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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 Column_34 Column_35 Column_36 Column_37 Column_38 Column_39 Column_40 Column_41 Column_42 Column_43 Column_44 Column_45 Column_46 Column_47 Column_48 Column_49 Column_50 Column_51 Column_52 Column_53 Column_54 Column_55
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tree_sizes=1881 1937 1933 1923 1938 1930 1916 1922 1924 1941 1931 1933 1940 1920 1934 1934 1936 1935 1939 1928 1936 1934 1936 1932 1922 1942 1938 1947 1933 1931 1930 1940 1937 1935 1940 1937 1928 1930 1941 1940 1925 1927 1947 1933 1938 1943 1925 1936 1939 1928 1944 1926 1931 1942 1933 1923 1939 1939 1921 1929 1938 1946 1934 1928 1933 1933 1930 1923 1923 1939 1930 1813 1908 1918 1936 1934 1937 1944 1938 1931 1928 1919 1930 1907 1804 1926 1922 1930 1935 1920 1952 1944 1934 1928 1933 1944 1949 1955 1947 1948 1927 1948 1927 1919 1814 1948 1957 1950 1914 1938 1949 1938 1937 1931 1935 1931 1935 1925 1926 1927 1921 1913 1905 1808 1952 1827 1925 1925 1925 1828 1930 1931 1947 1941 1939 1922 1930 1920 1931 1938 1955 1949 1949 1948 1712 1944 1945 1949 1931 1947

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Tree=1
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Tree=2
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split_feature=48 28 18 48 28 6 38 17 7 6 6 21 28 28 12
split_gain=4131.19 1513.84 954.17 641.196 475.625 500.159 431.462 372.686 359.911 190.841 150.143 123.491 118.574 65.073 16.1506
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Tree=3
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Tree=4
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Tree=5
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Tree=6
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Tree=7
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leaf_weight=96.977343022823334 1508.6180682480335 5113.1427397876978 9851.2483462169766 12598.118170469999 500.70191271603107 48.401992097496986 1909.3177944496274 57318.542973786592 22381.003794565797 64.416956752538681 30762.833022370934 1085.2145856171846 32.152543932199478 322.78730521351099 853.33582255244255
leaf_count=449 6522 21423 43806 52571 2286 214 12027 232599 92265 307 124859 5438 141 1444 3727
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internal_weight=144447 140034 81276.5 22449.4 58757.7 4412.6 2924.05 58827.2 22881.7 1973.73 35876 1488.56 80.5545 1408 950.313
internal_count=600078 576331 335498 96377 240833 23747 16510 239121 94551 12334 146282 7237 355 6882 4176

Tree=142
num_cat=0
split_feature=48 7 22 7 17 14 9 25 55 5 16 21 0 29 45
split_gain=80.1808 47.4667 71.8482 80.3819 54.5378 41.9832 44.4759 34.4059 31.6257 22.1651 18.1299 17.4212 15.8836 15.3839 13.1507
threshold=-1.8403685092926023 -0.0074352615047246209 -0.55687132477760304 -0.051284333691000931 -0.87360209226608265 -0.0097040813416242582 0.0052383001893758782 -1.0034731626510618 0.94911107420921337 1.8456857800483706 0.020770533010363582 -0.16378886252641675 -0.0016861044568940995 -0.20772372931241986 -0.0019158750656060872
left_child=5 2 3 -2 -4 11 7 -7 10 -10 -3 12 -1 -8 -13
right_child=1 8 4 -5 -6 6 13 -9 9 -11 -12 14 -14 -15 -16
leaf_value=-0.003214929196860282 0.00019910945043125484 0.0017340783273259255 -0.0068193711455336783 -0.0021687485980379948 0.0010227430980309106 -0.015276358469475096 0.0060039246880183826 -0.0064065917840355861 -0.00045053277419286196 -0.0047396473625854665 0.00047109796419771269 0.00024101939053407625 0.0079696899009642826 -0.0035810490197726984 0.011586861257579279
leaf_weight=1199.9291460365057 21507.82243616879 14312.456828996539 826.59801049530506 32250.906062103808 23174.839239612222 526.46759092062712 264.10441293567419 1559.5290354415774 10889.972949147224 1204.2830017209053 35855.642221778631 211.15785597264767 126.30300359427929 350.98507687449455 162.85228070616722
leaf_count=6040 86712 58379 3611 137334 94733 3468 1271 9093 44389 4921 146252 918 602 1613 742
internal_value=-0.000243164 -0.000117841 -0.000612096 -0.00122141 0.000752664 -0.00423014 -0.00655477 -0.00864516 0.000499439 -0.00087762 0.000831414 -0.00053713 -0.00214977 0.000534505 0.00518125
internal_weight=144424 140023 77760.2 53758.7 24001.4 4401.33 2701.09 2086 62262.4 12094.3 50168.1 1700.24 1326.23 615.089 374.01
internal_count=600078 576331 322390 224046 98344 23747 15445 12561 253941 49310 204631 8302 6642 2884 1660

