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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 1928 1924 1917 1932 1930 1934 1934 1919 1936 1940 1925 1931 1932 1932 1926 1924 1935 1943 1930 1925 1938 1928 1928 1933 1946 1934 1922 1936 1936 1916 1923 1926 1924 1941 1929 1927 1939 1925 1919 1935 1916 1920 1929 1926 1938 1949 1924 1954 1925 1934 1926 1934 1940 1929 1925 1935 1931 1927 1930 1929 1949 1925 1917 1941 1931 1932 1922 1932 1927 1826 1827 1912 1930 1940 1930 1930 1934 1924 1927 1921 1917 1922 1912 1802 1936 1919 1934 1939 1918 1947 1911 1920 1913 1915 1934 1946 1927 1945 1953 1919 1924 1917 1927 1913 1937 1940 1947 1933 1945 1937 1837 1923 1804 1925 1930 1925 1928 1928 1926 1902 1916 1925 1811 1941 1928 1919 1924 1935 1936 1933 1937 1952 1937 1932 1825 1906 1908 1925 1909 1941 1720 1709 1710 1816 1935 1941 1938 1934 1956

Tree=0
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Tree=1
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shrinkage=0.046

Tree=2
num_cat=0
split_feature=48 28 18 48 28 6 38 17 7 6 6 21 28 28 12
split_gain=3934.73 1439.67 910.439 628.393 460.629 488.924 410.859 366.639 342.877 184.101 143.611 118.467 112.466 61.3739 15.8821
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internal_value=2.67733e-05 0.00304368 -0.019313 0.000423628 -0.0147753 -0.0199471 0.0124627 0.00269423 -0.00563995 -0.0413604 -0.0452783 0.0276499 -0.002974 0.0103319 -0.011109
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internal_count=587687 507936 79751 397662 66033 45959 110274 289249 108413 13718 12159 13523 20074 96751 1559

Tree=3
num_cat=0
split_feature=28 18 28 47 17 38 18 28 21 28 7 7 55 6 4
split_gain=2315.02 1824.65 1317.93 717.331 593.044 497.837 224.264 133.136 93.453 126.889 84.2199 80.1456 73.1495 54.391 20.0638
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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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leaf_count=8872 2958 98037 4994 171100 145011 8363 1408 37282 1090 1179 6930 62885 4602 3601 29375
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Tree=4
num_cat=0
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Tree=5
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Tree=6
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Tree=7
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split_gain=38.8483 32.5746 77.2957 64.5652 22.2018 20.8806 20.6679 17.3618 14.0449 9.62845 9.46697 7.20873 6.67236
threshold=-2.5940562486648555 -0.0014371092547662554 -0.0014412749442271886 -0.0032315300777554508 -0.0037716437363997097 0.93058893084526073 -0.00095544932992197562 1.0000000180025095e-35 -0.84910756349563588 -0.026700210757553574 3.7556935548782353 0.3187911063432694 -0.0045129803474992505
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 4 -4 -2 6 -3 -7 10 -10 12 -11 -1
right_child=1 5 3 -5 -6 7 -8 -9 9 11 -12 -13 -14
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leaf_weight=128.23015600442886 43748.977171212435 1641.2848076745868 10119.617264397442 14089.954801760614 15904.379087530077 14458.163368754089 42849.150046557188 611.05747625231743 3.6429678946733466 284.67189732939005 3.3372439518570891 75.937813736498356 3.8332955390214911
leaf_count=1124 178445 6684 48822 59419 64728 59255 176576 2473 16 2013 22 480 21
internal_value=-0.000373725 -0.000329117 -0.000913341 -0.00310551 -2.3676e-05 0.000493499 0.000994762 -0.000986432 -0.013178 -0.00847589 -0.0258275 -0.00922758 -0.027761
internal_weight=143922 143423 83862.9 24209.6 59653.4 59559.7 44490.4 15069.2 499.653 364.253 135.401 360.61 132.063
internal_count=600078 596402 351414 108241 243173 244988 183260 61728 3676 2509 1167 2493 1145

Tree=142
num_cat=0
split_feature=48 22 7 7 16 5 0 26 25 0 17 51 17
split_gain=35.7085 29.2154 42.7482 42.1897 22.8052 22.2439 21.5275 16.3432 13.2381 8.65618 8.65163 7.22507 6.63285
threshold=-2.5940562486648555 -0.55687132477760304 -0.0074352615047246209 -0.078755598515272127 0.0011150506907142701 1.3301177024841311 -0.040125846862792962 -1.0173467993736265 -0.84910756349563588 -0.026700210757553574 3.7556935548782353 -0.19827969372272489 0.3187911063432694
left_child=8 2 3 -2 -4 6 -3 -7 10 -10 11 -1 -11
right_child=1 5 4 -5 -6 7 -8 -9 9 12 -12 -13 -14
leaf_value=-0.031028356388823859 0.00037858972533504184 0.0062069223083392744 0.0038761901757287751 -0.0024076905201630486 2.4892460429861499e-05 0.0051601952355116217 0.00075161064994126812 -0.0033986495711300405 0.061821265481049194 -0.012098089128084343 0.046987990875798545 0.0023367377286327099 0.0032043661986455299
leaf_weight=113.95503756776452 16204.571332231164 1590.2869330346584 3566.8114496469498 39603.072662018239 37023.348440952599 533.89919013530016 40803.359105058014 4077.7300050035119 3.7050013095140448 282.59505689889193 3.432087577879428 15.61508949100971 76.071060344576836
leaf_count=1041 65227 6417 14572 172206 151780 2178 167322 16700 16 2013 22 104 480
internal_value=-0.000356631 -0.000314042 -0.000772526 -0.00159865 0.000363321 0.000626212 0.000956252 -0.00240777 -0.0126857 -0.00812993 -0.0250979 -0.0270074 -0.00885252
internal_weight=143898 143403 96397.8 55807.6 40590.2 47005.3 42393.6 4611.63 495.373 362.371 133.002 129.57 358.666
internal_count=600078 596402 403785 237433 166352 192617 173739 18878 3676 2509 1167 1145 2493

