tree
version=v3
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=33
objective=regression
feature_names=Column_0 Column_1 Column_2 Column_3 Column_4 Column_5 Column_6 Column_7 Column_8 Column_9 Column_10 Column_11 Column_12 Column_13 Column_14 Column_15 Column_16 Column_17 Column_18 Column_19 Column_20 Column_21 Column_22 Column_23 Column_24 Column_25 Column_26 Column_27 Column_28 Column_29 Column_30 Column_31 Column_32 Column_33
feature_infos=[0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=2636 2666 2666 2677 2677 2671 2673 2683 2677 2689 2690 2697 2718 2721 2705 2712 2716 2714 2735 2708 2738 2734 2752 2742 2739 2753 2745 2736 2742 2740 2743 2761 2740 2748 2740 2750 2741 2740 2771 2747 2752 2750 2741 2752 2756 2750 2753 2761 2760 2751 2758 2758 2766 2766 2755 2780 2788 2768 2744 2777 2766 2786 2743 2773 2764 2774 2777 2779 2764 2800 2776 2760 2776 2777 2782 2796 2788 2771 2777 2767 2784 2788 2779 2781 2791 2799 2765 2762 2786 2783 2774 2786 2776 2783 2770 2783 2778 2770 2790 2785

Tree=0
num_leaves=31
num_cat=0
split_feature=25 26 24 25 26 1 24 25 33 25 31 26 26 31 30 23 26 7 22 0 30 10 6 28 31 30 30 23 0 24
split_gain=969213 80562.6 60189.5 28971.6 18047.6 9258.84 8867.45 5535.05 5388.77 4383.02 4206 3132.22 2912.71 1835.51 1497.84 1210.48 1070.02 972.146 848.696 637.149 320.974 270.74 269.355 247.073 236.085 159.332 110.926 67.965 66.7447 38.0337
threshold=0.63149999500000009 0.98608333333333342 0.13750000000000004 0.81250000000000011 0.63787498333333337 1.0000000180025095e-35 0.51250000000000007 0.99100002500000006 0.88750000000000007 0.38750000000000007 0.41250000000000003 0.81250000000000011 0.52500000000000002 0.88500000000000012 0.51250000000000007 1.0000000180025095e-35 0.070833333333333345 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.92500000000000016 1.0000000180025095e-35 1.0000000180025095e-35 0.99987502500000003 0.95250000000000024 0.49575000000000008 0.6000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 0.99987502500000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 3 14 8 10 6 9 -6 -2 -4 -5 15 -11 -14 16 -9 -1 21 20 -18 -13 22 23 29 -20 -21 -17 -25 -19 -3
right_child=1 17 5 4 7 -7 -8 11 -10 12 -12 18 13 -15 -16 26 19 28 24 25 -22 -23 -24 27 -26 -27 -28 -29 -30 -31
leaf_value=64.811325770023871 70.47818481892061 73.616023431311334 65.218367433858418 69.477101654193277 71.176339375262941 68.721212939924058 68.405575868939721 72.634234975092113 68.793501514130952 66.013502235349051 71.127825766028565 72.449159178677476 66.580787370454232 67.73789482565661 65.105159042305544 71.865245243095828 64.411492405248197 73.053175882808873 72.949540206674669 63.704590317157702 72.920173708908266 73.15560007331473 73.193855304654477 73.425253368523116 73.408659259788692 64.029973761551091 71.563175858967014 73.251011069926136 72.794825891964138 73.526565032194824
leaf_weight=22 39 81 24 29 37 31 28 22 37 34 33 39 26 29 21 31 30 20 21 34 23 31 34 131 24 27 20 27 20 115
leaf_count=22 39 81 24 29 37 31 28 22 37 34 33 39 26 29 21 31 30 20 21 34 23 31 34 131 24 27 20 27 20 115
internal_value=70.7165 72.5201 65.9186 71.3889 71.8604 67.1565 66.8124 72.2903 69.658 66.4177 70.3557 72.5193 66.7411 67.1909 64.3296 72.0142 64.1855 73.395 72.8638 64.0342 72.6239 73.44 73.4627 73.4885 73.1944 63.8486 71.7468 73.3955 72.924 73.5635
internal_weight=0 814 306 355 279 172 141 217 76 113 62 180 89 55 134 73 113 459 107 91 62 419 388 354 45 61 51 158 40 196
internal_count=1120 814 306 355 279 172 141 217 76 113 62 180 89 55 134 73 113 459 107 91 62 419 388 354 45 61 51 158 40 196
is_linear=0
shrinkage=1

Tree=1
num_cat=0
split_feature=25 26 24 25 26 1 24 25 33 33 25 31 31 26 30 29 26 7 28 28 21 0 28 26 10 6 28 30 23 0
split_gain=785062 65255.7 48753.5 23467 14640.7 7499.66 7182.64 4698.67 4495.64 4364.9 3673.69 3150.94 2951.81 2537.1 1213.25 1009.38 866.72 787.438 732.637 702.874 595.627 516.091 384.878 309.922 219.299 218.178 200.129 129.059 55.0516 54.0633
threshold=0.63149999500000009 0.98608333333333342 0.13750000000000004 0.81250000000000011 0.62916666666666676 1.0000000180025095e-35 0.51250000000000007 0.99100002500000006 0.94950001000000017 0.88750000000000007 0.47500000000000003 0.41250000000000003 0.88500000000000012 0.81250000000000011 0.51250000000000007 0.49562500000000004 0.070833333333333345 1.0000000180025095e-35 0.5375000000000002 0.80149998750000018 1.0000000180025095e-35 1.0000000180025095e-35 0.43625000000000008 0.94441666666666679 1.0000000180025095e-35 1.0000000180025095e-35 0.99987502500000003 0.49575000000000008 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 3 14 9 11 6 10 8 -6 -2 -4 -5 22 15 16 -9 -1 24 23 -20 -17 -18 -12 -15 25 26 -3 -23 -28 -19
right_child=1 17 5 4 7 -7 -8 13 -10 -11 12 -13 -14 18 -16 20 21 29 19 -21 -22 27 -24 -25 -26 -27 28 -29 -30 -31
leaf_value=-5.3146324331110177 -0.21445954396174505 2.5623556210070242 -4.8393061835190352 -1.1648954179551867 1.4844547784328461 -1.7957342290109204 -2.0798075927155359 1.7162479048189909 -0.63583773255348208 -1.7306744727733976 -4.2056820346463111 0.30196730196475985 -2.7385642162958783 2.3736083507537842 -5.0501824447086889 0.59723261550620754 -5.6744825299580892 2.1030324792861941 1.2168138841787974 1.9661039027475544 1.2897429201913919 -6.3106943354887122 -3.6657818566197933 1.8850030830928259 2.1952142115562192 2.2296438777271441 2.4379021782911465 -6.0178493570398404 2.281084088925962 1.8705173611640931
leaf_weight=22 39 196 29 27 20 31 28 23 20 37 31 32 30 34 21 27 30 20 21 31 23 34 23 21 31 34 131 27 27 20
leaf_count=22 39 196 29 27 20 31 28 23 20 37 31 32 30 34 21 27 30 20 21 31 23 34 23 21 31 34 131 27 27 20
internal_value=0 1.62327 -4.31812 0.605176 1.02952 -3.204 -3.51362 1.40466 0.424309 -0.952617 -3.8689 -0.369309 -3.53388 1.62252 -5.74818 1.16799 -5.87789 2.41069 1.93262 1.66351 0.915787 -6.01407 -3.97572 2.18705 2.45116 2.47161 2.49485 -6.18107 2.4111 1.98677
internal_weight=0 814 306 355 279 172 141 220 40 76 113 59 84 180 134 73 113 459 107 52 50 91 54 55 419 388 354 61 158 40
internal_count=1120 814 306 355 279 172 141 220 40 76 113 59 84 180 134 73 113 459 107 52 50 91 54 55 419 388 354 61 158 40
shrinkage=0.1

Tree=2
num_cat=0
split_feature=25 26 24 25 26 25 29 32 31 33 33 26 31 24 30 30 23 13 29 7 26 30 32 28 33 10 6 30 8 20
split_gain=635900 52940.2 39490.4 19590.1 11108.7 6260.22 6084.36 5003.18 6646.63 3412.15 3029.48 2413.44 2378.28 1562.06 982.731 933.381 887.209 720.231 1316.65 715.548 569.534 537.34 847.767 775.809 288.346 219.314 225.737 113.155 101.899 75.2871
threshold=0.63149999500000009 0.99854166666666677 0.13750000000000004 0.77500000000000013 0.63787498333333337 0.99100002500000006 0.13737499750000001 0.77500000000000013 0.77500000000000013 0.88750000000000007 0.94950001000000017 0.81250000000000011 0.41250000000000003 0.35000000000000003 0.51250000000000007 0.49575000000000008 1.0000000180025095e-35 1.0000000180025095e-35 0.075000000000000025 1.0000000180025095e-35 0.50416666666666676 0.49575000000000008 0.99950001000000011 0.5375000000000002 0.58750000000000013 1.0000000180025095e-35 1.0000000180025095e-35 0.6000000000000002 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 3 14 9 12 10 13 8 20 -2 -6 16 -5 -4 17 -9 -7 18 -1 25 -8 -13 -23 -24 -20 26 28 -18 29 -3
right_child=1 19 6 4 5 11 7 15 -10 -11 -12 21 -14 -15 -16 -17 27 -19 24 -21 -22 22 23 -25 -26 -27 -28 -29 -30 -31
leaf_value=-4.4731287262656476 -0.21777253287179132 2.3102159179959982 -3.2903668212890622 -0.89378708521525074 1.0649739901224773 1.581981553814628 -3.0168576890230181 -3.7132945327758793 -0.67904594278335573 -1.6043937946359319 -0.57968300158778829 2.1862870218662116 0.33643732156717415 -4.5114534464749427 -4.5451643807547439 -2.8920495804279085 0.9418614206775543 -5.7007073310113725 -5.198523161146376 1.7880974745750429 -2.3348611831665038 2.1134590568213629 1.7588597229548864 1.0294878411293031 -5.6460056861241661 1.97569271383747 2.0066794114954329 0.63677321046590807 2.0940603528703963 2.152633925045238
leaf_weight=22 35 280 20 30 21 22 25 25 25 36 24 26 33 22 21 31 31 31 36 40 24 29 35 25 24 31 34 20 28 34
leaf_count=22 35 280 20 30 21 22 25 25 25 36 24 26 33 22 21 31 31 31 36 40 24 29 35 25 24 31 34 20 28 34
internal_value=0 1.46095 -3.88631 0.570922 0.928746 1.2473 -2.8836 -2.54554 -2.00587 -0.920848 0.187824 1.50089 -0.249384 -3.92998 -5.17336 -3.25868 1.05119 -5.2901 -5.13488 2.19168 -2.68282 1.78636 1.66952 1.45495 -5.37752 2.23134 2.25242 0.822219 2.27685 2.29315
internal_weight=0 814 306 367 296 233 172 130 74 71 45 188 63 42 134 56 73 113 82 447 49 115 89 60 60 407 376 51 342 314
internal_count=1120 814 306 367 296 233 172 130 74 71 45 188 63 42 134 56 73 113 82 447 49 115 89 60 60 407 376 51 342 314

Tree=3
num_cat=0
split_feature=25 26 24 25 26 1 24 25 33 21 25 26 31 31 26 30 29 26 7 22 21 0 32 26 10 6 31 33 30 8
split_gain=515079 42881.6 31987.2 15886.6 9954.38 5723.25 5709.15 4198.11 3501.62 3475.84 2629.94 2308.99 2108.58 2098.76 1954.89 796.013 787.817 679.667 579.594 467.472 453.299 386.208 379.812 325.544 177.644 182.847 155.032 130.291 123.325 82.5385
threshold=0.63149999500000009 0.99854166666666677 0.13750000000000004 0.81250000000000011 0.62916666666666676 1.0000000180025095e-35 0.51250000000000007 0.99100002500000006 0.94950001000000017 1.0000000180025095e-35 0.47500000000000003 0.80416666666666681 0.88500000000000012 0.41250000000000003 0.81250000000000011 0.51250000000000007 0.49562500000000004 0.070833333333333345 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.56250000000000011 0.93608333333333349 1.0000000180025095e-35 1.0000000180025095e-35 0.95250000000000024 0.97900001500000011 0.49575000000000008 1.0000000180025095e-35
left_child=2 3 15 9 13 6 10 8 -6 11 -4 -2 22 -5 16 17 -9 -1 24 23 -18 -19 -12 27 25 29 -21 -16 -23 -3
right_child=1 18 5 4 7 -7 -8 14 -10 -11 12 -13 -14 -15 19 -17 20 21 -20 26 -22 28 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=-4.2623030489141298 0.57200867176055914 2.0638375680158094 -4.0035256747541759 -0.95902714111186838 1.2429483878612519 -1.3650129847228527 -1.5874065795115062 1.4304342933323073 -0.54864940987899902 -1.634533774236153 -3.0608814020951591 -0.84562243841312557 -2.2268159921964013 0.23812687904573979 1.1109471414400185 -4.0906478700183682 0.44536135108382613 -4.5879189554850264 1.6092876446247102 1.6481469744727726 1.0494931649902595 -5.1528608322143556 -3.6049014318557013 1.7270577106475831 1.7781234387428531 1.8060116150799921 2.0134582171073325 1.4599363812804222 -4.8665947666874638 1.8846542733056204
leaf_weight=22 20 314 29 27 20 31 28 23 24 29 33 27 30 32 23 21 27 30 40 21 23 34 21 25 31 34 26 20 27 28
leaf_count=22 20 314 29 27 20 31 28 23 24 29 33 27 30 32 23 21 27 30 40 21 23 34 21 25 31 34 26 20 27 28
internal_value=0 1.31485 -3.49768 0.51383 0.850064 -2.59524 -2.86572 1.14501 0.265713 -0.773594 -3.18247 -0.242375 -2.89901 -0.309723 1.3508 -4.65602 0.94607 -4.76109 1.97251 1.60772 0.723262 -4.88168 -3.27244 1.4401 2.00821 2.02718 1.85023 1.27327 -5.02615 2.04917
internal_weight=0 814 306 367 291 172 141 232 44 76 113 47 84 59 188 134 73 113 447 115 50 91 54 68 407 376 47 43 61 342
internal_count=1120 814 306 367 291 172 141 232 44 76 113 47 84 59 188 134 73 113 447 115 50 91 54 68 407 376 47 43 61 342

Tree=4
num_cat=0
split_feature=25 26 25 25 26 29 32 31 25 21 25 26 33 31 26 30 23 13 28 28 26 7 29 26 26 10 28 26 33 23
split_gain=417214 34772.1 25956 12527.8 7150.94 5309.12 4533.28 5120.13 3073.55 2563.77 2115 2026.16 1814.02 1368.01 1325.92 900.988 648.539 486.861 481.567 508.154 469.439 420.551 391.452 640.089 267.131 117.594 120.301 114.585 70.0248 50.0009
threshold=0.63149999500000009 0.98608333333333342 0.27500000000000008 0.77500000000000013 0.62916666666666676 0.13737499750000001 0.77500000000000013 0.77500000000000013 0.99100002500000006 1.0000000180025095e-35 0.16250000000000003 0.81250000000000011 0.96250000000000013 0.41250000000000003 0.81250000000000011 0.49575000000000008 1.0000000180025095e-35 1.0000000180025095e-35 0.5375000000000002 0.80149998750000018 0.50416666666666676 1.0000000180025095e-35 0.037500000000000012 0.50416666666666676 0.94441666666666679 1.0000000180025095e-35 0.99987502500000003 0.67500000000000016 0.61250000000000016 1.0000000180025095e-35
left_child=2 3 10 9 13 28 7 20 12 11 17 -2 -6 -5 16 -8 -10 22 24 -20 -7 25 -1 -24 -16 26 -3 -18 -4 -28
right_child=1 21 5 4 8 6 15 -9 14 -11 -12 -13 -14 -15 18 -17 27 -19 19 -21 -22 -23 23 -25 -26 -27 29 -29 -30 -31
leaf_value=-3.7816428041458132 0.41364947015588938 1.8529172023601621 -3.0949032497406006 -0.74280550799199518 0.83384037613868722 -2.3254920137425263 -3.1220377876645045 -0.11523436040363529 1.3052792126482184 -1.4710803944489053 -3.3869324731104302 -0.97705628156661994 -0.45567693710327151 0.21431420836597681 1.7837104601018572 -2.2619638512874469 0.50871756260211654 -4.6261800110340117 0.80623794935998461 1.4433398569783857 -1.6715451396029928 1.4483589076995851 -4.5586401913617109 -3.9182753245035808 1.3300883815402078 1.6003112118090355 1.7664029480705801 0.80855920314788821 -3.356356025877453 1.6280322127044202
leaf_weight=20 22 214 20 28 24 21 21 22 22 29 33 20 20 32 34 29 26 32 21 31 23 40 37 27 21 31 142 25 21 32
leaf_count=20 22 214 20 28 24 21 21 22 22 29 33 20 20 32 34 29 26 32 21 31 23 40 37 27 21 31 142 25 21 32
internal_value=0 1.18337 -3.14791 0.440184 0.737209 -2.25068 -1.90496 -1.36085 0.996911 -0.747918 -4.09331 -0.248591 0.247696 -0.232342 1.18005 -2.62319 0.851463 -4.29426 1.40423 1.18605 -1.98366 1.75816 -4.16781 -4.28849 1.61051 1.78773 1.80271 0.655699 -3.22882 1.74096
internal_weight=0 814 306 355 284 157 116 66 224 71 149 42 44 60 180 50 73 116 107 52 44 459 84 64 55 419 388 51 41 174
internal_count=1120 814 306 355 284 157 116 66 224 71 149 42 44 60 180 50 73 116 107 52 44 459 84 64 55 419 388 51 41 174

Tree=5
num_cat=0
split_feature=25 26 25 25 26 25 25 29 33 31 21 25 32 30 33 33 31 30 30 26 13 30 7 29 26 29 6 10 26 8
split_gain=337944 28313.4 21211.1 10411.3 6576.94 3074.15 2836.78 2675.62 2538.1 2526.5 2270.92 1618.31 1594.1 1455.29 1292.6 1191.06 760.137 624.403 620.439 474.628 394.357 393.53 384.653 317.076 518.472 311.814 123.268 141.867 95.7377 65.9971
threshold=0.63149999500000009 0.99854166666666677 0.38750000000000007 0.81250000000000011 0.62916666666666676 0.16250000000000003 0.99100002500000006 0.13737499750000001 0.94950001000000017 0.88500000000000012 1.0000000180025095e-35 0.51250000000000007 0.86250000000000016 0.35412500000000008 0.62899999500000014 0.61250000000000016 0.88500000000000012 0.49575000000000008 0.49575000000000008 0.72916666666666674 1.0000000180025095e-35 0.68750000000000011 1.0000000180025095e-35 0.037500000000000012 0.50416666666666676 0.6000000000000002 1.0000000180025095e-35 1.0000000180025095e-35 0.86250000000000016 1.0000000180025095e-35
left_child=2 3 5 10 13 20 8 -4 -6 11 12 15 -2 -5 17 -9 25 -8 -7 -11 23 -18 26 -1 -25 28 27 29 -16 -3
right_child=1 22 7 4 6 18 14 9 -10 19 -12 -13 -14 -15 16 -17 21 -19 -20 -21 -22 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=-3.4034785413742066 0.42212697159160267 1.6768070767259902 -2.6947999820113182 0.099274955804531398 1.0352695377171039 -2.6723686021286994 0.95823778152465833 -2.9334960755847752 -0.4900478795170784 -0.68192354202270511 -1.3239723341218357 -1.3258239791506814 -0.74501930236816405 -0.94991298407316216 0.69868129979480398 -1.8684415805907477 1.716003704071045 0.24727405139378142 -3.3532823106516965 -1.3708562523126604 -4.1635619878768919 1.2541135381429624 1.303522979617119 -4.1027761742875386 -3.5264478259616427 1.3145706347056798 1.4462247736313765 1.440280084071621 1.0009825134277344 1.5165816166571209
leaf_weight=20 22 314 32 39 20 32 30 21 24 20 29 21 25 20 22 21 35 21 23 20 32 39 40 37 27 21 34 31 20 28
leaf_count=20 22 314 32 39 20 32 30 21 24 20 29 21 25 20 22 21 35 21 23 20 32 39 40 37 27 21 34 31 20 28
internal_value=0 1.06503 -2.83312 0.414144 0.686339 -3.57288 0.926083 -1.89609 0.203278 -1.64795 -0.628077 -2.04259 -0.198696 -0.256382 1.09525 -2.40097 1.25523 0.665488 -2.95711 -1.02639 -3.86483 1.47258 1.59942 -3.75103 -3.85964 0.999946 1.62851 1.64512 0.842634 1.66369
internal_weight=0 814 306 367 291 171 232 135 44 103 76 63 47 59 188 42 137 51 55 40 116 74 447 84 64 63 407 373 42 342
internal_count=1120 814 306 367 291 171 232 135 44 103 76 63 47 59 188 42 137 51 55 40 116 74 447 84 64 63 407 373 42 342