Tree=143
num_cat=0
split_feature=12 23 23 6 6 3 7 17 17 45 48 33 6 0 33
split_gain=77.4515 66.3835 154.72 147.748 57.1849 49.1707 48.8768 35.1421 35.1047 33.4165 31.2679 21.6148 20.7665 16.0373 9.45768
threshold=-0.29474903643131251 -0.0014371092547662554 -0.0014412749442271886 -0.0032315271673724051 0.66048380732536327 -0.0063777260947972527 -0.010846059303730725 -0.89186540246009816 -0.93323016166687001 -0.00038281796150840813 -0.70983687043189991 -0.39042180776596064 -1.0670051574707029 -0.0025170176522806282 -0.32363118231296534
left_child=5 2 7 -4 10 12 9 -2 -6 -7 -3 -8 13 -1 -14
right_child=1 4 3 -5 8 6 11 -9 -10 -11 -12 -13 14 -15 -16
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leaf_weight=231.40758134424686 1499.6484786421061 5461.3375942111015 12150.051213011146 11501.205320179462 104.20701350271702 495.71562860906124 338.96448516100645 57493.542214848101 22841.509653255343 689.1497040912509 30575.337759509683 219.68237468600273 752.12633317708969 10.19496066868305 39.286055609583855
leaf_count=996 6491 22932 55878 47972 478 2673 1653 233527 94517 4100 124067 927 3659 45 163
internal_value=-0.00023592 -0.00013864 -0.000687337 -0.00273738 0.00063018 -0.00519806 -0.00827108 0.000134554 -0.000540457 -0.0117201 0.00137556 -0.000955883 -1.14663e-05 0.00768692 -0.00236163
internal_weight=144403 141627 82644.4 23651.3 58982.4 2776.53 1743.51 58993.2 22945.7 1184.87 36036.7 558.647 1033.01 241.603 791.412
internal_count=600078 585862 343868 103850 241994 14216 9353 240018 94995 6773 146999 2580 4863 1041 3822

Tree=144
num_leaves=14
num_cat=0
split_feature=48 23 0 6 6 21 12 48 25 23 17 17 51
split_gain=73.9481 65.179 160.833 340.267 67.5297 55.9876 39.5151 31.3016 16.9868 12.3189 9.42987 8.59596 7.90289
threshold=-2.5940562486648555 -0.0014371092547662554 -0.0022947916295379396 -0.0032315321732312437 0.66048380732536327 0.5278470814228059 -0.29474903643131251 -0.70983687043189991 -0.84910756349563588 -0.027622920460999009 3.7556935548782353 0.3187911063432694 -0.19827969372272489
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 5 -4 7 -2 -6 -3 10 -10 12 -11 -1
right_child=1 4 3 -5 6 -7 -8 -9 9 11 -12 -13 -14
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leaf_weight=133.61598812043667 54941.618808403611 5525.5338222384453 6055.2477974668145 20946.49346062541 409.70222881436348 2270.0978538095951 22922.189436748624 30767.650732859969 1.7907742410898198 305.99858720600605 3.5353108868002883 81.553805619478226 16.648753128945827
leaf_count=1041 223100 23220 30758 88259 2027 9297 94882 124859 8 2014 22 487 104
internal_value=-0.000228901 -0.000187181 -0.000724535 -0.00263291 0.00057177 0.000176147 -0.000687421 0.00138127 -0.0112776 -0.00794304 -0.0197188 -0.00830578 -0.0208582
internal_weight=144382 143839 84213.5 27001.7 59625.1 57211.7 23331.9 36293.2 543.143 389.343 153.8 387.552 150.265
internal_count=600078 596402 351414 119017 244988 232397 96909 148079 3676 2509 1167 2501 1145

Tree=145
num_cat=0
split_feature=12 1 48 23 0 17 38 23 3 28 7 13 53 23 13
split_gain=74.9409 61.9647 53.4442 49.7053 113.134 99.8644 49.4132 47.74 25.0027 21.6683 17.4355 13.6559 11.9576 10.1241 8.52879
threshold=-0.29080538451671595 -0.0037464592605829235 -0.70983687043189991 -0.0014371092547662554 -0.0024267609696835275 -0.39920428395271296 1.0000000180025095e-35 -0.0004490460996748879 -0.0063777260947972527 -0.61261567473411549 -0.0037489895476028319 0.36312682926654821 -0.053480155766010277 -0.0018377197557128964 0.002994754235260189
left_child=1 12 8 4 6 -6 -2 11 -3 -9 -4 -5 14 -14 -1
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leaf_weight=1531.1523435115814 52492.400347605348 387.10453026741743 676.15702594816685 5556.5898428708315 11443.112388022244 14547.252698294818 3126.813997477293 159.99246507883072 1240.229357726872 52855.342907875776 429.27866297960281 35.620732098817825 18.150896057486534 51.06329071521759 19.171057671308517
leaf_count=6677 212986 2105 2888 22491 51020 62649 12765 668 7393 217028 1764 144 76 223 80
internal_value=-0.000211136 -0.00408803 -0.0068437 -9.07985e-05 -0.00056946 -0.00220347 0.000194097 0.000575725 -0.0103015 0.000297641 -0.00175342 0.00321202 0.000561831 0.0127619 1.71593e-05
internal_weight=144569 4352.31 2732.77 140217 81609.6 25990.4 55619.2 58607.5 1627.33 53015.3 1105.44 5592.21 1619.54 69.2142 1550.32
internal_count=600957 21206 14150 579751 339420 113669 225751 240331 9498 217696 4652 22635 7056 299 6757

