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max_feature_idx=55
objective=binary sigmoid:1
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 1924 1919 1919 1923 1919 1929 1920 1928 1928 1931 1926 1929 1917 1925 1918 1927 1934 1927 1927 1935 1937 1929 1923 1923 1916 1942 1929 1930 1820 1923 1924 1927 1924 1933 1926 1917 1926 1922 1923 1925 1935 1927 1923 1925 1924 1942 1946 1931 1940 1915 1914 1917 1928 1917 1899 1895 1950 1929 1905 1918 1903 1912 1934 1913 1926 1921 1925 1946 1935 1939 1946 1937 1920 1937 1942 1941 1937 1909 1938 1936 1930 1922 1904 1931 1934 1919 1919 1918 1926 1943 1941 1932 1944 1903 1949 1942 1941 1944 1940 1931 1937 1925 1922 1935 1935 1922 1932 1812 1936 1941 1936 1928 1939 1941 1915 1922 1925 1941 1916 1938 1935 1800 1810 1926 1921 1942 1927 1953 1916 1925 1932 1925 1944 1947 1926 1904 1932 1797 1919 1973 1706 1705 1943 1940 1946 1943 1942 1933 1941

Tree=0
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is_linear=0
shrinkage=1

Tree=1
num_cat=0
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shrinkage=0.059

Tree=2
num_cat=0
split_feature=48 28 18 48 28 6 38 17 8 6 6 21 28 28 12
split_gain=3780.5 1381.42 876.33 618.193 448.721 480.046 394.717 361.837 329.581 178.844 138.617 114.534 107.671 58.4919 15.667
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Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 18 28 21 28 7 7 55 6 4
split_gain=2175.26 1714.64 1271.64 675.761 576.578 467.069 211.997 122.22 87.5824 125.124 81.8696 75.3568 73.018 52.7627 19.719
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left_child=5 6 3 -3 -4 7 13 14 12 -10 -8 -9 -7 -2 -1
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Tree=4
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Tree=5
num_cat=0
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Tree=6
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Tree=7
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Tree=137
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Tree=138
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Tree=140
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Tree=141
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 4 -4 -2 11 7 -3 -8 -7 -11 12 -1
right_child=1 6 3 -5 -6 9 8 -9 -10 10 -12 -13 -14
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leaf_weight=140.75863766670227 1496.6755972057581 11942.62018673867 10326.17391448468 14076.537566184998 58128.192279398441 3.5814797282218924 45169.766720466316 286.02514135092497 2061.0780754089355 306.40461929887533 66.063301898539066 3.4685408473014823 3.8929635137319556
leaf_count=1124 6599 48721 48822 59419 236574 16 186335 1502 8430 2116 377 22 21
internal_value=-0.000358529 -0.00028687 -0.00123386 -0.00510918 0.000352199 -0.0199745 0.0010514 0.00288315 0.00057714 -0.0131488 -0.0141394 -0.0373038 -0.039615
internal_weight=144011 143487 84027.6 24402.7 59624.9 524.17 59459.5 12228.6 47230.8 376.049 372.468 148.12 144.652
internal_count=600078 596402 351414 108241 243173 3676 244988 50223 194765 2509 2493 1167 1145

Tree=142
num_cat=0
split_feature=48 7 7 22 16 33 55 33 25 0 14 17 51
split_gain=52.2504 41.5963 57.7178 70.2906 22.5486 26.9388 21.5348 20.5643 16.5845 9.59208 8.80769 8.51067 7.99219
threshold=-2.5940562486648555 -0.0086706425063312036 -0.051284333691000931 -0.59226968884468068 0.020770533010363582 1.0071931481361391 1.1584081649780276 -0.40019361674785608 -0.84910756349563588 -0.026700210757553574 0.027551462873816494 3.7556935548782353 -0.19827969372272489
left_child=8 2 6 -4 7 -6 -2 -3 11 -10 -11 12 -1
right_child=1 4 3 -5 5 -7 -8 -9 9 10 -12 -13 -14
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leaf_weight=124.94282265752554 27814.372135832906 1282.1593963354826 33129.22599696368 13310.413917765021 43546.744154036045 2580.0238865017891 4502.2326209694147 17291.242141239345 3.6725718080997458 303.11680009961128 66.267957769334316 3.580500714480876 15.955701157450674
leaf_count=1041 112353 5469 144889 55698 178464 10613 18161 70755 16 2116 377 22 104
internal_value=-0.000337599 -0.000270089 -0.00118069 -0.00251309 0.000838343 0.000139421 0.000733987 0.00257411 -0.0190506 -0.0124779 -0.0134212 -0.0360221 -0.0383048
internal_weight=143974 143456 78756.2 46439.6 64700.2 46126.8 32316.6 18573.4 517.536 373.057 369.385 144.479 140.899
internal_count=600078 596402 331101 200587 265301 189077 130514 76224 3676 2509 2493 1167 1145