Tree=6
num_cat=0
split_feature=25 26 25 25 26 25 25 25 33 32 29 32 31 26 31 29 30 26 26 26 32 30 28 7 33 6 10 22 0 20
split_gain=273782 22414.3 17843.1 8052.76 4726.84 2872.84 2490.06 2446.22 2043.8 1714.55 1383.92 2414.12 1866.56 1125.95 1099.02 518.128 502.556 377.208 345.137 660.927 336.551 586.542 487.524 311.569 104.18 99.8468 114.912 58.1857 43.7912 18.1063
threshold=0.67500000000000016 0.99854166666666677 0.38750000000000007 0.77500000000000013 0.62916666666666676 0.99100002500000006 0.16250000000000003 0.51250000000000007 0.96250000000000013 0.99950001000000011 0.13737499750000001 0.86250000000000016 0.70000000000000007 0.81250000000000011 0.41250000000000003 0.49562500000000004 0.49575000000000008 0.71250000000000013 0.070833333333333345 0.48750000000000004 0.99950001000000011 0.49575000000000008 0.68750000000000011 1.0000000180025095e-35 0.68750000000000011 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35
left_child=2 3 6 8 14 9 18 10 -2 -6 -4 12 -12 15 -5 -7 -8 -17 -1 24 -15 -22 -23 25 -20 26 27 -3 -25 -29
right_child=1 23 7 4 5 13 16 -9 -10 -11 11 -13 -14 20 -16 17 -18 -19 19 -21 21 22 -24 28 -26 -27 -28 29 -30 -31
leaf_value=-3.1114722433544344 -0.097012360998102135 1.4512044513451035 -2.5286678536184901 -0.64213451572826941 0.8260996595025063 1.0713693515114162 -2.405131717398763 -1.0040519999340176 -1.1977694961332508 -0.38617516968931476 -1.9241167328574442 -2.4759614871098448 -0.63571259768112842 1.4393416060720172 0.21574240922927856 0.25440665440899984 -3.0179540426834772 0.8077380917289041 -3.8812258243560791 -3.2433813131772555 1.5365453928709032 1.1359655792648728 0.54968059788579526 1.2778024661540988 -3.5965706515312195 1.3016023215125589 1.2962520107146234 1.5230418501865297 1.0685390377044679 1.6195193464105782
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leaf_count=21 37 152 29 28 20 23 32 38 31 28 22 26 23 35 32 28 23 22 36 39 20 37 23 20 20 34 31 168 20 22
internal_value=0 0.965077 -2.53294 0.382498 0.607937 0.80943 -3.21559 -1.68705 -0.598828 0.118939 -1.94658 -1.70883 -1.2656 0.985725 -0.1846 0.678563 -2.6614 0.497872 -3.47835 -3.55945 1.18071 1.06755 0.911223 1.43948 -3.77956 1.46566 1.48061 1.49732 1.17317 1.53421
internal_weight=0 811 309 364 296 236 171 138 68 48 100 71 45 188 60 73 55 50 116 95 115 80 60 447 56 407 373 342 40 190
internal_count=1120 811 309 364 296 236 171 138 68 48 100 71 45 188 60 73 55 50 116 95 115 80 60 447 56 407 373 342 40 190

Tree=7
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Tree=14
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Tree=26
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Tree=27
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Tree=28
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Tree=29
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Tree=34
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Tree=35
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Tree=36
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Tree=40
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Tree=41
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Tree=42
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Tree=43
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split_feature=28 1 26 26 2 33 31 29 28 30 26 22 30 31 23 24 26 26 26 26 26 31 26 24 26 9 6 24 7 22
split_gain=194.282 312.238 291.01 427.184 366.086 217.892 438.882 344.007 209.515 208.072 406.476 815.232 277.86 362.9 314.489 192.26 135.029 199.495 226.054 166.829 187.945 109.196 182.492 94.0013 72.8402 28.9122 14.5961 24.1517 18.9545 35.944
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Tree=45
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Tree=46
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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Tree=55
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Tree=56
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Tree=57
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Tree=61
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Tree=62
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Tree=63
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Tree=64
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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Tree=70
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Tree=71
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Tree=76
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Tree=77
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Tree=78
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Tree=81
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Tree=82
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Tree=83
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Tree=84
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Tree=85
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Tree=87
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split_gain=20.9687 100.893 128.812 142.843 101.795 194.258 115.004 110.081 90.9656 67.776 62.9559 107.948 143.702 109.83 62.4545 58.6054 119.584 116.16 103.459 56.0173 43.9211 38.3917 35.2152 29.4296 28.3373 24.1066 18.534 20.3792 17.5721 7.81307
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Tree=88
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Tree=89
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Tree=90
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Tree=91
num_cat=0
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Tree=92
num_cat=0
split_feature=14 26 30 9 31 24 8 31 10 26 24 30 13 29 25 31 26 33 26 32 26 20 26 26 30 0 25 26 26 18
split_gain=21.6606 52.4745 23.8829 42.8892 115.096 216.26 49.1793 54.4025 68.5893 87.8055 317.803 171.261 133.288 93.13 117.212 67.9061 230.96 276.064 130.665 104.916 40.3545 40.3834 258.027 36.2686 33.011 29.3077 21.049 16.7078 15.917 8.57342
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Tree=95
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Tree=96
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Tree=97
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Tree=98
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Tree=99
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left_child=1 2 3 4 -1 6 -5 10 12 -10 -2 -12 17 -14 15 16 -15 -9 -17 -18 -21 -22 23 24 -16 26 27 28 -24 -29
right_child=7 -3 -4 5 -6 -7 -8 8 9 -11 11 -13 13 14 22 18 19 -19 -20 20 21 -23 25 -25 -26 -27 -28 29 -30 -31
leaf_value=0.21390819185309939 -0.069655087515711797 0.093280027751569405 -0.22208586358107052 -0.052565686303106221 -0.12523385907212894 -0.19249349292367698 0.11795370385050774 0.20890126124672267 -0.25187195732512258 0.02943803712439079 0.017985312364719532 0.25952549248933793 -0.18983024001121521 0.13353859637722826 0.073272033119874611 0.28237039729952812 -0.13746420286950611 -0.0045689259345332777 0.081472596004605297 -0.12225124659863384 0.16131625231355429 -0.048396413412786304 0.20172340882861098 -0.23415090793913063 -0.1090812185779214 0.092286519850454024 -0.08319246768951416 -0.034421572745976292 0.0012000132820319609 0.12378637194633485
leaf_weight=27 20 27 26 22 24 32 20 23 22 26 27 20 20 33 31 20 21 24 20 22 32 31 23 22 24 31 32 211 183 24
leaf_count=27 20 27 26 22 24 32 20 23 22 26 27 20 20 33 31 20 21 24 20 22 32 31 23 22 24 31 32 211 183 24
internal_value=0 -0.0305782 -0.0527251 -0.017498 0.0543119 -0.0669887 0.028634 0.00577805 0.00132562 -0.0994957 0.0639255 0.120768 0.0071774 0.00159056 0.00662794 0.0545765 0.0179304 0.0998952 0.181921 -0.0180608 0.0114389 0.0581243 -0.00814449 -0.0714005 -0.00630029 0.00151961 -0.00442917 0.00128608 0.0235885 -0.0182642
internal_weight=0 178 151 125 51 74 42 942 875 48 67 47 827 780 760 179 139 47 40 106 85 63 581 77 55 504 473 441 206 235
internal_count=1120 178 151 125 51 74 42 942 875 48 67 47 827 780 760 179 139 47 40 106 85 63 581 77 55 504 473 441 206 235

end of trees

feature_importances:
Column_26=595
Column_25=263
Column_30=226
Column_31=206
Column_33=197
Column_28=192
Column_24=183
Column_29=170
Column_32=151
Column_22=101
Column_0=77
Column_8=52
Column_21=51
Column_23=50
Column_1=44
Column_10=41
Column_13=41
Column_7=40
Column_20=40
Column_3=36
Column_9=36
Column_6=34
Column_11=32
Column_18=30
Column_4=20
Column_2=17
Column_14=17
Column_12=15
Column_5=12
Column_15=11
Column_16=7
Column_19=7
Column_17=6

parameters:
[boosting: gbdt]
[objective: regression]
[metric: l2]
[tree_learner: serial]
[device_type: cpu]
[linear_tree: 0]
[data: ]
[valid: ]
[num_iterations: 100]
[learning_rate: 0.1]
[num_leaves: 31]
[num_threads: -1]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: -1]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 1]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 0]
[bagging_seed: 3]
[feature_fraction: 1]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 2]
[extra_trees: 0]
[extra_seed: 6]
[early_stopping_round: 0]
[first_metric_only: 0]
[max_delta_step: 0]
[lambda_l1: 0]
[lambda_l2: 0]
[linear_lambda: 0]
[min_gain_to_split: 0]
[drop_rate: 0.1]
[max_drop: 50]
[skip_drop: 0.5]
[xgboost_dart_mode: 0]
[uniform_drop: 0]
[drop_seed: 4]
[top_rate: 0.2]
[other_rate: 0.1]
[min_data_per_group: 100]
[max_cat_threshold: 32]
[cat_l2: 10]
[cat_smooth: 10]
[max_cat_to_onehot: 4]
[top_k: 20]
[monotone_constraints: ]
[monotone_constraints_method: basic]
[monotone_penalty: 0]
[feature_contri: ]
[forcedsplits_filename: ]
[refit_decay_rate: 0.9]
[cegb_tradeoff: 1]
[cegb_penalty_split: 0]
[cegb_penalty_feature_lazy: ]
[cegb_penalty_feature_coupled: ]
[path_smooth: 0]
[interaction_constraints: ]
[verbosity: -1]
[saved_feature_importance_type: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 1]
[is_enable_sparse: 1]
[enable_bundle: 1]
[use_missing: 1]
[zero_as_missing: 0]
[feature_pre_filter: 1]
[pre_partition: 0]
[two_round: 0]
[header: 0]
[label_column: ]
[weight_column: ]
[group_column: ]
[ignore_column: ]
[categorical_feature: ]
[forcedbins_filename: ]
[objective_seed: 5]
[num_class: 1]
[is_unbalance: 0]
[scale_pos_weight: 1]
[sigmoid: 1]
[boost_from_average: 1]
[reg_sqrt: 0]
[alpha: 0.9]
[fair_c: 1]
[poisson_max_delta_step: 0.7]
[tweedie_variance_power: 1.5]
[lambdarank_truncation_level: 30]
[lambdarank_norm: 1]
[label_gain: ]
[eval_at: ]
[multi_error_top_k: 1]
[auc_mu_weights: ]
[num_machines: 1]
[local_listen_port: 12400]
[time_out: 120]
[machine_list_filename: ]
[machines: ]
[gpu_platform_id: -1]
[gpu_device_id: -1]
[gpu_use_dp: 0]
[num_gpu: 1]

end of parameters

pandas_categorical:null

tree
feature_infos=[0:2.0003189538334567] [0:4.5883146774112324] [0:4.4764560496576964] [0:4.5883146774112324] [0:4.627664589847087] [0:4.5500268825624639] [0:4.4764560496576964] [0:4.627664589847087] [0:4.5500268825624639] [0:4.6681256839499818] [0:4.4066151691024942] [0:4.7525940997562897] [0:4.627664589847087] [0:4.5883146774112324] [0:4.5883146774112324] [0:4.6681256839499818] [0:4.7967168409415875] [0:4.627664589847087] [0:4.5500268825624639] [0:4.5500268825624639] [0:4.5127551189440869] [0:2.0036964470851868] [0:2.0001562683129284] [0:2.0030714742706373] [0:3.131859358018672] [0:2.9835675512103621] [0:3.717670255698692] [0:3.7176742356070802] [0:3.3761941485903875] [0:2.9863445353894509] [0:3.1107775308336376] [0:3.199588784320849] [0:2.893283483999713] [0:2.9714706676481617]
tree_sizes=5508 4314 6865 5192 5477 5401 5374 4754 7331 6629 7558 6461 6626 7341 6640 5886 6058 5520 6543 4314 4615 5577 4913 5566 5211 6017 6017 5308 5371 6679 5585 5001 5744 5655 5474 5607 5065 4794 5373 5471 3683 4555 4012 5393 4747 4410 7086 5572 5010 4078 4267 5385 4475 4248 3959 5085 5526 4412 4734 5569 5326 7281 5544 5216 3844 4447 4601 5555 6253 5638 7242 4351 5284 5478 3888 3949 4407 5418 5675 6472 5309 4564 6685 5977 4565 6216 5391 5568 5175 4792 4594 5882 4384 5796 5031 4577 7243 5235 5676 6218

Tree=0
num_leaves=61
num_cat=0
split_feature=26 26 26 33 29 26 33 13 1 33 26 29 26 26 26 29 30 29 26 33 23 26 30 29 26 30 26 23 29 30 26 29 26 29 26 33 30 26 29 29 33 29 21 3 29 26 29 26 21 26 26 26 21 29 30 30 30 30 26 26
split_gain=653131 80712.5 54696.3 16241.6 17992.7 14815.8 10363.6 6447.33 5550.44 5660.57 5261.11 4277.96 3940.86 3897.87 3653.79 5106.77 3564.61 3277.31 4519.45 5599.78 3160.45 3009.95 3106.62 2588.41 2097.78 1627.5 1602.12 1551.33 1190.08 1339.81 1183.75 978.124 1044.97 1496.33 820.579 3666.3 818.887 756.616 730.812 699.707 635.234 981.467 1708.42 652.742 610.157 947.722 1247.77 561.554 555.898 490.049 265.341 252.782 204.509 323.307 178.074 161.023 130.084 84.1219 79.406 19.4049
threshold=2.5094274225966173 3.6092382065741475 1.5643646939931311 1.3000184170960709 0.11198792007710441 2.2925633243475274 2.9090698281996108 1.0000000180025095e-35 1.0000000180025095e-35 2.9090698281996108 2.0445637067263749 2.9490152286970832 0.69706317294350495 3.3923741083250571 2.091189518830515 2.9490152286970832 0.23330831481252287 2.7250393885428741 3.4800491651886176 1.3000184170960709 1.0000000180025095e-35 3.0825682536834993 3.0718928116982176 0.74621283331457777 2.8657041554344089 1.5421679609107761 3.7122486532424648 1.0000000180025095e-35 1.4801070103523968 0.64781941301916135 1.7194224932606452 1.4801070103523968 3.1443745216844898 2.053111868080248 3.0825682536834993 2.56289345084654 1.3088596460982533 3.547431938573157 2.3144170149268248 2.9490152286970832 1.9136270951080629 2.053111868080248 1.0000000180025095e-35 1.0000000180025095e-35 1.4801070103523968 3.3923741083250571 2.053111868080248 2.091189518830515 1.0000000180025095e-35 2.091189518830515 3.2064905955401222 2.2925633243475274 1.0000000180025095e-35 1.4801070103523968 2.9941233734273767 2.6830456203440129 0.23330831481252287 1.1016040931064623 2.091189518830515 2.2925633243475274
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 12 7 5 47 17 14 9 10 -6 21 -1 48 15 23 20 36 19 -19 -14 24 44 -4 52 -10 -3 -25 -16 39 -29 -24 -33 -34 -21 -36 -2 -15 40 56 41 42 -38 54 50 46 -46 -5 -13 -27 -23 -9 53 -8 -42 -20 -30 -18 -12 -60
right_child=1 26 3 4 8 -7 11 51 25 -11 58 13 16 37 28 -17 57 18 55 34 -22 22 31 27 -26 49 -28 30 29 -31 -32 32 33 -35 35 -37 38 -39 -40 -41 43 -43 -44 -45 45 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 59 -61
leaf_value=60.519414902356345 73.974159457973656 73.563195585152087 72.860727475257832 65.341113798992467 63.518747371210438 73.266441721306393 69.397603677865291 64.171473918373138 70.614856100931775 62.344486423631423 68.310479681475059 65.184861965396806 61.121000093322841 71.590802683217191 73.00372960218003 63.06243035500767 63.226730304899306 74.869743686280032 74.614728742716167 67.167052151580307 66.103822015644596 70.514296533982233 74.614728770650146 66.409124412929884 66.12007721255668 65.946774356373538 75.274935908505284 68.133192768495249 69.611400029516531 68.053568820282365 71.915078802519034 74.219809516626668 70.351918412459753 73.865235570201804 72.759443680392877 67.115808012728181 70.05245637478167 69.061968192690898 70.733718841277664 72.015862278837773 73.286432114003532 73.882163711412517 73.023288837466296 71.099821648894661 72.314146821637436 68.210011381877976 69.480215674322835 68.17073229230752 68.369339055071435 68.446913582718551 72.245896322538428 67.194174031373578 69.078487045138729 71.216280743059031 71.797005591601334 72.505799098922836 70.69229924638681 61.447685273485575 65.694610613737652 66.947457021441878
leaf_weight=39 13.999999999999998 21 4.0000000000000062 12.000000000000002 32 14.000000000000002 4.0000000000000018 5.9999999999999982 4.0000000000000027 34 3.9999999999999991 8.0000000000000018 5.0000000000000027 5.9999999999999982 5.0000000000000027 3.9999999999999991 34 4.0000000000000027 4.9999999999999982 8.0000000000000018 22 4.9999999999999982 5.0000000000000027 5.9999999999999973 4.9999999999999991 8.9999999999999982 402 4 6.0000000000000036 4.9999999999999991 4 4.0000000000000027 11.999999999999998 3.9999999999999991 4.9999999999999982 7 12.000000000000004 6 5.9999999999999991 9 45 4.9999999999999991 9 4.9999999999999991 6.0000000000000062 6.9999999999999991 11.999999999999998 4.9999999999999991 3.9999999999999991 5.9999999999999991 4 5 3.9999999999999991 6 3.9999999999999991 4 6 35 12.999999999999998 25
leaf_count=39 14 21 4 12 32 14 4 6 4 34 4 8 5 6 5 4 34 4 5 8 22 5 5 6 5 9 402 4 6 5 4 4 12 4 5 7 12 6 6 9 45 5 9 5 6 7 12 5 4 6 4 5 4 6 4 4 6 35 13 25
internal_value=70.7165 73.8067 64.8674 66.5171 65.6012 69.2815 71.3013 68.8112 64.7166 64.2412 65.188 70.0269 62.1929 68.0976 69.62 67.999 62.9466 72.2771 70.818 69.6059 64.9467 70.6398 71.2364 69.3583 68.838 67.5617 75.1951 68.2994 70.8074 70.3327 69.9648 72.6335 72.0152 71.3319 68.441 69.4492 72.7543 70.3034 72.5292 70.9485 72.6625 71.9213 71.3613 72.998 70.1898 69.7688 70.451 66.0306 66.0458 66.7911 71.3423 65.2329 69.993 70.4475 73.183 73.8872 70.1186 62.2344 66.5637 66.4299
internal_weight=0 658 357 222 158 31 235 64 127 108 74 102 135 24 53 22 96 133 33 24 27 78 59 18 19 19 423 14 31 26 8 25 20 16 20 12 100 12 86 21 80 26 21 54 34 25 18 17 12 15 9 11 14 10 49 9 12 69 42 38
internal_count=1015 658 357 222 158 31 235 64 127 108 74 102 135 24 53 22 96 133 33 24 27 78 59 18 19 19 423 14 31 26 8 25 20 16 20 12 100 12 86 21 80 26 21 54 34 25 18 17 12 15 9 11 14 10 49 9 12 69 42 38