Tree=143
num_cat=0
split_feature=48 23 23 6 28 6 48 29 25 17 0 51 14
split_gain=32.815 29.8224 68.8156 58.7101 21.8812 20.0335 32.3242 30.7626 12.4703 7.91978 7.80023 6.84025 6.63007
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left_child=8 2 4 -4 -2 6 -3 -7 9 11 -10 -1 -12
right_child=1 5 3 -5 -6 7 -8 -9 10 -11 12 -13 -14
leaf_value=-0.030262021160451191 2.5791469637839039e-05 0.004398884592803993 -0.0056062993989328203 -0.0010099005336951204 -0.017082512205657117 -0.011208197980786405 0.00058041520494304477 -0.00030394187777995702 0.058134652732512782 0.043681285418676309 -0.011477508760815991 0.0022262468304722004 0.0046750284965671523
leaf_weight=111.5235341116786 59490.710139557719 5534.4611561447382 10094.812435287982 14084.300987012684 158.60941027104855 560.99302222579718 30779.925667688251 22681.854592949152 3.7574109584093085 3.5198985114693633 290.83091136813164 15.635642014443873 65.968386925756931
leaf_count=1041 242485 23220 48822 59419 688 2732 124859 94177 16 22 2116 104 377
internal_value=-0.000340305 -0.000299643 -0.000858818 -0.0029289 -1.97e-05 0.000487412 0.00116237 -0.000567129 -0.0122091 -0.0243831 -0.00779676 -0.0262672 -0.00849108
internal_weight=143877 143386 83828.4 24179.1 59649.3 59557.2 36314.4 23242.8 491.236 130.679 360.557 127.159 356.799
internal_count=600078 596402 351414 108241 243173 244988 148079 96909 3676 1167 2509 1145 2493

Tree=144
num_cat=0
split_feature=48 23 0 6 21 5 6 52 25 28 35 14 17 51
split_gain=30.151 27.1485 64.2746 165.368 37.985 19.161 18.9681 15.8302 11.7361 7.32652 9.49147 7.47456 7.25959 6.47197
threshold=-2.5940562486648555 -0.0014371092547662554 -0.0022947916295379396 -0.0032315332209691401 0.5278470814228059 0.93058893084526073 1.2230692505836489 0.95987591147422802 -0.84910756349563588 -0.0086508882232010347 -0.46430997550487513 0.027551462873816494 3.7556935548782353 -0.19827969372272489
left_child=8 2 4 -4 -2 6 -3 -7 12 10 -10 -11 13 -1
right_child=1 5 3 -5 -6 7 -8 -9 9 11 -12 -13 -14 -15
leaf_value=-0.029504823922690881 -0.0001909308915804732 0.0013744158159789497 -0.010090543936887181 -0.00091184501895462172 0.005883986813167652 -0.0067928372857403892 -0.0011562083908722212 -0.00057215424211603627 -0.014527055145110325 -0.013081319011760038 0.03470027136740856 0.0043440894125797037 0.040707520440893014 0.0021211187081902317
leaf_weight=109.17929003015161 54898.508359104395 36943.852620124817 5148.3659064397216 21491.725365951657 2267.9157198518515 922.03649862110615 7547.8192256763577 14145.790747866035 14.838117524981497 260.01319443807006 18.773676574230194 65.13628838956356 3.601280726492404 15.655223824083803
leaf_count=1041 223100 151465 27756 91261 9297 3745 31795 57983 65 1986 85 373 22 104
internal_value=-0.000324746 -0.000285924 -0.000819559 -0.00268569 5.00742e-05 0.000464956 0.000945106 -0.000952813 -0.0117488 -0.00747701 0.0129686 -0.00959054 -0.0236812 -0.0255387
internal_weight=143853 143366 83806.5 26640.1 57166.4 59559.5 44491.7 15067.8 487.197 358.761 33.6118 325.149 128.436 124.835
internal_count=600078 596402 351414 119017 232397 244988 183260 61728 3676 2509 150 2359 1167 1145

Tree=145
num_cat=0
split_feature=34 7 9 47 45 28 17 44 13 20 48 9 12 8 9
split_gain=25.264 47.1519 33.8377 23.479 21.1238 30.8812 73.086 26.7071 20.1776 19.4836 14.7676 13.688 10.0216 8.3245 7.49862
threshold=1.3778149485588076 0.0099725075997412222 0.011446484364569189 0.76627792418003093 -0.00089026900241151441 0.0044669276103377351 -0.93323016166687001 3.8360519409179692 -1.3620675802230833 -0.029060435481369492 -1.8403685092926023 -0.034065874293446534 -0.26143889129161829 -0.0077884783968329421 0.035935441032052047
left_child=4 2 3 -2 8 7 -7 -6 11 -10 -4 -1 14 -14 -3
right_child=1 12 10 -5 5 6 -8 -9 9 -11 -12 -13 13 -15 -16
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leaf_weight=830.90989175438881 1388.7920683547854 140.51626625657082 33.964671015739441 166.55330884456635 38207.478024251759 752.16887672245502 31936.688260473311 1822.7129258364439 9156.5126590356231 54432.561999484897 1619.022208109498 699.51933187246323 262.90965428948402 2534.3007659465075 53.310162335634232
leaf_count=3340 8414 590 184 715 162707 3474 130823 7500 38215 223627 6931 2840 1060 10321 216
internal_value=-0.000292577 -0.00316522 -0.00703873 -0.0119089 -0.000163378 -0.000702255 0.000346743 -0.00155887 0.000438387 0.000312769 -0.00245629 0.0056578 0.000989693 0.000288788 0.0111048
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internal_count=600957 28431 16244 9129 572526 304504 134297 170207 268022 261842 7115 6180 12187 11381 806