Tree=143
num_cat=0
split_feature=23 0 6 17 8 21 34 48 6 28 45 12 33 1 28
split_gain=50.4272 151.209 319.903 71.1529 39.8293 31.7982 20.9728 15.0484 37.18 31.28 18.2451 14.7127 19.1166 13.315 11.0589
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315321732312437 -0.89186540246009816 -0.010062559507787226 0.5278470814228059 1.2012166380882265 -0.70983687043189991 0.76468694210052501 0.01025249343365431 -0.0054904778953641644 -0.28028306365013117 -0.40145902335643763 0.018741977401077751 -0.033404938876628869
left_child=1 5 4 -4 -3 14 -7 8 10 -10 -2 12 -9 -13 -1
right_child=7 2 3 -5 -6 6 -8 11 9 -11 -12 13 -14 -15 -16
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leaf_count=99010 4869 24532 4212 84255 9091 8530 784 1308 10050 7953 21006 162969 9384 27773 124352
internal_value=-0.000317822 -0.00124499 -0.0048627 -0.00134801 -0.0164935 0.0004783 0.00732264 0.000997446 0.00307675 -0.00139755 0.00595021 0.000574153 0.00491216 0.000335402 0.000195504
internal_weight=143945 84428.7 27241.2 20919.6 6321.66 57187.4 2269.13 59516.1 10066.6 3936.7 6129.91 49449.5 2579.59 46869.9 54918.3
internal_count=600078 354766 122090 88467 33623 232676 9314 245312 43878 18003 25875 201434 10692 190742 223362

Tree=144
num_cat=0
split_feature=23 0 6 17 8 21 35 35 48 6 28 18 6 21 7
split_gain=44.6826 134.249 287.189 61.8065 50.0285 28.162 23.1556 13.4028 13.3157 32.8737 27.7409 16.5149 13.7391 12.8596 9.38119
threshold=-0.0014371092547662554 -0.0022947916295379396 -0.0032315314747393127 -0.93323016166687001 -0.010062559507787226 0.5278470814228059 1.196061432361603 -0.26832143962383265 -0.70983687043189991 0.76468694210052501 0.01025249343365431 -0.020299709402024742 3.0020514726638798 0.16206456720829013 -0.10924898087978362
left_child=1 5 4 -4 -3 7 -7 -1 9 11 -11 -2 13 -10 -14
right_child=8 2 3 -5 -6 6 -8 -9 12 10 -12 -13 14 -15 -16
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leaf_weight=23906.081560328603 565.94425372779369 4702.7439111545682 874.45574460923672 19571.618838079274 2038.6429740488529 1979.6156348884106 289.2191765755415 31010.365812957287 44703.046081885695 2090.5205802693963 1842.9966875240207 5570.4844837337732 143.5125008970499 4048.9814151823521 557.41228085756302
leaf_count=97090 2512 25816 3958 82382 9934 8101 1213 126272 181921 10050 7953 23363 580 16628 2305
internal_value=-0.000299384 -0.00117263 -0.00458585 -0.00110391 -0.0151463 0.000450103 0.00689167 0.000183974 0.000938433 0.00289401 -0.00131645 0.00559296 0.000540226 0.000422309 0.00874178
internal_weight=143896 84372.7 27187.5 20446.1 6741.39 57185.3 2268.83 54916.4 59522.9 10069.9 3933.52 6136.43 49453 48752 700.925
internal_count=600078 354766 122090 86340 35750 232676 9314 223362 245312 43878 18003 25875 201434 198549 2885

