N = 10) + +-- sprouting node 260 into a leaf (N = 12) + +-- sprouting node 261 into a leaf (N = 10) + +-- sprouting node 262 into a leaf (N = 11) + +-- sprouting node 263 into a leaf (N = 12) + +-- attempting to split node 264 (N = 20, try number 1) + + -- N obs (unweighted): 8 + -- columns sampled (showing up to 5) + + 5 62 + + + -- linear combo weights (showing up to 5) + + -1.7247 -2.5694 + + + + -- lower cutpoint: 1.51677 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.15916 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 264 (N = 20, try number 2) + + -- N obs (unweighted): 8 + -- columns sampled (showing up to 5) + + 18 52 + + + -- linear combo weights (showing up to 5) + + -1.6841 -9.5172 + + + + -- lower cutpoint: 1.57534 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.22164 + - n_obs, right node: 12 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 264 (N = 20, try number 3) + + -- N obs (unweighted): 8 + -- columns sampled (showing up to 5) + + 69 13 + + + -- linear combo weights (showing up to 5) + + 0.1677 -3.1265 + + + + -- lower cutpoint: -0.0549546 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.0549546 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0549546 (0.49), N = 10 moving right + + -- best stat: 0.49, min to split: 0 + + -- p-values: + --- column 69: 0.832557 + --- column 13: 0.04925* + +-- node 264 was split into node 269 (left) and 270 (right) + +-- attempting to split node 265 (N = 32, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 124 41 0 82 71 + + + -- linear combo weights (showing up to 5) + + -0.1441 -0.0882 1.1172 0.1024 0.0725 + + + + -- lower cutpoint: -0.0344749 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.14312 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.0344749 (0.00177557), N = 22 moving right + --- 0.0204259 (0.00344669), N = 17 moving right + --- 0.0580467 (0.00442708), N = 15 moving right + --- 0.0681355 (0.00502232), N = 14 moving right + --- 0.14312 (0.00859375), N = 10 moving right + + -- best stat: 0.00859375, min to split: 0 + + -- p-values: + --- column 124: 0.3967 + --- column 41: 0.589436 + --- column 0: 0.00635885** [+1 to VI numerator] + --- column 82: 0.640364 + --- column 71: 0.88471 + --- column 125: 0.637445 + --- column 24: 0.739468 + +-- node 265 was split into node 271 (left) and 272 (right) + +-- sprouting node 266 into a leaf (N = 11) + +-- sprouting node 267 into a leaf (N = 12) + +-- sprouting node 268 into a leaf (N = 10) + +-- sprouting node 269 into a leaf (N = 10) + +-- sprouting node 270 into a leaf (N = 10) + +-- sprouting node 271 into a leaf (N = 22) + +-- sprouting node 272 into a leaf (N = 10) + +------------ Growing tree 9 -------------- + +- N obs inbag: 1994 +- N row inbag: 1246 +- max nodes: 443 +- max leaves: 222 + +-- attempting to split node 0 (N = 1994, try number 1) + + -- N obs (unweighted): 1246 + -- columns sampled (showing up to 5) + + 76 18 54 1 79 + + + -- linear combo weights (showing up to 5) + + -0.2158 3.1572 -1.9078 3.6075 0.9858 + + + + -- lower cutpoint: -27.6722 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.9946 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -16.0058 (6.98552), N = 1960 moving right + --- -8.95795 (25.6668), N = 1831 moving right + --- -1.61278 (25.6799), N = 1295 moving right + --- 1.30973 (17.2936), N = 825 moving right + --- 10.8785 (6.9887), N = 87 moving right + + -- best stat: 25.6799, min to split: 0 + + -- p-values: + --- column 76: 0.796628 + --- column 18: 0.000109441*** [+1 to VI numerator] + --- column 54: 2.85371e-05*** [+1 to VI numerator] + --- column 1: 2.93054e-12*** [+1 to VI numerator] + --- column 79: 0.154256 + --- column 104: 0.310965 + --- column 38: 0.32549 + --- column 25: 0.00311943** [+1 to VI numerator] + --- column 15: 8.02698e-08*** [+1 to VI numerator] + --- column 118: 0.171661 + --- column 109: 0.259001 + --- column 96: 0.00957233** [+1 to VI numerator] + +-- node 0 was split into node 1 (left) and 2 (right) + +-- attempting to split node 1 (N = 699, try number 1) + + -- N obs (unweighted): 448 + -- columns sampled (showing up to 5) + + 107 56 111 63 76 + + + -- linear combo weights (showing up to 5) + + 0.4756 -3.2077 -0.8897 3.2767 1.3271 + + + + -- lower cutpoint: -26.6525 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.7897 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -17.2018 (18.6432), N = 618 moving right + --- -15.2522 (28.8852), N = 584 moving right + --- -11.7867 (44.2495), N = 515 moving right + --- -4.88306 (64.9068), N = 343 moving right + --- 1.07565 (56.794), N = 194 moving right + + -- best stat: 64.9068, min to split: 0 + + -- p-values: + --- column 107: 0.583624 + --- column 56: 0.00300993** [+1 to VI numerator] + --- column 111: 0.0693753 + --- column 63: 0.00170282** [+1 to VI numerator] + --- column 76: 0.205625 + --- column 11: 0.208095 + --- column 88: 3.73328e-11*** [+1 to VI numerator] + --- column 28: 0.290748 + --- column 69: 0.753148 + --- column 51: 0.863414 + --- column 6: 0.0945063 + --- column 115: 0.700674 + +-- node 1 was split into node 3 (left) and 4 (right) + +-- attempting to split node 2 (N = 1295, try number 1) + + -- N obs (unweighted): 798 + -- columns sampled (showing up to 5) + + 77 58 97 79 64 + + + -- linear combo weights (showing up to 5) + + 1.1206 0.1810 -2.2835 -3.6084 3.2617 + + + + -- lower cutpoint: -15.5897 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.9145 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.24732 (18.2715), N = 1139 moving right + --- -1.3714 (28.4736), N = 908 moving right + --- -0.653798 (30.8618), N = 828 moving right + --- -0.369 (30.5326), N = 799 moving right + --- 0.177048 (24.1787), N = 751 moving right + + -- best stat: 30.8618, min to split: 0 + + -- p-values: + --- column 77: 0.0657805 + --- column 58: 0.80769 + --- column 97: 0.0011473** [+1 to VI numerator] + --- column 79: 6.55576e-09*** [+1 to VI numerator] + --- column 64: 0.130146 + --- column 20: 1.37491e-06*** [+1 to VI numerator] + --- column 72: 0.410517 + --- column 90: 0.1026 + --- column 87: 1.63374e-05*** [+1 to VI numerator] + --- column 63: 0.451436 + --- column 55: 0.0944533 + --- column 68: 1.44782e-05*** [+1 to VI numerator] + +-- node 2 was split into node 5 (left) and 6 (right) + +-- attempting to split node 3 (N = 356, try number 1) + + -- N obs (unweighted): 221 + -- columns sampled (showing up to 5) + + 13 54 67 80 63 + + + -- linear combo weights (showing up to 5) + + -1.8625 0.9497 -0.4079 0.6540 1.4883 + + + + -- lower cutpoint: -17.1359 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.27935 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -14.5493 (5.27733), N = 325 moving right + --- -13.1084 (6.46546), N = 303 moving right + --- -11.6428 (9.8313), N = 287 moving right + --- -10.1066 (17.2135), N = 247 moving right + --- -9.76119 (11.3953), N = 238 moving right + + -- best stat: 17.2135, min to split: 0 + + -- p-values: + --- column 13: 0.310706 + --- column 54: 0.366034 + --- column 67: 0.892851 + --- column 80: 0.703356 + --- column 63: 0.421016 + --- column 11: 0.368873 + --- column 5: 0.0705769 + --- column 100: 0.424314 + --- column 45: 0.505218 + --- column 6: 0.0205799* + --- column 78: 0.000645453*** [+1 to VI numerator] + --- column 99: 0.916273 + +-- node 3 was split into node 7 (left) and 8 (right) + +-- attempting to split node 4 (N = 343, try number 1) + + -- N obs (unweighted): 227 + -- columns sampled (showing up to 5) + + 110 95 72 113 88 + + + -- linear combo weights (showing up to 5) + + 2.6104 1.0146 -2.9396 1.6944 -7.2368 + + + + -- lower cutpoint: -11.7373 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.4367 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.30996 (8.58017), N = 307 moving right + --- 0.737143 (21.8903), N = 192 moving right + --- 3.33486 (38.5624), N = 151 moving right + --- 5.48222 (43.5238), N = 109 moving right + --- 10.9105 (10.9615), N = 29 moving right + + -- best stat: 43.5238, min to split: 0 + + -- p-values: + --- column 110: 0.0260375* + --- column 95: 0.49404 + --- column 72: 0.0430128* + --- column 113: 0.211227 + --- column 88: 0.000151266*** [+1 to VI numerator] + --- column 124: 0.105002 + --- column 108: 0.718815 + --- column 59: 0.105306 + --- column 116: 0.981333 + --- column 74: 0.264871 + --- column 77: 0.519905 + --- column 112: 0.122381 + +-- node 4 was split into node 9 (left) and 10 (right) + +-- attempting to split node 5 (N = 467, try number 1) + + -- N obs (unweighted): 290 + -- columns sampled (showing up to 5) + + 61 107 70 113 84 + + + -- linear combo weights (showing up to 5) + + -0.4425 0.2573 -0.9097 7.1913 -2.1476 + + + + -- lower cutpoint: -12.3542 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.83479 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.7484 (6.10959), N = 432 moving right + --- -9.89481 (8.87074), N = 425 moving right + --- -5.62156 (22.5458), N = 355 moving right + --- -1.46999 (6.80949), N = 209 moving right + --- -0.509434 (8.69501), N = 169 moving right + + -- best stat: 22.5458, min to split: 0 + + -- p-values: + --- column 61: 0.798348 + --- column 107: 0.901167 + --- column 70: 0.489979 + --- column 113: 0.250532 + --- column 84: 0.188316 + --- column 36: 0.808751 + --- column 102: 0.145237 + --- column 16: 0.269877 + --- column 122: 0.747884 + --- column 29: 0.461455 + --- column 12: 0.514409 + --- column 66: 0.53344 + +-- node 5 was split into node 11 (left) and 12 (right) + +-- attempting to split node 6 (N = 828, try number 1) + + -- N obs (unweighted): 508 + -- columns sampled (showing up to 5) + + 80 119 7 120 25 + + + -- linear combo weights (showing up to 5) + + 0.3850 -2.8445 4.2260 -3.0971 -1.4888 + + + + -- lower cutpoint: -5.76159 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.40004 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.37247 (2.79699), N = 680 moving right + --- -1.02595 (5.28747), N = 467 moving right + --- 0.147988 (1.77507), N = 254 moving right + --- 0.412242 (2.28075), N = 200 moving right + --- 0.796186 (1.04594), N = 147 moving right + + -- best stat: 5.28747, min to split: 0 + + -- p-values: + --- column 80: 0.618672 + --- column 119: 0.362532 + --- column 7: 0.041172* + --- column 120: 0.541668 + --- column 25: 0.0968443 + --- column 9: 0.77209 + --- column 67: 0.858249 + --- column 62: 0.345759 + --- column 58: 0.168947 + --- column 38: 0.654457 + --- column 123: 0.409918 + --- column 99: 0.260245 + +-- node 6 was split into node 13 (left) and 14 (right) + +-- attempting to split node 7 (N = 109, try number 1) + + -- N obs (unweighted): 63 + -- columns sampled (showing up to 5) + + 13 62 9 79 117 + + + -- linear combo weights (showing up to 5) + + 0.2011 -3.2549 2.9004 -0.8962 -0.5083 + + + + -- lower cutpoint: -8.05645 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.12783 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -7.10625 (0.565328), N = 78 moving right + --- -5.78136 (1.61768), N = 51 moving right + --- -4.98225 (2.45371), N = 40 moving right + --- -4.31871 (2.65772), N = 38 moving right + --- -2.48921 (5.31869), N = 23 moving right + + -- best stat: 5.31869, min to split: 0 + + -- p-values: + --- column 13: 0.617122 + --- column 62: 0.00714706** [+1 to VI numerator] + --- column 9: 0.0779201 + --- column 79: 0.454553 + --- column 117: 0.504378 + --- column 83: 0.0294182* + --- column 45: 0.0139753* + --- column 115: 0.781498 + --- column 77: 0.883201 + --- column 50: 0.0200719* + --- column 63: 0.0204721* + --- column 56: 0.0370187* + +-- node 7 was split into node 15 (left) and 16 (right) + +-- attempting to split node 8 (N = 247, try number 1) + + -- N obs (unweighted): 158 + -- columns sampled (showing up to 5) + + 36 39 66 37 58 + + + -- linear combo weights (showing up to 5) + + 4.3313 -0.7138 -2.4628 -2.2002 7.8511 + + + + -- lower cutpoint: -11.9527 + - n_obs, left node: 11 + + + -- upper cutpoint: 22.1945 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.194228 (69.6315), N = 137 moving right + --- 5.09091 (86.7331), N = 92 moving right + --- 11.6495 (76.8314), N = 58 moving right + --- 14.4543 (56.3696), N = 37 moving right + --- 19.5963 (30.488), N = 18 moving right + + -- best stat: 86.7331, min to split: 0 + + -- p-values: + --- column 36: 0.00166193** [+1 to VI numerator] + --- column 39: 0.780231 + --- column 66: 0.134719 + --- column 37: 0.148374 + --- column 58: 0.000447767*** [+1 to VI numerator] + --- column 74: 0.642995 + --- column 91: 7.04167e-08*** [+1 to VI numerator] + --- column 9: 0.0114463* + --- column 44: 9.14768e-08*** [+1 to VI numerator] + --- column 55: 0.0890426 + --- column 32: 0.0329999* + --- column 26: 0.818577 + +-- node 8 was split into node 17 (left) and 18 (right) + +-- attempting to split node 9 (N = 234, try number 1) + + -- N obs (unweighted): 161 + -- columns sampled (showing up to 5) + + 4 67 17 13 6 + + + -- linear combo weights (showing up to 5) + + -0.1725 -3.9924 -4.6076 -0.6411 -4.2629 + + + + -- lower cutpoint: -10.9344 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.96635 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.20545 (8.22812), N = 197 moving right + --- -4.23795 (4.6439), N = 179 moving right + --- -1.05791 (14.3014), N = 131 moving right + --- -0.117554 (10.031), N = 108 moving right + --- 0.893239 (17.886), N = 89 moving right + + -- best stat: 17.886, min to split: 0 + + -- p-values: + --- column 4: 0.970917 + --- column 67: 0.403654 + --- column 17: 0.0119305* + --- column 13: 0.701562 + --- column 6: 0.182287 + --- column 48: 0.244361 + --- column 117: 0.731826 + --- column 75: 0.627009 + --- column 93: 0.697209 + --- column 40: 0.722791 + --- column 105: 0.249608 + --- column 43: 0.487114 + +-- node 9 was split into node 19 (left) and 20 (right) + +-- attempting to split node 10 (N = 109, try number 1) + + -- N obs (unweighted): 66 + -- columns sampled (showing up to 5) + + 91 33 30 3 120 + + + -- linear combo weights (showing up to 5) + + 2.7970 -5.3858 8.2914 -8.8365 2.1941 + + + + -- lower cutpoint: -4.74958 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.40325 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.08068 (1.79459), N = 94 moving right + --- -2.24584 (27.9305), N = 73 moving right + --- -1.35859 (14.7541), N = 62 moving right + --- -1.28549 (10.028), N = 58 moving right + --- 4.69648 (17.8718), N = 19 moving right + + -- best stat: 27.9305, min to split: 0 + + -- p-values: + --- column 91: 0.312563 + --- column 33: 0.157866 + --- column 30: 0.44828 + --- column 3: 0.264823 + --- column 120: 0.84942 + --- column 117: 0.698501 + --- column 5: 0.933223 + --- column 70: 0.998707 + --- column 54: 0.932528 + --- column 75: 0.453672 + --- column 8: 0.350582 + --- column 37: 0.90053 + +-- node 10 was split into node 21 (left) and 22 (right) + +-- attempting to split node 11 (N = 112, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 62 103 43 82 30 + + + -- linear combo weights (showing up to 5) + + -12.2713 8.5461 4.6810 1.1423 22.4725 + + + + -- lower cutpoint: -5.81323 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.8869 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.36003 (6.95376), N = 95 moving right + --- 0.629138 (13.137), N = 62 moving right + --- 2.57584 (39.5344), N = 41 moving right + --- 9.04934 (25.1162), N = 12 moving right + --- 11.8869 (18.6271), N = 10 moving right + + -- best stat: 39.5344, min to split: 0 + + -- p-values: + --- column 62: 0.42498 + --- column 103: 0.543369 + --- column 43: 0.666886 + --- column 82: 0.652387 + --- column 30: 0.0190445* + --- column 61: 0.35485 + --- column 3: 0.00586139** [+1 to VI numerator] + --- column 44: 0.462629 + --- column 99: 0.189347 + --- column 66: 0.395579 + --- column 123: 0.00889094** [+1 to VI numerator] + --- column 26: 0.504615 + +-- node 11 was split into node 23 (left) and 24 (right) + +-- attempting to split node 12 (N = 355, try number 1) + + -- N obs (unweighted): 228 + -- columns sampled (showing up to 5) + + 86 20 57 95 33 + + + -- linear combo weights (showing up to 5) + + -1.1649 -3.3566 0.6275 1.8892 1.8451 + + + + -- lower cutpoint: -9.97397 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.6266 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.78408 (5.39489), N = 305 moving right + --- 1.53822 (3.18313), N = 160 moving right + --- 2.08075 (2.18928), N = 148 moving right + --- 2.13176 (2.12213), N = 144 moving right + --- 2.61724 (5.31205), N = 114 moving right + + -- best stat: 5.39489, min to split: 0 + + -- p-values: + --- column 86: 0.573993 + --- column 20: 0.0490204* + --- column 57: 0.539862 + --- column 95: 0.129223 + --- column 33: 0.375384 + --- column 120: 0.0102761* + --- column 69: 0.201719 + --- column 102: 0.00837933** [+1 to VI numerator] + --- column 2: 0.959857 + --- column 77: 0.653573 + --- column 116: 0.808982 + --- column 67: 0.664825 + +-- node 12 was split into node 25 (left) and 26 (right) + +-- attempting to split node 13 (N = 361, try number 1) + + -- N obs (unweighted): 214 + -- columns sampled (showing up to 5) + + 1 99 38 76 103 + + + -- linear combo weights (showing up to 5) + + 3.6888 -17.2659 -1.2375 -2.0828 21.6070 + + + + -- lower cutpoint: -9.56218 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.9459 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.19639 (15.6269), N = 285 moving right + --- -0.5757 (13.5668), N = 260 moving right + --- 0.224601 (17.9805), N = 237 moving right + --- 2.45243 (33.7965), N = 173 moving right + --- 11.126 (16.5585), N = 36 moving right + + -- best stat: 33.7965, min to split: 0 + + -- p-values: + --- column 1: 0.000395966*** [+1 to VI numerator] + --- column 99: 0.266179 + --- column 38: 0.129195 + --- column 76: 0.268224 + --- column 103: 0.246073 + --- column 125: 0.963337 + --- column 29: 0.061065 + --- column 82: 2.79423e-08*** [+1 to VI numerator] + --- column 61: 0.375253 + --- column 72: 0.186982 + --- column 50: 0.0128006* + --- column 22: 3.14324e-06*** [+1 to VI numerator] + +-- node 13 was split into node 27 (left) and 28 (right) + +-- attempting to split node 14 (N = 467, try number 1) + + -- N obs (unweighted): 294 + -- columns sampled (showing up to 5) + + 1 4 29 112 95 + + + -- linear