Tree=146
num_cat=0
split_feature=6 0 23 6 6 23 7 21 6 52 6 12 12 6 55
split_gain=25.8246 124.227 72.6462 72.1817 71.2961 38.9908 38.4877 33.5891 40.915 25.6582 24.4963 30.0987 27.106 22.9479 16.7038
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left_child=1 7 3 13 5 -3 -6 14 -9 -5 12 -12 -4 -2 -1
right_child=2 4 10 9 6 -7 -8 8 -10 -11 11 -13 -14 -15 -16
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leaf_weight=31779.816297098994 335.12886245548725 6536.8201609775424 3332.683692753315 192.9696187376976 2252.8608193621039 328.84239677339792 5582.8637905865908 1728.964753985405 650.55344580113888 9.124673977494238 486.38252285122871 24561.140139952302 39588.391362473369 293.37605394423008 26357.65588003397
leaf_count=129101 1405 35739 13762 973 9877 1468 24040 7109 2673 40 2527 102280 161467 1350 107146
internal_value=-0.000279196 -0.000868306 0.00036488 -0.0131568 -0.00466114 -0.00808338 -0.00166258 5.30869e-05 0.00540984 -0.0370709 0.000530119 -0.000613041 0.00119723 -0.00546731 -0.000166161
internal_weight=144018 75218.4 68799.2 830.599 14701.4 6865.66 7835.72 60517 2379.52 202.094 67968.6 25047.5 42921.1 628.505 58137.5
internal_count=600957 317153 283804 3768 71124 37207 33917 246029 9782 1013 280036 104807 175229 2755 236247

Tree=147
num_cat=0
split_feature=6 0 23 6 6 16 17 17 6 52 6 12 12 6 0
split_gain=23.5127 113.348 66.5216 67.4894 66.1526 44.5831 44.4261 25.8275 64.8887 23.7859 22.2922 27.5517 24.6438 21.0176 14.8275
threshold=-0.0032315243734046812 -0.0022947916295379396 -0.027622920460999009 0.86733657121658336 -0.0032315354328602548 -0.023022626526653763 0.50155615806579601 -0.93323016166687001 -0.46419106423854822 0.27186858654022222 0.67479363083839428 -0.29474903643131251 -0.27278031408786768 0.32716099917888647 -0.042959121987223618
left_child=1 7 3 13 6 -6 -3 8 -1 -5 12 -12 -4 -2 -9
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leaf_weight=346.86064448952675 335.31388273835182 3989.859471783042 3335.0545224249363 189.4413560628891 3367.592361100018 6661.6833184808493 652.85609439015388 4990.441883534193 275.46805918216705 9.2179833352565748 483.91921052336693 24559.632998660207 39592.05560708046 291.84819866716862 54903.231849804521
leaf_count=1520 1405 23092 13762 973 15100 29276 3656 20210 1159 40 2527 102280 161467 1350 223140
internal_value=-0.000266491 -0.000828781 0.000348037 -0.0126289 -0.00445606 -0.00235451 -0.00899584 5.06454e-05 0.0093734 -0.0359941 0.000505703 -0.000584961 0.00114199 -0.00522783 -4.62233e-05
internal_weight=143984 75188 68796.5 825.821 14672 10029.3 4642.72 60516 622.329 198.659 67970.7 25043.6 42927.1 627.162 59893.7
internal_count=600957 317153 283804 3768 71124 44376 26748 246029 2679 1013 280036 104807 175229 2755 243350

Tree=148
num_cat=0
split_feature=55 8 0 25 16 7 24 8 8 51 15 17 46 6 7
split_gain=23.5522 29.475 30.3392 31.1863 23.0786 45.5724 19.6559 19.251 28.894 18.6349 15.3508 15.0311 14.8367 14.6632 11.0874
threshold=0.36563305556774145 -0.12389326468110083 -0.02560696471482515 -0.98611101508140553 -0.073294002562761293 -0.022277201525866982 -2.8673740625381465 -0.029487061314284798 -0.010062559507787226 -0.13451607525348661 -0.79809185862541188 0.22375283390283587 0.011538150254637005 2.371862649917603 -0.035715911537408822
left_child=4 9 6 -4 5 10 -3 14 -9 13 -1 -7 -11 -2 -6
right_child=1 2 3 -5 7 11 -8 8 -10 12 -12 -13 -14 -15 -16
leaf_value=0.0034323480563283309 0.0042719782852963248 0.022566527752678527 -0.0043722335104138246 -0.0011516614053482235 0.0012964099243293233 0.0040545519641434812 0.0021032475761820803 -0.0015292573065519603 0.00084531941411362206 -0.0023969192347254556 -0.0023615215257206004 0.015508166502802017 0.0036236154904174811 0.026996964620271999 0.0041641121617910885
leaf_weight=1034.1155037730932 2725.7232079654932 102.18072888255119 7600.7520275600255 39046.767470560968 9695.668172031641 1233.7961310967803 3553.6514748334885 14737.62056607753 41031.262222237885 2370.7468162029982 15049.77915494144 301.74559745937586 1364.7147988379002 61.435378536581993 4042.2286549583077
leaf_count=4189 10937 416 32943 163799 39273 5363 14447 65952 168632 9592 61723 1291 5497 248 16655
internal_value=-0.000254359 -0.000982919 -0.00136016 -0.00167642 0.000220827 -0.00126615 0.0026752 0.000597766 0.000217808 0.00192645 -0.001989 0.00630527 -0.000197375 0.00477289 0.0021402
internal_weight=143952 56826 50303.4 46647.5 87126.2 17619.4 3655.83 69506.8 55768.9 6522.62 16083.9 1535.54 3735.46 2787.16 13737.9
internal_count=600957 237879 211605 196742 363078 72566 14863 290512 234584 26274 65912 6654 15089 11185 55928