Tree=146
num_cat=0
split_feature=12 13 8 6 0 17 6 6 44 6 8 28 53 21 23
split_gain=70.6812 54.3324 59.9266 48.5518 246.124 139.083 118.308 107.092 54.0424 51.1544 35.0662 20.4794 17.5171 11.9795 8.13811
threshold=-0.29080538451671595 -0.0039383406983688465 -0.0069687394425272933 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.831902176141739 3.8360519409179692 0.67479363083839428 -0.019457849673926827 1.0000000180025095e-35 -0.054394239559769623 -0.15461097657680509 -0.0019615105120465155
left_child=1 12 10 4 8 7 -6 -5 -2 -7 -3 -4 13 -1 -14
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leaf_weight=1610.7236114144325 55373.687674537301 565.14258360862732 282.66079873591661 833.95385360717773 6013.6944748908281 42106.687775582075 7533.7341681718826 307.02984914183617 3798.6353215277195 24236.25971211493 1197.5050651058555 386.03694154322147 21.785283371806145 207.17557048797607 72.31733463704586
leaf_count=7212 224579 2722 1276 3557 29887 171951 32367 1446 15536 100428 7098 1620 92 860 326
internal_value=-0.000204851 -0.00397394 -0.00694943 -8.80888e-05 -0.000625886 0.000491433 -0.00427345 -0.00989378 0.00020922 0.000670041 -0.00985038 0.000697293 -0.000190226 -0.000843545 0.0124307
internal_weight=144547 4343.35 2431.35 140204 72719.8 67483.9 13547.4 1140.98 59172.3 66342.9 1762.65 668.698 1912 1817.9 94.1026
internal_count=600957 21206 12716 579751 302369 277382 62254 5003 240115 272379 9820 2896 8490 8072 418

Tree=147
num_cat=0
split_feature=12 1 48 6 0 17 6 6 38 13 3 28 53 1 3
split_gain=66.6585 56.1749 49.4707 45.6918 231.982 131.278 111.95 102.416 53.5122 50.2342 23.5901 16.6487 10.5479 9.3531 8.49788
threshold=-0.29080538451671595 -0.0037464592605829235 -0.70983687043189991 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 -0.0032315314747393127 0.84846672415733349 1.0000000180025095e-35 0.023937376216053966 -0.0063777260947972527 0.0011342806392349305 -0.053480155766010277 -0.0038918899372220035 -0.0051202028989791861
left_child=1 12 10 4 8 7 -6 -5 -2 -7 -3 -4 14 -14 -1
right_child=3 2 11 5 6 9 -8 -9 -10 -11 -12 -13 13 -15 -16
leaf_value=-0.00022560445707141836 -3.1629694206765028e-05 -0.0033754777170165945 -0.0053343782781596401 -0.0042794391905874715 -0.0072102827481795072 0.0017061189738809106 -0.0017163871567871798 -0.024778761149680657 0.0036727000395063618 4.7447966732032718e-06 -0.011885584151129077 0.0020345855534213324 0.015768330028681481 -0.020166913477766481 0.01812435583810898
leaf_weight=1526.7024199515581 55423.499703556299 385.25334660708904 545.58384507894516 840.35190223157406 5996.1913001313806 25158.478724002838 7530.4819968789816 296.82334606349468 3747.0346806794405 41189.325243934989 1226.3393356278539 558.30854922533035 62.150949284434319 7.2824539989233008 23.056455239653587
leaf_count=6660 224777 2105 2313 3591 29887 103099 32367 1412 15338 169280 7393 2339 268 31 97
internal_value=-0.00019878 -0.0038628 -0.00649998 -8.54824e-05 -0.000607324 0.000476664 -0.00415176 -0.00963013 0.000202951 0.00064989 -0.00985123 -0.00160742 0.000559912 0.0119993 4.73961e-05
internal_weight=144517 4334.68 2715.49 140182 72697.2 67485 13526.7 1137.18 59170.5 66347.8 1611.59 1103.89 1619.19 69.4334 1549.76
internal_count=600957 21206 14150 579751 302369 277382 62254 5003 240115 272379 9498 4652 7056 299 6757