Tree=1
num_leaves=47
num_cat=0
split_feature=25 25 24 33 33 31 25 25 9 25 25 30 31 33 33 30 31 33 31 31 2 30 31 30 17 30 30 33 31 24 30 24 31 33 33 3 30 30 24 30 31 30 31 31 31 33
split_gain=656748 55451.8 39504.9 14705.8 5962.45 4478.38 4085.52 3364.31 3253.14 2371 1425.18 1402.7 1353.5 3434.57 1936.36 2618.79 1312.21 1068.47 950.842 757.42 707.737 861.541 887.579 842.591 668.167 633.526 628.292 550.187 976.362 488.184 430.449 315.007 298.373 271.575 182.656 152.227 314.646 147.749 119.868 86.1858 76.6927 48.6643 27.0658 8.88859 7.40562 5.51825
threshold=1.884122893671506 2.9567155178386577 0.43063066172756748 1.9136270951080629 2.6371802175377437 2.8316360741239519 1.5290783699953108 2.3122648521880307 1.0000000180025095e-35 2.5106721390970335 1.4171945868249221 0.81657910184382998 2.8316360741239519 2.56289345084654 1.5228787171696831 2.1386595524481264 1.3198303735323504 1.3000184170960709 3.0476083170656092 1.3998200931403717 1.0000000180025095e-35 0.45339581734205886 3.0476083170656092 1.1016040931064623 1.0000000180025095e-35 1.5421679609107761 3.0718928116982176 2.6371802175377437 2.2397121490245948 2.7012286962911047 2.8774692160211153 2.7012286962911047 3.0476083170656092 1.8200257839344993 1.8200257839344993 1.0000000180025095e-35 2.1386595524481264 1.6720429228230804 2.7795251802415719 0.23330831481252287 2.4796813078486584 1.2054262931980348 1.0398663549042761 1.5198046725524035 3.0476083170656092 1.3000184170960709
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 8 9 19 10 18 16 11 -4 -2 34 14 -14 -16 17 39 -6 -5 21 22 -18 45 29 32 -20 28 43 44 40 -11 -13 -30 -12 36 -27 -25 -31 42 -21 -33 -3 -8 -9 -23
right_child=1 3 6 5 7 -7 27 24 -10 31 12 25 13 -15 15 -17 20 -19 26 30 -22 23 -24 37 -26 35 -28 -29 33 38 -32 41 -34 -35 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47
leaf_value=-9.2354748959650639 -2.1432892967363659 -0.49503069464052823 -6.583127896783715 0.95007188516960306 -1.7393599593913796 3.7549269246871724 -4.4127635705529178 -0.047880088241836795 -3.1607813721412703 2.7773131751062028 -6.373598931156164 0.13869217897092861 -4.0203136949693494 -6.2133813513310718 1.3782338795126148 -3.7996643384080708 2.1968223885223876 2.3183428312564756 -4.268147813870721 2.2344361461556814 2.9262220750068906 3.8536141562020569 -0.1231763948088959 0.70206878761242564 0.97830002975482933 -0.68390298502292202 -1.712335300939263 -4.871900363127315 -2.0383503746632856 -2.3769957239165627 3.3185960115269122 1.5589425028417381 2.0022568694836353 -0.19151011443156613 -4.8930028400051802 -1.0354455596809038 0.9604644801711163 1.7287151798175338 -0.89059907830145868 -0.01570544836049631 1.1800659751018288 0.57354175047517808 -1.2032818351379457 -2.9422967379784857 -0.31920247911594923 2.2298923205908592
leaf_weight=121 7.9999999999999991 5.0000000000000018 42 11.999999999999998 12.999999999999998 466 6.0000000000000062 5.0000000000000053 3.9999999999999991 9 26 4.0000000000000018 12.000000000000002 12.999999999999998 5.9999999999999982 4 6.0000000000000009 3.9999999999999991 16.000000000000004 35 11.999999999999998 5.0000000000000018 15 9.0000000000000018 5.9999999999999991 7.0000000000000018 4.9999999999999991 6.9999999999999991 4.9999999999999982 4.9999999999999982 15.999999999999998 4 6 4 26 4.9999999999999991 5 9.9999999999999982 4 4.9999999999999991 4.9999999999999991 4 4 11.999999999999998 7 5
leaf_count=121 8 5 42 12 13 466 6 5 4 9 26 4 12 13 6 4 6 4 16 35 12 5 15 9 6 7 5 7 5 5 16 4 6 4 26 5 5 10 4 5 5 4 4 12 7 5
internal_value=0 2.61364 -6.9196 3.24029 -0.812311 3.56611 -5.16602 -1.93194 1.15579 0.509895 -5.61271 -0.288424 -5.09196 -4.0682 -2.63755 -0.813519 1.39897 0.125856 -3.02888 2.24533 1.76266 1.44429 0.592576 2.03056 -0.506078 0.304239 -3.73965 -3.3867 -2.88038 -0.949297 2.50666 2.09623 1.31851 -1.2954 -5.7134 -0.322895 0.0174449 1.28754 -1.8357 -0.586598 2.12678 1.15763 -0.878155 -3.58936 -0.215618 3.25397
internal_weight=0 731 284 618 113 534 163 61 84 52 129 35 87 35 22 10 80 18 34 68 62 50 21 29 27 27 21 34 27 21 56 17 10 9 52 17 12 19 9 14 40 8 9 18 12 10
internal_count=1015 731 284 618 113 534 163 61 84 52 129 35 87 35 22 10 80 18 34 68 62 50 21 29 27 27 21 34 27 21 56 17 10 9 52 17 12 19 9 14 40 8 9 18 12 10
shrinkage=0.168423

Tree=2
num_leaves=74
num_cat=0
split_feature=26 26 26 0 0 29 26 33 26 33 31 26 1 26 29 30 31 31 29 31 0 21 28 26 29 33 31 29 26 33 31 30 26 26 29 29 26 33 29 28 26 29 31 26 26 31 31 28 26 33 30 0 33 26 30 29 26 26 30 26 28 26 30 26 26 26 30 6 26 26 26 33 26
split_gain=319929 38300.7 27267.7 10657.6 10141.1 7063.59 8374.03 7282.51 6542.7 5066.4 5244.1 4745.96 3917.58 4732.96 3627.89 3452.12 3237.02 3210.35 2891.34 2360.76 2258.5 2659.21 2025.02 1816.18 2942.23 1904.6 1811.99 1746.53 2296.21 3134.7 2239.92 1622.86 1490.5 1420.02 1331.93 1206.66 1846.3 1201.23 850.097 828.695 773.654 1193.7 1611.64 753.888 745.416 633.983 1082.12 615.495 589.543 486.964 475.869 544.276 1592.99 1244.65 1053.6 793.382 445.933 442.053 285.829 265.173 252.899 218.089 156.119 139.804 126.667 109.326 84.5556 84.3873 74.46 60.0748 41.3803 32.7866 25.9558
threshold=2.5094274225966173 3.6092382065741475 1.5643646939931311 1.0000000180025095e-35 1.0000000180025095e-35 0.22397584015420882 2.091189518830515 2.0428860840081113 2.3390342025437607 2.9090698281996108 3.0476083170656092 3.0825682536834993 1.0000000180025095e-35 2.0445637067263749 2.9490152286970832 1.5421679609107761 1.9597481303965203 1.9597481303965203 1.6798188011565662 3.0476083170656092 1.0000000180025095e-35 1.0000000180025095e-35 2.3211334771558918 0.69706317294350495 0.22397584015420882 0.33429045011041825 2.2397121490245948 2.7250393885428741 3.4800491651886176 1.3000184170960709 2.2397121490245948 0.23330831481252287 3.2648889991400556 1.3166748822266203 1.4801070103523968 2.7250393885428741 3.3923741083250571 1.3000184170960709 2.053111868080248 0.69634004314676756 1.7194224932606452 1.7918067212336706 3.0476083170656092 1.8743254205814242 3.7122486532424648 1.5198046725524035 3.0476083170656092 1.1816679520066358 3.2064905955401222 0.48286398349282633 1.3088596460982533 1.0000000180025095e-35 1.9136270951080629 2.788097757866113 1.866466518500183 1.4801070103523968 2.091189518830515 1.9517768842418135 2.6830456203440129 2.3390342025437607 1.8147043548673334 2.4576899068326488 2.6830456203440129 3.547431938573157 3.0825682536834993 3.0206070827551876 2.1386595524481264 1.0000000180025095e-35 2.2151118606871378 2.788097757866113 3.6967583605103873 2.9090698281996108 2.788097757866113
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 9 4 8 23 6 -5 12 15 27 11 26 13 47 20 16 57 39 31 37 21 -12 45 -1 49 -26 -11 50 29 -29 -31 -18 -32 -6 48 60 -37 -15 -36 -9 -17 42 56 -14 70 61 -47 -7 64 -25 69 54 72 -54 -52 -56 -42 -4 -57 -21 -13 -10 -30 -16 -22 -55 -48 -46 -43 -2 -3 -51 -53
right_child=1 44 3 5 33 7 -8 17 22 10 14 35 43 19 63 40 18 -19 -20 59 34 -23 -24 24 25 -27 -28 28 62 30 32 -33 -34 -35 38 36 -38 -39 -40 -41 41 68 -44 -45 67 46 66 -49 -50 71 51 52 53 65 55 58 -58 -59 -60 -61 -62 -63 -64 -65 -66 -67 -68 -69 -70 -71 -72 -73 -74
leaf_value=-6.0219894126496545 1.5703046634455453 2.1704104622627369 1.8848249905277081 -4.8934233468022272 -7.8839481994474658 -3.5492591745052731 3.004515857244793 -1.728729784689196 0.80188755154632418 0.083376685881315152 2.8911017536550632 3.101662205272893 -1.5122418309969521 0.94290735983283669 -5.8891953149453151 -4.9813555180130047 0.56481084885751021 -7.166091028068422 -6.1622476916480666 -5.3483457039449451 -1.7745037714319405 -1.9072739410232784 -2.9115152190301163 -0.88756843376933592 -2.7877787409784354 -6.0998828410902659 -3.6462078381564296 3.1163060908531528 2.8587426766412598 1.646251356489175 -3.9157179508135096 -2.8251108869207751 -0.61643940680427756 -5.3212293211051911 -3.5649072235006387 -1.7061697428689553 2.0053834113524318 -1.9464809797004652 -1.0615253686279271 -4.6829873793793118 -0.28604726968529676 -5.7699582490581811 -4.2783994680389767 1.3552042006279781 3.1983586302482525 -1.7044789342127344 1.3677620663639156 -6.586010223754446 1.1620861844489185 -2.1393378728119981 2.9364778997552681 -0.70821486198660399 -0.98222713229323366 1.1488939674472676 2.789031109686511 1.0763373409069386 -2.0572517873623783 -0.09118411459512181 -0.063748515357713795 -2.9403037982840146 1.7514948181157162 2.6449444783257889 1.1169099475519015 -2.9869732526394466 -0.39076713797501905 2.0806191124626086 0.45949097941787143 2.590274647852743 -3.0271957871238939 2.7977616317299292 1.1988803710843225 -3.4247289978466431 -1.5791053598571416
leaf_weight=15.999999999999998 5.9999999999999991 16.000000000000004 6.0000000000000018 5.9999999999999991 56 6.0000000000000027 7.9999999999999991 5.0000000000000027 4.0000000000000018 6.9999999999999982 6.9999999999999982 10.000000000000002 3.9999999999999982 5.9999999999999991 4 9.9999999999999982 7.0000000000000027 30 3.9999999999999991 4.0000000000000027 4.0000000000000018 5 3.9999999999999991 7.0000000000000027 10.000000000000002 15.999999999999998 7 4.0000000000000027 4.9999999999999982 4.0000000000000027 8.9999999999999982 7.9999999999999991 6.9999999999999991 14.999999999999998 11.000000000000002 5.9999999999999991 7.9999999999999991 9.9999999999999982 6.9999999999999991 11.999999999999998 8.0000000000000089 4 6.9999999999999991 5 374 5.0000000000000009 7.9999999999999991 12.999999999999998 3.9999999999999991 9.9999999999999982 12.999999999999998 4 5.0000000000000027 9.0000000000000018 5.9999999999999991 19.000000000000004 7.9999999999999991 6 8.9999999999999982 8.9999999999999982 13.999999999999998 5 4 4 4 17 6.0000000000000009 28 4 7.9999999999999991 4.9999999999999991 4.9999999999999991 4
leaf_count=16 6 16 6 6 56 6 8 5 4 7 7 10 4 6 4 10 7 30 4 4 4 5 4 7 10 16 7 4 5 4 9 8 7 15 11 6 8 10 7 12 8 4 7 5 374 5 8 13 4 10 13 4 5 9 6 19 8 6 9 9 14 5 4 4 4 17 6 28 4 8 5 5 4
internal_value=0 2.1499 -4.1066 -2.94201 -5.99486 -4.03609 -0.457023 -4.51116 -1.68064 0.423932 -0.467214 0.712719 -3.16084 -3.75688 -1.68674 -2.56362 -1.18129 -6.07342 -2.51206 -2.30698 -1.01615 0.897193 0.31928 -4.36415 -3.72739 -4.93988 -1.872 1.10616 0.0417655 -0.821556 -1.6933 -1.29158 -2.56452 -7.40381 -1.7847 1.68278 0.408845 -0.869256 -2.67277 -3.92385 -3.5688 -3.00623 -2.25943 0.0624898 3.10632 0.844735 0.266771 -5.79823 -0.373735 -2.17885 1.45448 1.28483 0.795475 1.33811 1.67201 1.1356 -1.22411 0.949575 0.717778 -3.93255 2.39101 1.9505 2.23006 -4.81849 -1.17543 1.79935 1.02166 3.16091 -4.7756 2.3783 1.98841 -2.71048 -1.24169
internal_weight=0 658 357 222 135 118 14 104 104 235 102 52 57 48 50 72 31 47 19 29 42 12 32 64 48 26 14 133 33 24 20 15 16 71 30 38 14 16 18 17 41 31 23 9 423 28 19 19 12 22 100 86 39 31 47 34 16 12 28 13 24 9 9 8 8 26 14 402 8 14 21 15 8
internal_count=1015 658 357 222 135 118 14 104 104 235 102 52 57 48 50 72 31 47 19 29 42 12 32 64 48 26 14 133 33 24 20 15 16 71 30 38 14 16 18 17 41 31 23 9 423 28 19 19 12 22 100 86 39 31 47 34 16 12 28 13 24 9 9 8 8 26 14 402 8 14 21 15 8

Tree=3
num_leaves=56
num_cat=0
split_feature=25 25 25 27 1 1 28 9 25 27 25 32 27 27 15 28 27 32 8 28 4 28 27 25 28 32 32 27 3 32 27 28 30 27 27 30 27 25 27 28 27 32 27 28 2 28 30 27 2 12 28 28 28 27 27
split_gain=335867 27219.1 19313.8 9811.49 5579.99 4724.09 3673.24 2869.22 2607.96 2183.57 1991.87 1331.71 1259.3 1232.84 874.763 836.525 1443.58 2225.67 1097.07 764.383 764.253 724.872 621.094 619.152 495.751 495.049 5121.29 434.896 431.147 430.7 961.811 638.715 810.727 397.913 393.165 1148.47 352.661 341.685 337.28 280.997 267.503 303.047 253.981 167.13 143.001 356.772 117.053 112.014 47.2239 37.6391 85.8586 236.952 59.1908 35.4333 3.92953
threshold=2.0139080970669947 2.9567155178386577 1.1561324260940153 3.0206103164307536 1.0000000180025095e-35 1.0000000180025095e-35 3.3757722087266679 1.0000000180025095e-35 2.5733270129189374 2.6178621967884399 1.5290783699953108 2.6401211791497388 2.3390367065694551 3.0825714762393246 1.0000000180025095e-35 1.3922580620249612 1.0998119613670949 1.7721361339498245 1.0000000180025095e-35 2.7060195678927692 1.0000000180025095e-35 1.3922580620249612 1.5645212408179798 2.7344397054378105 1.3078532083102015 2.4954570049497531 1.8198752969694023 2.9896297365264677 1.0000000180025095e-35 2.4954570049497531 2.2925658173501398 2.3211334771558918 1.6720429228230804 2.3715663561310172 2.3715663561310172 1.1016040931064623 2.9121781899513199 2.5733270129189374 1.6806985606807012 1.1816679520066358 2.5094300703090062 2.2422947000997784 2.6178621967884399 0.69634004314676756 1.0000000180025095e-35 2.3211334771558918 2.1386595524481264 3.6661690345861548 1.0000000180025095e-35 1.0000000180025095e-35 3.291789294875628 1.8147043548673334 2.3211334771558918 1.5025599648320886 2.6178621967884399
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 6 4 7 -1 10 11 15 -8 21 20 12 38 40 -15 16 -3 22 34 23 25 -7 -18 27 -6 26 -4 -13 37 30 43 32 -31 -19 35 53 48 -29 -2 -5 -14 -42 -35 -12 49 -46 -24 -10 -36 50 51 -41 -53 -17 -28
right_child=1 3 5 39 24 9 8 -9 47 -11 29 19 13 14 -16 18 17 33 -20 -21 -22 -23 46 -25 -26 -27 54 28 -30 31 -32 -33 -34 42 36 -37 -38 -39 -40 44 41 -43 -44 -45 45 -47 -48 -49 -50 -51 -52 52 -54 -55 -56
leaf_value=-6.5194651016319467 -0.012095790460271628 2.9303023613800123 -4.6634465771993296 3.8374129872750884 -3.6755711886361415 -0.7395146028500641 -4.6396775792761966 -2.4888495208013732 0.14556341558778713 -3.2302150529379783 -1.3050889060706767 -0.14136586487638145 0.42951772489344203 -1.7593852477941461 1.237007635174362 0.97295423164975137 -2.8565837158262486 0.37243255236189365 -0.85846732517600333 1.2492677929738223 -1.5944354975027524 1.7406787726426447 -1.0256381524511529 0.83492222340241695 -1.4339937051240947 -5.4267153186811887 -0.15890968071607339 -1.6116417802955483 -3.0928152818780199 -5.580197088689216 0.074483596421924828 -1.4289049597104027 -2.2510921012406877 2.5780667657395604 1.9493050237356704 -0.73262816196735525 0.52023867396404877 -0.19854404271389106 -1.6262443530146822 2.5360751342179668 2.1985906676794946 0.46229417690572983 0.70197389112250619 -3.0149123223942906 2.6025003584613411 0.54984629575218702 0.10599850092235363 -1.0403929799821172 3.0057980133200353 3.1772665087708054 2.7329805077350517 0.93394546913162757 1.9648184274930356 1.9276959719387265 0.059670049803567389
leaf_weight=142 6.9999999999999982 4.9999999999999991 47 7.9999999999999991 8.9999999999999982 6.0000000000000018 9.0000000000000018 5.9999999999999991 4 5.9999999999999991 4.0000000000000027 7.9999999999999991 5.0000000000000027 5.9999999999999982 4 4.0000000000000062 4.9999999999999991 9.0000000000000018 4.9999999999999991 3.9999999999999991 3.9999999999999991 6 5.9999999999999982 3.9999999999999991 5.9999999999999991 18 4 17.000000000000007 3.9999999999999991 4.9999999999999982 4.9999999999999991 4.9999999999999991 6 5.9999999999999982 33 6.9999999999999991 4.9999999999999991 6.9999999999999991 7 243 16.000000000000004 3.9999999999999991 4 9.9999999999999982 4.9999999999999982 5 4 4 3.9999999999999991 18 199 4.0000000000000027 20 12.999999999999998 4
leaf_count=142 7 5 47 8 9 6 9 6 4 6 4 8 5 6 4 4 5 9 5 4 4 6 6 4 6 18 4 17 4 5 5 5 6 6 33 7 5 7 7 243 16 4 4 10 5 5 4 4 4 18 199 4 20 13 4
internal_value=0 1.87011 -4.9257 2.30417 -6.18808 -3.37438 -0.567637 0.900586 -2.78802 -0.802458 -3.77964 -0.142704 0.458187 0.992782 -0.558146 1.10107 0.462185 0.0438165 1.4435 -0.808341 -4.27621 0.530028 -1.45047 -1.03331 -2.88992 -4.40545 -4.00271 -1.25369 -1.55952 -2.62038 -1.93323 -3.31327 -4.02392 1.2338 1.62558 1.02826 1.94288 -1.21799 -0.860823 2.62668 1.61134 1.88059 1.92896 -2.61759 2.60129 1.68614 -0.597169 -0.485765 2.12097 2.61756 2.59087 2.47759 1.82651 1.75365 -0.0538729
internal_weight=0 728 287 618 157 130 110 116 17 18 112 93 49 35 10 110 39 34 71 44 77 12 15 40 15 73 55 36 28 35 19 16 11 19 66 24 42 24 14 502 25 20 10 14 494 10 10 8 37 484 466 267 24 17 8
internal_count=1015 728 287 618 157 130 110 116 17 18 112 93 49 35 10 110 39 34 71 44 77 12 15 40 15 73 55 36 28 35 19 16 11 19 66 24 42 24 14 502 25 20 10 14 494 10 10 8 37 484 466 267 24 17 8