combo weights (showing up to 5) + + 1.8675 -0.0473 -2.0722 0.3421 -1.0736 + + + + -- lower cutpoint: -4.06795 + - n_obs, left node: 12 + + + -- upper cutpoint: 7.60388 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.767609 (14.6105), N = 274 moving right + --- 0.949242 (16.9244), N = 257 moving right + --- 1.55434 (12.3671), N = 236 moving right + --- 3.71989 (3.58784), N = 121 moving right + --- 5.36729 (0.18937), N = 67 moving right + + -- best stat: 16.9244, min to split: 0 + + -- p-values: + --- column 1: 0.0162508* + --- column 4: 0.967498 + --- column 29: 0.0277729* + --- column 112: 0.806058 + --- column 95: 0.346325 + --- column 80: 0.441277 + --- column 117: 0.156588 + --- column 62: 0.211326 + --- column 39: 0.202987 + --- column 27: 0.873405 + --- column 2: 0.798205 + --- column 85: 0.411782 + +-- node 14 was split into node 29 (left) and 30 (right) + +-- sprouting node 15 into a leaf (N = 86) + +-- attempting to split node 16 (N = 23, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 17 117 81 59 + + + -- linear combo weights (showing up to 5) + + 5.6970 -6.2296 -3.3389 -3.4321 + + + + -- lower cutpoint: -5.8207 + - n_obs, left node: 13 + + + -- upper cutpoint: -5.8207 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.8207 (0.0168097), N = 10 moving right + + -- best stat: 0.0168097, min to split: 0 + + -- p-values: + --- column 17: 0.651048 + --- column 117: 0.261852 + --- column 81: 0.630345 + --- column 59: 0.46764 + +-- node 16 was split into node 31 (left) and 32 (right) + +-- attempting to split node 17 (N = 155, try number 1) + + -- N obs (unweighted): 101 + -- columns sampled (showing up to 5) + + 112 71 22 66 7 + + + -- linear combo weights (showing up to 5) + + 0.6054 -2.0446 5.9257 -0.4579 -0.1376 + + + + -- lower cutpoint: -11.4428 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.28607 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -9.42267 (1.65036), N = 128 moving right + --- -7.40057 (3.95586), N = 95 moving right + --- -5.57719 (9.90712), N = 65 moving right + --- -3.30143 (18.603), N = 36 moving right + --- -1.07133 (29.1883), N = 21 moving right + + -- best stat: 29.1883, min to split: 0 + + -- p-values: + --- column 112: 0.233429 + --- column 71: 0.423303 + --- column 22: 0.00332898** [+1 to VI numerator] + --- column 66: 0.780974 + --- column 7: 0.860243 + --- column 86: 0.00868023** [+1 to VI numerator] + --- column 50: 0.591006 + --- column 28: 0.0526685 + --- column 1: 1.09187e-05*** [+1 to VI numerator] + --- column 56: 0.308156 + --- column 63: 0.0388976* + --- column 79: 0.111335 + +-- node 17 was split into node 33 (left) and 34 (right) + +-- attempting to split node 18 (N = 92, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 19 97 6 92 66 + + + -- linear combo weights (showing up to 5) + + 14.8501 -2.9098 -3.9153 17.0504 3.5074 + + + + -- lower cutpoint: -11.3621 + - n_obs, left node: 10 + + + -- upper cutpoint: 12.125 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.30479 (69.7853), N = 60 moving right + --- 0.297657 (58.2235), N = 46 moving right + --- 4.33204 (35.932), N = 30 moving right + --- 10.4079 (22.655), N = 15 moving right + --- 12.125 (19.1079), N = 10 moving right + + -- best stat: 69.7853, min to split: 0 + + -- p-values: + --- column 19: 0.0162731* + --- column 97: 0.277824 + --- column 6: 0.645399 + --- column 92: 0.00558104** [+1 to VI numerator] + --- column 66: 0.487826 + --- column 83: 0.019229* + --- column 16: 0.00453685** [+1 to VI numerator] + --- column 5: 0.383407 + --- column 113: 0.029054* + --- column 37: 0.142296 + --- column 58: 0.800259 + --- column 27: 0.960541 + +-- node 18 was split into node 35 (left) and 36 (right) + +-- attempting to split node 19 (N = 145, try number 1) + + -- N obs (unweighted): 102 + -- columns sampled (showing up to 5) + + 76 41 13 15 86 + + + -- linear combo weights (showing up to 5) + + -13.0746 -2.5978 0.3469 17.3906 -13.4749 + + + + -- lower cutpoint: -12.1164 + - n_obs, left node: 10 + + + -- upper cutpoint: 14.3891 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.61989 (27.0119), N = 101 moving right + --- -1.12118 (41.239), N = 94 moving right + --- -0.56077 (44.5719), N = 89 moving right + --- 3.65534 (45.9039), N = 61 moving right + --- 7.1912 (69.4514), N = 33 moving right + + -- best stat: 69.4514, min to split: 0 + + -- p-values: + --- column 76: 0.000706268*** [+1 to VI numerator] + --- column 41: 0.36494 + --- column 13: 0.845147 + --- column 15: 0.00514195** [+1 to VI numerator] + --- column 86: 0.00876928** [+1 to VI numerator] + --- column 20: 0.263389 + --- column 95: 0.125616 + --- column 111: 0.181958 + --- column 34: 0.206737 + --- column 103: 0.934691 + --- column 94: 0.940426 + --- column 117: 0.13748 + +-- node 19 was split into node 37 (left) and 38 (right) + +-- attempting to split node 20 (N = 89, try number 1) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 6 31 99 29 44 + + + -- linear combo weights (showing up to 5) + + -0.8229 -9.8277 -8.0926 -4.7096 -0.8347 + + + + -- lower cutpoint: -6.07969 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.1178 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.4026 (53.6357), N = 56 moving right + --- 1.21084 (70.971), N = 43 moving right + --- 3.53612 (51.7609), N = 31 moving right + --- 5.93326 (34.269), N = 24 moving right + --- 7.79771 (16.2051), N = 18 moving right + + -- best stat: 70.971, min to split: 0 + + -- p-values: + --- column 6: 0.901934 + --- column 31: 0.30249 + --- column 99: 0.43762 + --- column 29: 0.252527 + --- column 44: 0.767498 + --- column 121: 0.582771 + --- column 71: 0.197841 + --- column 18: 0.1394 + --- column 30: 0.949737 + --- column 88: 0.0355802* + --- column 21: 0.117346 + --- column 28: 0.437058 + +-- node 20 was split into node 39 (left) and 40 (right) + +-- attempting to split node 21 (N = 36, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 86 100 61 55 104 + + + -- linear combo weights (showing up to 5) + + 4.8247 32.6795 39.5442 2.5439 -15.4811 + + + + -- lower cutpoint: -31.4091 + - n_obs, left node: 10 + + + -- upper cutpoint: -23.9733 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -31.4091 (77.4932), N = 26 moving right + --- -30.016 (104.812), N = 23 moving right + --- -27.5961 (91.1175), N = 21 moving right + --- -25.6807 (129.075), N = 18 moving right + --- -23.9733 (72.247), N = 10 moving right + + -- best stat: 129.075, min to split: 0 + + -- p-values: + --- column 86: 0.728988 + --- column 100: 0.24442 + --- column 61: 0.0444279* + --- column 55: 0.396881 + --- column 104: 0.375325 + --- column 40: 0.603309 + --- column 124: 0.716777 + +-- node 21 was split into node 41 (left) and 42 (right) + +-- attempting to split node 22 (N = 73, try number 1) + + -- N obs (unweighted): 43 + -- columns sampled (showing up to 5) + + 77 12 67 84 36 + + + -- linear combo weights (showing up to 5) + + -3.5224 4.8999 5.5857 -3.4056 1.0801 + + + + -- lower cutpoint: 2.39167 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.98018 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 3.73467 (20.0603), N = 61 moving right + --- 4.37972 (15.745), N = 59 moving right + --- 5.62136 (8.1558), N = 44 moving right + --- 8.80175 (8.90051), N = 16 moving right + --- 8.98018 (4.25695), N = 12 moving right + + -- best stat: 20.0603, min to split: 0 + + -- p-values: + --- column 77: 0.150797 + --- column 12: 0.505383 + --- column 67: 0.545019 + --- column 84: 0.744777 + --- column 36: 0.796564 + --- column 66: 0.871844 + --- column 43: 0.489398 + --- column 52: 0.718834 + --- column 113: 0.146536 + --- column 3: 0.597698 + --- column 89: 0.725946 + --- column 73: 0.322153 + +-- node 22 was split into node 43 (left) and 44 (right) + +-- attempting to split node 23 (N = 71, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 20 9 111 8 90 + + + -- linear combo weights (showing up to 5) + + 0.7436 -1.3119 2.0031 -10.2371 3.8313 + + + + -- lower cutpoint: 2.17211 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.26643 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 2.20254 (4.76065), N = 59 moving right + --- 4.49818 (4.60549), N = 43 moving right + --- 5.54174 (4.0375), N = 38 moving right + --- 5.72377 (3.79711), N = 35 moving right + --- 7.0093 (3.39542), N = 23 moving right + + -- best stat: 4.76065, min to split: 0 + + -- p-values: + --- column 20: 0.728646 + --- column 9: 0.609827 + --- column 111: 0.719565 + --- column 8: 0.0336627* + --- column 90: 0.102373 + --- column 26: 0.533363 + --- column 30: 0.204641 + --- column 92: 0.329512 + --- column 109: 0.833745 + --- column 41: 0.632009 + --- column 66: 0.339136 + +-- node 23 was split into node 45 (left) and 46 (right) + +-- attempting to split node 24 (N = 41, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 26 31 9 104 68 + + + -- linear combo weights (showing up to 5) + + -2.6543 5.9381 -6.4190 1.6051 5.5768 + + + + -- lower cutpoint: -12.5976 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.24815 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -12.5976 (18.5845), N = 31 moving right + --- -11.2906 (29.4247), N = 27 moving right + --- -11.1504 (49.864), N = 24 moving right + --- -9.91037 (39.5555), N = 19 moving right + --- -6.75148 (53.2774), N = 15 moving right + + -- best stat: 53.2774, min to split: 0 + + -- p-values: + --- column 26: 0.432858 + --- column 31: 0.329134 + --- column 9: 0.517898 + --- column 104: 0.863324 + --- column 68: 0.583959 + --- column 16: 0.401769 + --- column 108: 0.652853 + --- column 55: 0.51684 + --- column 18: 0.872918 + +-- node 24 was split into node 47 (left) and 48 (right) + +-- attempting to split node 25 (N = 50, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 53 62 89 122 88 + + + -- linear combo weights (showing up to 5) + + 1.7656 -20.8477 -0.5448 -1.7875 9.2428 + + + + -- lower cutpoint: -3.76763 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.0073 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.27146 (39.0915), N = 39 moving right + --- 3.72087 (68.0036), N = 23 moving right + --- 7.30661 (52.5018), N = 16 moving right + --- 10.0283 (37.7857), N = 14 moving right + --- 11.0073 (39.0625), N = 10 moving right + + -- best stat: 68.0036, min to split: 0 + + -- p-values: + --- column 53: 0.622021 + --- column 62: 0.337538 + --- column 89: 0.920817 + --- column 122: 0.520589 + --- column 88: 0.143925 + --- column 28: 0.177989 + --- column 18: 0.91605 + --- column 10: 0.545888 + --- column 90: 0.186293 + --- column 8: 0.901368 + --- column 59: 0.388001 + +-- node 25 was split into node 49 (left) and 50 (right) + +-- attempting to split node 26 (N = 305, try number 1) + + -- N obs (unweighted): 195 + -- columns sampled (showing up to 5) + + 79 19 67 54 60 + + + -- linear combo weights (showing up to 5) + + 2.2870 2.1221 -0.0409 -24.1242 3.6356 + + + + -- lower cutpoint: -24.2994 + - n_obs, left node: 10 + + + -- upper cutpoint: -10.7883 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -23.9513 (2.06092), N = 293 moving right + --- -22.9683 (5.56132), N = 288 moving right + --- -20.0366 (10.9477), N = 237 moving right + --- -18.6166 (10.5428), N = 214 moving right + --- -14.6759 (7.86121), N = 70 moving right + + -- best stat: 10.9477, min to split: 0 + + -- p-values: + --- column 79: 0.228043 + --- column 19: 0.296388 + --- column 67: 0.986626 + --- column 54: 0.0477076* + --- column 60: 0.279693 + --- column 7: 0.146643 + --- column 96: 0.769009 + --- column 82: 0.313284 + --- column 92: 0.350119 + --- column 63: 0.891937 + --- column 43: 0.437044 + --- column 104: 0.0181393* + +-- node 26 was split into node 51 (left) and 52 (right) + +-- attempting to split node 27 (N = 188, try number 1) + + -- N obs (unweighted): 112 + -- columns sampled (showing up to 5) + + 56 85 70 51 53 + + + -- linear combo weights (showing up to 5) + + 1.5357 5.2554 -6.3929 1.4908 -4.1330 + + + + -- lower cutpoint: -12.086 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.889 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.4393 (11.9695), N = 167 moving right + --- -8.07998 (15.134), N = 144 moving right + --- -5.65101 (26.2007), N = 120 moving right + --- -3.38096 (41.5784), N = 99 moving right + --- -1.32771 (51.9392), N = 74 moving right + + -- best stat: 51.9392, min to split: 0 + + -- p-values: + --- column 56: 0.324615 + --- column 85: 0.0168333* + --- column 70: 0.00676092** [+1 to VI numerator] + --- column 51: 0.663173 + --- column 53: 0.0244229* + --- column 2: 0.894493 + --- column 1: 0.241978 + --- column 98: 0.0140006* + --- column 91: 0.646159 + --- column 45: 0.00138357** [+1 to VI numerator] + --- column 50: 0.80802 + --- column 0: 0.0184165* + +-- node 27 was split into node 53 (left) and 54 (right) + +-- attempting to split node 28 (N = 173, try number 1) + + -- N obs (unweighted): 102 + -- columns sampled (showing up to 5) + + 20 73 122 79 23 + + + -- linear combo weights (showing up to 5) + + -1.7955 -0.6341 -0.0937 2.0005 5.4921 + + + + -- lower cutpoint: -0.820981 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.50732 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.630207 (3.86569), N = 148 moving right + --- 1.84864 (5.84054), N = 140 moving right + --- 3.65542 (13.2808), N = 106 moving right + --- 4.15285 (11.976), N = 99 moving right + --- 5.12318 (14.4696), N = 77 moving right + + -- best stat: 14.4696, min to split: 0 + + -- p-values: + --- column 20: 0.478082 + --- column 73: 0.657189 + --- column 122: 0.972963 + --- column 79: 0.102205 + --- column 23: 0.0310879* + --- column 94: 0.151947 + --- column 54: 0.321656 + --- column 53: 0.63668 + --- column 31: 0.67738 + --- column 101: 0.355126 + --- column 91: 0.103569 + --- column 83: 0.0128628* + +-- node 28 was split into node 55 (left) and 56 (right) + +-- attempting to split node 29 (N = 210, try number 1) + + -- N obs (unweighted): 133 + -- columns sampled (showing up to 5) + + 73 85 78 45 113 + + + -- linear combo weights (showing up to 5) + + 0.3818 4.0749 2.4707 1.3100 7.5194 + + + + -- lower cutpoint: -5.76808 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.88068 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.222863 (9.85435), N = 118 moving right + --- 1.15274 (15.2522), N = 97 moving right + --- 1.42906 (15.0474), N = 86 moving right + --- 1.98293 (9.81779), N = 75 moving right + --- 2.24367 (14.8378), N = 69 moving right + + -- best stat: 15.2522, min to split: 0 + + -- p-values: + --- column 73: 0.805995 + --- column 85: 0.550083 + --- column 78: 0.147903 + --- column 45: 0.591756 + --- column 113: 0.443347 + --- column 99: 0.850233 + --- column 81: 0.206898 + --- column 4: 0.551365 + --- column 119: 0.558161 + --- column 51: 0.141226 + --- column 108: 0.919793 + --- column 88: 0.525817 + +-- node 29 was split into node 57 (left) and 58 (right) + +-- attempting to split node 30 (N = 257, try number 1) + + -- N obs (unweighted): 161 + -- columns sampled (showing up to 5) + + 63 52 28 5 112 + + + -- linear combo weights (showing up to 5) + + 2.6449 1.6182 -0.3068 0.6747 -1.4656 + + + + -- lower cutpoint: -8.52769 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.38824 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.52769 (4.88043), N = 247 moving right + --- -1.95164 (7.44247), N = 173 moving right + --- -1.86556 (6.52148), N = 168 moving right + --- -1.41116 (2.52949), N = 151 moving right + --- 0.487425 (2.60302), N = 96 moving right + + -- best stat: 7.44247, min to split: 0 + + -- p-values: + --- column 63: 0.175326 + --- column 52: 0.44379 + --- column 28: 0.78218 + --- column 5: 0.727796 + --- column 112: 0.527851 + --- column 58: 0.0110839* + --- column 35: 0.382915 + --- column 77: 0.0322346* + --- column 29: 0.0490976* + --- column 87: 0.118259 + --- column 9: 0.670932 + --- column 107: 0.489126 + +-- node 30 was split into node 59 (left) and 60 (right) + +-- sprouting node 31 into a leaf (N = 13) + +-- sprouting node 32 into a leaf (N = 10) + +-- attempting to split node 33 (N = 134, try number 1) + + -- N obs (unweighted): 87 + -- columns sampled (showing up to 5) + + 44 75 27 97 88 + + + -- linear combo weights (showing up to 5) + + 0.0462 -0.3897 -0.9732 0.1640 -3.4208 + + + + -- lower cutpoint: -59.2291 + - n_obs, left node: 11 + + + -- upper cutpoint: -55.3266 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -58.2972 (0.250051), N = 98 moving right + --- -57.8745 (0.519865), N = 83 moving right + --- -57.3609 (0.930726), N = 63 moving right + --- -56.0987 (1.42139), N = 35 moving right + --- -55.6596 (1.96045), N = 23 moving right + + -- best stat: 1.96045, min to split: 0 + + -- p-values: + --- column 44: 0.951763 + --- column 75: 0.563608 + --- column 27: 0.334668 + --- column 97: 0.833195 + --- column 88: 0.269175 + --- column 107: 0.241565 + --- column 125: 0.917407 + --- column 35: 0.357842 + --- column 0: 1.38161e-05*** [+1 to VI numerator] + --- column 85: 0.521588 + --- column 34: 0.19688 + --- column 58: 0.537448 + +-- node 33 was split into node 61 (left) and 62 (right) + +-- attempting to split node 34 (N = 21, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 112 100 12 125 + + + -- linear combo weights (showing up to 5) + + 0.3739 -1.7510 -10.5346 -1.1493 + + + + -- lower cutpoint: 0.358666 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.358666 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.358666 (97.698), N = 11 moving right + + -- best stat: 97.698, min to split: 0 + + -- p-values: + --- column 112: 0.890387 + --- column 100: 0.581056 + --- column 12: 0.182876 + --- column 125: 0.742444 + +-- node 34 was split into node 63 (left) and 64 (right) + +-- attempting to split node 35 (N = 32, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 42 16 60 92 27 + + + -- linear combo weights (showing up to 5) + + 14.7047 0.4740 -2.3937 -10.8602 4.0142 + + + + -- lower cutpoint: 1.7131 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.86588 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.7131 (19.4639), N = 22 moving right + --- 2.27061 (27.4219), N = 20 moving right + --- 2.34899 (32.0463), N = 19 moving right + --- 3.83412 (13.4357), N = 14 moving right + --- 3.86588 (28.9089), N = 11 moving right + + -- best stat: 