Tree=145
num_cat=0
split_feature=12 1 7 23 0 17 17 20 22 28 48 31 53 23 3
split_gain=46.9102 32.9136 36.6022 25.7187 78.9838 54.6506 30.9426 24.4025 18.9889 16.6635 14.3086 10.6256 9.77978 10.7231 8.66294
threshold=-0.29080538451671595 -0.0037464592605829235 -0.0037489895476028319 -0.0014371092547662554 -0.0024267609696835275 -0.10077226534485816 -0.72142368555068959 -0.031473683193325989 -0.19588811695575711 1.0000000180025095e-35 -0.70983687043189991 -0.91383564472198475 -0.053967500105500214 -0.0018377197557128964 -0.0051202028989791861
left_child=1 12 8 4 6 -6 -2 11 -3 -4 -9 -5 14 -14 -1
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leaf_weight=1523.819527938962 4882.5095628499985 1644.8683115839958 243.87872959673405 108.10764442384243 15979.517842940986 9816.3821176961064 50646.489570826292 9311.7369705885649 445.3899704515934 304.17157463729382 48126.624868929386 936.47196549922228 18.200356736779213 52.022219032049179 23.029065564274788
leaf_count=6656 20150 9671 1057 456 71395 42274 205601 40035 2143 1279 195889 3951 76 227 97
internal_value=-0.000259655 -0.00636213 -0.0104244 -7.39121e-05 -0.000752511 -0.00345021 0.000500701 0.000869731 -0.0139828 0.00314722 0.000707204 0.00980659 0.00026566 0.0218003 -0.000711951
internal_weight=144063 4255.38 2638.31 139808 81324.9 25795.9 55529 58482.9 2090.26 548.05 57438.4 1044.58 1617.07 70.2226 1546.85
internal_count=600957 21206 14150 579751 339420 113669 225751 240331 11814 2336 235924 4407 7056 303 6753

Tree=146
num_cat=0
split_feature=12 6 0 17 6 6 33 17 12 2 24 34 6 55 6
split_gain=41.7019 31.4782 172.886 82.9789 87.8936 76.2659 28.1166 26.8773 24.5063 23.0885 14.8463 14.724 15.0578 10.6728 8.43684
threshold=-0.29080538451671595 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 0.60849225521087658 -0.0032315314747393127 -0.38968080282211298 -0.72142368555068959 -0.28028306365013117 -0.0046504966448992482 -0.042809372767806046 1.3685106635093691 -0.0032315432326868172 0.23897348344326022 -1.0670051574707029
left_child=6 2 7 4 -3 -4 9 -2 -5 14 -11 13 -13 -8 -1
right_child=1 3 5 8 -6 -7 11 -9 -10 10 -12 12 -14 -15 -16
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leaf_weight=233.47705474495888 5108.5557230561972 679.88116110861301 5880.9329082891345 2478.9032163023949 428.26219913363457 7519.3871052712202 837.76193398237228 53970.280115514994 63729.766731753945 747.01878407597542 777.74744806438684 39.174673028290272 24.297613263130188 863.35394189506769 718.94273809343576
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internal_value=-0.000244466 -6.95954e-05 -0.000922822 0.000849063 -0.0151625 -0.00697322 -0.00600769 0.000449534 0.00111705 -0.0100619 -0.0145636 -0.000316314 -0.0282172 0.000724727 -0.0028548
internal_weight=144038 139796 72479.2 67316.8 1108.14 13400.3 4241.77 59078.8 66208.7 2477.19 1524.77 1764.59 63.4723 1701.12 952.42
internal_count=600957 579751 302369 277382 5003 62254 21206 240115 272379 13197 8786 8009 429 7580 4411