Tree=4
num_leaves=60
num_cat=0
split_feature=25 25 24 26 33 29 33 3 25 26 26 25 25 26 8 26 33 26 33 26 26 26 26 29 26 22 29 26 26 24 26 29 33 26 26 24 24 29 29 24 26 26 26 26 29 29 12 33 29 33 26 24 26 33 29 33 29 26 29
split_gain=233929 19041.5 14340.1 6754.84 3074.23 2690.41 1310.25 1259.85 1167.3 1002.23 964.862 1480.13 935.083 840.778 779.94 727.61 700.739 542.787 515.044 498.714 455.983 428.401 422.499 362.433 368.589 704.807 342.442 1078.06 531.61 329.781 664.578 868.699 295.349 253.167 658.21 252.28 251.317 207.138 220.843 155.287 129.761 1088.9 152.487 88.9332 79.9945 450.495 73.9515 112.242 442.317 129.933 58.6915 56.9203 48.7575 48.4725 43.8386 31.7918 30.111 24.878 23.5619
threshold=2.0139080970669947 2.9567155178386577 0.43063066172756748 3.0206070827551876 2.8600405176113561 0.41024907308326447 0.48286398349282633 1.0000000180025095e-35 2.3122648521880307 2.3714088523926331 2.9121750336306427 1.018888303820501 2.5106721390970335 0.18588351278493462 1.0000000180025095e-35 2.9121750336306427 2.9090698281996108 2.9121750336306427 2.9090698281996108 2.4576899068326488 2.9586459118268764 3.5782576211099917 1.0000000180025095e-35 1.0000000180025095e-35 1.7194224932606452 1.0000000180025095e-35 0.92054070303379831 1.6806967614304507 2.9896264972910318 1.6050779209845698 2.571388593524929 1.4801070103523968 2.3028897674273261 1.5025583950115549 1.8123642496531127 1.5173858589600469 1.0961507753065354 1.4801070103523968 2.7250393885428741 2.5446357283901713 2.6178594717211627 2.6488400571853186 2.788097757866113 2.3390342025437607 2.9490152286970832 1.4801070103523968 1.0000000180025095e-35 2.7233529114716011 2.5010635483886654 2.56289345084654 2.2925633243475274 1.0961507753065354 2.091189518830515 1.3000184170960709 2.5010635483886654 1.7457390172432954 0.74621283331457777 1.9517768842418135 1.7918067212336706
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 13 9 12 18 36 8 15 16 11 57 26 22 17 -6 23 40 51 -15 -19 39 -1 53 56 50 27 -2 43 33 31 -31 -30 -13 -35 -23 -7 -14 -39 -10 44 -42 -43 -28 45 -11 47 48 -5 -50 -26 -4 -18 -3 -17 -45 -25 -8 -27
right_child=1 3 5 46 7 6 10 -9 21 14 -12 29 37 19 -16 54 52 20 -20 -21 -22 35 -24 24 25 58 28 -29 32 30 -32 -33 -34 34 -36 -37 -38 38 -40 -41 41 42 -44 55 -46 -47 -48 -49 49 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60
leaf_value=-4.911628430696287 0.63681559543214628 0.80038017625048097 -2.9663360762076327 1.2430701044235428 -0.25663796563624719 -2.8366542725066135 -2.6440605261469701 -3.7806809022003454 -0.22591653786685645 2.0849940882964679 -3.608146427887982 -3.4255572533433658 0.25473963809914651 -5.9447758319155275 -0.73274098739222482 -2.5255560820151604 -1.5832713780185454 -1.1007818987891282 -5.4779153588208178 -4.2920553049343138 1.2332296831466485 -0.075593657545094103 -2.6147284602179277 -0.36941074292903442 1.7665412169922348 -0.66562245668144482 0.017578057318116794 -2.8310395349794208 -1.7739891776836747 -0.37824829928168535 0.29892444138478697 -3.3295904325464165 0.0032687190615038656 -0.59972737454416702 -2.1590305273863608 -1.8015286758901272 -5.0250599222888228 1.9399724400510454 0.50462418428992795 1.0305032161241556 -1.1794435959179308 0.82920071433250642 2.1540953407595764 0.52991479113821405 2.3842083171452115 0.53337045122323568 2.7115605853500724 2.197371776238545 2.7434941873277356 1.3454357133744128 0.77748966342462278 -4.2365780955190342 -0.58974858774061012 1.6020996075654848 -1.5385245851609057 1.1764351895306753 -1.1089907752408941 -4.1914257098810817 -0.1530500888374608
leaf_weight=7.9999999999999991 4.9999999999999982 8.9999999999999982 14.000000000000002 24 7.0000000000000027 6.9999999999999991 6.9999999999999991 4.9999999999999991 4.0000000000000018 15 18 3.9999999999999991 5.0000000000000027 89 4.9999999999999991 14.000000000000002 4 4 11.999999999999998 15.999999999999998 4 4.9999999999999982 7.9999999999999991 4.0000000000000018 6 6 4.0000000000000062 4 3.9999999999999982 6.0000000000000018 5.9999999999999991 5 6 9.9999999999999982 47 4 7.9999999999999991 10.999999999999998 4.9999999999999991 7 4.0000000000000027 4.9999999999999991 9.9999999999999982 5.9999999999999982 7.9999999999999991 9 19 441 13.000000000000002 4.9999999999999991 5 12.999999999999998 4 4.9999999999999991 6.9999999999999991 7 4 8.9999999999999982 5
leaf_count=8 5 9 14 24 7 7 7 5 4 15 18 4 5 89 5 14 4 4 12 16 4 5 8 4 6 6 4 4 4 6 6 5 6 10 47 4 8 11 5 7 4 5 10 6 8 9 19 441 13 5 5 13 4 5 7 7 4 9 5
internal_value=0 1.55824 -4.11328 1.92129 -0.480662 -3.0723 -2.66502 -1.39501 -1.09217 0.756591 -2.43462 -2.18312 0.3766 -5.51369 1.19905 -1.77963 0.202716 1.36991 -4.32327 -5.72516 0.0719002 -0.100175 -3.93168 0.469611 0.130059 0.484472 -0.147275 -1.00367 0.1576 -1.84753 -1.10877 -1.84667 -0.781803 -2.03744 -1.89681 -0.922249 -4.18751 1.24878 1.53411 0.588366 1.56952 1.13023 1.77298 0.719876 1.7985 1.53693 2.1889 2.16416 1.78305 2.4245 1.3953 -3.67591 -1.17964 1.15361 -2.26094 0.923222 -0.802561 -3.66316 -0.457276
internal_weight=0 728 287 618 110 166 127 53 48 116 112 94 57 121 64 28 52 59 39 105 8 20 16 44 30 22 36 9 27 78 17 11 10 61 57 9 15 21 16 11 51 19 15 17 32 24 502 483 42 18 11 27 8 14 21 13 8 16 11
internal_count=1015 728 287 618 110 166 127 53 48 116 112 94 57 121 64 28 52 59 39 105 8 20 16 44 30 22 36 9 27 78 17 11 10 61 57 9 15 21 16 11 51 19 15 17 32 24 502 483 42 18 11 27 8 14 21 13 8 16 11

Tree=5
num_leaves=59
num_cat=0
split_feature=25 25 25 27 33 9 25 28 33 27 33 27 7 28 33 25 17 27 28 27 28 30 27 30 30 27 12 27 28 27 27 25 28 33 33 27 30 25 28 33 27 28 33 27 27 27 27 27 27 28 27 27 33 33 33 33 8 25
split_gain=163681 13875.9 9196.4 4645.21 2117.52 1824 1438.97 1372.73 1189.59 2063.01 881.788 826.47 747.302 849.766 687.266 681.308 642.279 568.495 951.135 1251.19 588.717 549.1 642.181 459.372 359.574 479.287 350.943 371.894 400.102 296.418 610.242 261.841 254.567 228.186 210.201 458.303 189.613 179.766 160.743 304.779 128.435 124.447 214.966 123.089 278.71 117.422 105.938 105.853 109.565 105.379 81.0991 62.5993 62.004 48.8416 43.31 33.9712 31.9883 6.18353
threshold=1.884122893671506 2.9567155178386577 0.48482972707168387 2.9586491566221818 2.6371802175377437 1.0000000180025095e-35 1.4171945868249221 3.3757722087266679 2.56289345084654 2.5094300703090062 1.7457390172432954 3.5112657865327663 1.0000000180025095e-35 3.3757722087266679 0.86618368476208596 2.5106721390970335 1.0000000180025095e-35 1.0998119613670949 1.3922580620249612 1.5645212408179798 2.8697650263018297 3.0718928116982176 0.18588371178035404 0.64781941301916135 0.45339581734205886 2.0911917575289833 1.0000000180025095e-35 3.0825714762393246 2.0679189160116125 1.9517789349679442 1.5025599648320886 2.640457282821171 1.1816679520066358 2.7233529114716011 2.5004926113979886 2.9896297365264677 0.81657910184382998 1.5290783699953108 0.92845339086235656 2.9090698281996108 2.2925658173501398 2.7060195678927692 2.56289345084654 1.6806985606807012 1.7194243339682749 1.0000000180025095e-35 2.3715663561310172 2.0911917575289833 2.5094300703090062 2.3211334771558918 2.2925658173501398 2.7108041301301635 2.6371802175377437 2.0428860840081113 1.5228787171696831 1.9136270951080629 1.0000000180025095e-35 1.6782567475558288
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 21 5 15 17 29 16 9 14 -11 -9 32 -14 37 23 26 -3 19 -19 24 22 45 -2 40 -26 27 50 31 30 -4 -29 -5 41 35 47 -16 -8 39 -21 -20 42 55 -32 -45 -1 -40 -25 -49 -17 -6 -12 -44 54 -38 -34 -35 -10
right_child=1 3 6 12 7 -7 8 11 57 10 51 -13 13 -15 36 49 -18 18 20 38 -22 -23 -24 34 25 -27 -28 28 -30 -31 43 -33 33 56 -36 -37 53 -39 46 -41 -42 -43 52 44 -46 -47 -48 48 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59
leaf_value=-4.1553043438149651 -1.4488132220958954 2.4271524937142059 -3.6369975908630257 2.9244663337318597 -0.48171107133112945 -2.0819782757304006 -3.5058582460583012 -3.7379068906889628 -3.340068620948129 -1.903510036797035 1.3497124145696966 -1.0515702547901393 0.20686763203993683 1.8367109424480106 -1.0844318571123517 1.4762712286942412 1.0580984849440642 -2.3269044348406411 1.0545049010292784 0.086418280176560308 -0.38908906953756595 -3.333380168043421 -5.1757814241070692 0.96550418769932267 -0.025945582833257364 1.7338177283046434 0.56404176336432432 -1.7756590088967428 0.089010819093891913 -4.100249614012542 -1.3596085099115296 -0.24232825905400962 0.93311751230514905 1.91682946208603 1.1097211946660268 -1.3491190205570982 -2.2367154867399184 -1.8028415582317292 0.35558282231726307 1.3993646915170337 0.23357582032489008 1.8140365665947664 0.033135766232532012 -3.5702300545178365 -1.3824016286960619 -2.4367267834887238 -0.77598089539197668 -0.41844928254010388 0.46547806911288331 0.46594270059642318 0.50249266060798115 0.40256229755271217 0.84927705728150704 -2.6310326766203902 -1.55155045814957 1.6949301244035571 1.5235415762964504 -2.1633094428005926
leaf_weight=7.9999999999999982 4.9999999999999991 4.9999999999999991 21 7.9999999999999991 4 5.9999999999999991 16.000000000000004 6.9999999999999982 30 3.9999999999999991 3.9999999999999982 7 18 18 8.9999999999999982 12.000000000000002 4.9999999999999991 4.9999999999999991 10 12.000000000000004 6.9999999999999991 13.999999999999998 75 5.0000000000000098 4.9999999999999991 34 3.9999999999999991 21.000000000000007 4.9999999999999991 21 8.0000000000000018 3.9999999999999991 6.0000000000000062 392 4.9999999999999991 4.9999999999999991 12.999999999999998 4.9999999999999991 4 8 12 18 4.9999999999999982 3.9999999999999982 5 7 4 5.9999999999999991 8.9999999999999982 4.9999999999999991 4 5 5 9.9999999999999982 19 11.999999999999998 24 5.9999999999999991
leaf_count=8 5 5 21 8 4 6 16 7 30 4 4 7 18 18 9 12 5 5 10 12 7 14 75 5 5 34 4 21 5 21 8 4 6 392 5 5 13 5 4 8 12 18 5 4 5 7 4 6 9 5 4 5 5 10 19 12 24 6
internal_value=0 1.28768 -3.47159 1.60116 -0.42599 0.614386 -2.72232 -1.09338 -2.35704 -1.97854 -0.0229677 -2.5165 1.81834 1.04264 -2.32776 0.361326 -0.636604 0.780566 0.681762 -0.0601575 1.03854 -4.73963 -4.92902 -0.0682989 1.2051 1.51197 -0.853378 -1.01061 -1.27674 -3.43245 -2.99119 -1.54453 1.876 1.85314 0.191512 -0.0191032 -1.93729 -3.17653 0.394761 0.643194 0.629188 1.43307 1.14723 -2.07346 -2.55461 -3.50753 -0.228216 0.350146 0.108818 1.21136 0.0112814 0.894961 0.471988 -2.09781 -1.87475 1.48847 1.89692 -3.19209
internal_weight=0 731 284 618 113 112 180 61 121 85 13 14 506 36 72 52 47 106 101 33 68 104 90 35 61 39 42 38 30 59 38 25 470 462 30 25 51 21 28 20 22 46 28 17 9 15 8 20 15 17 8 9 10 42 32 18 416 36
internal_count=1015 731 284 618 113 112 180 61 121 85 13 14 506 36 72 52 47 106 101 33 68 104 90 35 61 39 42 38 30 59 38 25 470 462 30 25 51 21 28 20 22 46 28 17 9 15 8 20 15 17 8 9 10 42 32 18 416 36

Tree=6
num_leaves=58
num_cat=0
split_feature=25 25 25 33 33 1 33 31 29 33 1 31 30 30 24 6 1 3 12 25 31 29 33 33 29 30 29 29 29 13 30 29 31 31 29 29 30 24 24 30 30 29 29 24 29 29 24 29 30 31 17 25 29 29 31 31 31
split_gain=119729 9116.95 5623.79 2687.42 2451.83 2134.81 1523.01 1384.85 1349.72 1329.84 1321.88 1223.31 898.659 709.789 675.563 658.781 655.101 628.599 709.673 700.421 556.235 532.986 517.826 641.191 439.546 389.068 374.995 723.469 476.908 364.295 565.663 432.725 264.813 393.613 354.693 315.056 240.349 229.205 217.934 286.182 209.626 193.991 142.991 118.579 110.599 108.096 102.614 91.3558 83.5498 78.4867 77.6996 53.1852 49.0216 42.4211 8.51634 25.6177 6.57751
threshold=1.884122893671506 2.9567155178386577 1.1561324260940153 2.4262058447067845 2.6371802175377437 1.0000000180025095e-35 2.6371802175377437 1.3198303735323504 0.11198792007710441 1.3000184170960709 1.0000000180025095e-35 1.0398663549042761 0.23330831481252287 2.1386595524481264 1.6050779209845698 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.3122648521880307 3.0476083170656092 2.053111868080248 0.48286398349282633 1.3000184170960709 0.92054070303379831 1.1016040931064623 0.92054070303379831 0.22397584015420882 2.5010635483886654 1.0000000180025095e-35 1.1016040931064623 1.5305015743870938 1.7197789715724567 3.0476083170656092 1.4801070103523968 2.053111868080248 1.1016040931064623 3.1314679538954038 1.8791156148112036 1.1016040931064623 2.8774692160211153 0.59726890707789027 2.9490152286970832 2.0748568246873709 2.5010635483886654 2.9490152286970832 1.7616708888855033 2.3144170149268248 3.0718928116982176 3.0476083170656092 1.0000000180025095e-35 2.7344397054378105 1.7918067212336706 2.9490152286970832 2.9596196254967855 2.5644704586269929 1.5198046725524035
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 10 7 11 6 9 12 20 -4 13 -2 -3 -1 15 26 29 18 19 42 56 48 -13 -24 -25 -14 27 -11 -28 30 37 41 35 52 -35 -10 -12 45 -16 -40 51 -32 44 47 -6 -9 -8 -26 -7 -45 -36 -21 54 -42 55 -34 -5
right_child=1 3 5 8 17 21 46 16 32 14 36 22 25 -15 38 -17 -18 -19 -20 40 -22 -23 23 24 43 -27 28 -29 -30 -31 31 -33 33 34 50 -37 -38 -39 39 -41 53 -43 -44 49 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58
leaf_value=-3.9947531315251621 -2.0662345688933481 -1.9899428256674792 -3.2374556631053122 -1.1781853934073117 -1.1652359300519877 0.66478315448692993 -3.9013979235564853 1.1155230438883386 1.477747224028289 -0.67800911900435112 -0.57056676593513722 -0.91807257898473849 1.0119334325264266 -2.5054019446442619 0.44354814343846094 -0.37564281565820018 2.2322499310531616 -2.7945022127929162 -2.4028631652369565 0.78507628972260146 0.84898836578555892 -1.6454930983801348 2.6328880783138668 -0.86491737410067204 1.5714050170956864 -0.73950638146831738 -1.1316798836525277 -3.4042048731525916 -3.1599682443605039 -0.78509803864355243 -1.0520986520702746 1.2900329262078436 0.66854980961920307 2.5317165914978079 1.4860138520092805 3.1115989910408111 -2.3189073559263855 1.8111777587054465 0.15182608710492415 -1.6197884582103854 -0.90468976374748999 0.1273555997390298 -2.0180618890201911 0.19868853506668432 -0.2229994600828725 0.36290407616691217 -2.0834209175889251 0.48629515834298492 -0.247450661430306 0.90992095692323116 1.88152550591641 0.10240569166099817 1.2399159437368685 -0.13099505793698274 0.4090302008797852 1.1986279946323064 -0.58960712349130828
leaf_weight=132 3.9999999999999991 8.0000000000000018 20 4 16.000000000000007 6.9999999999999982 19.000000000000004 18 11.000000000000002 4.0000000000000009 3.9999999999999982 3.9999999999999991 6.9999999999999982 14.999999999999998 3.9999999999999973 6.9999999999999991 7.9999999999999991 4.9999999999999991 6.9999999999999991 7.0000000000000018 10 4.9999999999999991 4.9999999999999991 3.9999999999999991 9.0000000000000018 6 17.000000000000004 13 3.9999999999999991 3.9999999999999991 4.0000000000000027 7.9999999999999991 17.000000000000007 10.999999999999998 395 6.9999999999999991 7 11.999999999999998 4 6 4 23 4.9999999999999991 9 4.9999999999999991 9.0000000000000018 3.9999999999999991 3.9999999999999991 4 9 26 6 13.999999999999998 4 3.9999999999999991 4.9999999999999991 4
leaf_count=132 4 8 20 4 16 7 19 18 11 4 4 4 7 15 4 7 8 5 7 7 10 5 5 4 9 6 17 13 4 4 4 8 17 11 395 7 7 12 4 6 4 23 5 9 5 9 4 4 4 9 26 6 14 4 4 5 4
internal_value=0 1.06195 -3.05763 1.31136 -0.3707 -2.15371 -2.4357 0.539245 1.47296 -2.04789 -3.71934 0.518879 -0.66948 -3.85627 -1.60908 -1.9243 0.837635 -1.09185 -0.898081 -0.639743 0.0389126 -0.327457 0.78458 0.968608 0.680607 0.207332 -2.19679 -2.8185 -1.61366 0.674701 0.760694 0.26056 1.5255 1.49584 1.54401 2.21218 -1.76015 1.19615 -0.549528 -0.949991 0.0853369 -0.0710909 -1.21136 0.895749 -0.956319 0.881239 -3.661 1.28226 0.338441 0.576477 1.51374 0.492769 0.956823 -0.562229 0.773898 0.824566 -0.959659
internal_weight=0 722 276 615 107 118 102 107 508 79 158 48 21 147 59 45 86 59 54 47 18 16 44 40 35 13 38 17 21 78 74 35 490 472 432 18 11 39 14 10 21 27 26 31 21 27 23 13 11 18 421 13 40 8 26 22 8
internal_count=998 722 276 615 107 118 102 107 508 79 158 48 21 147 59 45 86 59 54 47 18 16 44 40 35 13 38 17 21 78 74 35 490 472 432 18 11 39 14 10 21 27 26 31 21 27 23 13 11 18 421 13 40 8 26 22 8