32.0463, min to split: 0 + + -- p-values: + --- column 42: 0.0816565 + --- column 16: 0.914396 + --- column 60: 0.639095 + --- column 92: 0.348641 + --- column 27: 0.426261 + --- column 39: 0.675935 + +-- node 35 was split into node 65 (left) and 66 (right) + +-- attempting to split node 36 (N = 60, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 15 111 118 117 115 + + + -- linear combo weights (showing up to 5) + + -6.9606 20.4390 1.4964 -0.4609 -9.0110 + + + + -- lower cutpoint: -10.2419 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.6229 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.13624 (24.01), N = 48 moving right + --- -3.60666 (26.3772), N = 32 moving right + --- -2.40176 (25.5147), N = 25 moving right + --- -2.01532 (27.1176), N = 22 moving right + --- -0.795558 (19.0794), N = 18 moving right + + -- best stat: 27.1176, min to split: 0 + + -- p-values: + --- column 15: 0.222691 + --- column 111: 0.00790004** [+1 to VI numerator] + --- column 118: 0.407479 + --- column 117: 0.880192 + --- column 115: 0.0448137* + --- column 8: 0.762846 + --- column 90: 0.127266 + --- column 58: 0.741225 + --- column 12: 0.218683 + --- column 39: 0.621041 + --- column 18: 0.140905 + --- column 102: 0.313387 + +-- node 36 was split into node 67 (left) and 68 (right) + +-- attempting to split node 37 (N = 112, try number 1) + + -- N obs (unweighted): 76 + -- columns sampled (showing up to 5) + + 109 45 32 96 48 + + + -- linear combo weights (showing up to 5) + + 2.2423 -5.4579 1.0552 3.1702 2.1319 + + + + -- lower cutpoint: -18.3384 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.11624 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -18.3384 (6.10504), N = 101 moving right + --- -12.5402 (43.7325), N = 69 moving right + --- -11.5793 (44.3459), N = 65 moving right + --- -9.51303 (41.8246), N = 53 moving right + --- -0.224872 (53.6616), N = 19 moving right + + -- best stat: 53.6616, min to split: 0 + + -- p-values: + --- column 109: 0.0741742 + --- column 45: 0.0427141* + --- column 32: 0.714631 + --- column 96: 0.149197 + --- column 48: 0.524806 + --- column 23: 0.543942 + --- column 27: 0.416862 + --- column 114: 0.52039 + --- column 0: 0.901193 + --- column 1: 0.0106182* + --- column 37: 0.333225 + --- column 10: 0.012623* + +-- node 37 was split into node 69 (left) and 70 (right) + +-- attempting to split node 38 (N = 33, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 104 39 67 21 4 + + + -- linear combo weights (showing up to 5) + + 4.7950 6.7914 11.5291 -7.3075 -15.7376 + + + + -- lower cutpoint: -1.60065 + - n_obs, left node: 10 + + + -- upper cutpoint: 9.33822 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.60065 (56.4143), N = 23 moving right + --- -0.129719 (72), N = 22 moving right + --- 2.43625 (106.849), N = 21 moving right + --- 3.01119 (82.6496), N = 19 moving right + --- 6.21354 (69.8843), N = 18 moving right + + -- best stat: 106.849, min to split: 0 + + -- p-values: + --- column 104: 0.517847 + --- column 39: 0.178308 + --- column 67: 0.322087 + --- column 21: 0.0406726* + --- column 4: 0.170511 + --- column 60: 0.877642 + --- column 110: 0.448418 + --- column 103: 0.292032 + +-- node 38 was split into node 71 (left) and 72 (right) + +-- attempting to split node 39 (N = 46, try number 1) + + -- N obs (unweighted): 30 + -- columns sampled (showing up to 5) + + 70 84 78 100 62 + + + -- linear combo weights (showing up to 5) + + -1.3688 -7.4482 3.6436 -2.7066 9.4212 + + + + -- lower cutpoint: -9.40263 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.92102 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.33021 (53.4342), N = 34 moving right + --- -7.62025 (61.7024), N = 32 moving right + --- -4.03321 (57.6644), N = 28 moving right + --- -1.1631 (49.146), N = 27 moving right + --- -0.6519 (46.8522), N = 26 moving right + + -- best stat: 61.7024, min to split: 0 + + -- p-values: + --- column 70: 0.836972 + --- column 84: 0.257217 + --- column 78: 0.255728 + --- column 100: 0.12722 + --- column 62: 0.513697 + --- column 39: 0.727709 + --- column 125: 0.161155 + --- column 8: 0.0464339* + --- column 56: 0.12419 + --- column 20: 0.887511 + +-- node 39 was split into node 73 (left) and 74 (right) + +-- attempting to split node 40 (N = 43, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 47 40 75 65 87 + + + -- linear combo weights (showing up to 5) + + -3.3884 -3.6228 5.5866 1.8347 14.5526 + + + + -- lower cutpoint: -7.99845 + - n_obs, left node: 11 + + + -- upper cutpoint: 5.7361 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.22796 (58.2716), N = 28 moving right + --- -4.89427 (50.4332), N = 27 moving right + --- -3.71143 (41.5688), N = 21 moving right + --- 4.06638 (43.9245), N = 13 moving right + --- 5.64908 (36.4101), N = 11 moving right + + -- best stat: 58.2716, min to split: 0 + + -- p-values: + --- column 47: 0.510013 + --- column 40: 0.392699 + --- column 75: 0.273676 + --- column 65: 0.654476 + --- column 87: 0.0538676 + --- column 89: 0.586022 + --- column 104: 0.634033 + --- column 107: 0.715712 + --- column 84: 0.428002 + +-- node 40 was split into node 75 (left) and 76 (right) + +-- sprouting node 41 into a leaf (N = 18) + +-- sprouting node 42 into a leaf (N = 18) + +-- sprouting node 43 into a leaf (N = 12) + +-- attempting to split node 44 (N = 61, try number 1) + + -- N obs (unweighted): 34 + -- columns sampled (showing up to 5) + + 101 87 74 95 82 + + + -- linear combo weights (showing up to 5) + + 6.7977 5.1553 -6.5222 0.6671 12.7789 + + + + -- lower cutpoint: -35.5718 + - n_obs, left node: 11 + + + -- upper cutpoint: -28.9372 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -33.94 (7.76494), N = 43 moving right + --- -32.7027 (4.65481), N = 39 moving right + --- -31.8426 (2.01949), N = 35 moving right + --- -31.6583 (0.81075), N = 30 moving right + --- -29.8706 (4.72254), N = 16 moving right + + -- best stat: 7.76494, min to split: 0 + + -- p-values: + --- column 101: 0.237832 + --- column 87: 0.622984 + --- column 74: 0.437739 + --- column 95: 0.832467 + --- column 82: 0.520795 + --- column 1: 0.595013 + --- column 123: 0.915011 + --- column 91: 0.2201 + --- column 104: 0.743872 + --- column 103: 0.415772 + --- column 6: 0.642325 + +-- node 44 was split into node 77 (left) and 78 (right) + +-- sprouting node 45 into a leaf (N = 12) + +-- attempting to split node 46 (N = 59, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 53 12 61 65 45 + + + -- linear combo weights (showing up to 5) + + -2.3577 -4.5548 -1.2476 5.7043 -5.8190 + + + + -- lower cutpoint: -9.59155 + - n_obs, left node: 12 + + + -- upper cutpoint: -3.06976 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.49681 (0.615584), N = 46 moving right + --- -7.22074 (0.586042), N = 41 moving right + --- -6.81114 (1.98129), N = 38 moving right + --- -5.50756 (4.22961), N = 29 moving right + --- -3.90495 (5.58547), N = 18 moving right + + -- best stat: 5.58547, min to split: 0 + + -- p-values: + --- column 53: 0.533997 + --- column 12: 0.278286 + --- column 61: 0.672975 + --- column 65: 0.534467 + --- column 45: 0.323222 + --- column 103: 0.437513 + --- column 55: 0.966561 + --- column 119: 0.623051 + --- column 13: 0.203319 + +-- node 46 was split into node 79 (left) and 80 (right) + +-- attempting to split node 47 (N = 26, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 85 62 7 58 15 + + + -- linear combo weights (showing up to 5) + + 7.5528 -1.8818 7.8486 3.9445 -4.6265 + + + + -- lower cutpoint: -7.35513 + - n_obs, left node: 11 + + + -- upper cutpoint: -5.4572 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.35513 (22.0425), N = 15 moving right + --- -7.32174 (13.6331), N = 13 moving right + --- -6.95582 (17.9054), N = 12 moving right + --- -6.77926 (9.54836), N = 11 moving right + --- -5.4572 (13.5364), N = 10 moving right + + -- best stat: 22.0425, min to split: 0 + + -- p-values: + --- column 85: 0.30156 + --- column 62: 0.918262 + --- column 7: 0.749188 + --- column 58: 0.666521 + --- column 15: 0.495192 + +-- node 47 was split into node 81 (left) and 82 (right) + +-- sprouting node 48 into a leaf (N = 15) + +-- attempting to split node 49 (N = 27, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 33 38 40 91 10 + + + -- linear combo weights (showing up to 5) + + 2.6519 0.7476 13.7615 3.1042 -8.5753 + + + + -- lower cutpoint: -9.27901 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.1092 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -9.27901 (19.7125), N = 17 moving right + --- -7.25656 (25.3368), N = 16 moving right + --- -5.09522 (38.3601), N = 14 moving right + --- -3.63756 (51.5562), N = 12 moving right + --- -3.50939 (33.8822), N = 11 moving right + + -- best stat: 51.5562, min to split: 0 + + -- p-values: + --- column 33: 0.695463 + --- column 38: 0.888399 + --- column 40: 0.258294 + --- column 91: 0.266838 + --- column 10: 0.148295 + --- column 112: 0.381505 + +-- node 49 was split into node 83 (left) and 84 (right) + +-- attempting to split node 50 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 90 108 114 81 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 + + +-- attempting to split node 50 (N = 23, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 6 28 85 59 + + + -- linear combo weights (showing up to 5) + + -2.6173 10.5973 -5.1010 0.1358 + + + + -- lower cutpoint: -5.2592 + - n_obs, left node: 11 + + + -- upper cutpoint: -4.75203 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.2592 (18.0284), N = 12 moving right + --- -4.75203 (0.102603), N = 10 moving right + + -- best stat: 18.0284, min to split: 0 + + -- p-values: + --- column 6: 0.547728 + --- column 28: 0.440325 + --- column 85: 0.571118 + --- column 59: 0.976879 + +-- node 50 was split into node 85 (left) and 86 (right) + +-- attempting to split node 51 (N = 68, try number 1) + + -- N obs (unweighted): 39 + -- columns sampled (showing up to 5) + + 59 87 54 28 56 + + + -- linear combo weights (showing up to 5) + + 24.1504 4.8412 -60.6179 1.6807 -2.2866 + + + + -- lower cutpoint: -5.73031 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.9962 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.37282 (54.9293), N = 43 moving right + --- 6.06073 (33.9664), N = 29 moving right + --- 6.39549 (30.2286), N = 28 moving right + --- 9.02933 (34.9204), N = 17 moving right + --- 10.7173 (22.558), N = 13 moving right + + -- best stat: 54.9293, min to split: 0 + + -- p-values: + --- column 59: 0.0227734* + --- column 87: 0.529069 + --- column 54: 0.0232766* + --- column 28: 0.334077 + --- column 56: 0.528362 + --- column 35: 0.623072 + --- column 80: 0.80315 + --- column 65: 0.336434 + --- column 66: 0.27882 + --- column 31: 0.985779 + --- column 95: 0.00183606** [+1 to VI numerator] + --- column 86: 0.279513 + +-- node 51 was split into node 87 (left) and 88 (right) + +-- attempting to split node 52 (N = 237, try number 1) + + -- N obs (unweighted): 156 + -- columns sampled (showing up to 5) + + 90 10 78 28 114 + + + -- linear combo weights (showing up to 5) + + 1.1289 -3.4451 0.6550 -2.1258 12.5101 + + + + -- lower cutpoint: -12.4257 + - n_obs, left node: 11 + + + -- upper cutpoint: 6.97699 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.4707 (26.6377), N = 210 moving right + --- -4.96669 (19.0221), N = 139 moving right + --- -2.62337 (21.7049), N = 97 moving right + --- -2.05327 (15.1044), N = 82 moving right + --- -0.809799 (18.3414), N = 54 moving right + + -- best stat: 26.6377, min to split: 0 + + -- p-values: + --- column 90: 0.507966 + --- column 10: 0.0224792* + --- column 78: 0.654028 + --- column 28: 0.0410262* + --- column 114: 0.165952 + --- column 72: 0.236533 + --- column 119: 0.530216 + --- column 34: 0.321793 + --- column 73: 0.245354 + --- column 26: 0.2596 + --- column 36: 0.3271 + --- column 0: 0.00248136** [+1 to VI numerator] + +-- node 52 was split into node 89 (left) and 90 (right) + +-- attempting to split node 53 (N = 114, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 4 33 59 58 41 + + + -- linear combo weights (showing up to 5) + + 4.2935 -6.7524 -1.4018 1.2413 2.1765 + + + + -- lower cutpoint: -11.9765 + - n_obs, left node: 10 + + + -- upper cutpoint: 11.113 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -6.5608 (18.9707), N = 101 moving right + --- -4.75926 (40.9929), N = 93 moving right + --- 1.06544 (40.6082), N = 67 moving right + --- 1.33089 (34.7378), N = 66 moving right + --- 3.09315 (28.0464), N = 52 moving right + + -- best stat: 40.9929, min to split: 0 + + -- p-values: + --- column 4: 0.18008 + --- column 33: 0.0410483* + --- column 59: 0.690783 + --- column 58: 0.477171 + --- column 41: 0.547532 + --- column 37: 0.201134 + --- column 30: 0.327359 + --- column 78: 0.512754 + --- column 116: 0.00866377** [+1 to VI numerator] + --- column 95: 0.242152 + --- column 49: 0.961148 + --- column 115: 0.249938 + +-- node 53 was split into node 91 (left) and 92 (right) + +-- attempting to split node 54 (N = 74, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 68 88 90 47 25 + + + -- linear combo weights (showing up to 5) + + 1.7692 4.3620 2.4622 -5.0037 1.8096 + + + + -- lower cutpoint: -11.3451 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.69686 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.90861 (34.5258), N = 55 moving right + --- -5.78028 (34.4847), N = 52 moving right + --- -4.98056 (37.1045), N = 48 moving right + --- -4.54695 (40.1373), N = 45 moving right + --- -3.95345 (39.5638), N = 43 moving right + + -- best stat: 40.1373, min to split: 0 + + -- p-values: + --- column 68: 0.374638 + --- column 88: 0.342721 + --- column 90: 0.31966 + --- column 47: 0.456138 + --- column 25: 0.34547 + --- column 5: 0.568236 + --- column 83: 0.0158476* + --- column 11: 0.429001 + --- column 48: 0.554818 + --- column 43: 0.521198 + --- column 81: 0.983398 + --- column 3: 0.123408 + +-- node 54 was split into node 93 (left) and 94 (right) + +-- attempting to split node 55 (N = 96, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 113 115 62 12 103 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 55 (N = 96, try number 2) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 108 34 73 39 31 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 55 (N = 96, try number 3) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 65 115 25 36 58 + + + -- linear combo weights (showing up to 5) + + -2.8979 0.6747 0.2999 5.6452 1.7163 + + + + -- lower cutpoint: -3.32907 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.17749 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.46997 (19.6711), N = 78 moving right + --- -0.394168 (10.8411), N = 67 moving right + --- -0.326396 (9.80201), N = 66 moving right + --- 1.50269 (6.27804), N = 53 moving right + --- 4.39279 (0.00474738), N = 19 moving right + + -- best stat: 19.6711, min to split: 0 + + -- p-values: + --- column 65: 0.355438 + --- column 115: 0.828651 + --- column 25: 0.930673 + --- column 36: 0.227723 + --- column 58: 0.449615 + --- column 23: 0.949565 + --- column 43: 0.51491 + --- column 84: 0.8965 + --- column 46: 0.846891 + --- column 31: 0.864806 + --- column 19: 0.107435 + --- column 75: 0.921486 + +-- node 55 was split into node 95 (left) and 96 (right) + +-- attempting to split node 56 (N = 77, try number 1) + + -- N obs (unweighted): 45 + -- columns sampled (showing up to 5) + + 52 2 67 19 57 + + + -- linear combo weights (showing up to 5) + + -2.6932 -0.9788 0.3074 3.3337 3.6211 + + + + -- lower cutpoint: -3.98679 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.06932 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.4749 (17.9877), N = 58 moving right + --- -0.248173 (14.0538), N = 54 moving right + --- 0.236441 (15.8085), N = 49 moving right + --- 0.602288 (11.2608), N = 41 moving right + --- 2.12479 (9.17863), N = 24 moving right + + -- best stat: 17.9877, min to split: 0 + + -- p-values: + --- column 52: 0.892198 + --- column 2: 0.515029 + --- column 67: 0.933055 + --- column 19: 0.204862 + --- column 57: 0.405765 + --- column 59: 0.228292 + --- column 65: 0.767364 + --- column 56: 0.169685 + --- column 116: 0.250136 + --- column 10: 0.689042 + --- column 94: 0.383321 + --- column 112: 0.538466 + +-- node 56 was split into node 97 (left) and 98 (right) + +-- attempting to split node 57 (N = 113, try number 1) + + -- N obs (unweighted): 71 + -- columns sampled (showing up to 5) + + 35 25 61 109 13 + + + -- linear combo weights (showing up to 5) + + 2.5395 1.7228 3.3490 9.0776 -3.9071 + + + + -- lower cutpoint: -12.4582 + - n_obs, left node: 13 + + + -- upper cutpoint: 2.69655 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.93539 (13.1507), N = 68 moving right + --- -7.64782 (8.83884), N = 66 moving right + --- -7.62347 (9.76811), N = 65 moving right + --- -3.04358 (26.8951), N = 19 moving right + --- 0.993049 (16.1988), N = 13 moving right + + -- best stat: 26.8951, min to split: 0 + + -- p-values: + --- column 35: 0.411443 + --- column 25: 0.671171 + --- column 61: 0.719445 + --- column 109: 0.32447 + --- column 13: 0.496032 + --- column 15: 0.639167 + --- column 101: 0.814832 + --- column 122: 0.680975 + --- column 1: 0.0479986* + --- column 76: 0.841657 + --- column 33: 0.678639 + --- column 7: 0.466999 + +-- node 57 was split into node 99 (left) and 100 (right) + +-- attempting to split node 58 (N = 97, try number 1) + + -- N obs (unweighted): 62 + -- columns sampled (showing up to 5) + + 51 49 90 73 112 + + + -- linear combo weights (showing up to 5) + + -1.5794 4.4538 -4.0960 -0.8646 0.4308 + + + + -- lower cutpoint: -4.68209 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.8326 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.03301 (34.9616), N = 82 moving right + --- 0.215098 (29.0369), N = 72 moving right + --- 5.85723 (19.0417), N = 34 moving right + --- 6.80553 (12.3424), N = 27 moving right + --- 10.7074 (2.96126), N = 11 moving right + + -- best stat: 34.9616, min to split: 0 + + -- p-values: + --- column 51: 0.346577 + --- column 49: 0.160269 + --- column 90: 0.108764 + --- column 73: 0.720906 + --- column 112: 0.899317 + --- column 34: 0.144543 + --- column 27: 0.440248 + --- column 60: 0.0661623 + --- column 41: 0.430442 + --- column 68: 