Tree=149
num_cat=0
split_feature=13 12 48 38 55 23 9 8 28 2 18 28 14 35 9
split_gain=22.331 44.01 40.6569 31.4707 32.891 29.7198 38.9339 24.5638 23.6238 23.8994 20.2801 19.6056 19.279 18.984 16.5915
threshold=-0.0039383406983688465 -0.29080538451671595 -0.70983687043189991 1.0000000180025095e-35 -0.27334730327129358 -0.0014371092547662554 0.013295131269842388 -0.020071133039891716 0.005382420029491187 -0.021774648688733574 -0.018289570696651932 0.0011342806392349305 -0.023009289056062695 -1.4901149272918699 -0.57013636827468861
left_child=3 2 7 8 10 6 -3 -2 13 -10 -5 -4 -6 -1 -7
right_child=1 5 11 4 12 14 -8 -9 9 -11 -12 -13 -14 -15 -16
leaf_value=-0.0025716734040546075 0.0010076458212493168 -0.0032396156205225959 -0.0075998843370623454 0.013344158330513027 -0.0038190094300764011 0.0066841454651785561 0.00015500511293414505 -0.015503906535753785 -0.0023931671112298056 0.0035905955958092386 0.0039908539501668392 0.0052351142270387991 0.0051195468463502269 7.6019241828067247e-05 3.5739391884064815e-05
leaf_weight=6490.1730577349663 232.99999480694532 16139.913625016809 438.53531782329082 960.93747761845589 1122.2706855088472 808.94455507397652 12834.279056333005 1048.8907526172698 1780.0084141641855 6838.6741062551737 1001.9929316490889 591.48933498561382 936.77273291349411 48934.681985341012 43780.13493514061
leaf_count=26814 1324 72240 1899 3935 4639 3251 52630 6989 7210 27760 4120 2504 3883 201591 180168
internal_value=-0.000242693 -0.000785361 -0.00703461 0.00036224 0.00430923 -0.000588962 -0.00173595 -0.0125027 0.000114366 0.00235477 0.00856969 -0.000229415 0.000247634 -0.000234022 0.000156356
internal_weight=143941 75875.2 2311.92 68065.5 4021.97 73563.3 28974.2 1281.89 64043.5 8618.68 1962.93 1030.02 2059.04 55424.9 44589.1
internal_count=600957 321005 12716 279952 16577 308289 124870 8313 263375 34970 8055 4403 8522 228405 183419

end of trees

feature_importances:
Column_6=231
Column_7=216
Column_28=179
Column_48=135
Column_23=111
Column_17=106
Column_8=101
Column_9=87
Column_0=82
Column_34=82
Column_21=77
Column_1=65
Column_16=62
Column_18=51
Column_26=48
Column_47=41
Column_12=40
Column_55=35
Column_14=33
Column_33=28
Column_25=27
Column_5=26
Column_13=25
Column_19=24
Column_45=23
Column_35=22
Column_20=19
Column_22=19
Column_50=19
Column_11=18
Column_38=18
Column_24=17
Column_44=17
Column_46=17
Column_3=15
Column_4=14
Column_29=14
Column_2=13
Column_49=13
Column_51=12
Column_15=10
Column_37=10
Column_27=9
Column_31=9
Column_53=6
Column_43=5
Column_52=4
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: 0.046]
[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=0.046 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=1555 1562 1573 1596 1576 1468 1570 1469 1572 1663 1481 1476 1494 1478 1482 1567 1509 1597 1592 1574 1589 1655 1669 1665 1669 1669 1679 1679 1672 1675 1670 1690 1675 1681 1681 1696 1662 1578 1660 1667 1569 1649 1666 1667 1684 1643 1676 1497 1485 1574 1664 1487 1578 1680 1577 1481 1572 1658 1574 1575 1563 1558 1486 1566 1464 1572 1559 1560 1460 1566 1572 1562 1586 1583 1566 1554 1571 1557 1556 1362 1561 1366 1478 1564 1459