Tree=147
num_cat=0
split_feature=12 6 0 17 6 6 1 1 17 12 8 3 53 1 23
split_gain=37.0642 27.881 153.544 73.9355 80.5748 68.2087 27.6632 33.3616 23.7893 21.9259 20.9499 18.9997 8.51935 9.87328 8.17099
threshold=-0.29080538451671595 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 0.79751527309417736 -0.0032315314747393127 -0.0037464592605829235 -0.0036749573191627856 -0.72142368555068959 -0.28200684487819666 -0.0065470347180962554 -0.0063777260947972527 -0.053967500105500214 -0.0038918899372220035 -0.05013183876872062
left_child=6 2 8 4 -3 -4 12 11 -2 -5 -9 -8 14 -14 -1
right_child=1 3 5 9 -6 -7 7 10 -10 -11 -12 -13 13 -15 -16
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leaf_weight=8.1192592531442624 5110.3888403922319 801.43163040280342 5852.0273579731584 2011.9128167182207 299.88643838465214 7513.725410848856 311.25550864636898 1063.074162364006 53970.516334012151 64206.733857579529 544.43864163011312 695.0442866012454 63.056724667549133 7.2862143218517295 1536.8559845387936
leaf_count=35 21109 3469 29887 8456 1534 32367 1724 5450 219006 263923 2335 4641 272 31 6718
internal_value=-0.000230293 -6.56366e-05 -0.000868917 0.000798817 -0.0143626 -0.00657957 -0.00567194 -0.00942313 0.000422993 0.00105097 -0.00414932 -0.0178478 0.00039802 0.0204786 -0.000516252
internal_weight=143996 139767 72446.7 67320 1101.32 13365.8 4229.13 2613.81 59080.9 66218.6 1607.51 1006.3 1615.32 70.3429 1544.98
internal_count=600957 579751 302369 277382 5003 62254 21206 14150 240115 272379 7785 6365 7056 303 6753

Tree=148
num_cat=0
split_feature=12 48 11 6 0 17 6 6 25 21 21 12 33 14 48
split_gain=32.9434 25.2126 31.1197 24.6943 136.347 65.8663 74.0635 60.9754 23.8615 21.7733 21.1783 19.3938 13.3073 10.4951 7.98103
threshold=-0.29080538451671595 -0.70983687043189991 -0.62590417265892018 -0.0032315243734046812 -0.0022947916295379396 -0.93323016166687001 0.60849225521087658 -0.0032315314747393127 -1.3255993723869322 0.68607407808303844 -0.14488255232572553 -0.28028306365013117 -0.40207411348819727 -0.026575394906103608 1.5512264370918276
left_child=1 2 10 4 9 6 -5 -6 -4 -2 -1 -7 13 -3 -14
right_child=3 12 8 5 7 11 -8 -9 -10 -11 -12 -13 14 -15 -16
leaf_value=-0.0015806296350198078 0.00016711890555382654 0.055699133850855065 -0.027341663892743878 -0.0015895198911020777 -0.010737483397421262 0.0061031624043132067 -0.033205941656820386 -0.0026931767600274713 -0.010079530759021883 0.0059537439373996952 0.03780548365043164 0.00078950468058527771 0.0023946869586059225 -0.012271606040655112 -0.040104475124656494
leaf_weight=577.20190477371216 56725.254029303789 8.0933315902948362 353.66333090513945 678.83822134137154 5824.5220023915172 2484.1821163371205 415.95891027152538 7508.3684638738632 1315.9438136070967 2357.5538996905088 51.787449933588505 63743.796518780291 1549.5736339837313 344.67344155907631 15.535841554403303
leaf_count=2871 230401 33 2393 2901 29887 10405 2102 32367 7663 9714 224 261974 6457 1501 64
internal_value=-0.000216939 -0.00535508 -0.00952248 -6.19005e-05 -0.000818137 0.000751544 -0.0136019 -0.00620736 -0.0137361 0.00039802 0.0016622 0.000988818 -0.000360408 -0.0107122 0.00197282
internal_weight=143955 4216.47 2298.6 139738 72415.7 67322.8 1094.8 13332.9 1669.61 59082.8 628.989 66228 1917.88 352.767 1565.11
internal_count=600957 21206 13151 579751 302369 277382 5003 62254 10056 240115 3095 272379 8055 1534 6521