Tree=7
num_leaves=51
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split_feature=25 25 25 31 1 28 25 29 29 29 29 31 13 4 28 24 13 29 1 31 29 21 29 28 28 25 29 1 9 28 31 31 24 12 17 28 29 24 29 12 19 24 29 29 29 25 28 13 24 29
split_gain=83531.5 6407.57 3883.8 1902.67 1561.87 1096.46 1282.86 1035.49 976.379 915.681 2341.21 849.151 822.418 790.272 586.815 584.069 507.762 354.611 322.452 506.808 442.834 305.831 275.067 501.649 250.077 707.331 247.336 236.487 227.719 213.207 369.302 196.208 164.789 493.208 126.726 115.891 112.593 91.3374 151.439 80.5275 84.5616 68.516 66.7797 57.0635 88.8578 54.2939 46.6607 39.7429 16.3145 7.31476
threshold=1.884122893671506 2.9567155178386577 0.82048107658284963 1.3198303735323504 1.0000000180025095e-35 3.3757722087266679 2.5733270129189374 2.7250393885428741 1.7918067212336706 2.5010635483886654 2.053111868080248 1.0398663549042761 1.0000000180025095e-35 1.0000000180025095e-35 1.68767505002662 1.6050779209845698 1.0000000180025095e-35 0.92054070303379831 1.0000000180025095e-35 2.8316360741239519 1.1572085074634124 1.0000000180025095e-35 2.053111868080248 1.3078532083102015 0.29541698800165894 1.0000000180025095e-35 1.384917278286858 1.0000000180025095e-35 1.0000000180025095e-35 1.3922580620249612 1.7197789715724567 2.0397378500045416 1.0961507753065354 1.0000000180025095e-35 1.0000000180025095e-35 1.1816679520066358 1.5305015743870938 1.3662736449356458 2.053111868080248 1.0000000180025095e-35 1.0000000180025095e-35 1.2785815829111231 1.4801070103523968 1.4801070103523968 1.0000000180025095e-35 2.5106721390970335 2.0679189160116125 1.0000000180025095e-35 1.2135955012322357 1.1572085074634124
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 24 8 9 7 -7 11 16 10 13 26 18 15 31 32 28 -16 19 20 46 45 23 49 25 47 -2 -26 43 35 -31 -13 -4 -34 39 -22 -33 41 -39 40 -21 -19 -17 44 -3 48 -5 -1 -9 -6
right_child=1 3 4 12 22 6 -8 21 -10 -11 -12 14 -14 -15 17 42 -18 37 -20 34 29 -23 -24 -25 27 -27 -28 -29 -30 30 -32 36 33 -35 -36 -37 -38 38 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51
leaf_value=-2.4781555066175232 -2.1018494912983381 -0.31326707671886628 -2.0973068598869422 0.084239480047618609 -0.61528693920857824 -2.6714725148418337 0.36204183210054103 -1.206658306201436 1.2564146693724467 -3.5222123960390781 0.92642389508280565 2.1320070951339787 -0.59876785099661822 -0.10315639387569384 -1.1065621417914593 -0.88539294840129912 0.8620772979640301 0.18509637525965306 2.0682963770839824 1.1527515518109024 0.7842003747910975 0.22684802592935327 -1.3686399895967183 0.95449892287293381 -3.4366185265240912 -1.2028533074459535 -0.34139543033942643 -1.6050603553362501 -2.1537015574904359 2.4156390986889944 0.8943663343967484 0.3961284636777917 -3.0069269881424767 -0.83716668128395355 1.614989184378373 -0.074349137545442229 1.4891096830098054 0.39183403420531521 -0.43963620346453675 1.6225044624959497 1.4892336628254097 1.1345840078665952 -1.6946068483212096 -0.28294106581440681 -1.4234552687693514 -1.7299915750009924 -0.55568686326934758 -3.539384701867573 -0.58602930913702567 -1.1757971483576701
leaf_weight=14 3.9999999999999982 4.0000000000000053 33 6.9999999999999982 5.0000000000000018 9.9999999999999982 5.9999999999999991 5.0000000000000053 8.9999999999999982 12.999999999999998 6.9999999999999991 5.0000000000000027 6.9999999999999991 4.9999999999999991 4.9999999999999991 9 3.9999999999999991 3.9999999999999982 11.999999999999998 419 9.0000000000000018 3.9999999999999991 7.9999999999999991 5.9999999999999991 97 8.9999999999999982 5 3.9999999999999991 3.9999999999999991 4.9999999999999991 34 7.9999999999999982 36 3.9999999999999991 28 7.9999999999999991 4 21.000000000000004 7.9999999999999991 17 32 5 9 5.9999999999999991 5 7.9999999999999991 5 13 5 4
leaf_count=14 4 4 33 7 5 10 6 5 9 13 7 5 7 5 5 9 4 4 12 419 9 4 8 6 97 9 5 4 4 5 34 8 36 4 28 8 4 21 8 17 32 5 9 6 5 8 5 13 5 4
internal_value=0 0.884787 -2.55617 1.09388 -1.90998 -0.31624 -1.56863 -0.0850171 -0.166959 -2.16072 -1.96466 0.237527 1.16321 -2.18102 0.469372 -2.29341 -0.746019 0.130649 1.18537 1.16386 0.718869 -1.07111 -0.617081 -0.170163 -3.19783 -2.63802 -1.22531 -3.37645 -1.10445 0.915675 1.1313 1.28442 -2.51207 -2.80935 1.22369 0.394107 0.826619 0.311707 0.157162 1.19774 1.17906 0.759289 -1.3416 -0.735412 -0.992091 -1.35709 -0.199399 -3.07097 -0.958879 -0.935686
internal_weight=0 722 276 615 139 107 16 91 32 116 103 69 583 96 60 91 23 43 576 564 68 22 23 15 137 36 9 101 19 56 39 17 73 40 496 17 12 38 29 468 451 9 18 15 9 18 12 27 10 9
internal_count=998 722 276 615 139 107 16 91 32 116 103 69 583 96 60 91 23 43 576 564 68 22 23 15 137 36 9 101 19 56 39 17 73 40 496 17 12 38 29 468 451 9 18 15 9 18 12 27 10 9

Tree=8
num_leaves=80
num_cat=0
split_feature=25 25 25 26 10 1 6 26 29 26 15 30 25 28 25 12 26 26 23 31 26 30 10 26 28 29 29 26 31 23 7 28 29 25 26 28 23 26 1 28 31 29 26 31 31 25 28 28 28 12 26 26 6 30 26 29 31 26 26 26 29 23 26 31 30 29 30 31 26 26 29 26 29 26 30 30 28 28 29
split_gain=58273.4 4479.18 2679.75 2492.26 1130.01 1079.78 1206.75 819.125 920.504 767.805 762.407 641.656 615.011 486.231 477.421 459.679 436.314 513.313 430.891 400.165 395.788 426.057 379.382 366.543 503.735 331.485 1641.64 815.494 310.201 350.648 309.887 421.808 382.83 308.986 284.156 281.67 287.998 259.388 301.834 294.828 225.38 211.539 202.396 331.127 199.785 414.269 397.614 287.441 198.481 183.785 172.171 410.482 163.632 158.789 135.378 133.481 126.226 206.779 120.471 320.14 109.27 98.7162 94.5336 76.1273 99.8366 68.8999 58.8453 74.2291 37.7358 38.5624 32.8062 29.0515 24.5879 23.995 23.1362 21.1139 17.092 15.6477 9.30132
threshold=1.884122893671506 2.9567155178386577 0.82048107658284963 2.3714088523926331 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.8657041554344089 0.92054070303379831 2.6178594717211627 1.0000000180025095e-35 1.5421679609107761 1.1561324260940153 1.3922580620249612 1.5290783699953108 1.0000000180025095e-35 1.0068690275850627 1.5643646939931311 1.0000000180025095e-35 1.0398663549042761 2.9896264972910318 1.3088596460982533 1.0000000180025095e-35 1.4559326448685861 0.69634004314676756 2.5010635483886654 2.053111868080248 3.0206070827551876 1.9597481303965203 1.0000000180025095e-35 1.0000000180025095e-35 3.3757722087266679 2.053111868080248 2.3122648521880307 1.09981078397753 3.3757722087266679 1.0000000180025095e-35 3.4800491651886176 1.0000000180025095e-35 3.3757722087266679 1.3198303735323504 1.4801070103523968 3.547431938573157 2.5644704586269929 1.2398406539243292 0.48482972707168387 0.92845339086235656 1.1816679520066358 2.0679189160116125 1.0000000180025095e-35 1.9517768842418135 1.7194224932606452 1.0000000180025095e-35 3.0718928116982176 0.88294668572843948 2.5010635483886654 1.9597481303965203 2.9896264972910318 3.4097232361849845 3.3613935228609013 2.7250393885428741 1.0000000180025095e-35 3.6092382065741475 1.6189919408642937 1.5421679609107761 2.9490152286970832 1.5421679609107761 3.0476083170656092 2.571388593524929 2.7417818135777856 2.9490152286970832 0.77466953953121509 2.9490152286970832 2.788097757866113 1.6720429228230804 1.5421679609107761 1.68767505002662 3.3757722087266679 2.9490152286970832
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 4 13 44 6 14 8 18 12 11 60 -7 16 25 33 -3 -18 76 -10 21 41 30 24 -6 26 34 -27 -15 -30 32 65 37 58 54 70 72 38 39 -5 -14 -16 43 -35 45 47 71 -1 -8 -36 51 -31 56 -46 -4 -12 73 -58 59 -13 -9 -19 -44 -21 -65 -32 -39 -68 -23 -70 -24 -47 -37 -34 -66 -63 -2 -54 -33
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internal_count=998 722 276 615 137 139 116 107 42 23 65 56 18 49 108 45 26 22 14 28 26 22 566 14 10 82 73 9 23 18 534 33 501 41 68 32 17 260 82 76 11 9 20 12 123 52 14 38 8 59 12 8 241 71 9 9 226 214 21 17 11 15 8 22 18 18 178 173 13 8 15 9 11 12 11 10 9 15 15

Tree=9
num_leaves=72
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internal_count=998 762 236 669 257 93 195 65 130 111 24 19 12 66 87 64 60 125 108 53 83 86 81 55 26 31 16 15 24 19 39 21 16 26 18 14 62 54 42 10 17 11 412 33 14 37 22 78 12 15 8 16 67 62 53 14 58 31 15 12 11 18 379 8 10 10 8 27 15 375 345

Tree=10
num_leaves=82
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=11
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=12
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split_gain=9877.74 1564.58 1353.37 1063.69 816.229 516.585 509.659 807.695 770.29 611.582 672.825 445.731 658.599 405.115 482.311 388.827 510.771 376.458 657.691 457.12 360.068 291.449 291.36 288.609 287.074 284.161 275.431 392.797 275.383 241.326 228.382 304.513 222.22 313.028 229.861 221.015 185.343 329.638 220.35 180.675 168.141 164.066 150.937 141.593 133.63 129.306 112.746 111.621 103.782 95.3532 89.7424 88.1036 87.3048 77.2232 77.0422 74.2725 70.8449 63.9998 62.2419 49.3316 31.0095 29.6215 29.339 63.1863 105.268 78.7328 25.4987 198.511 24.7698 116.421 12.2729
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Tree=13
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Tree=14
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Tree=15
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Tree=17
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Tree=18
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Tree=19
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=20
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split_feature=25 1 28 28 0 7 16 33 28 26 4 26 28 25 26 32 32 32 33 31 9 26 26 28 26 26 33 33 32 26 26 33 31 26 26 25 33 32 21 26 33 26 33 28 26 22 31 31 22
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threshold=2.0139080970669947 1.0000000180025095e-35 1.3078532083102015 0.92845339086235656 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.3028897674273261 2.8697650263018297 2.4576899068326488 1.0000000180025095e-35 2.6178594717211627 0.69634004314676756 1.5290783699953108 3.0825682536834993 2.8918368711905482 1.8198752969694023 1.6274719597498388 1.5228787171696831 3.0476083170656092 1.0000000180025095e-35 1.9517768842418135 1.2237331258341531 0.61193518943200786 1.9517768842418135 2.091189518830515 2.9090698281996108 2.0428860840081113 2.8918368711905482 2.0445637067263749 1.3166748822266203 0.48286398349282633 1.0398663549042761 3.2648889991400556 2.571388593524929 1.018888303820501 0.33429045011041825 1.0000000180025095e-35 1.0000000180025095e-35 2.9121750336306427 0.48286398349282633 1.6806967614304507 2.8600405176113561 3.3757722087266679 2.091189518830515 1.0000000180025095e-35 3.0476083170656092 1.5198046725524035 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 6 3 12 -4 20 7 10 11 -10 15 28 -3 14 -13 16 17 19 -18 -1 22 -22 27 26 30 -26 -24 -2 37 -19 -25 -32 -27 -34 35 36 -17 41 48 -15 -37 -9 -23 -44 -39 -40 47 -30 -7
right_child=5 2 4 -5 -6 38 -8 8 9 -11 -12 13 -14 39 -16 34 18 29 -20 -21 21 42 23 24 25 32 -28 -29 46 -31 31 -33 33 -35 -36 40 -38 44 45 -41 -42 -43 43 -45 -46 -47 -48 -49 -50
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leaf_count=80 6 5 7 4 6 8 7 9 6 7 4 7 5 4 4 12 4 8 5 20 4 6 8 4 4 5 7 4 4 6 7 6 159 442 5 8 8 8 13 4 6 6 13 12 5 7 11 4 15
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internal_count=1009 279 27 14 13 730 252 245 79 13 166 66 10 19 11 162 123 114 9 100 687 35 652 642 627 610 15 10 47 14 17 13 606 601 39 34 20 28 43 8 14 15 31 25 13 20 19 8 23

Tree=21
num_cat=0
split_feature=13 28 9 30 12 28 32 28 0 5 30 3 30 30 33 28 20 30 0 28 28 9 30 32 28 10 30 32 32 28 15 32 21 12 28 0 30 12 0 32 33 0 33 0 32 32 30 33 3 0 28 10 32 30 28 0 28 33 32
split_gain=212.835 141.384 227.414 226.63 176.115 155.554 154.074 326.214 141.743 204.846 182.582 150.926 146.206 135.138 110.374 215.885 72.6054 400.693 116.943 368.854 155.255 191.204 243.272 176.792 292.146 260.861 166.388 161.273 147.019 130.799 164.428 124.123 90.5202 70.2679 96.9122 58.7247 72.176 58.471 57.6601 55.7116 63.9176 98.6692 67.2638 55.1583 51.0204 43.334 79.3228 37.9272 35.1923 28.6526 25.2634 24.9745 23.0921 18.0248 14.7677 38.9245 4.18331 3.46436 1.70738
threshold=1.0000000180025095e-35 1.3078532083102015 1.0000000180025095e-35 1.1016040931064623 1.0000000180025095e-35 2.8697650263018297 0.43399252259995708 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.9941233734273767 1.0000000180025095e-35 1.1016040931064623 0.64781941301916135 2.5004926113979886 0.92845339086235656 1.0000000180025095e-35 1.3088596460982533 1.0000000180025095e-35 3.291789294875628 1.8147043548673334 1.0000000180025095e-35 1.866466518500183 1.1934794371498818 3.3757722087266679 1.0000000180025095e-35 3.0718928116982176 0.43399252259995708 2.8918368711905482 2.3211334771558918 1.0000000180025095e-35 1.6998040468498317 1.0000000180025095e-35 1.0000000180025095e-35 1.1816679520066358 1.0000000180025095e-35 2.1386595524481264 1.0000000180025095e-35 1.0000000180025095e-35 1.8198752969694023 2.9090698281996108 1.0000000180025095e-35 1.0519006014900962 1.0000000180025095e-35 2.8918368711905482 1.1934794371498818 0.23330831481252287 2.9090698281996108 1.0000000180025095e-35 1.0000000180025095e-35 1.1816679520066358 1.0000000180025095e-35 1.7721361339498245 1.5421679609107761 2.7060195678927692 1.0000000180025095e-35 2.6165504651575504 2.9090698281996108 2.8918368711905482
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leaf_count=7 21 9 5 7 5 4 7 6 42 4 4 6 26 4 10 7 4 7 218 10 6 4 99 29 5 4 4 34 140 10 4 4 17 5 5 4 4 5 10 4 6 5 5 9 60 4 10 10 6 5 4 8 4 5 7 6 7 12 26
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internal_count=1009 959 183 12 776 32 171 32 139 76 72 63 57 20 64 17 744 50 694 350 344 156 148 188 11 177 8 43 169 268 251 82 235 36 31 23 9 47 14 50 37 11 26 13 72 21 14 14 105 12 8 68 8 9 46 13 17 16 33

Tree=22
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split_feature=27 11 33 9 27 15 27 12 0 6 27 33 29 27 31 3 29 27 33 29 6 27 32 29 33 27 27 27 27 27 29 27 21 31 27 27 32 3 11 27 27 33 27 29 29 10 27 4 27 27 27 29
split_gain=287.662 313.653 517.475 177.647 171.952 154.753 143.176 126.12 116.575 110.806 152.652 276.497 106.348 127.816 132.304 184.072 265.697 146.165 114.628 143.767 97.5407 97.0054 122.301 94.0369 92.0877 254.004 108.272 91.6733 85.5018 157.123 80.9847 50.5832 49.1192 45.3338 96.2474 56.2031 54.5586 41.5063 35.5047 32.9208 31.1627 22.4471 15.2087 14.4397 12.9392 11.9793 11.262 6.86807 11.2231 6.25753 6.01852 2.07544
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=6 9 7 5 6 7 6 18 4 7 7 4 10 10 5 4 4 6 5 25 4 17 6 6 5 138 51 113 4 10 5 5 9 4 5 4 4 4 5 12 4 332 18 4 5 16 27 7 4 4 11 6 5
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internal_count=1009 431 32 399 372 353 347 578 27 341 21 14 554 532 85 70 10 15 60 38 447 19 12 22 320 69 251 8 24 14 30 414 15 27 14 13 8 22 398 8 386 27 8 9 33 359 11 17 13 16 11 12