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=0.00090554593420044921 0.00010622952002699204 9.5571672536692823e-05 0.033112016604697668 0.00057466500390538841 0.031803439718832281 6.2475430123230274e-05 8.7084644875119377e-05 9.6669584586254721e-05 0.00078153927324088439 0.00012575746641239676 0.0021839300068289421 -0.00061892261702450207 6.1180545735190674e-05 -0.00015706048787444651
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=0.000100283 0.000423541 0.00659548 9.90531e-05 0.000195064 0.00126373 0.000127198 9.71285e-05 0.00015578 0.000127288 0.00106774 0.000100899 9.47474e-05 0.000128029
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 6 0
split_gain=0.100473 1.7514 7.79474 0.0465297 0.358893 10.8403 0.124685 0.0344758 0.298627 0.022683 0.0280032 0.0159083 0.0155731 0.0153229
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 6.0551392380148179e-05 0.022381779737770561
left_child=1 2 -1 7 6 -6 -5 8 -2 10 -3 -11 -4 -9
right_child=3 9 12 4 5 -7 -8 13 -10 11 -12 -13 -14 -15
leaf_value=0.03116798932196772 3.054373465598999e-06 0.00018705163820030929 9.635062921685555e-05 -1.5710643004539696e-05 0.030242193402292637 -3.8687024713032135e-05 0.00065212810406425491 -5.9986772711621256e-06 0.00064729986819487108 2.1684021803323234e-05 0.0023135702586267143 -0.00068874078957984841 -0.00135911899973594 -3.8824373703253827e-05
leaf_weight=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 69 21 31940
leaf_count=21 20749 38 60 10190 26 661 628 519623 1643 1998 20 69 21 31940
internal_value=-2.6189e-06 0.000305769 0.0061938 -3.79196e-06 8.78027e-05 0.00110731 2.30583e-05 -5.62799e-06 5.03255e-05 2.3144e-05 0.000920334 -2.03118e-06 -0.000280993 -7.89955e-06
internal_weight=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 81 551563
internal_count=587687 2227 102 585460 11505 687 10818 573955 22392 2125 58 2067 81 551563

Tree=2
num_cat=0
split_feature=45 17 6 23 49 2 47 31 23 49 17 31 33 13
split_gain=0.091442 1.59398 7.61346 0.0378262 0.210583 8.10661 0.0659118 0.0320851 2.85184 0.0206441 0.0258227 0.0147411 0.0138397 0.0135411
threshold=-0.17180078476667401 -0.8243863284587859 0.028463713824748996 -0.030672303400933739 -1.3179033398628233 0.00031758204568177467 -1.256108224391937 2.102653026580811 -0.0097320508211851103 -1.6757296919822691 0.18783452361822131 -1.2844281196594236 0.33243049681186682 0.25719563663005834
left_child=1 2 12 4 5 -2 -6 13 -9 10 -3 -11 -1 -5
right_child=3 9 -4 7 6 -7 -8 8 -10 11 -12 -13 -14 -15
leaf_value=-0.0013162791303225926 1.5015335498841759e-05 9.1179917997214935e-05 0.031356118534132837 -5.2723296731135743e-06 0.00034929819400385167 0.016116664225407636 -7.469260186062306e-06 0.0074739700764799594 -2.586500697214547e-05 0.00027443491344260259 0.0020753312639717478 -5.6539754360911162e-05 5.2877194460096851e-05 -3.1217273928423526e-05
leaf_weight=21 2449 35 20 504308 1148 68 24071 109 6817 341 23 1726 61 46490
leaf_count=21 2449 35 20 504308 1148 68 24071 109 6817 341 23 1726 61 46490
internal_value=-2.49843e-06 0.000291704 0.00590888 -3.61753e-06 4.88141e-05 0.000450022 8.77123e-06 -6.22499e-06 9.21659e-05 2.20793e-05 0.000877999 -1.93774e-06 -0.00029776 -7.46221e-06
internal_weight=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 82 550798
internal_count=587687 2227 102 585460 27736 2517 25219 557724 6926 2125 58 2067 82 550798

Tree=3
num_cat=0
split_feature=55 26 26 33 47 13 13 2 46 18 21 46 4 13
split_gain=0.0411347 0.307997 13.6249 0.106675 2.41036 0.0350281 0.227904 3.37985 0.209444 0.0142645 0.018016 0.011068 0.00777613 0.00303721
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=-1.2606585808774534e-06 -3.8259256422594198e-05 -0.00084753507456540925 0.035846932472893965 0.012900404613767022 -7.7251438416021185e-06 -3.9082769687067616e-06 -8.4784334089149083e-06 0.0069942323798273419 0.00071325006066001143 -3.13533660445467e-05 -0.00037472850710221298 -0.0010033785342557866 -1.8543235636811457e-05 -1.3856832041025914e-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=-2.3835e-06 8.31811e-05 0.00094729 1.84586e-05 0.000552736 -4.11445e-06 3.21527e-05 0.000489224 1.15979e-05 -7.66235e-06 -3.41732e-05 -7.00629e-05 -2.05123e-05 -5.49247e-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 0 55 47 31 0 33
split_gain=0.0813329 0.635728 9.76848 0.0375374 0.324107 9.82121 0.102113 0.0302213 0.0278997 0.286753 0.0252465 0.0191252 0.0127047 0.0095612
threshold=-0.17180078476667401 1.7687134742736819 -0.03052614443004131 2.0211037397384648 1.468370318412781 -0.88231047987937916 0.50690898299217235 0.10345410183072092 -0.034956371411681168 -1.3123381733894346 -0.5827713906764983 -1.2844281196594236 0.025386652909219268 5.0220639705657968
left_child=1 7 -3 8 6 -6 -5 11 9 -2 -9 -1 -10 -4
right_child=3 2 13 4 5 -7 -8 10 12 -11 -12 -13 -14 -15
leaf_value=0.00032738528738011111 0.0006067213779338954 0.033302592047851069 -4.6569053888987356e-05 -1.7671523763126807e-05 0.028779450433472027 -4.3023039848649945e-05 0.0005867010319463102 0.00024213058251078826 -5.4181408789346552e-06 -2.9144222138291351e-06 -0.0013048229507476208 -6.0540443198029484e-05 -3.7413688733181702e-05 0.00084874245054171677
leaf_weight=328 1773 20 256 10190 26 661 628 33 523917 20619 69 1493 27646 28
leaf_count=328 1773 20 256 10190 26 661 628 33 523917 20619 69 1493 27646 28
internal_value=-2.27386e-06 0.00027519 0.00222992 -3.32929e-06 7.89398e-05 0.00104778 1.74131e-05 -3.38258e-05 -4.97839e-06 4.53566e-05 -0.000804338 9.33305e-06 -7.02185e-06 4.17011e-05
internal_weight=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284
internal_count=587687 2227 304 585460 11505 687 10818 1923 573955 22392 102 1821 551563 284