Tree=149
num_cat=0
split_feature=12 55 7 0 48 13 8 21 7 38 51 48 33 31 49
split_gain=29.28 22.5634 24.8606 23.274 22.5215 28.2359 23.1983 17.3725 17.2221 24.5787 15.8165 13.5 12.325 15.0544 8.03341
threshold=-0.29080538451671595 0.36563305556774145 -0.15514732152223584 -0.02560696471482515 -0.70983687043189991 -0.0039383406983688465 -0.020071133039891716 -0.15731734037399289 -0.0094247907400131208 1.0000000180025095e-35 -0.13451607525348661 -0.70983687043189991 -0.38968080282211298 0.50030201673507702 0.42030319571495062
left_child=4 8 10 -4 5 7 -7 -1 9 -2 -3 -10 13 -6 -14
right_child=1 2 3 -5 12 6 -8 -9 11 -11 -12 -13 14 -15 -16
leaf_value=-0.0041117780472595426 -0.00058864875582814247 0.0065932983783676237 0.0031221212316541375 -0.001774029171270433 -1.0195013266639042e-05 0.0019730073162557565 -0.018626160117057429 0.022686696655375548 0.003780458729514399 0.0052551243542043385 0.0001841621078540984 0.00093537406022346586 0.0014793276433415679 -0.01717691128558891 0.015298734332488521
leaf_weight=920.76735568791628 42426.109422266483 2228.8251045197248 3649.4456903189421 45707.236238747835 505.0420269370079 232.91034010052681 1040.4681049287319 92.682779937982559 7063.0017035081983 2662.6333938539028 3362.3629612624645 32610.337324693799 965.14793822169304 274.46481928229332 172.61721812188625
leaf_count=4438 177877 8940 14840 190810 2154 1324 6989 400 30242 10953 13584 132505 3973 1209 719
internal_value=-0.000204355 -5.83694e-05 -0.000989619 -0.00141201 -0.00505571 -0.00900973 -0.0148584 -0.00166098 0.000545322 -0.000243555 0.00273905 0.00144188 -0.000339551 -0.00605461 0.00357595
internal_weight=143914 139710 54947.9 49356.7 4204.1 2286.83 1273.38 1013.45 84762.1 45088.7 5591.19 39673.3 1917.27 779.507 1137.77
internal_count=600957 579751 228174 205650 21206 13151 8313 4838 351577 188830 22524 162747 8055 3363 4692

end of trees

feature_importances:
Column_6=210
Column_28=191
Column_7=177
Column_17=130
Column_8=119
Column_48=103
Column_9=88
Column_23=79
Column_1=70
Column_0=68
Column_21=67
Column_33=64
Column_34=62
Column_16=50
Column_12=47
Column_18=43
Column_25=37
Column_24=36
Column_13=34
Column_47=34
Column_26=30
Column_14=29
Column_31=29
Column_46=29
Column_11=28
Column_51=28
Column_55=28
Column_5=27
Column_29=26
Column_2=25
Column_20=25
Column_3=24
Column_45=24
Column_19=20
Column_22=20
Column_44=20
Column_4=18
Column_35=14
Column_37=14
Column_49=14
Column_50=14
Column_27=13
Column_53=10
Column_38=9
Column_15=5
Column_52=4
Column_32=3
Column_43=1
Column_54=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: 0.059]
[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=0.059 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=1552 1567 1572 1596 1575 1466 1569 1476 1569 1664 1484 1502 1497 1481 1484 1601 1505 1502 1492 1586 1578 1581 1496 1584 1594 1584 1483 1564 1486 1565 1576 1482 1500 1491 1661 1486 1493 1680 1595 1581 1681 1584 1650 1653 1656 1650 1658 1666 1673 1662 1672 1659 1681 1674 1667 1673 1678 1667 1669 1671 1670 1656 1562 1655 1663 1680 1571 1663 1658 1637 1657 1677 1653 1656 1566 1476 1665

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=0.0011323445187251078 0.00010713433532871696 9.3464487460724494e-05 0.042440643856971542 0.00070795376030318184 0.04076225176423115 5.1014959147805142e-05 8.2578951981749854e-05 9.4872679002553885e-05 0.00097329249705957889 0.0001321810491708665 0.0027720110466616528 -0.00082295210132428637 4.9354129171841309e-05 -0.00023056371828399769
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=9.95069e-05 0.000514121 0.0084303 9.79297e-05 0.000221074 0.00159176 0.000134029 9.54613e-05 0.000170688 0.000134144 0.00134037 0.000100297 9.24073e-05 0.000135095
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 6 49 21 27 0
split_gain=0.0977533 1.70399 7.80769 0.0452703 0.349179 10.5468 0.12428 0.0335426 0.290544 0.0238811 0.022069 0.0277479 0.0154777 0.0149227
threshold=-0.17180078476667401 -0.8243863284587859 0.20203109085559848 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -0.037053914740681641 6.0551392380148179e-05 -1.6757296919822691 0.29690591990947729 0.16744337230920794 0.022381779737770561
left_child=1 2 -1 7 6 -6 -5 8 -2 -4 11 -3 -12 -9
right_child=3 10 9 4 5 -7 -8 13 -10 -11 12 -13 -14 -15
leaf_value=0.039894674079398444 3.8641870381246807e-06 0.00022812589323554052 0.00012378270073725919 -2.0472771340044875e-05 0.038260330286450109 -4.894414642147132e-05 0.00083471038895554356 -7.5879390436335121e-06 0.00081891903785591381 -0.002187944835212658 2.7433136039027675e-05 0.0029431547946645875 -0.00087134715322526566 -4.9136998470709512e-05
leaf_weight=21 20749 38 60 10190 26 661 628 519623 1643 21 1998 20 69 31940
leaf_count=21 20749 38 60 10190 26 661 628 519623 1643 21 1998 20 69 31940
internal_value=-3.31325e-06 0.000386838 0.00783596 -4.79733e-06 0.000111082 0.0014009 2.91718e-05 -7.12014e-06 6.36684e-05 -0.000475554 2.92802e-05 0.00116434 -2.56969e-06 -9.99397e-06
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 81 2125 58 2067 551563
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 81 2125 58 2067 551563