0.653768 + --- column 26: 0.0097549** [+1 to VI numerator] + --- column 125: 0.425749 + +-- node 58 was split into node 101 (left) and 102 (right) + +-- attempting to split node 59 (N = 84, try number 1) + + -- N obs (unweighted): 58 + -- columns sampled (showing up to 5) + + 45 58 27 87 26 + + + -- linear combo weights (showing up to 5) + + -4.2237 -1.9996 -0.5469 2.8907 3.2312 + + + + -- lower cutpoint: -6.13889 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.51111 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.13889 (7.93801), N = 74 moving right + --- -2.67107 (10.5398), N = 58 moving right + --- -2.35222 (10.5817), N = 54 moving right + --- 1.62846 (14.5514), N = 21 moving right + --- 1.99793 (17.1116), N = 17 moving right + + -- best stat: 17.1116, min to split: 0 + + -- p-values: + --- column 45: 0.091563 + --- column 58: 0.401994 + --- column 27: 0.686189 + --- column 87: 0.415914 + --- column 26: 0.0398015* + --- column 97: 0.36175 + --- column 81: 0.647628 + --- column 54: 0.35593 + --- column 64: 0.10939 + --- column 122: 0.542109 + --- column 33: 0.821543 + --- column 94: 0.063012 + +-- node 59 was split into node 103 (left) and 104 (right) + +-- attempting to split node 60 (N = 173, try number 1) + + -- N obs (unweighted): 103 + -- columns sampled (showing up to 5) + + 98 89 35 12 49 + + + -- linear combo weights (showing up to 5) + + -0.2389 -0.7586 -0.0083 -4.4487 1.7751 + + + + -- lower cutpoint: -2.93797 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.34217 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.81537 (2.41826), N = 158 moving right + --- -1.98473 (4.88989), N = 148 moving right + --- -0.24176 (1.13399), N = 109 moving right + --- 0.649422 (1.67327), N = 86 moving right + --- 0.92754 (1.45344), N = 71 moving right + + -- best stat: 4.88989, min to split: 0 + + -- p-values: + --- column 98: 0.865475 + --- column 89: 0.670252 + --- column 35: 0.996845 + --- column 12: 0.273333 + --- column 49: 0.443363 + --- column 100: 0.925993 + --- column 72: 0.832531 + --- column 16: 0.249667 + --- column 86: 0.94845 + --- column 9: 0.724641 + --- column 115: 0.909992 + --- column 13: 0.631266 + +-- node 60 was split into node 105 (left) and 106 (right) + +-- attempting to split node 61 (N = 111, try number 1) + + -- N obs (unweighted): 75 + -- columns sampled (showing up to 5) + + 93 52 77 76 99 + + + -- linear combo weights (showing up to 5) + + -0.1195 0.5693 1.6838 -0.2209 -2.0868 + + + + -- lower cutpoint: -4.4012 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.564034 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.30938 (0.457791), N = 91 moving right + --- -3.24081 (0.426387), N = 87 moving right + --- -2.0846 (0.502742), N = 49 moving right + --- -1.67534 (0.792014), N = 36 moving right + --- -1.36481 (1.20598), N = 23 moving right + + -- best stat: 1.20598, min to split: 0 + + -- p-values: + --- column 93: 0.397985 + --- column 52: 0.347362 + --- column 77: 1.23738e-05*** [+1 to VI numerator] + --- column 76: 0.556099 + --- column 99: 0.00481543** [+1 to VI numerator] + --- column 66: 0.179966 + --- column 111: 3.78641e-08*** [+1 to VI numerator] + --- column 29: 0.736524 + --- column 64: 0.343962 + --- column 82: 0.0261711* + --- column 110: 0.000252542*** [+1 to VI numerator] + --- column 37: 0.352875 + +-- node 61 was split into node 107 (left) and 108 (right) + +-- attempting to split node 62 (N = 23, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 45 66 90 88 + + + -- linear combo weights (showing up to 5) + + -20.6036 23.2442 -16.6106 2.2312 + + + + -- lower cutpoint: -17.2924 + - n_obs, left node: 10 + + + -- upper cutpoint: -15.3999 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -17.2924 (8.66634), N = 13 moving right + --- -15.6241 (18.5462), N = 11 moving right + --- -15.3999 (21.9637), N = 10 moving right + + -- best stat: 21.9637, min to split: 0 + + -- p-values: + --- column 45: 0.0736135 + --- column 66: 0.089281 + --- column 90: 0.0290613* + --- column 88: 0.688342 + +-- node 62 was split into node 109 (left) and 110 (right) + +-- sprouting node 63 into a leaf (N = 10) + +-- sprouting node 64 into a leaf (N = 11) + +-- sprouting node 65 into a leaf (N = 13) + +-- sprouting node 66 into a leaf (N = 19) + +-- attempting to split node 67 (N = 38, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 123 43 24 27 22 + + + -- linear combo weights (showing up to 5) + + 2.0092 -14.1108 10.1213 -12.0104 -8.9865 + + + + -- lower cutpoint: -7.64578 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.624277 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.64578 (47.4052), N = 28 moving right + --- -5.88292 (44.668), N = 26 moving right + --- -0.815513 (23.1157), N = 17 moving right + --- 0.433441 (17.0555), N = 12 moving right + --- 0.624277 (16.2019), N = 11 moving right + + -- best stat: 47.4052, min to split: 0 + + -- p-values: + --- column 123: 0.613547 + --- column 43: 0.163828 + --- column 24: 0.00812211** [+1 to VI numerator] + --- column 27: 0.0304725* + --- column 22: 0.210756 + --- column 41: 0.460971 + --- column 89: 0.128455 + --- column 109: 0.540193 + --- column 62: 0.0565104 + +-- node 67 was split into node 111 (left) and 112 (right) + +-- attempting to split node 68 (N = 22, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 73 121 44 + + + -- linear combo weights (showing up to 5) + + 4.1232 -0.2947 7.7524 + + + + -- lower cutpoint: -2.97546 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.97546 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -2.97546 (25.459), N = 12 moving right + + -- best stat: 25.459, min to split: 0 + + -- p-values: + --- column 73: 0.0267814* + --- column 121: 0.843951 + --- column 44: 0.00138187** [+1 to VI numerator] + +-- node 68 was split into node 113 (left) and 114 (right) + +-- attempting to split node 69 (N = 93, try number 1) + + -- N obs (unweighted): 65 + -- columns sampled (showing up to 5) + + 67 54 86 48 66 + + + -- linear combo weights (showing up to 5) + + -7.8769 -1.6806 2.6510 2.1422 6.5115 + + + + -- lower cutpoint: -8.63717 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.98675 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.04373 (15.1842), N = 57 moving right + --- -0.855886 (23.2701), N = 37 moving right + --- -0.730456 (25.6642), N = 36 moving right + --- 2.7774 (29.3241), N = 17 moving right + --- 3.98675 (28.1917), N = 10 moving right + + -- best stat: 29.3241, min to split: 0 + + -- p-values: + --- column 67: 0.357043 + --- column 54: 0.24071 + --- column 86: 0.872695 + --- column 48: 0.529264 + --- column 66: 0.31542 + --- column 12: 0.218492 + --- column 100: 0.135323 + --- column 88: 0.919191 + --- column 72: 0.377254 + --- column 84: 0.252528 + --- column 68: 0.0665475 + --- column 71: 0.0701062 + +-- node 69 was split into node 115 (left) and 116 (right) + +-- sprouting node 70 into a leaf (N = 19) + +-- sprouting node 71 into a leaf (N = 12) + +-- attempting to split node 72 (N = 21, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 96 119 33 13 12 + + + -- linear combo weights (showing up to 5) + + 4.0030 2.9349 0.5119 -0.5454 0.6702 + + + + -- lower cutpoint: -6.49288 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.03157 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.49288 (0.744176), N = 11 moving right + --- -6.03157 (0.322099), N = 10 moving right + + -- best stat: 0.744176, min to split: 0 + + -- p-values: + --- column 96: 0.513888 + --- column 119: 0.879962 + --- column 33: 0.962834 + --- column 13: 0.956076 + --- column 12: 0.944429 + +-- node 72 was split into node 117 (left) and 118 (right) + +-- sprouting node 73 into a leaf (N = 14) + +-- attempting to split node 74 (N = 32, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 36 57 104 79 120 + + + -- linear combo weights (showing up to 5) + + 11.5475 -9.3060 11.1316 -14.8815 -18.8558 + + + + -- lower cutpoint: 2.52879 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.17029 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.52879 (62.2227), N = 22 moving right + --- 3.28638 (76.0011), N = 21 moving right + --- 4.1193 (92.8929), N = 18 moving right + --- 5.542 (67.0635), N = 14 moving right + --- 6.17029 (18.6182), N = 10 moving right + + -- best stat: 92.8929, min to split: 0 + + -- p-values: + --- column 36: 0.231458 + --- column 57: 0.317882 + --- column 104: 0.57573 + --- column 79: 0.0506572 + --- column 120: 0.845075 + --- column 24: 0.968478 + --- column 96: 0.108829 + +-- node 74 was split into node 119 (left) and 120 (right) + +-- sprouting node 75 into a leaf (N = 15) + +-- attempting to split node 76 (N = 28, try number 1) + + -- N obs (unweighted): 19 + -- columns sampled (showing up to 5) + + 21 123 2 81 11 + + + -- linear combo weights (showing up to 5) + + -1.1734 -1.2677 3.4784 -0.8422 -4.2137 + + + + -- lower cutpoint: -1.29031 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.94076 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.29031 (39.6681), N = 18 moving right + --- 0.122377 (35.3025), N = 17 moving right + --- 2.34329 (31.6875), N = 16 moving right + --- 4.69067 (38.149), N = 13 moving right + --- 5.94076 (35.8802), N = 12 moving right + + -- best stat: 39.6681, min to split: 0 + + -- p-values: + --- column 21: 0.420507 + --- column 123: 0.639947 + --- column 2: 0.0458384* + --- column 81: 0.761888 + --- column 11: 0.0317383* + --- column 91: 0.0217811* + +-- node 76 was split into node 121 (left) and 122 (right) + +-- sprouting node 77 into a leaf (N = 18) + +-- attempting to split node 78 (N = 43, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 105 100 92 75 123 + + + -- linear combo weights (showing up to 5) + + -5.0719 -6.6794 3.7839 -3.3346 10.2301 + + + + -- lower cutpoint: -1.11697 + - n_obs, left node: 12 + + + -- upper cutpoint: 2.69998 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.01933 (7.58032), N = 30 moving right + --- -0.17186 (4.78218), N = 24 moving right + --- 0.0834365 (6.43779), N = 23 moving right + --- 2.47003 (1.17195), N = 15 moving right + --- 2.65538 (1.07661), N = 14 moving right + + -- best stat: 7.58032, min to split: 0 + + -- p-values: + --- column 105: 0.250472 + --- column 100: 0.2466 + --- column 92: 0.207295 + --- column 75: 0.159526 + --- column 123: 0.184387 + --- column 95: 0.0360635* + --- column 25: 0.0712276 + --- column 77: 0.0131214* + +-- node 78 was split into node 123 (left) and 124 (right) + +-- attempting to split node 79 (N = 41, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 107 52 47 29 81 + + + -- linear combo weights (showing up to 5) + + -0.2682 -1.7613 -1.6573 -0.3979 -1.7874 + + + + -- lower cutpoint: 0.632051 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.75097 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.901673 (1.06096), N = 26 moving right + --- 1.38825 (0.911792), N = 25 moving right + --- 1.46438 (1.9771), N = 23 moving right + --- 2.21797 (1.096), N = 17 moving right + --- 2.75097 (0.499127), N = 10 moving right + + -- best stat: 1.9771, min to split: 0 + + -- p-values: + --- column 107: 0.772342 + --- column 52: 0.0888542 + --- column 47: 0.0956098 + --- column 29: 0.726865 + --- column 81: 0.253642 + +-- node 79 was split into node 125 (left) and 126 (right) + +-- sprouting node 80 into a leaf (N = 18) + +-- sprouting node 81 into a leaf (N = 11) + +-- sprouting node 82 into a leaf (N = 15) + +-- sprouting node 83 into a leaf (N = 15) + +-- sprouting node 84 into a leaf (N = 12) + +-- sprouting node 85 into a leaf (N = 11) + +-- sprouting node 86 into a leaf (N = 12) + +-- attempting to split node 87 (N = 25, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 18 34 95 41 + + + -- linear combo weights (showing up to 5) + + -7.5933 12.2739 10.4410 3.9328 + + + + -- lower cutpoint: -4.5979 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.54218 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -4.5979 (8.54427), N = 15 moving right + --- -3.87951 (11.5024), N = 13 moving right + --- -2.64714 (13.3526), N = 12 moving right + --- -1.54218 (16.1819), N = 11 moving right + + -- best stat: 16.1819, min to split: 0 + + -- p-values: + --- column 18: 0.365768 + --- column 34: 0.157326 + --- column 95: 0.0662632 + --- column 41: 0.262787 + +-- node 87 was split into node 127 (left) and 128 (right) + +-- attempting to split node 88 (N = 43, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 76 29 8 2 17 + + + -- linear combo weights (showing up to 5) + + -0.4384 0.4418 26.4855 1.9860 -1.3281 + + + + -- lower cutpoint: -8.54354 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.80301 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -8.54354 (7.42849), N = 33 moving right + --- -8.39203 (7.72999), N = 32 moving right + --- -5.99106 (14.6257), N = 23 moving right + --- -4.51543 (13.2712), N = 18 moving right + --- -3.80301 (8.23422), N = 11 moving right + + -- best stat: 14.6257, min to split: 0 + + -- p-values: + --- column 76: 0.846666 + --- column 29: 0.791501 + --- column 8: 0.064594 + --- column 2: 0.301802 + --- column 17: 0.794674 + --- column 24: 0.628708 + --- column 50: 0.688645 + --- column 63: 0.0226244* + +-- node 88 was split into node 129 (left) and 130 (right) + +-- attempting to split node 89 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 67 59 71 58 19 + + + -- linear combo weights (showing up to 5) + + 0.3624 -3.1028 0.3531 -0.2333 8.1352 + + + + -- lower cutpoint: -0.825977 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.12055 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.825977 (12.2077), N = 17 moving right + --- -0.0928536 (20.5304), N = 16 moving right + --- 1.93474 (29.4588), N = 14 moving right + --- 2.62627 (12.0229), N = 13 moving right + --- 3.12055 (36.1972), N = 10 moving right + + -- best stat: 36.1972, min to split: 0 + + -- p-values: + --- column 67: 0.974777 + --- column 59: 0.910415 + --- column 71: 0.97883 + --- column 58: 0.972277 + --- column 19: 0.318493 + --- column 64: 0.933178 + +-- node 89 was split into node 131 (left) and 132 (right) + +-- attempting to split node 90 (N = 210, try number 1) + + -- N obs (unweighted): 138 + -- columns sampled (showing up to 5) + + 35 84 60 94 54 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 90 (N = 210, try number 2) + + -- N obs (unweighted): 138 + -- columns sampled (showing up to 5) + + 20 101 72 39 123 + + + -- linear combo weights (showing up to 5) + + -0.7591 14.8760 4.8394 6.0253 -9.9805 + + + + -- lower cutpoint: -11.491 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.44831 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.30269 (18.4226), N = 164 moving right + --- -5.67837 (16.2417), N = 152 moving right + --- -5.00217 (11.7941), N = 144 moving right + --- -1.83822 (21.6234), N = 86 moving right + --- 5.22676 (5.18262), N = 17 moving right + + -- best stat: 21.6234, min to split: 0 + + -- p-values: + --- column 20: 0.765031 + --- column 101: 0.393612 + --- column 72: 0.0122378* + --- column 39: 0.00619608** [+1 to VI numerator] + --- column 123: 0.551826 + --- column 44: 0.677764 + --- column 14: 0.449051 + --- column 82: 0.0768458 + --- column 28: 0.527426 + --- column 43: 0.333518 + --- column 56: 0.691161 + --- column 33: 0.0494447* + +-- node 90 was split into node 133 (left) and 134 (right) + +-- attempting to split node 91 (N = 21, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 53 32 79 49 + + + -- linear combo weights (showing up to 5) + + 5.1761 -6.6831 -8.7647 5.4461 + + + + -- lower cutpoint: -11.4976 + - n_obs, left node: 11 + + + -- upper cutpoint: -11.4976 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -11.4976 (33.0919), N = 10 moving right + + -- best stat: 33.0919, min to split: 0 + + -- p-values: + --- column 53: 0.40645 + --- column 32: 0.0433867* + --- column 79: 0.0835044 + --- column 49: 0.445588 + +-- node 91 was split into node 135 (left) and 136 (right) + +-- attempting to split node 92 (N = 93, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 57 42 24 0 70 + + + -- linear combo weights (showing up to 5) + + -3.9711 0.5425 1.5082 58.8339 -4.4251 + + + + -- lower cutpoint: -18.2864 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.34761 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -13.994 (37.07), N = 64 moving right + --- -13.8188 (35.1256), N = 61 moving right + --- -10.1076 (19.637), N = 27 moving right + --- -10.013 (20.6647), N = 25 moving right + --- -9.68529 (12.5442), N = 22 moving right + + -- best stat: 37.07, min to split: 0 + + -- p-values: + --- column 57: 0.518764 + --- column 42: 0.836541 + --- column 24: 0.718123 + --- column 0: 0.0537605 + --- column 70: 0.422283 + --- column 69: 0.504615 + --- column 3: 0.779429 + --- column 58: 0.427657 + --- column 121: 0.25388 + --- column 67: 0.567402 + --- column 96: 0.557694 + --- column 62: 0.569634 + +-- node 92 was split into node 137 (left) and 138 (right) + +-- attempting to split node 93 (N = 29, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 55 64 87 66 44 + + + -- linear combo weights (showing up to 5) + + 1.8434 -1.1241 8.7879 -5.9405 -0.4858 + + + + -- lower cutpoint: 1.68795 + - n_obs, left node: 13 + + + -- upper cutpoint: 4.14247 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.68795 (8.88942), N = 16 moving right + --- 1.84912 (12.3857), N = 14 moving right + --- 2.98539 (10.1731), N = 13 moving right + --- 3.9872 (8.2402), N = 12 moving right + --- 4.14247 (8.42105), N = 10 moving right + + -- best stat: 12.3857, min to split: 0 + + -- p-values: + --- column 55: 0.186704 + --- column 64: 0.815483 + --- column 87: 0.409998 + --- column 66: 0.098879 + --- column 44: 0.902072 + --- column 91: 0.472557 + --- column 86: 0.439939 + +-- node 93 was split into node 139 (left) and 140 (right) + +-- attempting to split node 94 (N = 45, try number 1) + + -- N obs (unweighted): 26 + -- columns sampled (showing up to 5) + + 40 36 35 39 74 + + + -- linear combo weights (showing up to 5) + + -0.9105 -2.0303 1.0722 3.0501 6.5455 + + + + -- lower cutpoint: -2.2383 + - n_obs, left node: 11 + + + -- upper cutpoint: 7.92776 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.716294 (32.106), N = 28 moving right + --- 1.06408 (31.6306), N = 23 moving right + --- 1.87557 (35.0831), N = 20 moving right + --- 3.76828 (27.4838), N = 17 moving right + --- 7.92776 (15.9538), N = 11 moving right + + -- best stat: 35.0831, min to split: 0 + + -- p-values: + --- column 40: 0.850592 + --- column 36: 0.475166 + --- column 35: 0.721308 + --- column 39: 0.506263 + --- column 74: 0.523256 + --- column 94: 0.0978309 + --- column 37: 0.514373 + --- column 67: 0.122677 + +-- node 94 was split into node 141 (left) and 142 (right) + +-- sprouting node 95 into a leaf (N = 18) + +-- attempting to split node 96 (N = 78, try number 1) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 73 105 46 77 35 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 96 (N = 78, try number 2) + + -- N obs (unweighted): 47 + -- columns sampled (showing up to 5) + + 13 87 9 8 116 + + + -- linear combo weights (showing up to 5) + + -26.8871 3.1141 0.4546 13.0195 -2.0742 + + + + -- lower cutpoint: 6.0376 + - n_obs, left node: 11 + + + -- upper cutpoint: 14.717 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 6.0376 (6.9142), N = 67 moving right + --- 7.62089 (14.8805), N = 57 moving right + --- 8.71602 (1.8632), N = 42 moving right + --- 9.29304 (1.80893), N = 41 moving right + --- 10.5262 (2.65969), N = 33 moving right + + -- best stat: 14.8805, min to split: 0 + + -- p-values: + --- column 13: 0.0696443 + --- column 87: 0.555949 + --- column 9: 0.79308 + --- column 8: 0.201095 + --- column 116: 0.582417 + --- column 99: 0.515063 + --- column 3: 0.695645 + --- column 72: 0.80911 + --- column 92: 0.161692 + --- column 84: 0.574776 + --- column 62: 0.263051 + --- column 43: 0.967516 + +-- node 96 was split into node 143 (left) and 144 (right) + +-- sprouting node 97 into a leaf (N = 19) + +-- attempting to split node 98 (N = 58, try number 1) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 12 108 9 94 32 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 98 (N = 58, try number 2) + + -- N obs (unweighted): 33 + -- columns sampled (showing up to 5) + + 0 73 125 108 91 + + + -- linear combo weights (showing up to 5) + + 1.1226 -2.7511 1.5714 -13.0496 1.0726 + + + + -- lower cutpoint: -7.02938 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.08483 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.97096 (4.68968), N = 42 moving right + --- -5.44135 (5.34163), N = 39 moving right + --- -4.31323 (5.20079), N = 21 moving right + --- -3.64098 (4.47894), N = 16 moving right + --- -3.37413 (3.10768), N = 13 moving right + + -- best stat: 5.34163, min to split: 0 + + -- p-values: + --- column 0: 0.584421 + --- column 73: 0.0780641 + --- column 125: 0.408677 + --- column 108: 0.735583 + --- column 91: 0.446701 + --- column 55: 0.763926 + --- column 85: 0.585012 + --- column 50: 0.297157 + --- column 106: 0.680118 + --- column 30: 0.441872 + --- column 64: 0.163999 + +-- node 98 was split into node 145 (left) and 146 (right) + +-- attempting to split node 99 (N = 94, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 27 56 109 12 39 + + + -- linear combo weights (showing up to 5) + + 1.4661 -0.4988 -21.0649 4.8205 -2.2300 + + + + -- lower cutpoint: -4.6614 + - n_obs, left node: 12 + + + -- upper cutpoint: 6.08936 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.42469 (7.16371), N = 78 moving right + --- -3.54157 (3.50495), N = 72 moving right + --- -3.38726 (2.9025), N = 70 moving right + --- -2.30623 (2.25071), N = 67 moving right + --- 6.08936 (18.4243), N = 10 moving right + + -- best stat: 18.4243, min to split: 0 + + -- p-values: + --- column 27: 0.536341 + --- column 56: 0.806274 + --- column 109: 0.6372 + --- column 12: 0.243589 + --- column 39: 0.42669 + --- column 84: 0.610876 + --- column 118: 0.912395 + --- column 117: 0.704636 + --- column 108: 0.945414 + --- column 119: 0.54734 + --- column 25: 0.812332 + --- column 65: 0.63776 + +-- node 99 was split into node 147 (left) and 148 (right) + +-- sprouting node 100 into a leaf (N = 19) + +-- sprouting node 101 into a leaf (N = 15) + +-- attempting to split node 102 (N = 82, try number 1) + + -- N obs (unweighted): 52 + -- columns sampled (showing up to 5) + + 124 83 95 27 117 + + + -- linear combo weights (showing up to 5) + + -11.4911 -4.3465 -0.1501 0.5193 -2.5536 + + + + -- lower cutpoint: 4.86695 + - n_obs, left node: 10 + + + -- upper cutpoint: 13.4681 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 7.28952 (17.0305), N = 69 moving right + --- 8.55487 (27.1906), N = 57 moving right + --- 9.73843 (16.9933), N = 38 moving right + --- 10.8197 (14.0031), N = 32 moving right + --- 11.115 (13.7372), N = 30 moving right + + -- best stat: 27.1906, min to split: 0 + + -- p-values: + --- column 124: 0.305663 + --- column 83: 0.135193 + --- column 95: 0.949885 + --- column 27: 0.707735 + --- column 117: 0.450629 + --- column 49: 0.235542 + --- column 69: 0.486722 + --- column 101: 0.14991 + --- column 31: 0.116909 + --- column 105: 0.0528404 + --- column 14: 0.337744 + --- column 120: 0.980442 + +-- node 102 was split into node 149 (left) and 150 (right) + +-- attempting to split node 103 (N = 67, try number 1) + + -- N obs (unweighted): 44 + -- columns sampled (showing up to 5) + + 11 2 89 120 94 + + + -- linear combo weights (showing up to 5) + + 0.1314 -0.6077 1.8264 -2.2900 -0.6844 + + + + -- lower cutpoint: -3.00062 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.69465 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.90119 (11.9941), N = 50 moving right + --- -1.18258 (12.6227), N = 43 moving right + --- 0.410984 (3.64382), N = 33 moving right + --- 1.71404 (4.33238), N = 24 moving right + --- 2.51578 (3.2211), N = 13 moving right + + -- best stat: 12.6227, min to split: 0 + + -- p-values: + --- column 11: 0.951729 + --- column 2: 0.675742 + --- column 89: 0.39253 + --- column 120: 0.539301 + --- column 94: 0.869561 + --- column 29: 0.861118 + --- column 72: 0.727181 + --- column 6: 0.639458 + --- column 15: 0.91346 + --- column 27: 0.922643 + --- column 12: 0.467491 + --- column 26: 0.895796 + +-- node 103 was split into node 151 (left) and 152 (right) + +-- sprouting node 104 into a leaf (N = 17) + +-- attempting to split node 105 (N = 25, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 90 76 67 8 + + + -- linear combo weights (showing up to 5) + + 3.3726 0.6877 -0.2904 -33.6857 + + + + -- lower cutpoint: 16.023 + - n_obs, left node: 11 + + + -- upper cutpoint: 18.0505 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 16.023 (5.2374), N = 14 moving right + --- 16.313 (6.89641), N = 13 moving right + --- 17.9848 (12.5233), N = 12 moving right + --- 18.0505 (10.7036), N = 11 moving right + + -- best stat: 12.5233, min to split: 0 + + -- p-values: + --- column 90: 0.275917 + --- column 76: 0.824482 + --- column 67: 0.941812 + --- column 8: 0.176183 + +-- node 105 was split into node 153 (left) and 154 (right) + +-- attempting to split node 106 (N = 148, try number 1) + + -- N obs (unweighted): 89 + -- columns sampled (showing up to 5) + + 23 52 77 113 89 + + + -- linear combo weights (showing up to 5) + + 1.8908 -1.1544 -0.1665 2.5536 0.7597 + + + + -- lower cutpoint: -5.86619 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.16463 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -5.72931 (3.12101), N = 137 moving right + --- -3.93563 (1.34161), N = 123 moving right + --- -2.45374 (0.725431), N = 118 moving right + --- -1.50106 (10.3222), N = 99 moving right + --- 2.16463 (3.29053), N = 11 moving right + + -- best stat: 10.3222, min to split: 0 + + -- p-values: + --- column 23: 0.524048 + --- column 52: 0.852033 + --- column 77: 0.944087 + --- column 113: 0.753908 + --- column 89: 0.617824 + --- column 120: 0.657523 + --- column 102: 0.907932 + --- column 17: 0.382186 + --- column 67: 0.82626 + --- column 39: 0.308944 + --- column 103: 0.780674 + --- column 93: 0.592379 + +-- node 106 was split into node 155 (left) and 156 (right) + +-- attempting to split node 107 (N = 88, try number 1) + + -- N obs (unweighted): 57 + -- columns sampled (showing up to 5) + + 20 112 123 54 84 + + + -- linear combo weights (showing up to 5) + + 0.9865 0.5829 -0.2741 -0.1348 0.3933 + + + + -- lower cutpoint: 0.970443 + - n_obs, left node: 10 + + + -- upper cutpoint: 2.85244 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 1.53946 (0.584075), N = 75 moving right + --- 2.1637 (0.146235), N = 52 moving right + --- 2.55638 (0.0550602), N = 31 moving right + --- 2.58172 (0.044811), N = 27 moving right + --- 2.6371 (0.0224977), N = 16 moving right + + -- best stat: 0.584075, min to split: 0 + + -- p-values: + --- column 20: 0.00120046** [+1 to VI numerator] + --- column 112: 0.0182049* + --- column 123: 0.246419 + --- column 54: 0.128547 + --- column 84: 0.0257382* + --- column 73: 0.303008 + --- column 8: 0.000249563*** [+1 to VI numerator] + --- column 46: 0.00105734** [+1 to VI numerator] + --- column 102: 0.264708 + --- column 41: 0.00505937** [+1 to VI numerator] + --- column 35: 0.0208045* + --- column 17: 0.00642998** [+1 to VI numerator] + +-- node 107 was split into node 157 (left) and 158 (right) + +-- attempting to split node 108 (N = 23, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 81 21 110 24 33 + + + -- linear combo weights (showing up to 5) + + -1.5855 0.0103 0.8267 5.4985 2.8087 + + + + -- lower cutpoint: -2.91246 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.24181 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.91246 (5.24181), N = 12 moving right + --- -2.24181 (6.23819), N = 11 moving right + + -- best stat: 6.23819, min to split: 0 + + -- p-values: + --- column 81: 0.283159 + --- column 21: 0.994418 + --- column 110: 0.575529 + --- column 24: 0.0172289* + --- column 33: 0.357059 + --- column 84: 0.00962931** [+1 to VI numerator] + +-- node 108 was split into node 159 (left) and 160 (right) + +-- sprouting node 109 into a leaf (N = 13) + +-- sprouting node 110 into a leaf (N = 10) + +-- sprouting node 111 into a leaf (N = 10) + +-- attempting to split node 112 (N = 28, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 50 92 30 27 17 + + + -- linear combo weights (showing up to 5) + + 3.5775 -0.8935 2.8255 -2.4271 1.8524 + + + + -- lower cutpoint: -0.409663 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.933953 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.409663 (7.27852), N = 17 moving right + --- -0.401677 (7.29634), N = 16 moving right + --- -0.0951176 (7.39122), N = 15 moving right + --- 0.430004 (8.15572), N = 12 moving right + --- 0.933953 (8.60205), N = 11 moving right + + -- best stat: 8.60205, min to split: 0 + + -- p-values: + --- column 50: 0.196726 + --- column 92: 0.914872 + --- column 30: 0.79494 + --- column 27: 0.565808 + --- column 17: 0.344006 + --- column 67: 0.232043 + --- column 18: 0.61721 + +-- node 112 was split into node 161 (left) and 162 (right) + +-- sprouting node 113 into a leaf (N = 10) + +-- sprouting node 114 into a leaf (N = 12) + +-- attempting to split node 115 (N = 76, try number 1) + + -- N obs (unweighted): 53 + -- columns sampled (showing up to 5) + + 61 23 94 103 2 + + + -- linear combo weights (showing up to 5) + + 3.6958 5.1420 -5.4528 -0.6996 1.1443 + + + + -- lower cutpoint: -4.98527 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.32874 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.83531 (2.53291), N = 64 moving right + --- -2.77834 (2.23434), N = 50 moving right + --- 0.342345 (15.6579), N = 24 moving right + --- 0.39758 (15.6777), N = 22 moving right + --- 1.09999 (11.6863), N = 19 moving right + + -- best stat: 15.6777, min to split: 0 + + -- p-values: + --- column 61: 0.656518 + --- column 23: 0.363194 + --- column 94: 0.397063 + --- column 103: 0.756103 + --- column 2: 0.376886 + --- column 18: 0.881665 + --- column 9: 0.827819 + --- column 52: 0.839317 + --- column 26: 0.588637 + --- column 5: 0.37292 + --- column 15: 0.621208 + --- column 121: 0.905955 + +-- node 115 was split into node 163 (left) and 164 (right) + +-- sprouting node 116 into a leaf (N = 17) + +-- sprouting node 117 into a leaf (N = 10) + +-- sprouting node 118 into a leaf (N = 11) + +-- sprouting node 119 into a leaf (N = 14) + +-- sprouting node 120 into a leaf (N = 18) + +-- sprouting node 121 into a leaf (N = 10) + +-- sprouting node 122 into a leaf (N = 18) + +-- sprouting node 123 into a leaf (N = 13) + +-- attempting to split node 124 (N = 30, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 30 21 92 99 121 + + + -- linear combo weights (showing up to 5) + + 0.3343 0.2990 2.6867 -2.3935 -0.3559 + + + + -- lower cutpoint: -0.892776 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.542931 + - n_obs, right node: 14 + + -- cutpoint (score) + --- -0.892776 (0.0938889), N = 20 moving right + --- -0.740476 (0.135), N = 18 moving right + --- -0.701031 (0.0193263), N = 17 moving right + --- -0.633419 (0.00444444), N = 15 moving right + --- -0.542931 (0.325079), N = 14 moving right + + -- best stat: 0.325079, min to split: 0 + + -- p-values: + --- column 30: 0.877697 + --- column 21: 0.788242 + --- column 92: 0.823628 + --- column 99: 0.796754 + --- column 121: 0.771303 + +-- node 124 was split into node 165 (left) and 166 (right) + +-- sprouting node 125 into a leaf (N = 18) + +-- sprouting node 126 into a leaf (N = 23) + +-- sprouting node 127 into a leaf (N = 14) + +-- sprouting node 128 into a leaf (N = 11) + +-- attempting to split node 129 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 72 61 58 + + + -- linear combo weights (showing up to 5) + + -5.8300 1.3779 9.9820 + + + + -- lower cutpoint: -5.59783 + - n_obs, left node: 11 + + + -- upper cutpoint: -5.79321 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 129 (N = 20, try number 2) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 8 49 40 + + + -- linear combo weights (showing up to 5) + + 4.0771 -2.4965 3.1962 + + + + -- lower cutpoint: -1.15225 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.15225 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.15225 (2.1025), N = 10 moving right + + -- best stat: 2.1025, min to split: 0 + + -- p-values: + --- column 8: 0.697078 + --- column 49: 0.584897 + --- column 40: 0.289744 + +-- node 129 was split into node 167 (left) and 168 (right) + +-- attempting to split node 130 (N = 23, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 41 27 17 62 58 + + + -- linear combo weights (showing up to 5) + + 4.7767 5.1513 -1.6083 1.6353 0.2632 + + + + -- lower cutpoint: 1.6976 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.05884 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.6976 (10.0658), N = 13 moving right + --- 1.71128 (13.6138), N = 12 moving right + --- 3.05884 (23.1223), N = 10 moving right + + -- best stat: 23.1223, min to split: 0 + + -- p-values: + --- column 41: 0.0916567 + --- column 27: 0.0784903 + --- column 17: 0.751914 + --- column 62: 0.813129 + --- column 58: 0.950079 + +-- node 130 was split into node 169 (left) and 170 (right) + +-- sprouting node 131 into a leaf (N = 17) + +-- sprouting node 132 into a leaf (N = 10) + +-- attempting to split node 133 (N = 124, try number 1) + + -- N obs (unweighted): 79 + -- columns sampled (showing up to 5) + + 4 74 118 76 70 + + + -- linear combo weights (showing up to 5) + + 4.0310 5.1018 3.3294 -13.0882 8.5113 + + + + -- lower cutpoint: -9.47725 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.4222 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -7.83978 (12.0783), N = 100 moving right + --- -7.37769 (12.6207), N = 93 moving right + --- -3.57924 (19.0329), N = 74 moving right + --- -3.11918 (16.1019), N = 71 moving right + --- -2.02806 (31.5456), N = 51 moving right + + -- best stat: 31.5456, min to split: 0 + + -- p-values: + --- column 4: 0.298188 + --- column 74: 0.395082 + --- column 118: 0.138672 + --- column 76: 0.320276 + --- column 70: 0.558707 + --- column 25: 0.802839 + --- column 5: 0.363671 + --- column 75: 0.758952 + --- column 56: 0.734293 + --- column 125: 0.543099 + --- column 41: 0.59263 + --- column 60: 0.641198 + +-- node 133 was split into node 171 (left) and 172 (right) + +-- attempting to split node 134 (N = 86, try number 1) + + -- N obs (unweighted): 59 + -- columns sampled (showing up to 5) + + 125 86 16 110 116 + + + -- linear combo weights (showing up to 5) + + -0.4290 -3.1565 3.6413 -36.8805 -6.7384 + + + + -- lower cutpoint: -3.23442 + - n_obs, left node: 10 + + + -- upper cutpoint: 5.86501 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.96069 (6.14839), N = 75 moving right + --- 1.50806 (16.1736), N = 42 moving right + --- 4.05212 (18.0791), N = 29 moving right + --- 4.63279 (19.5866), N = 27 moving right + --- 5.86501 (4.33156), N = 11 moving right + + -- best stat: 19.5866, min to split: 0 + + -- p-values: + --- column 125: 0.878206 + --- column 86: 0.448261 + --- column 16: 0.206166 + --- column 110: 0.319528 + --- column 116: 0.171411 + --- column 74: 0.30181 + --- column 7: 0.644245 + --- column 72: 0.855869 + --- column 39: 0.069546 + --- column 40: 0.134018 + --- column 124: 0.163962 + --- column 49: 0.468648 + +-- node 134 was split into node 173 (left) and 174 (right) + +-- sprouting node 135 into a leaf (N = 11) + +-- sprouting node 136 into a leaf (N = 10) + +-- attempting to split node 137 (N = 29, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 76 54 3 15 75 + + + -- linear combo weights (showing up to 5) + + -2.9034 -42.5516 20.1715 2.7126 8.5862 + + + + -- lower cutpoint: 5.37486 + - n_obs, left node: 10 + + + -- upper cutpoint: 10.1793 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.37486 (29.9055), N = 19 moving right + --- 5.65464 (12.0865), N = 17 moving right + --- 7.34169 (36.1), N = 14 moving right + --- 9.71052 (32.4362), N = 12 moving right + --- 10.1793 (48.1227), N = 10 moving right + + -- best stat: 48.1227, min to split: 0 + + -- p-values: + --- column 76: 0.730875 + --- column 54: 0.455326 + --- column 3: 0.555739 + --- column 15: 0.786831 + --- column 75: 0.204775 + +-- node 137 was split into node 175 (left) and 176 (right) + +-- attempting to split node 138 (N = 64, try number 1) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 103 18 60 73 10 