Tree=148
num_cat=0
split_feature=47 48 34 6 22 6 50 8 21 6 6 35 55 14 21
split_gain=63.231 47.1616 86.2411 83.2305 47.683 28.1902 22.9921 18.5281 16.459 36.1448 18.7453 15.5534 11.9739 8.58609 7.89072
threshold=-1.9132293462753294 0.42069473117589956 1.3778149485588076 -0.0032315368298441167 -0.38585478067398066 -0.0032315354328602548 0.91453805565834057 -0.024160247296094891 0.16206456720829013 0.38222448527812963 -0.0032315243734046812 1.3953457474708559 -2.0275666713714595 0.0071853601839393386 -0.13569767773151395
left_child=5 2 4 -4 -2 11 12 -8 10 -10 -3 14 -7 -13 -1
right_child=1 8 3 -5 -6 6 7 -9 9 -11 -12 13 -14 -15 -16
leaf_value=-0.0071624046498685564 -0.00081830569601492882 0.00016490306800313672 -0.015071186278711481 -0.002826576674598636 0.00068868667673359905 0.048736271462050236 -0.0040227300195937246 0.020339726093767031 0.0010443178054691444 -0.0042011152650011088 0.0013822088316768598 -0.018853077067477738 -0.0031183231216987818 -0.0092465173691498696 0.00011787499558003302
leaf_weight=830.25245531648397 61228.82071724534 21677.269377022982 656.08241759985685 2094.9297386035323 27331.828915730119 4.0223051756620398 45.68137863278389 72.978573173284531 3010.315594509244 1946.9537371993065 23979.161672621965 147.99455818533897 1109.0708100199699 192.84301059693098 159.77105651795864
leaf_count=4974 257372 87392 3605 9009 112503 18 237 340 12234 8070 97060 1311 4920 1175 737
internal_value=-0.000192887 -0.000108557 -0.000515709 -0.00574676 -0.000353214 -0.00486334 -0.0015927 0.0109607 0.000625981 -0.00101581 0.000804243 -0.00789042 -0.00293094 -0.0134178 -0.00598751
internal_weight=144488 141925 91311.7 2751.01 88560.6 2562.61 1231.75 118.66 50613.7 4957.27 45656.4 1330.86 1113.09 340.838 990.024
internal_count=600957 587245 382489 12614 369875 13712 5515 577 204756 20304 184452 8197 4938 2486 5711

Tree=149
num_cat=0
split_feature=12 13 8 23 23 44 23 28 8 28 22 33 4 17 46
split_gain=61.5976 48.5701 55.1705 40.7699 95.9222 60.8345 43.5768 34.8927 32.5405 20.0943 18.8746 18.5634 14.0698 13.5634 12.8211
threshold=-0.29080538451671595 -0.0039383406983688465 -0.0069687394425272933 -0.0014371092547662554 -0.001615132321603596 3.8360519409179692 -0.0004490460996748879 0.82581356167793285 -0.019457849673926827 -0.61261567473411549 1.1452144384384157 -0.38968080282211298 -0.0077870895620435468 0.22375283390283587 0.060687676072120673
left_child=1 10 8 4 7 -6 14 -2 -3 -8 13 -4 -12 -1 -5
right_child=3 2 11 6 5 -7 9 -9 -10 -11 12 -13 -14 -15 -16
leaf_value=-0.00023963868788655867 0.00018632592965457166 -0.0034152792257402804 -0.0051351867743495584 0.0031321259500141163 -0.0024199167706186078 0.006039280616243428 0.010889403468278618 -0.011718070625985245 -0.012179866843472855 0.00022735147494979183 0.008125857045285876 0.0050129482768265614 -0.0041427237130678158 -0.0071465346619878451 -0.020211976939634863
leaf_weight=1119.6014235764742 57907.442047126591 562.87608959525824 277.89484146237373 5572.7950313091278 22615.205222100019 791.92067669332027 159.56726816296577 222.44755062460899 1181.4744320809841 52858.785959556699 348.12093704938889 389.76611793786287 110.93779744207859 331.69304612278938 21.255207061767578
leaf_count=5085 235596 2722 1274 22549 99639 3235 668 950 7098 217028 1456 1622 461 1488 86
internal_value=-0.00018714 -0.00371447 -0.00654464 -7.83527e-05 -0.000512176 -0.00213372 0.000525148 0.000140771 -0.00935166 0.000259441 -0.000141104 0.000789076 0.00516099 -0.00181821 0.00304343
internal_weight=144472 4322.36 2412.01 140149 81537 23407.1 58612.4 58129.9 1744.35 53018.4 1910.35 667.661 459.059 1451.29 5594.05
internal_count=600957 21206 12716 579751 339420 102874 240331 236546 9820 217696 8490 2896 1917 6573 22635