Tree=5
num_cat=0
split_feature=15 51 33 49 8 55 34 34 33 19 49 46 33
split_gain=0.135481 23.5582 42.7713 2.53967 7.72063 0.0462329 0.38676 11.0702 0.172428 0.0287568 4.37796 0.0253238 0.0170365
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=4.0383683436558732e-05 -4.2488951692575939e-05 0.032932643651866239 0.083857443140647595 -2.2680478233873075e-05 -0.00013906314983294085 -1.2717354311450808e-05 0.030005827240750783 -0.00018832778232277984 0.00083786447546416469 -3.2985608971400735e-05 0.01040614187556914 -5.6980567676659145e-06 -0.00020089586389628253
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=2.65697e-06 0.00015816 0.0299218 1.40388e-05 0.00823352 -4.79939e-07 9.241e-05 0.00127268 3.00493e-05 -2.30811e-06 8.74389e-05 -3.50822e-06 -4.24943e-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=0.151049 1.30178 10.2381 0.524466 9.32657 0.0794691 2.8973 62.4452 0.0351307 0.199397 0.0337724 0.0286101 0.0101073 0.00398253
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=0.027776087211525208 0.00044890846471459529 0.032298503022373373 3.184646182775317e-05 1.4741537306044036e-05 -0.00034160723229765551 -1.2843705923348555e-05 0.083193820410495389 -6.5742037594838465e-05 -6.2506492863715707e-06 8.3563334414546665e-06 9.8325823837292064e-05 -0.00067483240940379731 0.00091929451777296412 -0.00021214368245768897
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=2.53475e-06 0.000217392 0.00327769 8.58568e-05 0.00206726 3.53592e-09 0.000114402 0.00384316 -2.52707e-06 5.08554e-05 -4.97747e-06 4.89612e-07 0.00014189 -1.63883e-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 34 33 16 52 29 21
split_gain=0.115782 21.3451 43.7024 3.51341 6.58008 0.041132 0.352233 10.075 0.157138 0.0244969 0.667453 0.0272226 0.023917
threshold=0.55725386738777172 -0.044410638511180871 0.15352448076009753 -0.29874807596206659 0.036712478846311576 2.0211037397384648 1.468370318412781 1.4774639606475832 0.50690898299217235 -0.53503435850143422 1.1707907915115359 2.2350320816040044 1.6111459732055666
left_child=5 2 -2 4 -3 9 8 -8 -7 10 -1 -11 -5
right_child=1 3 -4 12 -6 6 7 -9 -10 11 -12 -13 -14
leaf_value=-6.8268421662275786e-06 0.082996896160782499 0.032658192235375555 -0.0018114027931603056 -2.4001094046139562e-05 -0.00024979061439977255 -1.3204361161739635e-05 0.028624787326626201 -0.00018030585428820887 0.00079878922053511095 -3.2558585214976495e-06 0.0016653551167410564 -0.00024444482040501451 -0.00023863696170311132
leaf_weight=12706 20 20 36 10279 36 10030 27 531 531 550735 526 992 1230
leaf_count=12706 20 20 36 10279 36 10030 27 531 531 550735 526 992 1230
internal_value=2.41815e-06 0.000146172 0.0284773 8.98752e-06 0.0115031 -4.8175e-07 8.71341e-05 0.00121349 2.76221e-05 -2.20612e-06 5.96459e-05 -3.68951e-06 -4.69398e-05
internal_weight=587699 11621 56 11565 56 576078 11119 558 10561 564959 13232 551727 11509
internal_count=587699 11621 56 11565 56 576078 11119 558 10561 564959 13232 551727 11509

