| tree |
| version=v4 |
| num_class=1 |
| num_tree_per_iteration=1 |
| label_index=0 |
| max_feature_idx=36 |
| objective=lambdarank |
| feature_names=qdrant_cosine_score candidate_position candidate_citation_count candidate_log_citations candidate_influential_citations candidate_age_days candidate_recency_score query_citation_count query_age_days year_diff same_primary_category co_citation_count shared_author_count candidate_is_newer query_log_citations citation_count_ratio age_ratio candidate_citations_per_year query_num_references candidate_num_cited_by ewma_longterm_similarity ewma_shortterm_similarity ewma_negative_similarity cluster_importance cluster_distance_to_medoid is_suppressed_category onboarding_category_match user_total_saves user_total_dismissals user_days_since_last_save user_session_save_count cosine_x_recency cosine_x_citations category_x_recency cosine_x_cocitation position_inverse citations_x_recency |
| feature_infos=none none [0:214251] [0:12.274908065795898] [0:31154] [356:6928] [9.6031931207107846e-07:0.49066188931465149] [0:19902] [356:6928] [0:18] [0:1] [0:122] [0:1] [0:1] [0:9.898625373840332] [0:214251] [0.062202338129281998:17.173669815063477] [0:56773.73046875] [62:443] [1:2250] none none none none none none none none none none none none none [0:0.48675224184989929] none none [0:3.2774248123168945] |
| tree_sizes=6897 6827 6848 6813 6836 6824 6841 6846 6858 6854 6884 6874 6864 6850 6827 6838 6873 6827 6791 6897 6784 6873 6870 6824 6873 6802 6886 6885 6839 6872 6859 6919 |
|
|
| Tree=0 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 10 10 33 10 19 19 11 33 19 36 11 16 8 7 15 8 16 7 8 33 19 33 16 19 15 16 11 36 11 7 8 36 7 36 9 36 18 36 8 8 36 19 36 7 7 2 15 19 7 7 36 8 10 8 2 7 36 36 19 |
| split_gain=919.07 98.0875 90.3712 50.5492 23.7243 19.4711 18.0148 17.2649 11.4048 9.31252 8.76503 5.91675 5.73351 5.55573 4.1863 4.47479 3.92841 3.30519 3.32978 2.97241 3.73773 4.18227 2.9315 2.78513 2.68521 2.6103 2.60185 2.5284 2.20081 2.15081 2.02635 1.87788 1.87119 1.80675 1.79 1.76674 1.71191 1.49986 1.93505 1.59819 1.75605 1.59634 1.44549 1.35727 1.31187 1.23469 1.21282 1.18855 1.18721 1.18128 1.16653 1.1601 1.23527 1.15464 1.13589 1.74431 1.24393 1.1208 1.10769 1.07463 1.06453 1.15973 |
| threshold=11.500000000000002 3.5000000000000004 27.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 0.00054594108951278042 1.0000000180025095e-35 58.500000000000007 1.5000000000000002 1.0000000180025095e-35 0.00084093221812509011 6.5000000000000009 0.0026566348969936375 1.0000000180025095e-35 0.99893331527709972 2627.5000000000005 219.50000000000003 113.25963211059572 2830.5000000000005 0.99893331527709972 1618.5000000000002 3396.5000000000005 0.0027312402380630378 19.500000000000004 0.00078722261241637181 1.0028958320617678 132.00000000000003 0.35074223577976232 2.641929149627686 1.0000000180025095e-35 0.018488549627363685 1.0000000180025095e-35 82.500000000000014 2489.0000000000005 0.08730588480830194 165.00000000000003 0.28111989796161657 12.500000000000002 0.0014655982959084215 75.500000000000014 2.4299190954479858e-05 1685.5000000000002 1160.5000000000002 0.00021488820493686947 1.5000000000000002 0.05698100849986077 116.50000000000001 36.500000000000007 36.500000000000007 1.0954131484031679 7.5000000000000009 31.500000000000004 32.500000000000007 0.013211480341851713 2116.5000000000005 1.0000000180025095e-35 1685.5000000000002 142.50000000000003 141.50000000000003 0.099502440541982665 0.011277330107986929 5.5000000000000009 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 6 4 9 13 11 19 12 47 14 46 27 54 25 -3 -16 -13 18 60 -1 28 -22 29 34 31 -2 43 -5 44 32 -11 33 -10 45 -12 48 -27 38 39 -29 -41 -42 -26 -9 -21 -14 -6 51 -24 -18 57 -8 -53 -25 55 56 -4 58 -7 -45 61 -17 |