end of trees

feature_importances:
Column_7=265
Column_6=215
Column_28=211
Column_48=154
Column_8=128
Column_17=102
Column_9=98
Column_23=90
Column_0=75
Column_21=74
Column_16=72
Column_1=71
Column_18=61
Column_34=61
Column_47=48
Column_12=37
Column_38=32
Column_13=31
Column_26=31
Column_45=27
Column_14=26
Column_33=23
Column_22=22
Column_20=21
Column_24=21
Column_44=20
Column_5=19
Column_19=19
Column_55=17
Column_29=16
Column_27=15
Column_50=15
Column_4=13
Column_11=13
Column_35=13
Column_3=12
Column_2=10
Column_37=9
Column_46=9
Column_51=9
Column_31=8
Column_49=8
Column_25=7
Column_53=4
Column_15=3
Column_32=2
Column_43=2
Column_54=2
Column_10=1

parameters:
[boosting: gbdt]
[objective: binary]
[metric: binary_logloss]
[tree_learner: serial]
[device_type: cpu]
[data_sample_strategy: bagging]
[data: ]
[valid: ]
[num_iterations: 50]
[learning_rate: 0.03]
[num_leaves: 31]
[num_threads: 1]
[seed: 42]
[deterministic: 0]
[force_col_wise: 0]
[force_row_wise: 0]
[histogram_pool_size: -1]
[max_depth: 4]
[min_data_in_leaf: 20]
[min_sum_hessian_in_leaf: 0.001]
[bagging_fraction: 0.8]
[pos_bagging_fraction: 1]
[neg_bagging_fraction: 1]
[bagging_freq: 5]
[bagging_seed: 400]
[bagging_by_query: 0]
[feature_fraction: 0.8]
[feature_fraction_bynode: 1]
[feature_fraction_seed: 30056]
[extra_trees: 0]
[extra_seed: 12879]
[early_stopping_round: 0]
[early_stopping_min_delta: 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: 17869]
[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]
[use_quantized_grad: 0]
[num_grad_quant_bins: 4]
[quant_train_renew_leaf: 0]
[stochastic_rounding: 1]
[linear_tree: 0]
[max_bin: 255]
[max_bin_by_feature: ]
[min_data_in_bin: 3]
[bin_construct_sample_cnt: 200000]
[data_random_seed: 175]
[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: ]
[precise_float_parser: 0]
[parser_config_file: ]
[objective_seed: 16083]
[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: ]
[lambdarank_position_bias_regularization: 0]
[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

objective=binary metric=binary_logloss num_leaves=31 max_depth=4 learning_rate=0.03 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50

tree
objective=regression
tree_sizes=1556 1564 1569 1601 1575 1470 1571 1479 1568 1663 1478 1477 1495 1482 1475 1567 1588 1574 1566 1580 1591 1654 1659 1657 1666 1661 1676 1682 1664 1673 1675 1693 1682 1674 1680 1593 1668 1580 1660 1659 1581 1566 1575 1652 1656 1654 1663 1663 1583 1491 1666 1663 1671 1584 1574 1674 1674 1486 1564 1577 1571 1585 1573 1460

Tree=0
num_cat=0
split_feature=45 17 0 55 34 24 23 0 0 49 29 27 0 25
split_gain=0.110396 1.92437 8.26674 0.0511251 0.394338 11.9108 0.0917659 0.0378807 0.32812 0.0249231 0.0297435 0.0174795 0.0168183 0.00858992
threshold=-0.17180078476667401 -0.8243863284587859 0.0054809453431516894 2.0211037397384648 1.468370318412781 -0.88231047987937916 -0.030672303400933739 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 2.2350320816040044 0.16744337230920794 0.02376531902700663 -0.3590626567602157
left_child=1 2 13 7 6 -6 -5 8 -2 10 -3 -11 -9 -1
right_child=3 9 -4 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.00062640921478548494 0.00010511590119409981 9.8165131091730752e-05 0.021630629217283672 0.00041061730372348874 0.020777209509110592 7.6580625169907354e-05 9.2630113051574164e-05 9.8881160689271125e-05 0.0005455353054640296 0.00011785151840197245 0.0014601379578040672 -0.00036780940557861369 7.5736135351620667e-05 -6.6594973524229675e-05
leaf_weight=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
leaf_count=22 20749 31 20 890 26 661 9928 521689 1643 1998 27 69 29874 60
internal_value=0.000101238 0.000312058 0.00433723 0.000100436 0.000163052 0.000860011 0.000118791 9.91805e-05 0.000137431 0.00011885 0.000732187 0.000101639 9.76276e-05 0.000119333
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 82