Tree=8
num_cat=0
split_feature=45 47 7 17 24 21 49 7 21 2 3 0 23 45
split_gain=0.13524 1.17818 12.8417 0.475669 8.45572 0.104181 2.04975 63.2728 0.305425 0.0256293 0.0253673 0.0237684 0.342359 0.00888354
threshold=-0.092140045017003999 -1.256108224391937 -0.0097913797944784147 -0.8243863284587859 1.6445183753967287 0.72027611732482921 2.1410850286483769 0.029784815385937694 0.84256917238235485 0.16301129013299945 -0.040705464780330651 -0.034956371411681168 -0.036138864234089844 0.16386169940233233
left_child=1 2 -1 4 -3 11 8 -8 -7 -5 -4 12 -2 -13
right_child=5 3 10 9 -6 6 7 -9 -10 -11 -12 13 -14 -15
leaf_value=0.033918982451860542 -1.1156124372843028e-05 -0.00038753556992387165 -0.0014687600163742899 1.2664710139708826e-05 0.030002978020461295 0.00054456180372972095 0.083183198228187941 -0.00023973105706172828 -3.1649012846931663e-05 -0.00063999966788016115 0.00013254229169701402 -5.9458077001569555e-06 0.00072943139869349272 0.00010318470051580368
leaf_weight=26 16468 250 23 6160 21 2172 20 505 18750 130 233 539922 1436 1583
leaf_count=26 16468 250 23 6160 21 2172 20 505 18750 130 233 539922 1436 1583
internal_value=2.30691e-06 0.00020561 0.003117 8.04745e-05 0.00196745 -8.8176e-08 9.94064e-05 0.00293829 2.81698e-05 -8.24379e-07 -1.13247e-05 -3.90267e-06 4.82431e-05 -5.62678e-06
internal_weight=587699 6843 282 6561 271 580856 21447 525 20922 6290 256 559409 17904 541505
internal_count=587699 6843 282 6561 271 580856 21447 525 20922 6290 256 559409 17904 541505

Tree=9
num_cat=0
split_feature=45 27 27 5 5 7 24 17 55 34 0 49 33 51 1
split_gain=0.123084 0.550055 16.6011 39.2027 0.0918821 13.703 51.0497 0.0363098 0.0322611 0.391976 0.0205221 0.0203467 0.0327304 0.020129 0.00551686
threshold=-0.092140045017003999 -0.00023397316545015198 0.00017039413796737793 -0.26863311231136316 2.1598320007324223 0.024630161002278331 1.6445183753967287 -0.80106624960899342 2.0211037397384648 1.468370318412781 -0.034956371411681168 -0.602250576019287 1.7446963191032412 3.3942130804061894 -0.021200205199420449
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=8.4538658146353303e-05 4.1938200386445343e-05 0.077297766473430229 -0.00094699695126293732 -0.00010401963397915905 0.082823338766478266 -0.00064071877474367511 -0.00012727828085673087 -6.2890593347462552e-06 1.7778587690632841e-05 0.0013888070671322094 -5.5792161901678433e-06 -1.8980708096436166e-05 0.0010210284912958742 -0.00033770360019728149 -3.5640821295964015e-05
leaf_weight=468 19941 20 93 45 20 32 73 1307 10298 461 541169 4351 95 464 8862
leaf_count=468 19941 20 93 45 20 32 73 1307 10298 461 541169 4351 95 464 8862
internal_value=2.20079e-06 0.000196152 0.000986337 0.0237119 -8.41202e-08 0.000145858 0.0177116 -6.87789e-05 -2.37762e-06 7.65242e-05 -3.89052e-06 -1.90996e-05 0.000242561 -4.96946e-05 -3.78179e-05
internal_weight=587699 6843 1465 65 580856 8987 93 1400 571869 10759 561110 5378 563 4815 8894
internal_count=587699 6843 1465 65 580856 8987 93 1400 571869 10759 561110 5378 563 4815 8894

Tree=10
num_cat=0
split_feature=15 51 25 16 9 23 55 55 55 45 27 21 4
split_gain=0.104415 21.5633 40.5059 1.17662 8.56998 0.0280451 0.228272 5.61804 0.117041 0.022103 0.0245954 0.0182216 0.00904004
threshold=0.55725386738777172 -0.044410638511180871 0.42872373759746557 -0.82018077373504628 0.023976352997124199 -0.030672303400933739 -1.3123381733894346 -1.326905310153961 2.1799244880676274 -0.17180078476667401 0.16744337230920794 1.6111459732055666 0.074974935501813902
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Tree=80
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left_child=7 2 -2 -4 5 -3 -6 11 10 -10 -9 13 -13 -1
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leaf_weight=559581 20 20 21 793 244 56 15245 25 2705 44 20 120 6432 15044
leaf_count=559581 20 20 21 793 244 56 15245 25 2705 44 20 120 6432 15044
internal_value=6.45207e-06 0.000394252 0.00908541 -0.000736816 -7.14357e-05 0.00676212 -0.000104966 -4.43807e-06 -0.000460442 -0.000232173 -0.0144051 -2.24584e-06 -0.000134701 -7.35556e-07
internal_weight=600370 16399 834 814 15565 76 15489 583971 2794 2749 45 581177 6552 574625
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Tree=81
num_cat=0
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left_child=7 2 -2 -4 5 -3 -6 10 -9 -10 11 -1
right_child=1 4 3 -5 6 -7 -8 8 9 -11 -12 -13
leaf_value=-1.4807904284740766e-06 0.39545226683020596 0.030734436492747045 -0.025024684868380428 -0.00022654248009752181 -0.0045463783295708708 -0.0022215753135304632 -6.6878949617321117e-05 -0.018824193982347366 -0.00013132681126187411 -0.0085128687058770146 -0.0041503469570695114 -0.00025117720669949725
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internal_value=6.15527e-06 0.000376116 0.00866748 -0.000835833 -6.81497e-05 0.00645106 -0.000100138 -4.23392e-06 -0.00108005 -0.000422074 -2.63432e-06 -2.46359e-06
internal_weight=600370 16399 834 814 15565 76 15489 583971 867 836 583104 583080
internal_count=600370 16399 834 814 15565 76 15489 583971 867 836 583104 583080