Tree=2
num_cat=0
split_feature=45 17 24 23 49 2 47 31 23 24 49 17 31 13
split_gain=0.0865587 1.50885 7.4858 0.0361564 0.210498 8.10538 0.0658799 0.0319264 2.84633 0.0276562 0.0195417 0.0252991 0.0147102 0.0132394
threshold=-0.17180078476667401 -0.8243863284587859 0.96566614508628856 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 0.24980354309082034 -1.6757296919822691 0.18783452361822131 -1.2844281196594236 0.25719563663005834
left_child=1 2 9 4 5 -2 -6 13 -9 -1 11 -3 -12 -5
right_child=3 10 -4 7 6 -7 -8 8 -10 -11 12 -13 -14 -15
leaf_value=-0.0014304626017692498 1.7822507072936608e-05 9.6749595819606575e-05 0.038764556173436472 -6.589626724075515e-06 0.00044654226771599062 0.020668366644955527 -1.0940243584422013e-05 0.0095769211197444092 -3.3140620286641262e-05 0.001020592678153083 0.00035168844671799426 0.0026157071608100997 -7.2377707037640961e-05 -3.9494125055091972e-05
leaf_weight=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
leaf_count=59 2449 35 21 504308 1148 68 24071 109 6817 22 341 23 1726 46490
internal_value=-3.11777e-06 0.000364015 0.00737364 -4.51429e-06 6.12339e-05 0.000575724 9.88492e-06 -7.78399e-06 0.000118101 -0.000764744 2.75526e-05 0.00109565 -2.41808e-06 -9.36692e-06
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 81 2125 58 2067 550798

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 18 21 46 4 13
split_gain=0.0386327 0.304126 13.6015 0.103037 2.40915 0.0336386 0.228053 3.37521 0.205918 0.0143115 0.0179835 0.0124826 0.00784329 0.00289118
threshold=2.0211037397384648 -1.0894942879676817 -1.1032025814056394 0.50690898299217235 -1.256108224391937 -0.25902542471885676 -0.27063107490539545 0.00031758204568177467 0.12199990078806879 0.012097868602722885 5.3197524547576913 0.075994964689016356 -0.25643424689769739 0.11671986430883409
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=-2.2261975361767998e-06 -5.567412380288006e-05 -0.0010935106353641686 0.045928819385854497 0.01652765726799953 -2.4257121036258624e-05 -4.7746253508299481e-06 -1.0985302497322378e-05 0.0089645790562203204 0.0009064648810273142 -3.9990304296970232e-05 -0.00048000899789748993 -0.0013702741650133529 -2.5656579529043077e-05 -1.7224203513206856e-05
leaf_weight=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
leaf_count=48237 763 24 23 32 705 407775 2052 157 884 39371 326 26 10080 77232
internal_value=-2.93382e-06 0.000103422 0.00120475 2.09318e-05 0.000694415 -5.08537e-06 4.04993e-05 0.000626934 1.41269e-05 -9.54476e-06 -4.36038e-05 -9.89943e-05 -2.8193e-05 -6.75708e-06
internal_weight=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007
internal_count=587687 11653 812 10841 737 576034 51330 2209 49121 524704 39697 789 10104 485007