Tree=1
num_cat=0
split_feature=45 17 33 55 34 24 33 0 0 49 21 27 0 24
split_gain=0.103871 1.81064 7.77882 0.0481036 0.371032 11.2069 0.125185 0.0356419 0.308728 0.0234502 0.0283191 0.0164464 0.0158244 0.00787583
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.02376531902700663 0.06303694844245912
left_child=1 2 -1 7 6 -6 -5 8 -2 10 -3 -11 -9 -4
right_child=3 9 13 4 5 -7 -8 12 -10 11 -12 -13 -14 -15
leaf_value=0.020378053128453238 2.0253933808803805e-06 0.00012936739182470392 -0.00038928373559746286 -1.0044457034786265e-05 0.020053956689527974 -2.5653824444274443e-05 0.00042637411530374445 -4.022303937970138e-06 0.00042923221666796269 1.4378928397715857e-05 0.001524026480008615 -0.0004567121584272093 -2.6472979710365629e-05 0.00020348600091414195
leaf_weight=21 20749 38 43 10190 26 661 628 521689 1643 1998 20 69 29874 38
leaf_count=21 20749 38 43 10190 26 661 628 521689 1643 1998 20 69 29874 38
internal_value=-1.73662e-06 0.000202759 0.00410718 -2.5145e-06 5.8223e-05 0.000734273 1.52903e-05 -3.73199e-06 3.33714e-05 1.5347e-05 0.000610284 -1.3469e-06 -5.23829e-06 -0.000111194
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 81
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 551563 81

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 47 31 23 49 21 27 13 31
split_gain=0.0977325 1.70363 7.81221 0.0399605 0.210688 8.10815 0.0659509 0.0322803 2.85873 0.0220643 0.0266454 0.0154744 0.0139286 0.0068194
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.25719563663005834 0.61360105872154247
left_child=1 2 13 4 5 -2 -6 12 -9 10 -3 -11 -5 -1
right_child=3 9 -4 7 6 -7 -8 8 -10 11 -12 -13 -14 -15
leaf_value=8.6030946146116926e-05 1.0702854049745777e-05 0.00012548636681841393 0.020795215104706583 -3.5477485662485137e-06 0.00022873420838493333 0.010512772267197493 -4.0092763137250897e-06 0.004880206387549043 -1.6893611963231807e-05 1.3947568062652724e-05 0.0014783056288724765 -0.00044301080547840048 -2.0708811699759184e-05 -0.0004861907551570891
leaf_weight=53 2449 38 20 504308 1148 68 24071 109 6817 1998 20 69 46490 29
leaf_count=53 2449 38 20 504308 1148 68 24071 109 6817 1998 20 69 46490 29
internal_value=-1.68453e-06 0.000196676 0.00398396 -2.43906e-06 3.27069e-05 0.00029443 6.58549e-06 -4.1869e-06 6.0176e-05 1.48866e-05 0.000591976 -1.30649e-06 -4.99622e-06 -0.00011634
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 550798 82
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 550798 82

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 13 21 46 4 0
split_gain=0.0444028 0.312859 13.6541 0.111411 2.41166 0.0372398 0.227495 3.38558 0.212323 0.0147293 0.0221674 0.00941886 0.00766139 0.00362265
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 0.12199990078806879 0.25719563663005834 1.6111459732055666 0.075994964689016356 -0.25643424689769739 0.02376531902700663
left_child=5 2 11 12 -5 6 8 -8 -1 13 -11 -2 -3 -7
right_child=1 3 -4 4 -6 9 7 -9 -10 10 -12 -13 -14 -15
leaf_value=-2.5578932684092164e-07 -2.0745535251457254e-05 -0.00054754165999838734 0.023409378476081537 0.0084248889756054265 4.2782687267612967e-06 -3.2889571567672626e-06 -5.4604508341783358e-06 0.0045653885295217434 0.00046892191028754534 -1.7141563297198976e-05 -0.00012892725639301653 -0.00060138947934319732 -1.0898103540655108e-05 -2.6318415651990522e-05
leaf_weight=48237 763 24 23 32 705 470063 2052 157 884 46759 1653 26 10080 6229
leaf_count=48237 763 24 23 32 705 470063 2052 157 884 46759 1653 26 10080 6229
internal_value=-1.63399e-06 5.63434e-05 0.000624324 1.38012e-05 0.000369895 -2.80686e-06 2.15809e-05 0.000319403 8.18771e-06 -5.19263e-06 -2.09584e-05 -3.98796e-05 -1.21728e-05 -3.59014e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 49121 524704 48412 789 10104 476292
internal_count=587687 11653 812 10841 737 576034 51330 2209 49121 524704 48412 789 10104 476292