Tree=23
num_cat=0
split_feature=25 1 10 33 24 30 25 7 11 13 33 24 31 33 20 24 31 31 24 0 9 33 30 24 31 31 1 30 24 31 33 30 3 30 30 24 33 17 33 30 24 30 31 31 10 24 25 24 33 24 30 24 33 33 30 31 30 24 24
split_gain=413.876 297.193 257.851 246.798 234.586 192.258 181.46 158.248 147.858 111.36 169.487 108.395 238.813 104.836 94.2293 91.4106 81.5434 68.9493 50.0328 48.2437 39.3661 164.99 38.9377 51.4107 35.2486 34.0362 52.8198 65.8263 164.574 73.4043 151.684 73.7114 52.5616 178.727 47.7226 34.1598 33.1377 29.5131 39.2756 29.2495 38.592 27.4777 31.2005 27.4645 23.4178 37.0714 23.9326 19.1316 15.6068 14.5837 10.943 10.8775 8.46948 7.83556 7.25434 5.85334 5.65825 5.05672 1.08929
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leaf_count=87 4 7 6 4 4 4 8 4 8 4 6 10 9 6 6 19 49 31 4 4 4 4 6 5 5 4 8 4 4 6 7 10 10 4 8 7 5 7 4 5 6 11 4 5 7 10 9 4 9 9 9 8 8 11 155 4 4 60 4 4 205 4 4 4 4 4 5 5 4 11 4
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internal_count=996 338 331 306 239 12 67 12 25 658 32 227 35 192 26 186 68 118 8 626 90 12 78 55 42 19 13 23 72 31 23 16 15 14 536 34 18 19 28 18 12 15 41 19 22 15 13 502 265 82 78 183 237 174 166 233 16 69 217 12 209 8 12 8 16 8 12 10 8 18 10

Tree=30
num_cat=0
split_feature=31 30 25 8 30 31 31 25 11 30 16 29 29 27 25 27 30 33 25 25 27 27 29 27 30 31 25 27 33 27 30 8 25 32 1 29 25 11 33 33 10 29 29 25 33 27 27 30 27 25 27 27 25 30 27 30 33 27 29
split_gain=133.119 210.356 261.619 120.033 234.64 538.699 140.25 133.634 249.717 203.364 218.724 224.243 309.681 116.501 132.587 97.8322 93.4673 89.0939 79.4044 77.895 76.3506 310.137 69.058 183.768 205.041 123.037 68.372 173.076 163.311 61.1499 126.1 144.685 136.949 50.2947 69.8695 57.9755 48.1997 43.842 39.211 36.3108 35.1838 29.9634 29.8102 29.0145 28.8904 26.4305 23.9208 22.7882 18.0287 18.6509 15.2226 33.8698 12.1018 11.6506 5.82423 4.0021 5.14831 1.7846 0.770853
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Tree=31
num_leaves=54
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split_feature=28 26 29 13 33 33 23 26 13 8 33 26 28 33 26 26 33 28 26 29 23 26 26 28 26 26 26 26 29 28 29 28 26 33 26 26 33 33 26 29 26 29 29 28 33 28 10 28 33 33 23 28 28
split_gain=102.782 132.348 152.102 137.713 124.788 115.975 189.309 100.897 98.1145 95.6093 142.233 83.2564 95.8353 163.761 137.677 102.532 194.783 128.676 85.6024 163.428 77.9438 163.578 72.7119 56.6376 105.424 54.5414 41.9737 48.8927 34.6046 83.0509 55.4697 29.3793 27.8446 49.9875 24.721 18.7302 17.907 15.3076 14.8329 13.7804 13.4283 10.4575 27.7472 17.0323 17.6452 17.3365 16.0611 19.5817 40.5127 9.68536 5.96536 2.93774 1.33346
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=6 4 4 5 8 5 4 5 7 5 6 7 6 7 4 33 23 334 65 10 4 11 5 7 9 4 5 26 221 8 5 15 4 4 7 6 4 18 5 4 5 9 4 4 7 6 7 6 9 4 4 12 11 6
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internal_weight=0 66 62 33 18 29 14 12 948 917 47 870 819 518 472 455 357 98 301 261 31 16 15 46 14 40 251 247 33 10 23 15 32 16 15 9 41 11 8 12 17 51 28 24 20 13 23 17 8 8 16 29 11
internal_count=1014 66 62 33 18 29 14 12 948 917 47 870 819 518 472 455 357 98 301 261 31 16 15 46 14 40 251 247 33 10 23 15 32 16 15 9 41 11 8 12 17 51 28 24 20 13 23 17 8 8 16 29 11

Tree=32
num_leaves=62
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split_feature=18 23 26 25 29 11 30 26 26 30 29 26 6 29 29 26 25 26 3 26 30 26 29 26 30 29 3 26 24 26 31 23 26 29 12 26 25 19 24 24 25 31 24 26 24 25 31 29 6 26 30 29 23 31 26 26 29 26 30 25 24
split_gain=88.6557 171.038 100.326 232.321 67.0476 51.4844 248.305 149.231 77.6177 72.0167 220.548 188.692 90.6263 127.106 90.3506 64.063 63.063 129.193 255.503 174.906 100.919 221.803 116.445 94.8169 56.8135 65.1349 58.6655 67.5374 55.8653 112.356 116.08 92.4482 86.7048 51.2199 45.3617 42.8527 200.019 164.256 161.535 95.647 48.5231 40.7992 40.1732 31.5277 69.1031 30.8382 29.4542 26.2091 76.1107 25.4954 25.4925 20.4841 19.3997 16.3175 13.057 11.706 8.82962 7.39674 7.09613 5.21974 2.6637
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=37
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Tree=38
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split_gain=28.9577 64.1158 29.8043 62.9568 44.7549 26.4037 46.7401 21.2024 142.195 103.542 85.7129 29.1017 123.564 66.8746 164.503 87.5838 78.7426 179.869 49.3908 133.351 87.5187 149.938 54.2502 49.9949 46.9863 79.2275 71.0223 49.2208 58.5734 30.5998 47.9087 26.4643 21.9169 99.8466 144.34 119.112 57.6123 42.8556 51.1222 44.1313 37.1486 34.4998 26.5152 19.7715 40.052 21.6793 15.6308 15.3188 19.1435 14.0357 8.71868 8.25186 7.40812 2.99808 2.26291
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Tree=39
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split_feature=11 28 33 22 25 28 12 29 29 14 28 25 33 0 13 33 25 25 0 28 31 33 33 31 29 23 33 31 29 28 25 28 29 25 13 23 25 25 2 0 25 25 33 28 33 33 22 25 29 33 25 25 31 25 25 25 31
split_gain=34.8416 88.5032 94.8205 44.0304 32.7265 28.2198 86.5662 92.8184 114.704 39.264 42.7733 56.7117 147.896 38.6601 32.4525 44.8646 194.036 151.51 36.5981 58.6149 199.452 139.218 98.5485 75.7908 73.938 56.5283 87.7769 408.885 364.041 73.9283 54.6875 49.7125 43.9468 30.8952 28.4767 28.0855 40.7522 27.4097 26.1369 24.4533 19.6716 24.626 17.7934 38.4723 17.6599 17.6477 16.1153 14.389 13.1541 10.6804 10.1231 8.71412 7.56842 6.9408 5.28122 4.6873 2.49339
threshold=1.0000000180025095e-35 3.3757722087266679 1.8200257839344993 1.0000000180025095e-35 2.9567155178386577 3.122979587446109 1.0000000180025095e-35 0.74621283331457777 0.92054070303379831 1.0000000180025095e-35 0.69634004314676756 2.5106721390970335 2.9090698281996108 1.0000000180025095e-35 1.0000000180025095e-35 2.9090698281996108 2.0139080970669947 2.9567155178386577 1.0000000180025095e-35 1.0000000180025095e-35 1.0398663549042761 2.0428860840081113 1.3000184170960709 1.2398406539243292 0.22397584015420882 1.0000000180025095e-35 0.33429045011041825 1.7197789715724567 0.11198792007710441 0.69634004314676756 0.48482972707168387 0.69634004314676756 0.92054070303379831 2.5733270129189374 1.0000000180025095e-35 1.0000000180025095e-35 0.33565134951116576 1.6782567475558288 1.0000000180025095e-35 1.0000000180025095e-35 2.9567155178386577 2.7344397054378105 2.5004926113979886 0.92845339086235656 1.8200257839344993 1.7457390172432954 1.0000000180025095e-35 0.48482972707168387 1.4801070103523968 2.0428860840081113 1.1561324260940153 2.9567155178386577 2.8316360741239519 1.884122893671506 1.018888303820501 2.0139080970669947 1.5198046725524035
left_child=5 2 3 50 56 9 7 -7 33 14 -11 12 53 -8 18 17 -17 35 25 21 24 47 23 -22 -21 30 27 29 -28 -27 -1 -30 -23 -9 40 36 39 -24 -29 -16 41 55 45 -44 -42 -32 -3 -20 -46 -26 -2 -4 -13 -12 -37 -10 -5
right_child=1 46 51 4 -6 6 13 8 34 10 11 52 -14 -15 15 16 -18 -19 19 20 22 32 37 -25 49 26 28 38 31 -31 42 -33 -34 -35 -36 54 -38 -39 -40 -41 44 -43 43 -45 48 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58
leaf_value=0.74397223882668639 -0.076073805490008986 0.40486038052955597 -0.37333646672445658 -0.11816638088952265 0.47850115154381917 -0.6313367427177411 -0.17190720339196502 0.79999448626087255 0.015204915493965144 -0.60676907691633275 0.16254057687599549 -0.085533510710823171 -1.094659237484549 -0.87641505130477215 -0.4066572379984516 0.12971057165916702 -1.2187865501835999 0.66578649104422771 1.0306250401057562 -1.0564146216302381 -0.28727432277976622 -0.50358516210565929 -0.091844558439191801 0.47007927831285012 -0.15477250604244822 -1.5925214018417524 1.4140677677199933 0.10198954807576202 0.33216113599074326 -0.53226669306058905 0.23579506536202588 0.028835214797715399 0.1676676475778007 0.21480965581583 0.38248073156548007 -0.052136528796081244 -0.72995517134188292 0.028285293307207041 0.56414764613844948 0.045013765983226595 -0.30923693160177096 -0.4903035682571289 0.67103904985875062 0.16839565093919032 0.26727153344163274 -0.053456478156176483 0.014742293304600486 0.43416372583096369 -0.016629030453527354 -0.49828865785005677 -0.41665626087968871 -0.82783816738159555 0.15874202690913181 -0.089624878534973237 0.16883562450970308 -0.18287007089914528 0.043477084798942474
leaf_weight=4.9999999999999991 4.0000000000000009 6.9999999999999982 3.9999999999999982 5.9999999999999982 4.0000000000000009 5.9999999999999991 4.9999999999999982 4.9999999999999982 8.0000000000000018 3.9999999999999991 4.9999999999999982 4.0000000000000027 3.9999999999999991 4 5.0000000000000009 7.9999999999999982 4 6.9999999999999991 4 5.0000000000000027 4.0000000000000027 4 69 21 7.9999999999999982 4 4.9999999999999991 7.9999999999999991 15.999999999999998 5 10.000000000000002 183 6 6 3.9999999999999991 8.0000000000000018 3.9999999999999991 236 6.0000000000000009 8 4.9999999999999991 4.9999999999999991 5.0000000000000027 21 3.9999999999999991 12.999999999999998 5 4 183 4 7.9999999999999991 6 17 6 3.9999999999999991 4.9999999999999991 4
leaf_count=5 4 7 4 6 4 6 5 5 8 4 5 4 4 4 5 8 4 7 4 5 4 4 69 21 8 4 5 8 16 5 10 183 6 6 4 8 4 236 6 8 5 5 5 21 4 13 5 4 183 4 8 6 17 6 4 5 4
internal_value=0 -0.132598 -0.26358 -0.0869278 0.114019 0.0133059 -0.0367523 -0.0159511 0.00250212 0.0296945 -0.131062 -0.0669008 -0.309206 -0.528353 0.0390915 -0.0935455 -0.365041 0.00255576 0.0490439 0.0138128 -0.0018561 0.303865 0.0276646 0.344065 -0.55186 0.0946483 0.0573807 -0.249457 0.0927622 -1.08974 0.248378 0.0543788 -0.117235 0.514888 -0.0255417 -0.170283 -0.304884 0.000949747 0.318672 -0.141412 -0.034647 -0.199344 0.187354 0.281162 -0.0184911 0.0757798 0.25274 0.795171 -0.00951289 -0.291853 -0.314282 -0.684768 0.110868 0.0280545 0.0271196 -0.0667971 -0.0549867
internal_weight=0 48 36 26 14 974 240 231 225 734 40 36 15 9 694 48 12 36 646 365 347 18 330 25 17 281 227 23 204 9 54 199 10 11 214 29 17 305 14 13 210 18 49 26 192 23 12 8 187 12 12 10 21 11 12 13 10
internal_count=1022 48 36 26 14 974 240 231 225 734 40 36 15 9 694 48 12 36 646 365 347 18 330 25 17 281 227 23 204 9 54 199 10 11 214 29 17 305 14 13 210 18 49 26 192 23 12 8 187 12 12 10 21 11 12 13 10

Tree=40
num_leaves=39
num_cat=0
split_feature=7 28 30 22 18 28 33 15 26 22 30 26 22 26 5 33 6 4 22 26 10 26 28 11 28 23 10 21 26 28 28 30 28 28 26 28 23 26
split_gain=49.3528 44.6098 105.227 83.1441 38.1806 61.7625 24.8239 24.5959 37.38 46.975 30.9498 28.9862 29.7367 23.7081 116.088 118.231 83.3604 83.758 45.3209 24.2366 122.873 68.4009 251.941 71.6639 52.1587 23.0231 17.8998 17.8898 17.186 17.171 12.6295 12.6239 12.0952 11.5818 9.04232 8.95303 5.68006 3.56437
threshold=1.0000000180025095e-35 2.0679189160116125 1.5942734845522395 1.0000000180025095e-35 1.0000000180025095e-35 1.1816679520066358 2.9090698281996108 1.0000000180025095e-35 3.7175153527713714 1.0000000180025095e-35 3.0718928116982176 0.55765053835480394 1.0000000180025095e-35 2.2925633243475274 1.0000000180025095e-35 1.3000184170960709 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3.4097232361849845 1.0000000180025095e-35 3.3923741083250571 3.3757722087266679 1.0000000180025095e-35 1.68767505002662 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 3.6967583605103873 1.0000000180025095e-35 2.3211334771558918 1.5421679609107761 3.3757722087266679 3.3757722087266679 3.5782576211099917 2.3211334771558918 1.0000000180025095e-35 3.6541600554971732
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 2 27 -4 7 -6 35 11 9 30 -10 12 -1 14 16 -16 17 18 -13 20 21 23 -23 -15 34 -3 28 36 -26 -14 -9 -11 37 -28 -21 -7 -2 -8
right_child=1 25 3 -5 5 6 32 8 10 31 -12 13 29 19 15 -17 -18 -19 -20 24 -22 22 -24 -25 26 -27 33 -29 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39
leaf_value=-0.37705715569543269 -0.036879412356473067 0.10667162863500493 0.94543235554742466 0.14784191891341134 0.71429193247628675 0.37380513875577687 -0.020347154965078017 0.19676507689361289 -0.24358386960563574 0.24610705750863635 0.11781933430405586 -0.10500392460410474 -0.18454097544069098 -0.035065015929174298 1.2026345689904594 0.06865797180149058 0.58924584404739955 0.53079491783655974 0.05761451337752687 0.4556846269522945 0.70079402116596567 -0.047124302463277173 -1.3298372036780537 -0.44630098635250021 -0.1147421718476991 -0.25644868946411009 -0.26167610394189478 0.17302225968478946 0.010379162402528582 0.18294749305435087 -0.099550229059512399 0.71018370281099996 -0.12934818810599755 -0.040863415101289546 0.11518460630472346 0.076923051850411109 -0.31721449060020024 0.11337805870012675
leaf_weight=12 4 13.000000000000002 7.9999999999999991 7.0000000000000009 3.9999999999999991 7.9999999999999982 8.0000000000000018 7.9999999999999991 11 4 15 110 7 214 3.9999999999999982 6 5.9999999999999991 6.9999999999999991 86 6.9999999999999982 4.9999999999999991 18.000000000000004 4.9999999999999991 11.999999999999998 34 6.9999999999999991 12 6.0000000000000009 299 6 7.0000000000000009 5 11.999999999999998 15 4 5 4 17
leaf_count=12 4 13 8 7 4 8 8 8 11 4 15 110 7 214 4 6 6 7 86 7 5 18 5 12 34 7 12 6 299 6 7 5 12 15 4 5 4 17
internal_value=0 0.168513 0.299303 0.597988 -0.00346898 0.133173 0.0768145 -0.0116 0.10239 0.250616 -0.0376245 -0.0182414 -0.194283 -0.012859 0.0347481 0.574507 0.0069604 -0.0123557 -0.0337033 -0.0295622 -0.0695628 -0.0870899 -0.359164 -0.0583045 -0.00209125 -0.025096 -0.0134611 -0.0348506 -0.00262513 -0.0142034 0.0603289 0.538725 0.00490685 -0.143422 0.347122 0.270044 -0.192222 0.0712397
internal_weight=0 49 29 15 973 54 50 919 50 24 26 869 25 844 219 10 209 203 196 625 254 249 23 226 371 20 360 14 333 13 15 9 37 27 11 13 8 25
internal_count=1022 49 29 15 973 54 50 919 50 24 26 869 25 844 219 10 209 203 196 625 254 249 23 226 371 20 360 14 333 13 15 9 37 27 11 13 8 25

Tree=41
num_leaves=48
num_cat=0
split_feature=18 23 26 24 29 9 30 24 24 26 26 31 11 30 26 25 29 24 29 26 24 15 26 19 29 29 26 25 14 29 25 25 28 31 24 13 26 31 29 26 30 30 29 26 30 26 26
split_gain=24.1441 58.311 58.8464 57.9985 33.1858 20.4426 46.9496 35.7174 25.9679 115.811 32.1533 17.8263 16.4909 98.4407 67.2376 57.6969 70.4597 43.5574 17.6393 16.9687 79.7858 105.263 205.052 68.6715 118.521 57.5542 44.9082 43.591 43.2612 38.4839 90.8171 88.4658 242.488 45.7701 36.4009 56.335 92.0643 57.6006 40.3211 35.9503 28.803 12.5972 8.88016 4.73674 2.22957 1.82425 1.85519
threshold=1.0000000180025095e-35 1.0000000180025095e-35 3.5319416458410786 1.5655381965895838 2.053111868080248 1.0000000180025095e-35 0.64781941301916135 0.78257334925526745 1.8791156148112036 2.0445637067263749 3.547431938573157 3.0476083170656092 1.0000000180025095e-35 1.866466518500183 3.0825682536834993 2.9567155178386577 1.4801070103523968 1.0961507753065354 2.9490152286970832 2.6178594717211627 1.5655381965895838 1.0000000180025095e-35 3.6386697627650952 1.0000000180025095e-35 0.41024907308326447 0.59726890707789027 3.4097232361849845 2.5106721390970335 1.0000000180025095e-35 1.302792803563648 2.3122648521880307 2.4241486353584194 2.7060195678927692 2.4796813078486584 3.1314679538954038 1.0000000180025095e-35 2.2925633243475274 2.2397121490245948 0.92054070303379831 1.6806967614304507 0.81657910184382998 0.23330831481252287 2.9490152286970832 3.6092382065741475 2.6830456203440129 3.7175153527713714 2.7108012281136302
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 4 3 -3 -2 12 -7 -8 9 -9 -10 -4 19 15 -15 17 -17 41 -18 23 21 22 26 28 -25 -22 27 -21 34 30 -27 32 -31 -32 35 37 -37 -1 -36 -30 -33 -14 45 -6 -12 46 -11
right_child=1 2 11 -5 43 6 7 8 10 42 44 -13 13 14 -16 16 18 -19 -20 20 25 -23 -24 24 -26 29 -28 -29 39 31 33 40 -34 -35 38 36 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48
leaf_value=0.024508342071807701 -0.31209829668226347 0.14950574847260922 -0.20044244654846813 0.96083490209635114 0.21706541465316775 -0.55913780170734206 -0.48415833775054556 0.70704758702506765 -0.53780937233457304 -0.17042474401505359 0.069284701917607938 0.17999333378223711 0.14038333702852543 -0.93889822831320835 -0.033254234574627013 0.79912418535836161 -0.16023159815248225 -0.56288742413915815 0.19463181302404273 -0.39996407677650442 -0.57406018960114336 0.51669786624160829 -1.3654790591181811 0.26433807206156057 -0.7571572269433221 0.69770335882062595 0.26380641874265343 0.064241788417428961 -0.62450270454225443 -0.066410754899672617 -0.44884598971925599 -0.34880077963054318 -1.2459285542192613 0.15758253982187687 0.55825236927420752 -0.02340505320077756 -0.7404704640517028 0.20287923340707056 -0.007670470347009439 0.051872699565260028 0.030633263955787658 -0.15456544426971472 0.058426823469181828 0.021045608518697873 -0.079055210892384861 -0.23628599151616908 -0.012253511076260801
leaf_weight=136 9.0000000000000018 5.0000000000000018 4.0000000000000009 5 4.0000000000000009 4.9999999999999991 3.9999999999999991 6.0000000000000027 3.9999999999999973 4.0000000000000018 5 13 7.0000000000000027 4.9999999999999982 4 4.0000000000000009 5.9999999999999991 4.9999999999999991 9 18.000000000000007 3.9999999999999991 3.9999999999999991 3.9999999999999991 4.9999999999999982 7 7.0000000000000027 4.9999999999999991 7.9999999999999991 4 36 4.0000000000000009 4.9999999999999991 4.9999999999999991 13 7.9999999999999982 44 4.9999999999999991 82 6 4 456 7.9999999999999991 6.9999999999999991 14 5 5.9999999999999991 4
leaf_count=136 9 5 4 5 4 5 4 6 4 4 5 13 7 5 4 4 6 5 9 18 4 4 4 5 7 7 5 8 4 36 4 5 5 13 8 44 5 82 6 4 456 8 7 14 5 6 4
internal_value=0 0.113348 0.284947 0.593903 -0.0613144 -0.00161489 -0.105672 -0.0469465 0.00363957 0.0995577 -0.177002 0.0857919 0.00413433 -0.0911952 -0.56991 0.0279461 0.233516 -0.168727 0.0518157 0.00946791 -0.00764445 -0.237787 -0.333045 0.0417551 -0.341022 0.00960266 -0.170719 -0.259335 0.0584905 0.0148522 0.219876 0.00473686 -0.230052 0.00195727 0.0698052 0.055405 -0.106635 0.0920675 0.327656 -0.310856 0.0259581 -0.0167922 -0.0924066 0.0715458 -0.00522609 -0.166959 -0.0991682
internal_weight=0 54 27 10 27 968 50 45 41 27 14 17 918 48 9 39 19 20 15 870 569 39 35 301 12 530 31 26 289 526 24 502 41 17 281 267 49 218 14 8 461 15 21 18 10 14 8
internal_count=1022 54 27 10 27 968 50 45 41 27 14 17 918 48 9 39 19 20 15 870 569 39 35 301 12 530 31 26 289 526 24 502 41 17 281 267 49 218 14 8 461 15 21 18 10 14 8