Tree=4
num_cat=0
split_feature=45 24 5 55 34 24 33 0 55 27 26 31 0 33
split_gain=0.074381 0.597435 9.70493 0.034275 0.306056 9.28353 0.0959964 0.025506 0.285979 0.0249412 0.0520262 0.0168555 0.0116902 0.0111228
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 -0.034956371411681168 -1.3123381733894346 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=0.00037742329833222605 0.00077469081456676872 0.04249227908891335 -0.00015155594945568396 -2.3542650438284338e-05 0.035885850738160883 -5.5920309890476378e-05 0.00072805620423512234 -6.6093313732827368e-06 -6.1771110669343492e-06 0.00019409300149512805 -0.0032899852328002453 -8.9701235305993048e-05 -4.5974667782112068e-05 0.0010870098299752239
leaf_weight=326 1773 20 256 10190 26 661 628 523917 20619 37 25 1535 27646 28
leaf_count=326 1773 20 256 10190 26 661 628 523917 20619 37 25 1535 27646 28
internal_value=-2.76073e-06 0.000337568 0.00276804 -4.05529e-06 9.67743e-05 0.00130432 2.00887e-05 -6.07643e-06 5.56521e-05 -4.66561e-05 -0.00121078 -7.87286e-06 -8.58244e-06 -2.94438e-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=0.133036 23.5624 42.7714 2.5243 7.69589 0.0421463 0.357431 10.9992 0.163832 0.0275897 4.38468 0.0248656 0.0179707
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=5.1648632873979714e-05 -5.2771380979335285e-05 0.042155316196496276 0.10755824228139389 -2.981822059346967e-05 -0.00019474016313415633 -1.6995441375708838e-05 0.038303742068885045 -0.00029922640954232013 0.0010464274076366564 -4.4454009889798878e-05 0.013355125860238506 -6.9190980021297618e-06 -0.00026458231538940504
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=3.59753e-06 0.000201239 0.0383797 1.6371e-05 0.0105268 -3.89409e-07 0.000113365 0.00156866 3.64727e-05 -2.62821e-06 0.000110122 -4.13592e-06 -5.5919e-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=0.140657 1.28817 10.2509 0.487185 9.23392 0.0790089 2.89277 62.3683 0.0319031 0.194591 0.0323928 0.0283611 0.0107797 0.00403483
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=0.03561535067234297 0.00056662073522983534 0.041132648897984514 3.6348915186551978e-06 1.4160536565168463e-05 -0.00052338344449426256 -1.6490036920496967e-05 0.10663852751269878 -8.5151389118082846e-05 -7.5783114454549506e-06 8.4150838908016099e-06 0.00012378413358468424 -0.00086643595650004067 0.0011791364857983294 -0.00027378682900851986
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=3.38528e-06 0.000269314 0.0041739 0.00010149 0.00255086 2.52399e-07 0.000146556 0.00492535 -2.98397e-06 6.22639e-05 -5.97903e-06 -4.03939e-06 0.000149397 -2.10661e-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 18 55 46 26 21 16 52 29 34
split_gain=0.108531 20.7431 44.0094 3.47955 6.54097 0.0361924 0.325244 2.40957 0.0265478 0.0227733 0.666062 0.0284213 0.0123777
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.08623185753822328 2.0211037397384648 0.014997302554547788 -1.0894942879676817 1.6111459732055666 -0.53503435850143422 1.1707907915115359 2.2350320816040044 1.468370318412781
left_child=5 2 -2 4 -3 9 12 -8 -5 10 -1 -11 -7
right_child=1 3 -4 8 -6 6 7 -9 -10 11 -12 -13 -14
leaf_value=-1.1169642193662061e-05 0.10617589456095301 -0.00034999010409223451 -0.0029813808387141559 -3.2145736880731555e-05 0.041732441568278586 -1.2679677275053892e-05 0.009658009677459202 0.00028555712585850854 -0.0003221850128143151 -3.7563164007151069e-06 0.0021313502945809731 -0.00031984510301716421 -0.0003736667053697969
leaf_weight=12706 20 36 36 10279 20 9179 102 1495 1230 550735 526 992 343
leaf_count=12706 20 36 36 10279 20 9179 102 1495 1230 550735 526 992 343
internal_value=3.18555e-06 0.000181699 0.0360034 8.24346e-06 0.0146794 -4.15538e-07 0.000104998 0.000884173 -6.31431e-05 -2.49019e-06 7.40001e-05 -4.32464e-06 -2.56831e-05
internal_weight=587699 11621 56 11565 56 576078 11119 1597 11509 564959 13232 551727 9522
internal_count=587699 11621 56 11565 56 576078 11119 1597 11509 564959 13232 551727 9522