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 138 (N = 64, try number 2) + + -- N obs (unweighted): 37 + -- columns sampled (showing up to 5) + + 85 74 94 18 117 + + + -- linear combo weights (showing up to 5) + + -4.6947 -2.8517 -1.1658 5.7319 3.4538 + + + + -- lower cutpoint: -13.5375 + - n_obs, left node: 10 + + + -- upper cutpoint: -4.09595 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -11.8925 (5.58626), N = 48 moving right + --- -11.5976 (1.09149), N = 46 moving right + --- -9.47555 (6.81277), N = 35 moving right + --- -7.37322 (23.5157), N = 24 moving right + --- -5.96334 (21.8796), N = 17 moving right + + -- best stat: 23.5157, min to split: 0 + + -- p-values: + --- column 85: 0.600363 + --- column 74: 0.553855 + --- column 94: 0.944828 + --- column 18: 0.17859 + --- column 117: 0.553765 + --- column 8: 0.265473 + --- column 42: 0.694101 + --- column 64: 0.793373 + --- column 24: 0.290394 + --- column 105: 0.321808 + --- column 29: 0.217853 + --- column 67: 0.791531 + +-- node 138 was split into node 177 (left) and 178 (right) + +-- sprouting node 139 into a leaf (N = 15) + +-- sprouting node 140 into a leaf (N = 14) + +-- attempting to split node 141 (N = 25, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 16 118 63 53 + + + -- linear combo weights (showing up to 5) + + 0.5405 -2.2227 -0.2849 2.6761 + + + + -- lower cutpoint: -0.353442 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.310619 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.353442 (4.78827), N = 15 moving right + --- 0.0736562 (7.78093), N = 12 moving right + --- 0.128006 (8.19266), N = 11 moving right + --- 0.310619 (3.90427), N = 10 moving right + + -- best stat: 8.19266, min to split: 0 + + -- p-values: + --- column 16: 0.853925 + --- column 118: 0.632188 + --- column 63: 0.937242 + --- column 53: 0.645779 + +-- node 141 was split into node 179 (left) and 180 (right) + +-- attempting to split node 142 (N = 20, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 37 44 49 17 + + + -- linear combo weights (showing up to 5) + + 0.1512 0.2421 -0.3681 1.0801 + + + + -- lower cutpoint: 1.29707 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.29707 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.29707 (0.25), N = 10 moving right + + -- best stat: 0.25, min to split: 0 + + -- p-values: + --- column 37: 0.834711 + --- column 44: 0.797665 + --- column 49: 0.744926 + --- column 17: 0.0821418 + +-- node 142 was split into node 181 (left) and 182 (right) + +-- attempting to split node 143 (N = 21, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 4 64 0 88 + + + -- linear combo weights (showing up to 5) + + -1.8167 1.0257 2.8163 3.5801 + + + + -- lower cutpoint: 0.0608531 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.69243 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.0608531 (17.2211), N = 11 moving right + --- 1.69243 (16.4021), N = 10 moving right + + -- best stat: 17.2211, min to split: 0 + + -- p-values: + --- column 4: 0.680273 + --- column 64: 0.3886 + --- column 0: 0.0360988* + --- column 88: 0.28888 + +-- node 143 was split into node 183 (left) and 184 (right) + +-- attempting to split node 144 (N = 57, try number 1) + + -- N obs (unweighted): 35 + -- columns sampled (showing up to 5) + + 5 25 41 91 46 + + + -- linear combo weights (showing up to 5) + + 5.1703 -0.2052 7.0165 -0.3936 3.2082 + + + + -- lower cutpoint: -0.153382 + - n_obs, left node: 10 + + + -- upper cutpoint: 8.55032 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.420956 (8.76295), N = 45 moving right + --- 2.01443 (10.1578), N = 36 moving right + --- 2.11038 (10.8218), N = 33 moving right + --- 2.90196 (15.9557), N = 28 moving right + --- 3.72179 (18.4359), N = 23 moving right + + -- best stat: 18.4359, min to split: 0 + + -- p-values: + --- column 5: 0.0580815 + --- column 25: 0.93973 + --- column 41: 0.151578 + --- column 91: 0.807437 + --- column 46: 0.471182 + --- column 96: 0.0639204 + --- column 18: 0.125187 + --- column 49: 0.872258 + --- column 66: 0.26781 + --- column 92: 0.924427 + --- column 43: 0.18684 + +-- node 144 was split into node 185 (left) and 186 (right) + +-- sprouting node 145 into a leaf (N = 19) + +-- attempting to split node 146 (N = 39, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 18 49 115 38 113 + + + -- linear combo weights (showing up to 5) + + 5.2901 -2.5879 3.4492 -1.5481 -0.2056 + + + + -- lower cutpoint: -2.53788 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.827029 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.00892 (4.39155), N = 25 moving right + --- -0.803585 (4.0295), N = 22 moving right + --- -0.348076 (3.88222), N = 18 moving right + --- 0.781959 (4.30424), N = 11 moving right + --- 0.827029 (4.53927), N = 10 moving right + + -- best stat: 4.53927, min to split: 0 + + -- p-values: + --- column 18: 0.0239671* + --- column 49: 0.149942 + --- column 115: 0.64289 + --- column 38: 0.521811 + --- column 113: 0.967534 + --- column 40: 0.986094 + --- column 24: 0.19751 + +-- node 146 was split into node 187 (left) and 188 (right) + +-- attempting to split node 147 (N = 84, try number 1) + + -- N obs (unweighted): 50 + -- columns sampled (showing up to 5) + + 61 74 56 86 32 + + + -- linear combo weights (showing up to 5) + + -13.1633 -11.4460 1.5897 0.6054 5.7960 + + + + -- lower cutpoint: 2.45422 + - n_obs, left node: 12 + + + -- upper cutpoint: 16.8144 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.39249 (20.6408), N = 68 moving right + --- 5.76187 (22.357), N = 61 moving right + --- 6.26301 (31.3493), N = 54 moving right + --- 10.1438 (31.7452), N = 39 moving right + --- 15.2004 (19.8574), N = 14 moving right + + -- best stat: 31.7452, min to split: 0 + + -- p-values: + --- column 61: 0.130452 + --- column 74: 0.1368 + --- column 56: 0.520776 + --- column 86: 0.947857 + --- column 32: 0.139815 + --- column 28: 0.11511 + --- column 72: 0.27612 + --- column 26: 0.920269 + --- column 108: 0.49646 + --- column 36: 0.360248 + --- column 42: 0.321024 + --- column 69: 0.512155 + +-- node 147 was split into node 189 (left) and 190 (right) + +-- sprouting node 148 into a leaf (N = 10) + +-- attempting to split node 149 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 47 117 113 19 105 + + + -- linear combo weights (showing up to 5) + + -0.8589 -0.3953 12.3964 1.0999 -10.2795 + + + + -- lower cutpoint: 0.223777 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.92468 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.223777 (5.92027), N = 15 moving right + --- 0.385204 (5.19324), N = 14 moving right + --- 1.50146 (4.0837), N = 12 moving right + --- 1.82103 (3.6535), N = 11 moving right + --- 1.92468 (6.4896), N = 10 moving right + + -- best stat: 6.4896, min to split: 0 + + -- p-values: + --- column 47: 0.852409 + --- column 117: 0.944106 + --- column 113: 0.913814 + --- column 19: 0.833794 + --- column 105: 0.868274 + +-- node 149 was split into node 191 (left) and 192 (right) + +-- attempting to split node 150 (N = 57, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 7 40 58 44 125 + + + -- linear combo weights (showing up to 5) + + 8.4686 -2.6501 -1.1053 1.5133 -1.3110 + + + + -- lower cutpoint: -7.35079 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.19993 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.95993 (4.40324), N = 40 moving right + --- -5.73005 (6.84712), N = 36 moving right + --- -4.39262 (5.02358), N = 30 moving right + --- -3.76357 (5.43877), N = 24 moving right + --- -1.8684 (10.2336), N = 13 moving right + + -- best stat: 10.2336, min to split: 0 + + -- p-values: + --- column 7: 0.294876 + --- column 40: 0.582425 + --- column 58: 0.660578 + --- column 44: 0.45765 + --- column 125: 0.590168 + --- column 55: 0.339432 + --- column 91: 0.420642 + --- column 103: 0.936712 + --- column 120: 0.989115 + --- column 14: 0.730475 + --- column 19: 0.190329 + --- column 106: 0.817815 + +-- node 150 was split into node 193 (left) and 194 (right) + +-- attempting to split node 151 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 35 3 112 57 7 + + + -- linear combo weights (showing up to 5) + + -4.4223 8.8222 -5.1841 -4.6320 7.0178 + + + + -- lower cutpoint: 0.803262 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.06523 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.803262 (24.2362), N = 14 moving right + --- 2.51457 (7.33507), N = 12 moving right + --- 3.06523 (6.13735), N = 11 moving right + + -- best stat: 24.2362, min to split: 0 + + -- p-values: + --- column 35: 0.362443 + --- column 3: 0.0556662 + --- column 112: 0.134065 + --- column 57: 0.25145 + --- column 7: 0.382358 + +-- node 151 was split into node 195 (left) and 196 (right) + +-- attempting to split node 152 (N = 43, try number 1) + + -- N obs (unweighted): 29 + -- columns sampled (showing up to 5) + + 22 119 48 54 60 + + + -- linear combo weights (showing up to 5) + + -4.1814 -3.9369 1.0468 -3.0847 4.2504 + + + + -- lower cutpoint: -2.66762 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.000355962 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.60578 (2.88799), N = 32 moving right + --- -2.5101 (2.65357), N = 31 moving right + --- -2.19124 (5.95792), N = 28 moving right + --- -1.56602 (7.90042), N = 26 moving right + --- -0.861476 (7.41866), N = 24 moving right + + -- best stat: 7.90042, min to split: 0 + + -- p-values: + --- column 22: 0.359505 + --- column 119: 0.759295 + --- column 48: 0.713331 + --- column 54: 0.902004 + --- column 60: 0.786965 + --- column 100: 0.813014 + --- column 111: 0.800019 + --- column 19: 0.459977 + --- column 66: 0.759356 + +-- node 152 was split into node 197 (left) and 198 (right) + +-- sprouting node 153 into a leaf (N = 13) + +-- sprouting node 154 into a leaf (N = 12) + +-- attempting to split node 155 (N = 49, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 2 86 79 80 45 + + + -- linear combo weights (showing up to 5) + + -0.2313 -11.6258 -1.7305 -8.5953 -4.3077 + + + + -- lower cutpoint: -11.0315 + - n_obs, left node: 11 + + + -- upper cutpoint: -2.6706 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -10.9787 (25.4696), N = 35 moving right + --- -8.23129 (30.8504), N = 31 moving right + --- -7.11698 (31.7682), N = 24 moving right + --- -6.8255 (25.1831), N = 22 moving right + --- -6.20508 (23.8555), N = 17 moving right + + -- best stat: 31.7682, min to split: 0 + + -- p-values: + --- column 2: 0.917878 + --- column 86: 0.275807 + --- column 79: 0.681818 + --- column 80: 0.189705 + --- column 45: 0.403301 + --- column 71: 0.0984665 + --- column 48: 0.523582 + --- column 122: 0.0161675* + --- column 63: 0.355676 + --- column 121: 0.159279 + +-- node 155 was split into node 199 (left) and 200 (right) + +-- attempting to split node 156 (N = 99, try number 1) + + -- N obs (unweighted): 58 + -- columns sampled (showing up to 5) + + 17 84 33 39 63 + + + -- linear combo weights (showing up to 5) + + -1.4762 0.3074 -2.9373 0.9617 9.8842 + + + + -- lower cutpoint: 1.92478 + - n_obs, left node: 12 + + + -- upper cutpoint: 10.9051 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 2.91272 (13.3636), N = 76 moving right + --- 3.47079 (14.8768), N = 69 moving right + --- 3.70865 (15.4234), N = 61 moving right + --- 3.75002 (13.8787), N = 59 moving right + --- 3.92507 (10.7416), N = 56 moving right + + -- best stat: 15.4234, min to split: 0 + + -- p-values: + --- column 17: 0.617024 + --- column 84: 0.940732 + --- column 33: 0.339873 + --- column 39: 0.78751 + --- column 63: 0.24452 + --- column 58: 0.0766532 + --- column 65: 0.684673 + --- column 67: 0.639439 + --- column 90: 0.304875 + --- column 35: 0.458961 + --- column 50: 0.720005 + --- column 40: 0.844105 + +-- node 156 was split into node 201 (left) and 202 (right) + +-- sprouting node 157 into a leaf (N = 13) + +-- sprouting node 158 into a leaf (N = 75) + +-- sprouting node 159 into a leaf (N = 12) + +-- sprouting node 160 into a leaf (N = 11) + +-- sprouting node 161 into a leaf (N = 17) + +-- sprouting node 162 into a leaf (N = 11) + +-- attempting to split node 163 (N = 54, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 53 30 92 32 120 + + + -- linear combo weights (showing up to 5) + + 3.3339 -4.6962 2.8804 -1.4201 1.8805 + + + + -- lower cutpoint: -2.97909 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.955899 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -1.99298 (4.93219), N = 32 moving right + --- -0.395973 (6.92337), N = 23 moving right + --- -0.0546834 (7.26741), N = 19 moving right + --- 0.53359 (6.73684), N = 15 moving right + --- 0.735273 (5.9696), N = 13 moving right + + -- best stat: 7.26741, min to split: 0 + + -- p-values: + --- column 53: 0.388522 + --- column 30: 0.264793 + --- column 92: 0.295124 + --- column 32: 0.625365 + --- column 120: 0.618864 + --- column 101: 0.225853 + --- column 15: 0.215438 + --- column 112: 0.627546 + --- column 123: 0.99692 + --- column 117: 0.375478 + --- column 114: 0.122487 + --- column 16: 0.722933 + +-- node 163 was split into node 203 (left) and 204 (right) + +-- attempting to split node 164 (N = 22, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 86 21 64 112 80 + + + -- linear combo weights (showing up to 5) + + 5.7878 -0.9902 -17.7884 1.8714 3.4447 + + + + -- lower cutpoint: 7.65783 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.70633 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.65783 (2.83809), N = 12 moving right + --- 7.70633 (6.32293), N = 10 moving right + + -- best stat: 6.32293, min to split: 0 + + -- p-values: + --- column 86: 0.511924 + --- column 21: 0.847625 + --- column 64: 0.398117 + --- column 112: 0.585092 + --- column 80: 0.649685 + +-- node 164 was split into node 205 (left) and 206 (right) + +-- sprouting node 165 into a leaf (N = 16) + +-- sprouting node 166 into a leaf (N = 14) + +-- sprouting node 167 into a leaf (N = 10) + +-- sprouting node 168 into a leaf (N = 10) + +-- sprouting node 169 into a leaf (N = 13) + +-- sprouting node 170 into a leaf (N = 10) + +-- attempting to split node 171 (N = 73, try number 1) + + -- N obs (unweighted): 48 + -- columns sampled (showing up to 5) + + 46 5 96 83 40 + + + -- linear combo weights (showing up to 5) + + 2.8368 -2.8198 2.3035 -20.1994 6.7516 + + + + -- lower cutpoint: -5.50571 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.20255 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.50571 (0.593018), N = 63 moving right + --- -5.16902 (1.28136), N = 62 moving right + --- -2.70032 (0.00814827), N = 57 moving right + --- -1.78236 (6.63655), N = 47 moving right + --- 6.20255 (30.0847), N = 10 moving right + + -- best stat: 30.0847, min to split: 0 + + -- p-values: + --- column 46: 0.738207 + --- column 5: 0.587583 + --- column 96: 0.708818 + --- column 83: 0.0649504 + --- column 40: 0.32079 + --- column 65: 0.203058 + --- column 73: 0.427977 + --- column 93: 0.560424 + --- column 25: 0.136327 + --- column 50: 0.791847 + --- column 12: 0.650296 + --- column 9: 0.99355 + +-- node 171 was split into node 207 (left) and 208 (right) + +-- attempting to split node 172 (N = 51, try number 1) + + -- N obs (unweighted): 31 + -- columns sampled (showing up to 5) + + 48 52 21 9 32 + + + -- linear combo weights (showing up to 5) + + -1.2591 4.7867 3.4234 2.3897 -4.4046 + + + + -- lower cutpoint: -7.33876 + - n_obs, left node: 10 + + + -- upper cutpoint: 0.740072 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -6.42547 (15.4672), N = 38 moving right + --- -6.12247 (11.7629), N = 37 moving right + --- -2.05777 (16.204), N = 24 moving right + --- -1.76956 (15.3728), N = 21 moving right + --- 0.740072 (14.6605), N = 10 moving right + + -- best stat: 16.204, min to split: 0 + + -- p-values: + --- column 48: 0.674156 + --- column 52: 0.442263 + --- column 21: 0.12926 + --- column 9: 0.341638 + --- column 32: 0.0656 + --- column 38: 0.799098 + --- column 22: 0.752883 + --- column 24: 0.71991 + --- column 91: 0.201414 + --- column 76: 0.72187 + +-- node 172 was split into node 209 (left) and 210 (right) + +-- attempting to split node 173 (N = 59, try number 1) + + -- N obs (unweighted): 41 + -- columns sampled (showing up to 5) + + 85 31 82 35 27 + + + -- linear combo weights (showing up to 5) + + -4.4406 -1.2743 0.1363 -2.7193 5.4880 + + + + -- lower cutpoint: -1.61366 + - n_obs, left node: 10 + + + -- upper cutpoint: 6.49659 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -0.968635 (4.04123), N = 45 moving right + --- 0.388346 (21.1712), N = 35 moving right + --- 1.02019 (18.6283), N = 30 moving right + --- 2.74719 (37.001), N = 23 moving right + --- 6.05725 (36.636), N = 16 moving right + + -- best stat: 37.001, min to split: 0 + + -- p-values: + --- column 85: 0.555956 + --- column 31: 0.877431 + --- column 82: 0.987288 + --- column 35: 0.63737 + --- column 27: 0.198249 + --- column 80: 0.360516 + --- column 66: 0.521233 + --- column 98: 0.992674 + --- column 53: 0.494949 + --- column 48: 0.369382 + --- column 16: 0.797925 + --- column 41: 0.779893 + +-- node 173 was split into node 211 (left) and 212 (right) + +-- attempting to split node 174 (N = 27, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 17 7 13 52 70 + + + -- linear combo weights (showing up to 5) + + 1.0792 -11.5961 16.0418 -12.0617 -0.8374 + + + + -- lower cutpoint: -1.17394 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.12567 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.17394 (19.4118), N = 15 moving right + --- 0.086576 (21.1461), N = 14 moving right + --- 0.577187 (19.1024), N = 13 moving right + --- 1.07997 (20.597), N = 12 moving right + --- 1.12567 (17.6268), N = 10 moving right + + -- best stat: 21.1461, min to split: 0 + + -- p-values: + --- column 17: 0.555946 + --- column 7: 0.119512 + --- column 13: 0.0339776* + --- column 52: 0.0580798 + --- column 70: 0.612104 + --- column 94: 0.969298 + +-- node 174 was split into node 213 (left) and 214 (right) + +-- sprouting node 175 into a leaf (N = 19) + +-- sprouting node 176 into a leaf (N = 10) + +-- attempting to split node 177 (N = 40, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 28 20 29 30 107 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 177 (N = 40, try number 2) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 18 14 21 2 84 + + + -- linear combo weights (showing up to 5) + + 5.2056 -1.1560 -4.2847 0.1088 -1.8487 + + + + -- lower cutpoint: -2.7284 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.22412 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.7284 (1.36687), N = 30 moving right + --- -2.57115 (1.77195), N = 29 moving right + --- -0.981325 (14.5534), N = 25 moving right + --- 1.53648 (2.56241), N = 21 moving right + --- 2.09675 (0.259605), N = 17 moving right + + -- best stat: 14.5534, min to split: 0 + + -- p-values: + --- column 18: 0.51306 + --- column 14: 0.783961 + --- column 21: 0.363435 + --- column 2: 0.97622 + --- column 84: 0.838981 + --- column 4: 0.825858 + --- column 104: 0.956908 + +-- node 177 was split into node 215 (left) and 216 (right) + +-- attempting to split node 178 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 17 10 65 117 84 + + + -- linear combo weights (showing up to 5) + + -1.9654 -4.6824 -6.6967 -4.0348 4.9536 + + + + -- lower cutpoint: -3.56513 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.814171 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -3.56513 (8.95957), N = 14 moving right + --- -2.85471 (12.3112), N = 13 moving right + --- -0.814373 (8.58684), N = 11 moving right + --- -0.814171 (6.681), N = 10 moving right + + -- best stat: 12.3112, min to split: 0 + + -- p-values: + --- column 17: 0.34665 + --- column 10: 0.0957584 + --- column 65: 0.211933 + --- column 117: 0.214422 + --- column 84: 0.412304 + +-- node 178 was split into node 217 (left) and 218 (right) + +-- sprouting node 179 into a leaf (N = 14) + +-- sprouting node 180 into a leaf (N = 11) + +-- sprouting node 181 into a leaf (N = 10) + +-- sprouting node 182 into a leaf (N = 10) + +-- sprouting node 183 into a leaf (N = 10) + +-- sprouting node 184 into a leaf (N = 11) + +-- attempting to split node 185 (N = 34, try number 1) + + -- N obs (unweighted): 21 + -- columns sampled (showing up to 5) + + 58 84 9 35 57 + + + -- linear combo weights (showing up to 5) + + -0.1777 -0.5522 -2.5359 -0.4948 0.4323 + + + + -- lower cutpoint: 0.608102 + - n_obs, left node: 11 + + + -- upper cutpoint: 2.23061 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 0.608102 (2.94454), N = 23 moving right + --- 0.678213 (2.02796), N = 21 moving right + --- 1.6608 (2.29008), N = 12 moving right + --- 1.9126 (2.03778), N = 11 moving right + --- 2.23061 (1.32366), N = 10 moving right + + -- best stat: 2.94454, min to split: 0 + + -- p-values: + --- column 58: 0.970426 + --- column 84: 0.914935 + --- column 9: 0.215303 + --- column 35: 0.888268 + --- column 57: 0.921004 + --- column 48: 0.485352 + --- column 94: 0.577584 + +-- node 185 was split into node 219 (left) and 220 (right) + +-- attempting to split node 186 (N = 23, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 17 66 65 45 + + + -- linear combo weights (showing up to 5) + + -1.3872 -28.5061 20.6050 -2.9620 + + + + -- lower cutpoint: 8.24589 + - n_obs, left node: 11 + + + -- upper cutpoint: 8.6867 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.24589 (14.3782), N = 12 moving right + --- 8.29586 (11.1912), N = 11 moving right + --- 8.6867 (8.53215), N = 10 moving right + + -- best stat: 14.3782, min to split: 0 + + -- p-values: + --- column 17: 0.652947 + --- column 66: 0.561956 + --- column 65: 0.464057 + --- column 45: 0.743692 + +-- node 186 was split into node 221 (left) and 222 (right) + +-- attempting to split node 187 (N = 29, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 112 49 13 117 19 + + + -- linear combo weights (showing up to 5) + + -2.2778 -2.9820 0.8638 0.0948 0.0780 + + + + -- lower cutpoint: -2.19183 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.68175 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.19183 (2.86744), N = 18 moving right + --- -0.522283 (1.16985), N = 17 moving right + --- 0.14815 (2.2402), N = 15 moving right + --- 0.374996 (1.32094), N = 11 moving right + --- 0.68175 (1.15177), N = 10 moving right + + -- best stat: 2.86744, min to split: 0 + + -- p-values: + --- column 112: 0.443001 + --- column 49: 0.0686371 + --- column 13: 0.739548 + --- column 117: 0.942155 + --- column 19: 0.959581 + +-- node 187 was split into node 223 (left) and 224 (right) + +-- sprouting node 188 into a leaf (N = 10) + +-- attempting to split node 189 (N = 45, try number 1) + + -- N obs (unweighted): 27 + -- columns sampled (showing up to 5) + + 31 85 29 34 20 + + + -- linear combo weights (showing up to 5) + + -18.4990 21.7859 -7.5165 3.6603 20.9704 + + + + -- lower cutpoint: -43.7097 + - n_obs, left node: 10 + + + -- upper cutpoint: -27.0788 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -41.3292 (82.1348), N = 34 moving right + --- -37.7638 (62.7811), N = 31 moving right + --- -31.9029 (68.3063), N = 18 moving right + --- -29.8089 (56.1736), N = 13 moving right + --- -27.0788 (40.2337), N = 10 moving right + + -- best stat: 82.1348, min to split: 0 + + -- p-values: + --- column 31: 0.10987 + --- column 85: 0.0343916* + --- column 29: 0.142723 + --- column 34: 0.544421 + --- column 20: 0.0431555* + --- column 14: 0.0593542 + --- column 27: 0.660667 + --- column 121: 0.225276 + --- column 64: 0.10321 + +-- node 189 was split into node 225 (left) and 226 (right) + +-- attempting to split node 190 (N = 39, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 32 63 20 100 43 + + + -- linear combo weights (showing up to 5) + + 17.5160 5.0324 -20.4301 0.2304 -0.5119 + + + + -- lower cutpoint: 5.60668 + - n_obs, left node: 10 + + + -- upper cutpoint: 15.2728 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 5.60668 (74.8261), N = 29 moving right + --- 9.26672 (58.6144), N = 25 moving right + --- 11.0511 (56.5686), N = 19 moving right + --- 12.796 (26.8271), N = 12 moving right + --- 15.2728 (15.8009), N = 10 moving right + + -- best stat: 74.8261, min to split: 0 + + -- p-values: + --- column 32: 0.174879 + --- column 63: 0.319324 + --- column 20: 0.0622807 + --- column 100: 0.961067 + --- column 43: 0.928899 + --- column 95: 0.0396623* + --- column 33: 0.521664 + +-- node 190 was split into node 227 (left) and 228 (right) + +-- sprouting node 191 into a leaf (N = 15) + +-- sprouting node 192 into a leaf (N = 10) + +-- attempting to split node 193 (N = 44, try number 1) + + -- N obs (unweighted): 28 + -- columns sampled (showing up to 5) + + 84 74 32 38 36 + + + -- linear combo weights (showing up to 5) + + -4.1518 4.1026 1.1784 2.8400 3.5745 + + + + -- lower cutpoint: -3.81033 + - n_obs, left node: 14 + + + -- upper cutpoint: -0.726789 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -3.81033 (3.80087), N = 30 moving right + --- -3.06244 (2.31405), N = 23 moving right + --- -2.40236 (3.78721), N = 20 moving right + --- -1.79412 (2.68382), N = 19 moving right + --- -1.79271 (1.23832), N = 17 moving right + + -- best stat: 3.80087, min to split: 0 + + -- p-values: + --- column 84: 0.4954 + --- column 74: 0.625479 + --- column 32: 0.495055 + --- column 38: 0.271913 + --- column 36: 0.349519 + --- column 31: 0.912471 + --- column 14: 0.365132 + --- column 93: 0.429443 + --- column 114: 0.400861 + +-- node 193 was split into node 229 (left) and 230 (right) + +-- sprouting node 194 into a leaf (N = 13) + +-- sprouting node 195 into a leaf (N = 10) + +-- sprouting node 196 into a leaf (N = 14) + +-- sprouting node 197 into a leaf (N = 17) + +-- attempting to split node 198 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 30 94 48 43 93 + + + -- linear combo weights (showing up to 5) + + 0.1032 2.7467 -0.2085 2.3026 -19.4118 + + + + -- lower cutpoint: 3.50818 + - n_obs, left node: 11 + + + -- upper cutpoint: 4.76847 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.50818 (4.3805), N = 15 moving right + --- 3.52751 (0.427515), N = 13 moving right + --- 4.51757 (0.167688), N = 12 moving right + --- 4.76847 (0.306841), N = 11 moving right + + -- best stat: 4.3805, min to split: 0 + + -- p-values: + --- column 30: 0.994327 + --- column 94: 0.506898 + --- column 48: 0.970568 + --- column 43: 0.56756 + --- column 93: 0.659856 + +-- node 198 was split into node 231 (left) and 232 (right) + +-- attempting to split node 199 (N = 25, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 0 113 59 9 21 + + + -- linear combo weights (showing up to 5) + + 2.3657 9.9175 -44.4662 -14.8298 -2.0133 + + + + -- lower cutpoint: 30.0357 + - n_obs, left node: 10 + + + -- upper cutpoint: 32.6962 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 30.0357 (24), N = 15 moving right + --- 30.9564 (15.3374), N = 14 moving right + --- 32.5596 (40.8208), N = 12 moving right + --- 32.6962 (39.9127), N = 11 moving right + + -- best stat: 40.8208, min to split: 0 + + -- p-values: + --- column 0: 0.581196 + --- column 113: 0.227701 + --- column 59: 0.0995286 + --- column 9: 0.0783229 + --- column 21: 0.495944 + +-- node 199 was split into node 233 (left) and 234 (right) + +-- attempting to split node 200 (N = 24, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 3 77 30 39 80 + + + -- linear combo weights (showing up to 5) + + -7.7142 3.4306 9.7915 -0.8994 -1.7014 + + + + -- lower cutpoint: -2.15367 + - n_obs, left node: 10 + + + -- upper cutpoint: -1.3812 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -2.15367 (4.37545), N = 14 moving right + --- -2.12937 (1.49574), N = 13 moving right + --- -1.4511 (3.51562), N = 12 moving right + --- -1.3812 (6.0342), N = 11 moving right + + -- best stat: 6.0342, min to split: 0 + + -- p-values: + --- column 3: 0.558378 + --- column 77: 0.531955 + --- column 30: 0.694666 + --- column 39: 0.807567 + --- column 80: 0.654761 + +-- node 200 was split into node 235 (left) and 236 (right) + +-- attempting to split node 201 (N = 38, try number 1) + + -- N obs (unweighted): 22 + -- columns sampled (showing up to 5) + + 92 42 34 31 8 + + + -- linear combo weights (showing up to 5) + + -3.6756 -5.1170 4.9329 7.3000 -5.6870 + + + + -- lower cutpoint: -5.66355 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.35483 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -5.61334 (13.6716), N = 25 moving right + --- -4.73661 (20.0256), N = 21 moving right + --- -3.6194 (5.74404), N = 18 moving right + --- -2.73899 (5.78561), N = 17 moving right + --- -1.35483 (19.1696), N = 10 moving right + + -- best stat: 20.0256, min to split: 0 + + -- p-values: + --- column 92: 0.547021 + --- column 42: 0.18563 + --- column 34: 0.199966 + --- column 31: 0.154311 + --- column 8: 0.664526 + --- column 111: 0.11486 + --- column 50: 0.312026 + +-- node 201 was split into node 237 (left) and 238 (right) + +-- attempting to split node 202 (N = 61, try number 1) + + -- N obs (unweighted): 36 + -- columns sampled (showing up to 5) + + 115 70 89 106 107 + + + -- linear combo weights (showing up to 5) + + 3.6959 -4.4047 5.0071 1.6247 -1.9219 + + + + -- lower cutpoint: -0.398905 + - n_obs, left node: 10 + + + -- upper cutpoint: 7.31067 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.398905 (8.15528), N = 51 moving right + --- 1.54314 (14.8706), N = 42 moving right + --- 4.89226 (13.7161), N = 26 moving right + --- 4.92893 (12.6666), N = 25 moving right + --- 5.51377 (10.7364), N = 23 moving right + + -- best stat: 14.8706, min to split: 0 + + -- p-values: + --- column 115: 0.730383 + --- column 70: 0.213542 + --- column 89: 0.0935886 + --- column 106: 0.769009 + --- column 107: 0.786476 + --- column 82: 0.250447 + --- column 6: 0.758233 + --- column 21: 0.423053 + --- column 12: 0.195991 + --- column 36: 0.12011 + --- column 43: 0.194349 + --- column 80: 0.290216 + +-- node 202 was split into node 239 (left) and 240 (right) + +-- attempting to split node 203 (N = 35, try number 1) + + -- N obs (unweighted): 24 + -- columns sampled (showing up to 5) + + 37 67 98 73 71 + + + -- linear combo weights (showing up to 5) + + 0.6200 -0.0246 -1.6582 1.4420 0.8322 + + + + -- lower cutpoint: -0.362327 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.16582 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.362327 (0.274612), N = 25 moving right + --- -0.210372 (1.21986), N = 19 moving right + --- -0.205927 (1.42944), N = 17 moving right + --- 0.396386 (1.5551), N = 16 moving right + --- 0.581079 (1.69823), N = 15 moving right + + -- best stat: 1.69823, min to split: 0 + + -- p-values: + --- column 37: 0.548403 + --- column 67: 0.981041 + --- column 98: 0.0344236* + --- column 73: 0.0875075 + --- column 71: 0.613097 + --- column 35: 0.534472 + --- column 57: 0.181342 + --- column 43: 0.647661 + +-- node 203 was split into node 241 (left) and 242 (right) + +-- sprouting node 204 into a leaf (N = 19) + +-- sprouting node 205 into a leaf (N = 12) + +-- sprouting node 206 into a leaf (N = 10) + +-- attempting to split node 207 (N = 63, try number 1) + + -- N obs (unweighted): 40 + -- columns sampled (showing up to 5) + + 62 46 36 47 10 + + + -- linear combo weights (showing up to 5) + + -3.8604 7.2605 3.2859 -6.3237 -7.5202 + + + + -- lower cutpoint: 5.60778 + - n_obs, left node: 13 + + + -- upper cutpoint: 16.9169 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 7.70545 (24.7699), N = 43 moving right + --- 10.4763 (38.1843), N = 33 moving right + --- 10.8265 (44.6575), N = 32 moving right + --- 12.896 (20.3583), N = 21 moving right + --- 15.7195 (25.7969), N = 15 moving right + + -- best stat: 44.6575, min to split: 0 + + -- p-values: + --- column 62: 0.647655 + --- column 46: 0.764666 + --- column 36: 0.667644 + --- column 47: 0.806232 + --- column 10: 0.240228 + --- column 7: 0.458639 + --- column 66: 0.965271 + --- column 21: 0.416046 + --- column 17: 0.472293 + --- column 39: 0.63224 + --- column 125: 0.959333 + --- column 53: 0.582459 + +-- node 207 was split into node 243 (left) and 244 (right) + +-- sprouting node 208 into a leaf (N = 10) + +-- attempting to split node 209 (N = 27, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 13 44 59 16 67 + + + -- linear combo weights (showing up to 5) + + -2.5220 -1.3157 12.3425 -2.0163 3.8446 + + + + -- lower cutpoint: -7.49509 + - n_obs, left node: 10 + + + -- upper cutpoint: -3.0131 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -7.49509 (25.251), N = 17 moving right + --- -6.49688 (22.1026), N = 16 moving right + --- -3.75932 (11.6638), N = 14 moving right + --- -3.73727 (14.8148), N = 13 moving right + --- -3.0131 (10.6157), N = 10 moving right + + -- best stat: 25.251, min to split: 0 + + -- p-values: + --- column 13: 0.835377 + --- column 44: 0.570632 + --- column 59: 0.130308 + --- column 16: 0.496147 + --- column 67: 0.335077 + +-- node 209 was split into node 245 (left) and 246 (right) + +-- attempting to split node 210 (N = 24, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 11 35 10 47 + + + -- linear combo weights (showing up to 5) + + 3.6579 -0.1672 -3.5800 -3.1076 + + + + -- lower cutpoint: 0.626316 + - n_obs, left node: 12 + + + -- upper cutpoint: 1.90779 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 0.626316 (4), N = 12 moving right + --- 1.90779 (4.00005), N = 11 moving right + + -- best stat: 4.00005, min to split: 0 + + -- p-values: + --- column 11: 0.495015 + --- column 35: 0.945532 + --- column 10: 0.630718 + --- column 47: 0.1839 + +-- node 210 was split into node 247 (left) and 248 (right) + +-- attempting to split node 211 (N = 36, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 94 70 96 6 125 + + + -- linear combo weights (showing up to 5) + + -7.5869 -0.2071 2.2784 0.7350 1.3382 + + + + -- lower cutpoint: -4.42786 + - n_obs, left node: 10 + + + -- upper cutpoint: 4.22878 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -2.78517 (20.2754), N = 23 moving right + --- -1.39261 (9.60652), N = 20 moving right + --- 0.0599342 (12.6334), N = 15 moving right + --- 0.702082 (22.2341), N = 11 moving right + --- 4.22878 (28.9259), N = 10 moving right + + -- best stat: 28.9259, min to split: 0 + + -- p-values: + --- column 94: 0.51486 + --- column 70: 0.970294 + --- column 96: 0.691287 + --- column 6: 0.900558 + --- column 125: 0.775978 + --- column 2: 0.197794 + --- column 0: 0.267524 + +-- node 211 was split into node 249 (left) and 250 (right) + +-- attempting to split node 212 (N = 23, try number 1) + + -- N obs (unweighted): 18 + -- columns sampled (showing up to 5) + + 6 48 25 47 79 + + + -- linear combo weights (showing up to 5) + + 7.6665 2.9535 -3.4156 -7.3452 5.2280 + + + + -- lower cutpoint: 3.22709 + - n_obs, left node: 10 + + + -- upper cutpoint: 3.55205 + - n_obs, right node: 11 + + -- cutpoint (score) + --- 3.22709 (12.3077), N = 13 moving right + --- 3.55205 (12.1212), N = 11 moving right + + -- best stat: 12.3077, min to split: 0 + + -- p-values: + --- column 6: 0.22202 + --- column 48: 0.563922 + --- column 25: 0.272104 + --- column 47: 0.0933544 + --- column 79: 0.153204 + --- column 52: 0.950379 + +-- node 212 was split into node 251 (left) and 252 (right) + +-- sprouting node 213 into a leaf (N = 13) + +-- sprouting node 214 into a leaf (N = 14) + +-- sprouting node 215 into a leaf (N = 15) + +-- attempting to split node 216 (N = 25, try number 1) + + -- N obs (unweighted): 12 + -- columns sampled (showing up to 5) + + 55 78 66 14 + + + -- linear combo weights (showing up to 5) + + -0.4666 3.9697 -5.5916 -3.7598 + + + + -- lower cutpoint: 1.16677 + - n_obs, left node: 11 + + + -- upper cutpoint: 1.5972 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 1.16677 (1.05064), N = 14 moving right + --- 1.5972 (11.4373), N = 12 moving right + + -- best stat: 11.4373, min to split: 0 + + -- p-values: + --- column 55: 0.944384 + --- column 78: 0.743936 + --- column 66: 0.68275 + --- column 14: 0.542504 + +-- node 216 was split into node 253 (left) and 254 (right) + +-- sprouting node 217 into a leaf (N = 11) + +-- sprouting node 218 into a leaf (N = 13) + +-- sprouting node 219 into a leaf (N = 11) + +-- attempting to split node 220 (N = 23, try number 1) + + -- N obs (unweighted): 13 + -- columns sampled (showing up to 5) + + 67 86 80 51 + + + -- linear combo weights (showing up to 5) + + 0.8200 -0.2481 3.7441 -1.3704 + + + + -- lower cutpoint: -1.57522 + - n_obs, left node: 12 + + + -- upper cutpoint: -1.57522 + - n_obs, right node: 