Tree=42
num_leaves=42
num_cat=0
split_feature=7 0 28 25 25 16 31 25 31 28 28 2 28 28 10 31 25 32 32 32 25 32 25 28 32 32 32 31 32 28 31 31 28 28 32 31 28 32 32 28 28
split_gain=35.3883 66.5992 129.953 88.2059 49.2342 85.8876 136.902 53.8644 69.5121 34.4144 28.1123 43.8368 17.373 35.813 32.0345 62.5293 28.0449 29.0721 30.4989 26.5957 19.8032 27.2809 24.2284 14.9577 12.2197 34.9754 49.2071 22.8957 20.6777 20.2006 15.4362 16.0143 8.00135 6.05163 19.8889 5.53458 17.0145 7.65721 3.49628 3.10401 1.70675
threshold=1.0000000180025095e-35 1.0000000180025095e-35 3.3757722087266679 2.9567155178386577 2.9567155178386577 1.0000000180025095e-35 3.0476083170656092 2.640457282821171 2.5644704586269929 2.3211334771558918 0.92845339086235656 1.0000000180025095e-35 2.9963723068739694 2.7060195678927692 1.0000000180025095e-35 1.5198046725524035 2.0139080970669947 2.8918368711905482 1.6998040468498317 2.8918368711905482 1.0000000180025095e-35 1.8198752969694023 1.018888303820501 1.68767505002662 2.8918368711905482 1.1934794371498818 1.4828077855498532 1.9597481303965203 1.8198752969694023 3.3757722087266679 2.4796813078486584 2.9596196254967855 3.291789294875628 1.3078532083102015 2.2422947000997784 1.5198046725524035 0.29541698800165894 1.1934794371498818 1.0000000180025095e-35 1.0000000180025095e-35 2.3211334771558918
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 9 3 -3 5 7 -7 12 -9 -2 11 35 13 14 20 39 17 18 -14 -18 21 -1 -22 33 25 29 -27 -26 -28 38 -29 -32 -33 34 -12 36 37 -6 -25 -16 -30
right_child=1 2 -4 -5 10 6 -8 8 -10 -11 23 -13 16 -15 15 -17 19 -19 -20 -21 22 -23 -24 24 27 26 28 30 40 -31 31 32 -34 -35 -36 -37 -38 -39 -40 -41 -42
leaf_value=-0.0042116549876727192 0.25801431848096157 0.042271327298183975 0.27103195787722068 -0.77770630642243876 0.14957784734219509 0.16475559415665059 -0.86225663250372453 0.22734011592289097 -0.5619954537454156 -0.12664139610316535 -0.20359183248549642 -0.25251431811538133 0.12954612511521879 0.46282835471139722 -0.072017181402649594 -0.62589830687183856 -0.014262558764091077 0.28823272664668736 -0.42451855545068562 -0.5146847837466102 -0.13785352574083024 0.20669066535377303 0.010102856346764793 -0.0040788106339257613 0.31380559123105178 0.44694946170176014 -0.17221130104303051 -0.13231103173735587 0.087937371012745347 -0.32420643983325914 0.24151017581880094 0.0017201630686259678 0.04847369863947816 -0.1898444535355075 0.15565229591303661 0.36508797578276431 -0.01834478883025804 0.41879791243801695 0.15579182438534714 0.10656192732368527 0.19009711319992786
leaf_weight=40 12 5.0000000000000044 6.9999999999999991 13 7.0000000000000018 5.9999999999999973 8 3.9999999999999973 10 13 8.0000000000000053 4.9999999999999991 5.0000000000000053 3.9999999999999991 3.9999999999999982 5.9999999999999991 4.9999999999999982 5.9999999999999991 5 7 37 30 186 21.000000000000007 6.9999999999999991 13.999999999999998 7.0000000000000027 17 11.000000000000002 4.9999999999999991 8.9999999999999982 228 190 9.9999999999999982 7.9999999999999991 10.000000000000002 6.9999999999999991 7 3.9999999999999991 6 11.999999999999998
leaf_count=40 12 5 7 13 7 6 8 4 10 13 8 5 5 4 4 6 5 6 5 7 37 30 186 21 7 14 7 17 11 5 9 228 190 10 8 10 7 7 4 6 12
internal_value=0 -0.134021 -0.324268 -0.557355 0.0103029 -0.0378577 -0.436112 -0.0212656 -0.336379 0.0601306 0.0405873 0.183278 -0.00761859 0.00388106 -0.00316627 -0.229708 -0.132916 0.0148943 -0.157776 -0.31928 0.00975949 0.087408 -0.0148258 0.031028 0.0372421 0.100361 0.194746 0.0267361 0.06902 -0.0394436 0.0216887 0.0280411 0.0230205 -0.0919738 -0.025043 0.257872 0.195988 0.298638 0.0252931 0.0350894 0.145558
internal_weight=0 50 25 18 956 369 14 355 14 25 587 36 341 313 309 16 28 16 10 12 293 70 223 551 525 74 44 451 30 30 444 427 418 26 16 31 21 14 25 10 23
internal_count=1006 50 25 18 956 369 14 355 14 25 587 36 341 313 309 16 28 16 10 12 293 70 223 551 525 74 44 451 30 30 444 427 418 26 16 31 21 14 25 10 23

Tree=43
num_cat=0
split_feature=30 6 32 33 6 25 25 26 2 32 26 26 33 2 24 3 24 32 30 7 24 26 26 26 32 33 26 32 30 26 25 12 32 12 25 24 26 24 0 7 24 33 24 30 32 9 26 32 33 24 3 15 32 0 26 32 24
split_gain=43.5323 82.1195 62.2122 66.6322 61.8995 67.6585 84.4877 49.709 42.3244 44.0804 34.3869 33.8845 18.1457 60.3554 60.9785 47.0613 56.2499 86.5025 40.5461 34.949 30.4781 54.3231 147.994 84.5784 36.5374 32.2674 30.6536 101.112 70.136 28.0928 41.0939 45.042 39.6293 59.4869 45.3559 22.8768 37.6821 17.3187 15.7527 32.9084 12.7349 12.5603 11.8825 11.3445 10.78 10.6911 9.53871 9.22504 7.41271 6.60165 5.81734 6.46544 4.15212 10.637 6.99996 8.93522 3.33586
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Tree=44
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split_feature=33 28 2 28 13 6 28 24 28 7 0 5 33 28 24 6 28 2 33 24 33 7 33 24 33 33 28 28 24 24 33 28 24 24 24 15 24 24 24 33 33 15 24 28 1 24 33 24 28
split_gain=27.8088 70.0147 61.6976 58.3214 100.102 57.0207 62.996 54.5031 61.0638 52.1963 113.138 40.9088 99.0284 65.0762 38.7047 37.8157 34.5766 77.266 283.381 73.7055 125.866 34.0991 34.6157 33.2542 41.2924 26.7377 24.8993 30.9399 24.6114 32.3257 24.2728 23.8815 42.2491 30.2089 94.3785 30.3797 20.5281 45.7613 20.0544 19.5658 57.6379 19.4471 24.0534 19.1845 13.0146 7.49124 7.46373 5.79863 4.11383
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Tree=45
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split_gain=21.6925 100.917 56.38 23.4289 24.8966 14.9823 78.0683 58.8831 55.9332 91.968 70.8567 57.9664 69.6768 48.6526 31.5199 30.3692 26.1472 31.6968 20.7923 20.7983 165.654 98.7729 28.7479 74.4667 25.5282 33.5019 47.0711 20.5442 19.409 18.8486 17.2307 15.4284 12.5522 11.4201 23.5858 10.7261 9.20742 7.53569 5.99809 5.05326 5.69223 4.13772 3.04539 2.13875 1.17929
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Tree=46
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=47
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Tree=48
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Tree=49
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Tree=50
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split_feature=30 13 32 10 24 28 24 20 24 13 24 32 26 26 28 28 25 25 25 32 24 26 28 30 25 25 32 32 32 32 28 26 10 28 26 25 26 32 28 26 24 26 26 24
split_gain=36.7026 43.3132 68.6165 40.8489 140.368 148.914 113.754 29.9313 55.155 25.7898 162.445 61.6692 35.0168 68.6774 111.374 18.1229 45.9374 35.4446 16.3884 49.9834 68.1672 40.6334 26.0292 47.4312 72.3376 57.7543 27.9343 25.2171 23.7978 23.1067 22.6801 22.2365 18.5983 83.3083 18.227 17.7221 13.1262 12.7064 5.9258 4.39295 4.35816 3.99136 2.71158 2.39856
threshold=2.7608150586148539 1.0000000180025095e-35 0.43399252259995708 1.0000000180025095e-35 3.1314679538954038 3.3757722087266679 0.78257334925526745 1.0000000180025095e-35 3.1314679538954038 1.0000000180025095e-35 1.5655381965895838 2.8918368711905482 0.078071075354182257 0.69706317294350495 1.3078532083102015 1.4728646973225568 1.884122893671506 2.9567155178386577 1.3053108036545336 1.0000000180025095e-35 1.0961507753065354 1.09981078397753 1.3078532083102015 0.23330831481252287 1.5290783699953108 2.5733270129189374 1.6998040468498317 2.2422947000997784 1.0488152629498964 1.7721361339498245 1.5614897937230545 1.9517768842418135 1.0000000180025095e-35 3.3757722087266679 2.5094274225966173 1.884122893671506 3.1755100100759668 1.1934794371498818 0.29541698800165894 0.69706317294350495 2.0748568246873709 1.0068690275850627 3.5110297506527735 0.23488945185140045
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=9 2 -2 6 5 -5 -4 15 -9 12 37 -12 -1 14 -14 17 -17 -8 19 21 28 -15 23 29 26 -26 -25 -22 43 -20 35 -30 34 -34 -32 -24 -18 38 -11 -40 -37 -41 -19 -21
right_child=1 -3 3 4 -6 -7 7 8 -10 10 11 -13 13 18 -16 16 36 42 22 20 27 -23 30 24 25 -27 -28 -29 31 -31 32 -33 33 -35 -36 40 -38 -39 39 41 -42 -43 -44 -45
leaf_value=0.35173245734585656 0.55112429140853558 -0.45666892297324718 -0.48577261519763432 1.2605783162421651 -0.27142523159360643 0.0033145005175481534 0.50142484460189907 0.071766100444430769 -0.50091848250960658 -0.22074220172630002 1.0283957619488215 0.24685686385718184 -0.82257911244195581 0.68707572267144457 0.17498459391868906 -0.41873656307188273 -0.18870503809142167 0.090712358289332329 -0.59984688029300592 -0.41486072866099372 0.58689694114727831 0.026447841757366801 0.45434536380207774 -0.4473789223480672 0.2167801486664574 -0.1067596509702753 -0.068786395941491718 0.044277101152081895 0.060120565319838871 -0.13715850667080914 -0.090440870997385459 -0.1488644529563572 -0.62172102838568033 0.063607589474396445 -0.0013474600012792603 -0.03699043478572811 0.070121346102045914 0.11076540426791019 0.016759043701521936 -0.2541626239611699 0.17533197642771819 -0.02139676768123154 -0.068332198698524763 -0.18634381786160936
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leaf_count=6 7 4 11 5 7 5 7 12 7 12 5 7 7 5 5 5 5 8 7 4 6 5 4 15 26 37 9 4 34 6 80 24 7 14 337 6 219 7 9 4 4 4 4 5
internal_value=0 0.0484516 0.0562566 0.0431462 0.29092 0.676036 0.0272525 0.0496899 -0.150233 -0.021328 0.0969206 0.613837 -0.0300679 -0.0339875 -0.421084 0.0654134 0.0518667 0.220516 -0.0262329 0.0414514 -0.00598586 0.381652 -0.0369423 -0.11437 -0.0677857 0.0277442 -0.311793 0.388081 -0.0684468 -0.405428 -0.0196511 -0.0271524 -0.0265261 -0.178397 -0.0185714 0.18585 0.0637335 -0.0843956 -0.133108 -0.0645356 0.0542457 -0.149589 0.0367965 -0.312007
internal_weight=0 306 302 295 17 10 278 267 19 705 48 12 657 651 12 248 229 19 639 87 77 10 552 100 87 63 24 10 67 13 452 58 438 21 417 14 224 36 29 17 10 8 12 9
internal_count=1011 306 302 295 17 10 278 267 19 705 48 12 657 651 12 248 229 19 639 87 77 10 552 100 87 63 24 10 67 13 452 58 438 21 417 14 224 36 29 17 10 8 12 9

Tree=51
num_cat=0
split_feature=30 7 11 31 25 2 25 25 31 1 13 25 20 25 31 30 8 30 30 31 8 31 31 2 30 33 31 30 33 9 33 25 31 25 9 30 2 33 30 25 31 31 31 25 11 25 2 31 30 33 12 2 1 31 25
split_gain=25.4275 97.6723 50.403 78.8696 66.9109 33.2864 103.78 59.824 28.1487 25.3458 18.6926 97.7832 15.2487 13.0047 21.3698 104.638 65.6525 74.8704 59.6573 58.2246 47.2396 33.3893 31.532 29.6232 62.2025 33.067 24.5667 23.0633 22.9229 21.4504 36.9933 20.3344 89.7204 12.6765 10.5097 12.0525 103.447 42.9316 34.0982 26.9889 23.9749 22.4753 10.0669 7.99154 7.79668 6.13687 15.256 4.46328 3.778 3.72751 2.70943 2.48606 1.85756 1.50741 1.36707
threshold=2.7608150586148539 1.0000000180025095e-35 1.0000000180025095e-35 0.081589514000181676 2.84184809252787 1.0000000180025095e-35 0.48482972707168387 1.884122893671506 3.0476083170656092 1.0000000180025095e-35 1.0000000180025095e-35 2.9567155178386577 1.0000000180025095e-35 1.3053108036545336 1.6189919408642937 0.23330831481252287 1.0000000180025095e-35 0.81657910184382998 0.23330831481252287 1.0398663549042761 1.0000000180025095e-35 1.5198046725524035 1.9597481303965203 1.0000000180025095e-35 1.5421679609107761 1.5228787171696831 1.5198046725524035 1.5421679609107761 2.56289345084654 1.0000000180025095e-35 2.9090698281996108 1.018888303820501 1.5198046725524035 2.0139080970669947 1.0000000180025095e-35 1.5421679609107761 1.0000000180025095e-35 1.8200257839344993 0.23330831481252287 0.48482972707168387 1.0000000180025095e-35 1.5198046725524035 1.9597481303965203 2.9567155178386577 1.0000000180025095e-35 2.9567155178386577 1.0000000180025095e-35 0.27996401862807435 2.8774692160211153 2.9090698281996108 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.5198046725524035 1.018888303820501
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right_child=1 -3 -4 4 12 -7 7 8 -10 -11 11 -13 -14 14 16 20 17 43 22 53 26 27 23 24 -26 -27 -28 28 -30 -31 -32 32 -34 -35 -36 37 -38 39 42 -41 -42 -43 -44 49 -46 46 -48 54 50 -51 -52 -53 -54 -55 -56
leaf_value=0.53794943749619328 0.59525205271072557 0.38438805426861838 -0.38399866528430021 0.77181890602341285 0.13871787822501483 -0.17829708897347038 -0.53249557286138649 0.62067400494142211 0.14245226500831307 0.036542589394181056 -0.11601859644740874 0.53153009882799129 -0.16469411990379906 -1.0222211473159315 0.089804280670178233 -0.032533491526344369 -0.89530359912963808 -0.30171555255720756 0.33882412803090806 -0.3428964737731533 0.58773521603015 0.095513256883173081 -0.15635883127456726 0.21367682957253964 -0.57341958084624567 -0.0023426160039949876 0.045381740144297508 -0.55467825278450344 -0.16642201157348196 -0.29459163290380341 0.34026824215221341 -0.091745702462608228 0.54422180939252074 -0.22677486382481707 0.21471032625680619 0.40402479208067038 -0.68657557609230002 0.35236620228769877 -0.030057738340257576 -0.27105235772298247 0.078219134163000983 -0.045423200888045093 -0.27098559583371612 0.068302468877831007 0.0015525054652671074 0.43982658713808986 0.1357129646309207 0.027373655186573094 -0.019822386207939701 -0.11572408504216454 0.084599930220731062 0.10367311839333368 -0.2623888220483378 -0.15715444445023002 -0.0574130403561584
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leaf_count=4 6 21 8 8 4 5 4 4 16 4 14 10 19 4 6 33 4 5 6 4 4 8 44 4 7 340 5 7 12 5 9 5 9 5 5 7 6 5 19 9 11 13 6 4 4 10 10 17 196 9 7 4 4 5 7
internal_value=0 0.0403565 0.0140644 0.0265667 0.0123678 0.208544 0.264814 0.1036 0.257074 -0.269232 -0.0177243 0.0829458 -0.0231669 -0.0251654 -0.035379 -0.105144 -0.0196763 -0.298524 -0.00494887 -0.537305 -0.0373009 -0.0797886 -0.0222459 -0.0283622 -0.291833 -0.0202607 0.313096 -0.210347 -0.325096 0.0110096 0.0519207 0.0296288 0.188388 -0.034052 -0.0053445 -0.0209644 -0.0766384 0.0543876 0.0258047 -0.0447288 0.220593 0.0747486 -0.0940891 -0.135399 0.221158 0.253952 0.298171 -0.0431056 -0.00988452 -0.0584635 -0.0132465 -0.0169744 -0.181937 -0.259733 0.00165379
internal_weight=0 306 285 277 271 41 36 28 20 8 705 48 230 657 554 101 453 22 431 13 88 79 401 395 11 384 9 32 19 47 42 103 18 13 85 80 46 34 40 27 15 18 25 18 30 26 20 38 211 13 207 200 9 9 24
internal_count=1011 306 285 277 271 41 36 28 20 8 705 48 230 657 554 101 453 22 431 13 88 79 401 395 11 384 9 32 19 47 42 103 18 13 85 80 46 34 40 27 15 18 25 18 30 26 20 38 211 13 207 200 9 9 24