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 0 0 27 26 31 0 33
split_gain=0.0906082 0.636022 9.82204 0.0418864 0.347388 10.5143 0.110032 0.0309767 0.288791 0.0273853 0.0528401 0.0172819 0.0137503 0.0093848
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 0.16744337230920794 0.70929089188575756 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 9 -3 7 6 -6 -5 8 -2 11 -11 -1 -9 -4
right_child=3 2 13 4 5 -7 -8 12 -10 10 -12 -13 -14 -15
leaf_value=0.00020687052125653658 8.2541581760307153e-07 0.021784800617591828 -2.3512281160762425e-05 -1.0928962910461166e-05 0.01942166430660738 -2.7549428950558362e-05 0.00039822490621400805 -3.7637505895311986e-06 0.00041400797733911126 8.7486354046583021e-05 -0.0016978830632753668 -3.3636018710417914e-05 -2.5472112734198007e-05 0.00055497505872023915
leaf_weight=326 20749 20 256 10190 26 661 628 523917 1643 37 25 1535 27646 28
leaf_count=326 20749 20 256 10190 26 661 628 523917 1643 37 25 1535 27646 28
internal_value=-1.58497e-06 0.000189409 0.00146453 -2.31148e-06 5.43653e-05 0.00070852 1.2823e-05 -3.44758e-06 3.11424e-05 -1.21693e-05 -0.000632421 8.49463e-06 -4.85184e-06 3.35217e-05
internal_weight=587687 2227 304 585460 11505 687 10818 573955 22392 1923 62 1861 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 573955 22392 1923 62 1861 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 19 49 46 33
split_gain=0.135909 23.5556 42.7709 2.57761 7.80669 0.0518749 0.425526 11.1601 0.184335 0.0320963 4.38812 0.0260367 0.017019
threshold=0.55725386738777172 -0.044410638511180871 0.2726276963949204 -0.12514873594045636 0.045251322910189636 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 0.089487399905920043 0.82905498147010814 -0.046981150284409516 1.8969854712486269
left_child=5 2 -2 4 -3 9 8 -8 -7 11 -11 -1 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 10 -12 -13 -14
leaf_value=2.6493891064650558e-05 -2.8623395739183858e-05 0.021607277237890229 0.054688468867974273 -1.5032860095323701e-05 -8.1113960852420301e-05 -7.768979236547263e-06 0.01968609991197607 -8.5568484227976094e-05 0.00056579254248860663 -1.8497433977486155e-05 0.0067975196384540406 -3.9795276211349018e-06 -0.00013120059506110767
leaf_weight=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
leaf_count=26493 36 20 20 10209 59 10030 27 531 531 7369 86 531011 1277
internal_value=1.60745e-06 0.000103183 0.0195132 9.19552e-06 0.00540962 -4.4159e-07 6.37288e-05 0.000871125 2.10693e-05 -1.70453e-06 6.01313e-05 -2.53141e-06 -2.79483e-05
internal_weight=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486
internal_count=587699 11621 56 11565 79 576078 11119 558 10561 564959 7455 557504 11486

Tree=6
num_cat=0
split_feature=45 47 3 17 33 49 0 23 23 49 31 2 13 18
split_gain=0.165541 1.30542 10.235 0.581811 9.42705 0.0800391 2.90332 62.5407 0.0395081 0.205776 0.0356076 0.0288745 0.00979949 0.00390152
threshold=-0.092140045017003999 -1.256108224391937 -0.035386044532060616 -0.8243863284587859 -0.18475440144538877 2.1410850286483769 0.038437766954302795 0.010622751433402302 -0.030672303400933739 -1.3179033398628233 2.102653026580811 0.16301129013299945 1.5329554677009585 0.050692444667220123
left_child=1 2 -1 4 -3 8 13 -8 9 -2 -10 -5 -4 -7
right_child=5 3 12 11 -6 6 7 -9 10 -11 -12 -13 -14 -15
leaf_value=0.018121725915360151 0.00029881484916382644 0.021245332175101793 3.1437638744174446e-05 1.3046428310031559e-05 -0.00015606007366885302 -8.3925594690028589e-06 0.054298999117047053 -4.2205677304700477e-05 -4.372572078312368e-06 6.9381141157819869e-06 6.5657945395693261e-05 -0.00043874922098397152 0.00060132650283893814 -0.00013704210452033293
leaf_weight=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
leaf_count=32 2406 20 219 6160 251 11929 20 406 536729 22535 6615 130 31 216
internal_value=1.55922e-06 0.000148252 0.00214688 6.23478e-05 0.00142338 -1.68943e-07 7.4706e-05 0.00250902 -1.82525e-06 3.50948e-05 -3.51998e-06 3.70884e-06 0.000102104 -1.06806e-05
internal_weight=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145
internal_count=587699 6843 282 6561 271 580856 12571 426 568285 24941 543344 6290 250 12145

Tree=7
num_cat=0
split_feature=15 51 55 5 33 55 34 24 33 19 18 23 21
split_gain=0.122782 22.1001 43.326 3.55571 6.64581 0.0481343 0.40054 10.7337 0.173561 0.0280166 1.43684 0.0306961 0.0202224
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.036712478846311576 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.089487399905920043 0.0094458493404090422 -0.034202711656689637 1.6111459732055666
leaf_value=3.3566408482668606e-05 0.054301634564100816 0.021413712745932571 -0.00076941680271678094 -1.5916562076049493e-05 -0.00015493278097210352 -7.9926072748652978e-06 0.020471246098168194 -3.7379248312922086e-05 0.00054855496691692232 0.0022737114004498082 -2.2100041316536806e-05 -3.8010734572412537e-06 -0.00014463128349660376
leaf_weight=20542 20 20 36 10279 36 10030 24 534 531 254 7201 536962 1230
leaf_count=20542 20 20 36 10279 36 10030 24 534 531 254 7201 536962 1230
internal_value=1.51245e-06 9.80576e-05 0.0188988 7.02065e-06 0.00754815 -4.35122e-07 6.13784e-05 0.000844712 1.99902e-05 -1.65168e-06 5.61208e-05 -2.42422e-06 -2.96727e-05
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 564959 7455 557504 11509
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 564959 7455 557504 11509