11 + + -- cutpoint (score) + --- -1.57522 (2.63563), N = 11 moving right + + -- best stat: 2.63563, min to split: 0 + + -- p-values: + --- column 67: 0.813598 + --- column 86: 0.956242 + --- column 80: 0.419331 + --- column 51: 0.570829 + +-- node 220 was split into node 255 (left) and 256 (right) + +-- sprouting node 221 into a leaf (N = 11) + +-- sprouting node 222 into a leaf (N = 12) + +-- sprouting node 223 into a leaf (N = 11) + +-- sprouting node 224 into a leaf (N = 18) + +-- sprouting node 225 into a leaf (N = 11) + +-- attempting to split node 226 (N = 34, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 120 98 81 111 35 + + + -- linear combo weights (showing up to 5) + + -60.0124 -1.2905 -0.9173 17.1882 2.4735 + + + + -- lower cutpoint: 0.930442 + - n_obs, left node: 11 + + + -- upper cutpoint: 3.38845 + - n_obs, right node: 12 + + -- cutpoint (score) + --- 0.930442 (3.55034), N = 23 moving right + --- 1.23187 (10.5052), N = 20 moving right + --- 2.43817 (2.80288), N = 18 moving right + --- 2.73337 (2.95503), N = 14 moving right + --- 3.38845 (1.82354), N = 12 moving right + + -- best stat: 10.5052, min to split: 0 + + -- p-values: + --- column 120: 0.383565 + --- column 98: 0.742308 + --- column 81: 0.804683 + --- column 111: 0.358555 + --- column 35: 0.522434 + --- column 112: 0.181606 + +-- node 226 was split into node 257 (left) and 258 (right) + +-- sprouting node 227 into a leaf (N = 10) + +-- attempting to split node 228 (N = 29, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 104 88 124 102 39 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 228 (N = 29, try number 2) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 66 16 121 102 106 + + + -- linear combo weights (showing up to 5) + + 0 0 0 0 0 + + +-- attempting to split node 228 (N = 29, try number 3) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 77 102 107 9 85 + + + -- linear combo weights (showing up to 5) + + 3.7613 -11.3989 4.7243 -2.4857 4.1050 + + + + -- lower cutpoint: -5.21921 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.561322 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -5.21921 (8.89207), N = 19 moving right + --- -2.20126 (29.6129), N = 17 moving right + --- -2.11646 (29.2759), N = 16 moving right + --- -1.79187 (15.2848), N = 14 moving right + --- -0.561322 (9.60957), N = 12 moving right + + -- best stat: 29.6129, min to split: 0 + + -- p-values: + --- column 77: 0.297665 + --- column 102: 0.98942 + --- column 107: 0.994107 + --- column 9: 0.463954 + --- column 85: 0.719921 + +-- node 228 was split into node 259 (left) and 260 (right) + +-- sprouting node 229 into a leaf (N = 14) + +-- attempting to split node 230 (N = 30, try number 1) + + -- N obs (unweighted): 20 + -- columns sampled (showing up to 5) + + 2 74 54 34 96 + + + -- linear combo weights (showing up to 5) + + -0.3198 6.2057 12.5013 -0.1644 1.4198 + + + + -- lower cutpoint: -6.25742 + - n_obs, left node: 10 + + + -- upper cutpoint: -5.03306 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -6.25742 (5.12), N = 20 moving right + --- -5.79526 (2.00296), N = 18 moving right + --- -5.71626 (1.18751), N = 17 moving right + --- -5.09236 (1.12959), N = 13 moving right + --- -5.03306 (0.580741), N = 12 moving right + + -- best stat: 5.12, min to split: 0 + + -- p-values: + --- column 2: 0.830485 + --- column 74: 0.635114 + --- column 54: 0.778425 + --- column 34: 0.965115 + --- column 96: 0.586665 + --- column 12: 0.773511 + +-- node 230 was split into node 261 (left) and 262 (right) + +-- sprouting node 231 into a leaf (N = 11) + +-- sprouting node 232 into a leaf (N = 15) + +-- sprouting node 233 into a leaf (N = 13) + +-- sprouting node 234 into a leaf (N = 12) + +-- sprouting node 235 into a leaf (N = 13) + +-- sprouting node 236 into a leaf (N = 11) + +-- sprouting node 237 into a leaf (N = 17) + +-- attempting to split node 238 (N = 21, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 57 112 44 + + + -- linear combo weights (showing up to 5) + + 2.0720 2.8215 -1.9836 + + + + -- lower cutpoint: -1.69526 + - n_obs, left node: 11 + + + -- upper cutpoint: -1.69526 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -1.69526 (4.80909), N = 10 moving right + + -- best stat: 4.80909, min to split: 0 + + -- p-values: + --- column 57: 0.791711 + --- column 112: 0.810748 + --- column 44: 0.78114 + +-- node 238 was split into node 263 (left) and 264 (right) + +-- sprouting node 239 into a leaf (N = 19) + +-- attempting to split node 240 (N = 42, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 38 82 68 43 83 + + + -- linear combo weights (showing up to 5) + + -1.9179 12.5042 -0.6010 -2.8798 -25.6910 + + + + -- lower cutpoint: 8.82691 + - n_obs, left node: 11 + + + -- upper cutpoint: 10.955 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 8.82691 (2.31087), N = 31 moving right + --- 9.70675 (1.96909), N = 25 moving right + --- 9.72467 (1.34172), N = 23 moving right + --- 10.3263 (0.388589), N = 16 moving right + --- 10.9154 (0.233781), N = 11 moving right + + -- best stat: 2.31087, min to split: 0 + + -- p-values: + --- column 38: 0.370899 + --- column 82: 0.683233 + --- column 68: 0.791444 + --- column 43: 0.226291 + --- column 83: 0.400857 + --- column 98: 0.281362 + --- column 121: 0.479866 + +-- node 240 was split into node 265 (left) and 266 (right) + +-- attempting to split node 241 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 25 98 37 41 + + + -- linear combo weights (showing up to 5) + + -0.2749 1.1073 0.0312 0.1406 + + + + -- lower cutpoint: 0.74841 + - n_obs, left node: 11 + + + -- upper cutpoint: 0.663982 + - n_obs, right node: 11 + + -- Could not find valid cut-points + -- no cutpoints identified +-- attempting to split node 241 (N = 20, try number 2) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 65 72 2 120 + + + -- linear combo weights (showing up to 5) + + -0.0578 -0.1977 0.0551 -0.2722 + + + + -- lower cutpoint: -0.033493 + - n_obs, left node: 10 + + + -- upper cutpoint: -0.033493 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -0.033493 (0.09), N = 10 moving right + + -- best stat: 0.09, min to split: 0 + + -- p-values: + --- column 65: 0.755768 + --- column 72: 0.299144 + --- column 2: 0.583509 + --- column 120: 0.000177453*** [+1 to VI numerator] + +-- node 241 was split into node 267 (left) and 268 (right) + +-- sprouting node 242 into a leaf (N = 15) + +-- attempting to split node 243 (N = 31, try number 1) + + -- N obs (unweighted): 17 + -- columns sampled (showing up to 5) + + 61 88 45 56 95 + + + -- linear combo weights (showing up to 5) + + 6.8718 0.5032 -1.7191 -1.1228 4.1350 + + + + -- lower cutpoint: -4.49267 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.45303 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -4.49267 (20.4801), N = 21 moving right + --- -4.46101 (25.4583), N = 20 moving right + --- 0.276471 (34.327), N = 14 moving right + --- 1.08145 (22.3755), N = 11 moving right + --- 1.45303 (12.1053), N = 10 moving right + + -- best stat: 34.327, min to split: 0 + + -- p-values: + --- column 61: 0.390614 + --- column 88: 0.900562 + --- column 45: 0.755337 + --- column 56: 0.773452 + --- column 95: 0.221664 + +-- node 243 was split into node 269 (left) and 270 (right) + +-- attempting to split node 244 (N = 32, try number 1) + + -- N obs (unweighted): 23 + -- columns sampled (showing up to 5) + + 30 17 21 3 39 + + + -- linear combo weights (showing up to 5) + + -24.2206 4.0785 1.9190 33.5405 0.8727 + + + + -- lower cutpoint: -8.17809 + - n_obs, left node: 10 + + + -- upper cutpoint: -2.01842 + - n_obs, right node: 10 + + -- cutpoint (score) + --- -8.17809 (24.3889), N = 22 moving right + --- -4.98486 (30.7318), N = 19 moving right + --- -4.53072 (53.1104), N = 17 moving right + --- -3.37313 (38.801), N = 12 moving right + --- -2.01842 (27.4776), N = 10 moving right + + -- best stat: 53.1104, min to split: 0 + + -- p-values: + --- column 30: 0.488036 + --- column 17: 0.343973 + --- column 21: 0.724748 + --- column 3: 0.516847 + --- column 39: 0.872284 + --- column 117: 0.312441 + --- column 69: 0.243104 + +-- node 244 was split into node 271 (left) and 272 (right) + +-- sprouting node 245 into a leaf (N = 10) + +-- sprouting node 246 into a leaf (N = 17) + +-- sprouting node 247 into a leaf (N = 13) + +-- sprouting node 248 into a leaf (N = 11) + +-- attempting to split node 249 (N = 26, try number 1) + + -- N obs (unweighted): 15 + -- columns sampled (showing up to 5) + + 5 0 46 73 65 + + + -- linear combo weights (showing up to 5) + + -8.3963 60.5803 -12.4476 0.4068 1.2591 + + + + -- lower cutpoint: -14.3263 + - n_obs, left node: 10 + + + -- upper cutpoint: -11.3857 + - n_obs, right node: 12 + + -- cutpoint (score) + --- -14.3263 (3.88225), N = 16 moving right + --- -11.8565 (16.9149), N = 14 moving right + --- -11.7526 (12.25), N = 13 moving right + --- -11.3857 (12.9772), N = 12 moving right + + -- best stat: 16.9149, min to split: 0 + + -- p-values: + --- column 5: 0.497433 + --- column 0: 0.266105 + --- column 46: 0.340888 + --- column 73: 0.94173 + --- column 65: 0.950718 + +-- node 249 was split into node 273 (left) and 274 (right) + +-- sprouting node 250 into a leaf (N = 10) + +-- sprouting node 251 into a leaf (N = 10) + +-- sprouting node 252 into a leaf (N = 13) + +-- sprouting node 253 into a leaf (N = 13) + +-- sprouting node 254 into a leaf (N = 12) + +-- sprouting node 255 into a leaf (N = 12) + +-- sprouting node 256 into a leaf (N = 11) + +-- sprouting node 257 into a leaf (N = 14) + +-- attempting to split node 258 (N = 20, try number 1) + + -- N obs (unweighted): 11 + -- columns sampled (showing up to 5) + + 58 78 16 + + + -- linear combo weights (showing up to 5) + + 2.5780 -11.9375 -17.2585 + + + + -- lower cutpoint: 1.13029 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.13029 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.13029 (37.21), N = 10 moving right + + -- best stat: 37.21, min to split: 0 + + -- p-values: + --- column 58: 0.408706 + --- column 78: 0.0383625* + --- column 16: 0.0457668* + +-- node 258 was split into node 275 (left) and 276 (right) + +-- sprouting node 259 into a leaf (N = 12) + +-- sprouting node 260 into a leaf (N = 17) + +-- sprouting node 261 into a leaf (N = 10) + +-- attempting to split node 262 (N = 20, try number 1) + + -- N obs (unweighted): 14 + -- columns sampled (showing up to 5) + + 19 18 50 64 + + + -- linear combo weights (showing up to 5) + + -0.8891 -3.6908 0.2775 -1.0252 + + + + -- lower cutpoint: 1.65716 + - n_obs, left node: 10 + + + -- upper cutpoint: 1.65716 + - n_obs, right node: 10 + + -- cutpoint (score) + --- 1.65716 (3.61), N = 10 moving right + + -- best stat: 3.61, min to split: 0 + + -- p-values: + --- column 19: 0.470535 + --- column 18: 0.307166 + --- column 50: 0.860531 + --- column 64: 0.712009 + +-- node 262 was split into node 277 (left) and 278 (right) + +-- sprouting node 263 into a leaf (N = 11) + +-- sprouting node 264 into a leaf (N = 10) + +-- sprouting node 265 into a leaf (N = 11) + +-- attempting to split node 266 (N = 31, try number 1) + + -- N obs (unweighted): 16 + -- columns sampled (showing up to 5) + + 109 63 125 55 19 + + + -- linear combo weights (showing up to 5) + + -3.4616 -5.7758 3.2985 0.2462 -1.5130 + + + + -- lower cutpoint: -6.75771 + - n_obs, left node: 10 + + + -- upper cutpoint: -6.17272 + - n_obs, right node: 13 + + -- cutpoint (score) + --- -6.75771 (0.200193), N = 21 moving right + --- -6.64913 (0.112423), N = 18 moving right + --- -6.47064 (0.679917), N = 15 moving right + --- -6.32564 (0.986477), N = 14 moving right + --- -6.17272 (0.822238), N = 13 moving right + + -- best stat: 0.986477, min to split: 0 + + -- p-values: + --- column 109: 0.185014 + --- column 63: 0.674836 + --- column 125: 0.395057 + --- column 55: 0.804015 + --- column 19: 0.416546 + +-- node 266 was split into node 279 (left) and 280 (right) + +-- sprouting node 267 into a leaf (N = 10) + +-- sprouting node 268 into a leaf (N = 10) + +-- sprouting node 269 into a leaf (N = 17) + +-- sprouting node 270 into a leaf (N = 14) + +-- sprouting node 271 into a leaf (N = 15) + +-- sprouting node 272 into a leaf (N = 17) + +-- sprouting node 273 into a leaf (N = 12) + +-- sprouting node 274 into a leaf (N = 14) + +-- sprouting node 275 into a leaf (N = 10) + +-- sprouting node 276 into a leaf (N = 10) + +-- sprouting node 277 into a leaf (N = 10) + +-- sprouting node 278 into a leaf (N = 10) + +-- sprouting node 279 into a leaf (N = 17) + +-- sprouting node 280 into a leaf (N = 14) + + -- pred mat size: 1994 rows by 1 columns. + +--- Computing oobag predictions: tree 0 --- + + -- computing leaf predictions + -- N preds expected: 719 + -- N preds made: 719 + +--- Computing oobag predictions: tree 1 --- + + -- computing leaf predictions + -- N preds expected: 720 + -- N preds made: 720 + +--- Computing oobag predictions: tree 2 --- + + -- computing leaf predictions + -- N preds expected: 739 + -- N preds made: 739 + +--- Computing oobag predictions: tree 3 --- + + -- computing leaf predictions + -- N preds expected: 713 + -- N preds made: 713 + +--- Computing oobag predictions: tree 4 --- + + -- computing leaf predictions + -- N preds expected: 723 + -- N preds made: 723 + +--- Computing oobag predictions: tree 5 --- + + -- computing leaf predictions + -- N preds expected: 726 + -- N preds made: 726 + +--- Computing oobag predictions: tree 6 --- + + -- computing leaf predictions + -- N preds expected: 718 + -- N preds made: 718 + +--- Computing oobag predictions: tree 7 --- + + -- computing leaf predictions + -- N preds expected: 736 + -- N preds made: 736 + +--- Computing oobag predictions: tree 8 --- + + -- computing leaf predictions + -- N preds expected: 738 + -- N preds made: 738 + +--- Computing oobag predictions: tree 9 --- + + -- computing leaf predictions + -- N preds expected: 748 + -- N preds made: 748 + +---------- Oblique random regression forest + + Linear combinations: Accelerated Linear regression + N observations: 1994 + N trees: 10 + N predictors total: 126 + N predictors per node: 12 + Average leaves per tree: 141 +Min observations in leaf: 10 + OOB stat value: 0.37 + OOB stat type: RSQ + Variable importance: anova + +----------------------------------------- diff --git a/src/TreeRegression.cpp b/src/TreeRegression.cpp index 17fe3f11..bd8793e9 100644 --- a/src/TreeRegression.cpp +++ b/src/TreeRegression.cpp @@ -68,18 +68,44 @@ } + bool TreeRegression::is_node_splittable_internal(){ + + // if y_node has < 3 unique values, you are done! + + double y_reference = y_node.at(0, 0); + uword n_unique = 1; + + for(uword i = 0; i < y_node.n_rows; ++i){ + + if(y_node.at(i, 0) != y_reference){ + n_unique++; + y_reference = y_node.at(i, 0); + } + + if(n_unique == 3) break; + + } + + double n_obs = sum(w_node); + + return(n_obs >= 2*leaf_min_obs && + n_obs >= split_min_obs && + n_unique >= 3); + + } + void TreeRegression::sprout_leaf_internal(uword node_id){ double pred_mean = compute_pred_mean(y_node, w_node); leaf_summary[node_id] = pred_mean; - vec quant_probs = {0.25, 0.50, 0.75}; + // vec quant_probs = {0.25, 0.50, 0.75}; - // TODO: make weighted version - vec quant_vals = quantile(y_node, quant_probs); + // // TODO: make weighted version + // vec quant_vals = quantile(y_node, quant_probs); - leaf_pred_prob[node_id] = quant_vals; + // leaf_pred_prob[node_id] = quant_vals; } diff --git a/src/TreeRegression.h b/src/TreeRegression.h index 68ced389..1cf28833 100644 --- a/src/TreeRegression.h +++ b/src/TreeRegression.h @@ -56,6 +56,8 @@ uword get_n_col_vi() override; + bool is_node_splittable_internal() override; + void fill_pred_values_vi(arma::mat& pred_values) override; std::vector& get_leaf_pred_prob(){ diff --git a/src/utility.cpp b/src/utility.cpp index a44396d0..4d2a5fec 100644 --- a/src/utility.cpp +++ b/src/utility.cpp @@ -629,6 +629,13 @@ return(result); } + double beta_trace = arma::accu(arma::abs(beta)); + + if(beta_trace < std::numeric_limits::epsilon()){ + mat result(x_node.n_cols, 2, fill::zeros); + return(result); + } + vec resid = y_node - X * beta; double s2 = as_scalar(trans(resid) * (w_node % resid) / (resid_df)); diff --git a/tests/testthat/test-impute_meanmode.R b/tests/testthat/test-impute_meanmode.R index bd2e86d6..7aba66c7 100644 --- a/tests/testthat/test-impute_meanmode.R +++ b/tests/testthat/test-impute_meanmode.R @@ -12,10 +12,12 @@ pbc_miss <- as.data.table(survival::pbc) %>% 'placebo'))] %>% ftransformv(vars = c(ascites, hepato, spiders, edema), FUN = factor) +pbc_miss$id <- NULL + fit_miss <- orsf(pbc_miss, tree_seeds = seeds_standard, n_tree = n_tree_test, - time + status ~ . - id, + formula = time + status ~ ., na_action = 'impute_meanmode') impute_values <- c(fit_miss$get_means(), @@ -25,10 +27,53 @@ pbc_imputed <- data_impute(data = pbc_miss, cols = names(pbc_miss), values = impute_values) + + +test_that( + desc = 'imputation does not modify column types', + code = { + for(i in seq(ncol(pbc_imputed))){ + expect_equal(typeof(pbc_imputed[[i]]), typeof(pbc_miss[[i]])) + } + } +) + + fit_imputed <- orsf(pbc_imputed, tree_seeds = seeds_standard, n_tree = n_tree_test, - time + status ~ . - id) + formula = time + status ~ .) + +test_that( + desc = "imputed integers are floor(mean)", + code = { + expect_equal( + pbc_imputed$chol[is.na(pbc_miss$chol)][1], + floor(mean(pbc_miss$chol, na.rm = TRUE)) + ) + } +) + +test_that( + desc = "imputed doubles are mean", + code = { + expect_equal( + pbc_imputed$alk.phos[is.na(pbc_miss$alk.phos)][1], + mean(pbc_miss$alk.phos, na.rm = TRUE) + ) + } +) + +test_that( + desc = "imputed modes", + code = { + expect_equal( + as.integer(pbc_imputed$stage[is.na(pbc_miss$stage)][1]), + as.integer(impute_values['stage']) + ) + } +) + test_that( desc = 'imputation does not modify user-facing data', diff --git a/tests/testthat/test-orsf.R b/tests/testthat/test-orsf.R index 6270e6d4..0b788811 100644 --- a/tests/testthat/test-orsf.R +++ b/tests/testthat/test-orsf.R @@ -601,7 +601,7 @@ test_that( control = orsf_control_survival(method = f_pca), n_tree = n_tree_test) - expect_gt(fit_pca$eval_oobag$stat_values, .785) + expect_gt(fit_pca$eval_oobag$stat_values, .765) } )