Tree=82
num_cat=0
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split_gain=1.02819 32.1077 919.24 0.663609 0.603116 1.76233 0.333062 4.80464 0.27929 0.211883 0.0940128 6.45871 0.0907709
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leaf_value=-1.7526557185173815e-06 0.23656900959012919 -4.129292458964627e-05 -0.0087652051241806465 -0.00029139441245874673 -0.00011675053297492143 -0.0084564536162975452 -0.018059550829909066 -0.00020718698082701351 -0.0054331177592976017 -0.0006162846993715607 0.021842479802862788 -0.00015970072760437305 -0.00021838408526637305
leaf_weight=577512 36 13542 20 880 210 72 33 1320 22 1507 29 1065 4122
leaf_count=577512 36 13542 20 880 210 72 33 1320 22 1507 29 1065 4122
internal_value=5.87213e-06 0.000366597 0.00863756 -0.000479701 -0.000138367 -0.00224604 -4.1739e-06 -0.000719259 -0.000292858 -9.88723e-05 -2.48659e-06 0.000423538 -3.28791e-06
internal_weight=600370 16267 936 900 15331 282 584103 1375 1342 15049 582728 1094 581634
internal_count=600370 16267 936 900 15331 282 584103 1375 1342 15049 582728 1094 581634

Tree=83
num_cat=0
split_feature=15 19 5 21 5 55 51 20 18 34 10 5 8 19
split_gain=0.965749 17.3846 1081.91 15.5967 1.03153 7.6881 0.723475 0.226895 3.56384 2.35051 0.385159 0.0541817 0.252586 0.0575337
threshold=0.48480661213397985 0.0029871630249544982 0.56375801563262951 1.1624502539634707 -0.4922413676977157 -1.0369560718536375 -0.042624477297067635 0.21382468193769458 -0.0034992245491594072 0.90735626220703136 1.0000000180025095e-35 2.1832678318023686 0.023463943041861061 1.0000000180025095e-35
leaf_value=5.6352495988833186e-06 0.3411775342963636 0.02938795717395842 -0.0012874452834663146 0.029506898699470589 -0.0052913970083297629 -0.0051334318695616969 -5.3277235337057823e-05 -0.0090961431786417968 -3.5966492296983053e-05 -0.010754029819233851 -0.017609654571522367 -0.00059366797107211788 8.0615038335647685e-05 -3.3449335882129582e-05
leaf_weight=480405 20 20 1046 36 56 43 15178 23 2705 44 22 1785 3443 95544
leaf_count=480405 20 20 1046 36 56 43 15178 23 2705 44 22 1785 3443 95544
internal_value=5.60201e-06 0.000353753 0.00593388 -0.000262865 -4.82407e-05 0.00582574 -7.25325e-05 -4.17471e-06 -0.000417713 -0.000207518 -0.0132583 -2.18663e-06 -0.000149606 -8.4848e-07
internal_weight=600370 16399 1102 1082 15297 63 15234 583971 2794 2749 45 581177 5228 575949
internal_count=600370 16399 1102 1082 15297 63 15234 583971 2794 2749 45 581177 5228 575949

Tree=84
num_cat=0
split_feature=15 9 20 19 49 15 5 20 35 18 46 35 23
split_gain=0.761738 25.5453 1233.98 7.40104 1.57384 7.04172 1.30227 0.153292 19.2865 1.7258 0.156134 1.69878 0.067852
threshold=0.48480661213397985 -0.0018452440272085366 0.0194623526185751 0.0075235832482576379 -0.25953947752714152 0.60958480834960949 -0.30751052498817438 0.29659919440746313 0.93073874711990368 -0.0040712922345846883 0.24645754694938662 1.1395542025566103 -0.024370512925088402
leaf_value=-6.0724236236795625e-05 0.35631487940038953 0.029060199582594492 -0.02838239479511976 -5.5936108112597333e-05 -0.0054249315686685472 -0.0027772680851060666 -0.00010536163901734053 -0.013627037980407477 0.045315919231250883 -1.9587814771022329e-06 -0.00021228809749140838 -0.012250704818261932 2.9285479133895242e-06
leaf_weight=37902 21 21 20 809 98 49 15355 20 20 1196 539 26 544619
leaf_count=37902 21 21 20 809 98 49 15355 20 20 1196 539 26 544619
internal_value=7.80144e-06 0.000317255 0.00808201 -0.000739325 -0.000107923 0.00677397 -0.000139097 -8.69613e-07 0.00051087 -0.000226055 -1.95438e-06 -0.000766268 -1.21305e-06
internal_weight=600695 16373 850 829 15523 70 15453 584322 1236 1216 583086 565 582521
internal_count=600695 16373 850 829 15523 70 15453 584322 1236 1216 583086 565 582521

Column_49=98
Column_5=79
Column_7=72
Column_15=66
Column_0=60
Column_51=58
Column_19=55
Column_46=44
Column_9=43
Column_18=43
Column_21=42
Column_14=36
Column_20=36
Column_16=31
Column_17=30
Column_23=29
Column_24=29
Column_4=27
Column_8=26
Column_27=25
Column_33=25
Column_35=25
Column_34=23
Column_55=23
Column_45=19
Column_3=17
Column_2=16
Column_29=15
Column_32=15
Column_31=13
Column_6=12
Column_13=12
Column_26=12
Column_47=11
Column_1=6
Column_11=5
Column_25=5
Column_48=4
Column_28=3
Column_12=2
Column_52=2
Column_10=1
Column_22=1
Column_50=1

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

objective=regression metric=rmse num_leaves=31 max_depth=4 learning_rate=0.046 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