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 3 2 0 23 45
split_gain=0.125107 1.14158 12.8748 0.42851 7.95273 0.0976979 1.98491 63.0964 0.305655 0.03708 0.0247493 0.0205552 0.335143 0.00882254
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 -0.040705464780330651 0.16301129013299945 -0.034956371411681168 -0.036138864234089844 0.16386169940233233
left_child=1 2 -1 4 -3 11 8 -8 -7 -4 -5 12 -2 -13
right_child=5 3 9 10 -6 6 7 -9 -10 -11 -12 13 -14 -15
leaf_value=0.043487223197433963 -1.7875870107052104e-05 -0.0005363549121600226 -0.0023481037700143845 1.3840372197568599e-05 0.03726567310329873 0.00069628712725326107 0.10648597190944493 -0.00036372523886378765 -4.3043792054876365e-05 0.00013502962981201834 -0.00080877412203341143 -7.1591042809688126e-06 0.00092194332461600155 0.00013233123553943896
leaf_weight=26 16468 250 23 6160 21 2172 20 505 18750 233 130 539922 1436 1583
leaf_count=26 16468 250 23 6160 21 2172 20 505 18750 233 130 539922 1436 1583
internal_value=2.9976e-06 0.000253797 0.00392952 9.58096e-05 0.00239295 4.29641e-08 0.000123621 0.00370674 3.37092e-05 -8.80644e-05 -3.1612e-06 -4.69486e-06 5.75028e-05 -6.75133e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 256 6290 559409 17904 541505
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 256 6290 559409 17904 541505

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 17 31 23 23 17 24 49 33
split_gain=0.11078 0.550449 16.4732 39.0144 0.087097 13.603 50.7351 0.0407475 0.0273603 1.84614 0.0269921 0.0265258 0.0874066 0.0187951 0.00675514
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 -0.80106624960899342 2.102653026580811 -0.0097320508211851103 -0.030672303400933739 -0.8243863284587859 1.4374936223030093 -0.602250576019287 0.18418574333190921
left_child=1 11 3 -3 8 6 -6 -4 10 -10 -2 12 -1 -13 -7
right_child=4 2 7 -5 5 14 -8 -9 9 -11 -12 13 -14 -15 -16
leaf_value=-0.00029685177559241358 5.5611971710264194e-05 0.098852673950546879 -0.0012886533532717255 -0.00018488743960037808 0.10588500792178972 -3.3278714049222489e-05 -0.00017982337457314229 -1.0486964840482418e-05 0.0067000218751011083 -3.3725356608473402e-05 -6.9774802888649242e-06 0.00031641862753457189 -0.0043973998783156274 -4.9617991190880352e-05 -0.00019045157718151413
leaf_weight=190 25099 20 93 45 20 7810 73 1307 145 6280 540345 546 20 4622 1084
leaf_count=190 25099 20 93 45 20 7810 73 1307 145 6280 540345 546 20 4622 1084
internal_value=2.82074e-06 0.000238823 0.00125268 0.0302882 4.04283e-08 0.000182287 0.0226298 -9.53937e-05 -2.82361e-06 0.000118242 -4.19925e-06 -3.73595e-05 -0.00068738 -1.09462e-05 -5.24349e-05
internal_weight=587699 6843 1465 65 580856 8987 93 1400 571869 6425 565444 5378 210 5168 8894
internal_count=587699 6843 1465 65 580856 8987 93 1400 571869 6425 565444 5378 210 5168 8894

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 55 45 21 27 4
split_gain=0.0952166 20.4532 40.5346 1.14659 8.39429 0.0220903 0.221605 5.61771 0.113063 0.0232216 0.0201458 0.019105 0.00880339
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Tree=72
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Tree=76
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Column_49=82
Column_7=79
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Column_15=55
Column_16=55
Column_21=52
Column_4=40
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Column_14=35
Column_19=35
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Column_33=31
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Column_1=5
Column_12=5
Column_11=4
Column_48=3
Column_50=2
Column_10=1
Column_22=1
Column_52=1

[objective: regression]
[metric: rmse]
[data: ]
[valid: ]
[seed: 42]

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.059 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