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 2 0 55 3 45
split_gain=0.153001 1.22351 12.9468 0.546104 8.56022 0.111561 2.13181 63.4917 0.306268 0.0268491 0.0266697 0.356341 0.0137204 0.00814608
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 0.16301129013299945 -0.034956371411681168 -1.3123381733894346 -0.040705464780330651 0.16386169940233233
left_child=1 2 -1 4 -3 10 8 -8 -7 -5 11 -2 -4 -12
right_child=5 3 12 9 -6 6 7 -9 -10 -11 13 -13 -14 -15
leaf_value=0.022247665016293466 0.00047345410249900256 -0.00016738779244795295 -0.00067016483061825452 1.152175537153052e-05 0.019774609845667979 0.00035681480499928474 0.054379165836915488 -0.00012110962291768768 -1.9493080519262537e-05 -0.00042414018688969707 -4.1589809692236e-06 -7.4366685346187769e-06 9.7873884383154264e-05 6.3994951937365669e-05
leaf_weight=26 1515 250 23 6160 21 2172 20 505 18750 130 539922 16389 233 1583
leaf_count=26 1515 250 23 6160 21 2172 20 505 18750 130 539922 16389 233 1583
internal_value=1.46707e-06 0.000142494 0.00207741 5.93287e-05 0.00137793 -1.94348e-07 6.69525e-05 0.00195509 1.9573e-05 2.51761e-06 -2.76867e-06 3.32553e-05 2.88704e-05 -3.95974e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 6290 559409 17904 256 541505
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 6290 559409 17904 256 541505

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 55 34 0 17 5 33 51 1
split_gain=0.143959 0.564719 16.6961 39.4948 0.0991633 13.8253 51.439 0.0394523 0.455162 0.0238101 0.0214575 0.0202315 0.0497652 0.0168507 0.00486404
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 2.0211037397384648 1.468370318412781 -0.034956371411681168 -0.80106624960899342 -1.6332069039344785 1.3590837121009829 3.3942130804061894 -0.021200205199420449
left_child=1 11 3 -3 7 6 -6 9 -9 -2 -4 12 -1 -13 -7
right_child=4 2 10 -5 5 14 -8 8 -10 -11 -12 13 -14 -15 -16
leaf_value=3.7365937847998824e-05 2.9360181259217261e-05 0.050600980230905403 -0.00046999658178162546 -6.6157570525926223e-05 0.054231387138157512 -0.00039083157210711761 -7.272856396922764e-05 1.3877194446000702e-05 0.00097740251460721865 -4.0198038147291782e-06 1.6269579634565352e-06 -1.1568007683116548e-05 0.00068225790935684929 -0.0002081763584071174 -2.0298094519323433e-05
leaf_weight=819 19941 20 93 45 20 32 73 10298 461 541169 1307 4000 124 435 8862
leaf_count=819 19941 20 93 45 20 32 73 10298 461 541169 1307 4000 124 435 8862
internal_value=1.42306e-06 0.000138219 0.000660382 0.0155237 -1.88518e-07 9.86904e-05 0.0116056 -1.74241e-06 5.51622e-05 -2.83353e-06 -2.97023e-05 -4.02121e-06 0.000122166 -3.0852e-05 -2.16312e-05
internal_weight=587699 6843 1465 65 580856 8987 93 571869 10759 561110 1400 5378 943 4435 8894
internal_count=587699 6843 1465 65 580856 8987 93 571869 10759 561110 1400 5378 943 4435 8894

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 55 33 45 27 4
split_gain=0.115584 22.9963 40.4706 1.25421 8.67809 0.0331967 0.236715 5.61828 0.12311 0.0177062 0.0132855 0.0241641 0.00984042
threshold=0.55725386738777172 -0.044410638511180871 0.42872373759746557 -0.82018077373504628 0.023976352997124199 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 2.1799244880676274 4.1410574913024911 -0.17180078476667401 0.16744337230920794 0.074974935501813902
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Column_5=67
Column_49=65
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Column_51=53
Column_15=49
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Column_19=39
Column_21=38
Column_0=34
Column_24=34
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Column_1=6
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Column_11=2
Column_12=2
Column_50=2
Column_22=1
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[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.03 feature_fraction=0.8 bagging_fraction=0.8 bagging_freq=5 min_child_samples=20 verbosity=-1 num_threads=1 random_state=42 num_iterations=50