Tree=52
num_cat=0
split_feature=20 25 29 30 25 7 30 29 29 15 25 31 29 30 25 33 25 29 29 30 30 19 30 25 30 8 31 25 31 31 31 29 25 29 30 29 29 25 30 33 30 31 30 31 31 30 30
split_gain=23.9946 173.803 23.4351 26.8136 46.1171 15.1908 89.324 43.6419 43.1463 11.548 49.3735 69.5185 16.9206 10.6854 9.6235 9.89796 7.84428 29.0357 91.1682 81.0036 77.0673 25.145 52.8327 70.9462 28.0439 43.9113 175.02 35.5247 35.4901 27.1867 29.0577 20.1187 16.613 15.3504 22.9918 13.6146 13.4765 22.399 21.2916 7.76594 5.32015 4.52934 2.75395 2.19605 4.84507 1.32818 1.29402
threshold=1.0000000180025095e-35 1.018888303820501 2.9490152286970832 1.6720429228230804 2.9567155178386577 1.0000000180025095e-35 3.0718928116982176 2.9490152286970832 2.9490152286970832 1.0000000180025095e-35 2.9567155178386577 3.0476083170656092 1.302792803563648 3.0718928116982176 2.9567155178386577 2.0428860840081113 0.48482972707168387 1.0000000180025095e-35 0.59726890707789027 3.0718928116982176 1.5421679609107761 1.0000000180025095e-35 1.3088596460982533 2.9567155178386577 1.5421679609107761 1.0000000180025095e-35 3.0476083170656092 0.82048107658284963 2.7596453264767327 0.87988691568823352 1.3198303735323504 1.4801070103523968 2.7344397054378105 2.7250393885428741 1.5421679609107761 2.9490152286970832 1.4801070103523968 2.5733270129189374 3.0718928116982176 1.3000184170960709 1.5421679609107761 3.0476083170656092 2.6830456203440129 0.59992289706015933 1.0000000180025095e-35 2.1386595524481264 1.5421679609107761
left_child=5 -2 3 4 -3 9 8 -8 14 16 11 12 -11 40 15 -7 17 20 -19 33 41 24 -23 -24 25 27 31 39 -29 36 -31 -27 -32 34 -20 42 38 -38 -26 -18 -12 43 -25 44 -1 -42 -35
right_child=1 2 -4 -5 -6 6 7 -9 -10 10 13 -13 -14 -15 -16 -17 21 18 19 -21 -22 22 23 35 29 26 -28 28 -30 30 32 -33 -34 46 -36 -37 37 -39 -40 -41 45 -43 -44 -45 -46 -47 -48
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leaf_count=10 5 6 21 10 7 7 12 8 10 4 4 6 6 15 8 5 5 4 15 11 8 6 5 7 12 6 4 83 75 7 108 4 396 5 12 18 4 11 4 4 12 11 9 5 6 4 6
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internal_weight=0 49 44 23 13 962 50 20 30 912 51 16 10 35 20 12 861 93 53 49 40 768 45 39 723 181 14 167 158 542 511 10 504 38 27 34 31 15 16 9 20 32 16 21 16 16 11
internal_count=1011 49 44 23 13 962 50 20 30 912 51 16 10 35 20 12 861 93 53 49 40 768 45 39 723 181 14 167 158 542 511 10 504 38 27 34 31 15 16 9 20 32 16 21 16 16 11

Tree=53
num_leaves=44
num_cat=0
split_feature=30 7 28 26 16 26 26 28 26 26 26 29 14 29 15 26 26 30 26 32 26 29 7 26 2 1 26 32 29 30 26 14 26 1 28 29 26 30 16 28 26 26 26
split_gain=17.3812 46.2274 25.5856 21.0658 35.5361 24.0539 34.3769 29.1542 14.3847 29.9298 19.7554 19.2834 10.0853 8.3256 8.03527 36.6936 29.401 28.8551 36.3507 42.0424 16.7761 8.28597 28.9504 19.6711 21.61 18.6076 77.8715 17.3855 36.8782 20.8788 17.3636 17.1287 15.5576 15.3005 6.53416 6.15137 12.4816 4.72337 3.85843 4.55404 3.47502 2.26372 1.604
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=14 3 13 4 5 6 8 -7 10 34 -2 -12 38 -3 16 17 42 18 19 -16 -18 25 23 -23 33 27 35 28 32 31 -31 -29 -22 -25 -10 36 -27 -19 39 -5 -11 -37 -1
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internal_value=0 0.0335856 0.270276 0.0154816 0.0804196 0.110393 0.0783574 0.360652 0.108615 0.194314 0.0430618 -0.0105909 -0.0166669 0.165028 -0.0144342 0.0634091 -0.018567 0.178625 0.341323 0.130205 -0.0130837 -0.0160118 -0.0451812 -0.0292758 -0.0168789 -0.00358487 -0.127951 0.00571784 -0.0506538 0.0262727 -0.0715532 0.0456123 -0.0263766 -0.030269 0.440707 0.0212821 -0.0500301 -0.0231684 -0.0277111 -0.034185 0.0823106 0.117644 -0.24598
internal_weight=0 306 21 285 94 87 78 9 73 31 42 35 191 17 705 35 670 24 13 9 655 648 193 183 175 455 31 424 113 311 51 260 107 167 9 24 14 11 177 166 22 10 15
internal_count=1011 306 21 285 94 87 78 9 73 31 42 35 191 17 705 35 670 24 13 9 655 648 193 183 175 455 31 424 113 311 51 260 107 167 9 24 14 11 177 166 22 10 15

Tree=54
num_cat=0
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Tree=58
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Tree=59
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Tree=60
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Tree=61
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Tree=66
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Tree=67
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Tree=68
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Tree=69
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Tree=70
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Tree=71
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Tree=72
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Tree=73
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Tree=74
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Tree=75
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Tree=78
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=80
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split_feature=7 24 21 29 26 24 20 31 29 26 29 9 30 26 25 26 30 29 26 25 26 29 26 24 24 26 24 30 31 26 29 30 31 25 31 26 24 26 29 30 24 20 30 30 26 21 21 26 31 31 29 26 30 31 26
split_gain=28.2432 44.754 62.8283 23.8938 53.8407 14.8888 20.7469 21.0492 18.6178 16.8917 16.6607 14.6261 41.6791 19.342 86.2364 18.0857 12.9919 12.2829 61.4616 17.0399 11.63 28.9747 15.4991 14.188 11.3315 18.6061 11.3144 11.2709 10.0391 9.52833 9.41964 7.53695 6.64064 7.32424 6.09397 5.70212 25.1302 49.865 20.3599 23.7096 18.9586 143.905 48.9157 20.0326 10.0745 5.81076 4.29734 3.7924 11.345 3.59605 3.20809 1.83004 1.73271 1.716 1.49886
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Tree=81
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Tree=82
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Tree=83
num_leaves=63
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split_feature=29 10 10 27 27 29 27 27 29 27 12 27 27 29 27 31 31 31 27 27 31 27 12 27 29 27 29 27 31 31 27 27 27 27 27 31 31 31 27 27 27 31 31 31 27 31 27 31 31 27 27 27 31 31 27 27 31 27 27 27 29 9
split_gain=9.11682 61.9984 29.6176 39.4526 30.5417 18.399 12.0648 34.2861 19.6065 14.589 15.7396 27.2013 23.9878 15.0969 26.0471 20.3661 19.0289 16.6096 13.9978 11.4897 9.57363 8.38917 7.51976 46.3281 14.3087 17.0378 7.2862 12.466 10.3029 9.78773 19.8846 9.59128 8.75581 14.8785 33.5192 5.76702 10.0777 8.4221 5.4079 11.7796 16.4659 10.9392 9.47919 5.26346 4.97367 4.86195 4.61595 6.52889 4.00296 5.12543 6.92804 3.68699 3.60059 3.47051 3.09633 2.96718 2.5721 2.37532 2.27103 3.49658 1.18582 0.77401
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=84
num_leaves=49
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split_feature=8 30 26 30 20 10 21 26 30 30 26 26 26 25 31 26 30 31 5 26 26 31 31 12 25 23 30 21 31 31 33 25 7 21 31 25 31 26 26 25 25 31 26 26 25 30 31 25
split_gain=14.7446 61.1068 18.5521 36.4493 36.2819 29.1863 25.6993 17.4995 32.515 14.4403 37.2475 18.857 17.9328 17.361 26.214 13.5876 12.9525 12.6807 12.2062 35.7595 13.2382 15.4183 11.9118 11.0683 50.678 83.0218 13.3723 10.2537 9.09893 8.39897 25.5269 7.95777 6.71839 6.10704 5.13553 4.94529 58.5893 34.4952 6.23958 7.04742 19.8888 19.031 3.64672 9.71977 3.56859 3.22664 2.83223 2.7024
threshold=1.0000000180025095e-35 3.0718928116982176 2.571388593524929 3.0718928116982176 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.4576899068326488 1.5421679609107761 1.0000000180025095e-35 2.4576899068326488 1.2237331258341531 2.3560734935684611 1.4171945868249221 1.0398663549042761 1.5025583950115549 1.5421679609107761 1.0398663549042761 1.0000000180025095e-35 2.091189518830515 1.8743254205814242 1.0398663549042761 1.5198046725524035 1.0000000180025095e-35 2.9567155178386577 1.0000000180025095e-35 3.0718928116982176 1.0000000180025095e-35 1.5198046725524035 3.0476083170656092 2.9090698281996108 2.9567155178386577 1.0000000180025095e-35 1.0000000180025095e-35 1.5198046725524035 1.5290783699953108 2.8316360741239519 2.8037429845060973 2.6488400571853186 2.5106721390970335 2.84184809252787 2.4796813078486584 2.4576899068326488 2.091189518830515 1.4171945868249221 2.9941233734273767 2.2397121490245948 1.7528459363360878
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=21 3.9999999999999991 12.000000000000002 5.0000000000000027 4.0000000000000036 3.9999999999999991 30 4.9999999999999991 6.0000000000000027 4.9999999999999973 66 10.999999999999998 5.9999999999999991 3.9999999999999991 4.9999999999999982 5 4 4 6.9999999999999982 4.9999999999999982 5 7.9999999999999991 57 31 4.0000000000000018 13 4 8 4.9999999999999991 10.999999999999998 10 12 6 15.999999999999998 8 7.9999999999999991 6.9999999999999991 6.9999999999999991 8.9999999999999982 8.9999999999999982 27 417 41 15 4 4.9999999999999982 22 25 7
leaf_count=21 4 12 5 4 4 30 5 6 5 66 11 6 4 5 5 4 4 7 5 5 8 57 31 4 13 4 8 5 11 10 12 6 16 8 8 7 7 9 9 27 417 41 15 4 5 22 25 7
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internal_weight=0 52 962 343 315 619 28 35 19 303 92 81 211 42 10 12 8 39 172 10 162 65 97 589 29 8 21 17 32 35 22 13 560 13 39 522 21 16 501 494 444 50 23 8 16 38 33 12
internal_count=1014 52 962 343 315 619 28 35 19 303 92 81 211 42 10 12 8 39 172 10 162 65 97 589 29 8 21 17 32 35 22 13 560 13 39 522 21 16 501 494 444 50 23 8 16 38 33 12

Tree=85
num_cat=0
split_feature=29 5 31 29 30 25 9 10 31 33 12 25 30 24 33 19 24 25 25 30 24 31 30 30 24 31 24 31 31 29 25 32 25 24 31 25 24 31 25 1 31 25 19 25 25 31 31 31 32 25 25 30 24 24 31 31 29 31 30 33 30 24 29 33 30 30
split_gain=14.6545 24.7094 68.3688 20.9673 13.2434 32.6601 28.891 16.7606 12.6856 21.6936 12.0461 37.8298 86.0319 11.9583 7.48009 29.145 18.3038 38.8095 26.5434 18.6298 25.4541 15.8474 29.089 11.4412 12.0846 8.85727 7.36416 14.2876 10.4836 20.544 28.4879 5.61443 5.10811 18.9311 62.1498 15.4937 15.8715 12.2868 11.5541 12.3791 8.79352 5.6015 4.65573 7.91655 11.3129 7.23575 4.65386 4.61121 6.05169 10.5232 11.0788 9.07299 4.95632 4.54745 3.53527 3.34592 5.57757 4.29983 3.04489 2.94619 2.79176 2.13157 1.71372 1.4167 1.32493 1.05992
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Tree=88
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Tree=90
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Tree=91
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Tree=92
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Tree=94
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Tree=95
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Tree=96
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=97
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split_feature=8 30 20 29 26 26 30 26 26 29 30 30 26 25 26 26 7 26 26 26 33 25 5 26 26 26 3 25 25 30 25 26 26 26 26 25 26 25 25 30 26 25 30 26 26 26 26 25 26 26 25 30 26 26
split_gain=60.0751 245.171 52.7034 93.5763 65.8094 21.3857 55.0413 18.7283 17.4378 16.5819 8.31048 14.0763 24.7696 10.4805 18.3714 11.1918 8.15413 9.65351 16.5881 10.1276 8.12413 29.9454 9.96335 7.94034 6.94101 8.62087 7.32665 6.2519 5.9745 43.5681 5.20383 20.9779 7.77654 13.8868 6.34414 5.03205 5.7304 4.83309 4.44554 3.17516 3.99456 4.77628 2.93343 2.54189 12.8495 3.9858 13.7982 2.4929 2.17222 3.2754 2.04377 1.45882 1.4155 0.75522
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Tree=98
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Tree=99
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split_gain=42.5997 171.119 13.8299 6.95153 20.0667 34.6436 28.3414 56.787 25.4163 22.3905 22.0092 16.8372 15.2858 16.5557 19.3263 8.76243 8.28255 8.02355 15.2511 23.5372 14.7436 16.7795 16.0553 15.8771 13.3072 11.7776 10.0181 9.51712 22.2496 11.2546 8.87726 8.82997 18.4573 14.3451 9.08751 26.3432 8.66055 7.53278 7.3006 7.11097 6.39435 6.00988 5.77014 5.52515 4.71137 4.40267 4.02225 6.96566 3.24354 3.22717 14.6548 11.3993 3.21526 3.0863 3.00853 2.58743 5.23773 5.32152 2.16741 5.03264 1.16386 2.77623 1.14135 0.73737
threshold=1.0000000180025095e-35 0.81657910184382998 1.8791156148112036 0.81657910184382998 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 0.078071075354182257 1.2135955012322357 2.4576899068326488 0.23488945185140045 1.0000000180025095e-35 2.5733270129189374 2.6178594717211627 1.8743254205814242 1.0000000180025095e-35 2.4108525863960697 1.0000000180025095e-35 2.5094274225966173 2.7344397054378105 3.2064905955401222 1.0000000180025095e-35 1.3662736449356458 2.4576899068326488 0.23488945185140045 1.5655381965895838 1.0000000180025095e-35 1.8791156148112036 1.0000000180025095e-35 3.1314679538954038 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 2.8918368711905482 0.23488945185140045 2.9567155178386577 1.3000184170960709 2.4576899068326488 2.9090698281996108 2.4576899068326488 1.5025583950115549 0.78257334925526745 3.7175153527713714 3.4097232361849845 2.091189518830515 1.7194224932606452 2.571388593524929 1.3166748822266203 1.4171945868249221 1.9517768842418135 0.48482972707168387 3.1755100100759668 0.23488945185140045 1.0000000180025095e-35 3.1314679538954038 1.5655381965895838 1.8123642496531127 1.8200257839344993 1.4171945868249221 0.18588351278493462 1.1934794371498818 2.0139080970669947 1.4171945868249221
left_child=3 -2 43 4 5 6 7 9 -6 -1 11 16 13 15 40 41 -9 27 19 24 21 62 36 44 25 -19 -26 31 29 -29 -24 32 -5 55 49 -36 -22 -13 -31 -37 45 48 53 58 -23 -15 -44 -48 -10 51 -51 -34 -4 -35 -38 56 63 -58 -3 -60 -8 -62 -21 -33
right_child=1 2 52 17 8 -7 60 10 12 -11 -12 37 -14 14 -16 -17 -18 18 -20 20 22 23 30 -25 26 -27 -28 28 -30 38 -32 33 34 42 35 39 54 -39 -40 -41 -42 -43 46 -45 -46 -47 47 -49 -50 50 -52 -53 -54 -55 -56 -57 57 -59 59 -61 61 -63 -64 -65
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leaf_weight=4 3.9999999999999991 7.0000000000000027 4.0000000000000009 8.9999999999999982 4.9999999999999991 3.9999999999999991 4.0000000000000027 4.9999999999999982 17.000000000000011 4 3.9999999999999991 42 4.9999999999999991 10.000000000000005 6.9999999999999991 4.9999999999999991 5 4.0000000000000009 5.9999999999999991 5.0000000000000018 3.9999999999999991 4.9999999999999982 6.9999999999999982 5.9999999999999991 7.9999999999999991 7.9999999999999991 4.0000000000000009 4.9999999999999991 11 5 7 7.0000000000000036 11.000000000000002 6.9999999999999991 4.9999999999999991 37 203 3.9999999999999991 5 84 4.9999999999999991 3.9999999999999991 3.9999999999999991 13.000000000000002 5 4.9999999999999991 28 200 3.9999999999999991 6.9999999999999991 32 11.999999999999998 15 7.9999999999999991 14.999999999999998 6.9999999999999991 4 4 3.9999999999999982 6 5.9999999999999991 8.9999999999999982 7 6
leaf_count=4 4 7 4 9 5 4 4 5 17 4 4 42 5 10 7 5 5 4 6 5 4 5 7 6 8 8 4 5 11 5 7 7 11 7 5 37 203 4 5 84 5 4 4 13 5 5 28 200 4 7 32 12 15 8 15 7 4 4 4 6 6 9 7 6
internal_value=0 -0.153682 -0.0591864 0.000439828 -0.0317303 -0.0829495 -0.10632 -0.15677 0.0379843 -0.558487 -0.0969738 -0.0664797 0.00648991 0.0324887 0.126467 -0.0531136 -0.256321 0.00688155 -0.0151572 -0.00926748 -0.0239275 -0.137811 -0.0100221 -0.246734 0.147831 0.0192782 0.267688 0.0198956 -0.0779205 -0.207104 -0.180178 0.0253988 0.0525442 0.00586291 0.0406502 0.0665022 0.00127895 -0.0217597 -0.0911787 0.0494372 0.208798 -0.0939992 0.0189156 0.0125612 -0.103015 0.141383 0.0255401 0.0286503 -0.0531551 -0.0120547 -0.0412782 0.0372369 -0.168647 -0.0798806 -0.00361083 -0.106771 -0.0726368 0.0329531 0.0743676 0.12186 0.073333 0.0939494 0.0133904 -0.135868
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internal_count=1003 53 49 950 158 91 87 68 67 8 60 56 62 57 27 30 10 792 294 288 264 28 236 16 24 12 12 498 26 15 14 472 197 275 188 126 222 46 10 121 20 25 247 30 10 15 232 228 21 62 39 23 19 15 218 28 21 8 17 10 19 15 12 13

Column_26=1027
Column_30=579
Column_28=493
Column_25=432
Column_29=426
Column_24=399
Column_31=356
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Column_27=325
Column_32=266
Column_21=83
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Column_10=72
Column_22=66
Column_0=61
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Column_1=47
Column_7=45
Column_12=45
Column_9=40
Column_13=40
Column_5=38
Column_6=38
Column_11=33
Column_4=29
Column_8=29
Column_15=26
Column_16=26
Column_19=19
Column_17=16
Column_14=11

[data: ]
[valid: ]
[learning_rate: 0.168423]
[num_leaves: 255]
[max_depth: 9]
[min_data_in_leaf: 4]
[bagging_fraction: 0.9]
[bagging_freq: 6]
[feature_fraction: 0.6]
[lambda_l2: 0.75]
[min_gain_to_split: 0.736842]
[max_bin: 1023]