| right_child=2 3 7 5 10 50 8 26 22 30 23 16 24 -15 15 17 49 -19 -20 20 21 -23 35 53 42 36 -28 37 -30 -31 -32 -33 -34 -35 -36 -37 -38 -39 -40 40 41 -43 -44 59 -46 -47 -48 -49 -50 -51 -52 52 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.091347425711798713 -0.069863916136003942 -0.085748782448497873 -0.0070167939351651748 -0.032689169893578521 0.065567548890732366 -0.003509712535276906 -0.062229848938958922 0.095459757616021448 -0.027129967758283021 0.040874260900693536 -0.00029411119321840059 0.042924934736409619 0.018620074818401579 0.047688201129034248 -0.054741134268653541 -0.052929680648666669 0.0060363851842616771 0.061829928183145921 -0.051115550418185211 -0.076821235490810352 -0.066922838524912986 0.061183494647949858 -0.024062450951318669 0.0026717614532663797 0.082763613121769289 -0.016979224956023484 0.09821185711466543 0.0067501115882930181 -0.087948683494215307 0.0016731312877019469 -0.027471961002982465 0.072788635703350271 -0.047463815216414983 -0.042303885574441195 0.034892079984964304 -0.067872293359910976 0.056218671316065616 -0.033776927019910578 -0.0074391151499394589 0.072603427617930136 0.058706719772937656 0.011901015997133261 0.052844561035866378 0.076043873206052423 -0.063916206091487307 0.054549523364428837 0.044371802107171766 -0.072205351763091563 -0.048715110043745374 -0.05608737665917795 -0.0069547960647959959 0.030273938479422204 -0.046545335641323009 0.044815868234944586 0.086727244586251584 0.078359140386855597 0.059925180462511531 -0.027241599998926933 -0.038795389779424677 0.096171128276546253 0.047686188120936113 0.016761537518632363 |
| leaf_weight=25.273606034053955 2.3321412279037821 8.6796086870890559 1.165455415030012 3.660663053742609 24.990751184057444 11.497302790055981 23.406562250442224 20.94570012204349 30.139724606648088 3.2612232231185763 12.356523741167623 28.175473045324907 7.6300518742646055 3.5004255807143627 53.912686998111894 0.9635117135476311 2.8536051553674038 1.1126267574727524 6.3102364311926067 36.72316810360644 1.519830409670248 1.0969318076968191 6.172693069442178 1.8595981425605703 5.2944586260709938 23.107669891323898 91.17528401594609 9.7520800221827901 21.471646044752561 4.4213075128500341 1.6248039493802933 2.3871834637830025 18.11372696334729 0.94023409998044449 5.1089797077001995 10.008064534369622 0.82737568597076361 1.7448536090087134 7.765469411329831 2.3690762777114278 2.4846088509075326 6.8272336156805977 16.997646507108584 34.450233073206618 42.465515227995638 3.4823950154241174 9.2459040257235738 39.284561423526611 23.384955039684428 1.0455766217783091 18.074564810929587 0.67668695049360339 2.3088913750689244 12.894635273143647 17.751021399744786 7.8157635119277984 1.7154079688480122 31.39605539815966 2.7575746843067455 8.212776927277444 1.1837057503871617 1.569128831499256 |
| leaf_count=1822 169 619 78 372 980 723 1777 249 2044 251 881 1362 426 176 4029 64 257 40 429 2877 137 89 434 119 121 1425 1418 578 1827 303 98 80 1567 66 236 821 40 151 579 89 106 518 681 1088 3251 154 518 3556 1700 52 1286 58 210 545 459 249 51 2114 237 135 26 70 |
| internal_value=-0.000576309 -0.0430782 0.0660273 -0.0170345 0.0256119 0.00205723 -0.0620809 0.0837071 -0.0507682 -0.0487023 0.042228 0.0209451 0.0621205 -0.0114836 -0.0531322 -0.0487803 0.0364154 -0.0199304 -0.0290031 -0.0759781 -0.0722169 -0.0132214 -0.03943 0.0235099 0.0490701 -0.019369 0.0927972 0.00660551 -0.0737506 -0.0317047 0.0181463 0.0322731 -0.034763 0.0242485 0.00999849 -0.0497148 -0.014449 0.0112542 0.0139451 0.0216929 0.0341683 0.0243898 0.0599504 0.085036 -0.0699008 0.0298796 0.0598435 -0.0666922 -0.0435668 -0.0106223 -0.0177059 -0.0584859 -0.0291341 0.0395041 0.0789715 0.0661007 0.0328438 -0.0219626 -0.0103356 0.0799184 0.00854308 -0.00975162 |
| internal_weight=811.677 495.49 316.188 209.022 96.224 130.404 286.468 219.964 157.917 78.6175 66.4564 66.6786 65.1796 29.7676 73.7315 65.0519 32.0747 11.1392 10.0266 128.551 103.277 2.61676 92.2405 32.2197 36.732 26.2672 154.784 34.604 100.66 52.6748 4.88603 14.4399 48.2535 12.0527 17.4655 39.5657 23.935 30.9433 29.1985 21.433 11.6809 9.31184 22.2921 63.6087 79.1887 11.1124 34.2367 65.6767 29.5576 3.89918 63.7255 26.3921 2.98558 14.7542 28.4476 10.6966 2.88086 45.6509 14.2549 42.663 3.71635 2.53264 |
| internal_count=46867 36523 10344 14050 5089 8424 22473 5255 12470 5626 3279 4064 2365 1810 5277 4658 1671 629 589 10003 8181 226 6869 1781 1528 1634 2890 2393 7955 3914 349 726 3611 646 1117 2955 1465 2021 1870 1291 713 624 802 1472 6128 580 1498 5601 2134 309 4360 2045 268 664 837 378 129 3074 960 1223 160 134 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=1 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 6 19 4 4 19 19 4 4 6 7 17 18 10 19 4 7 8 11 7 33 5 10 11 6 4 19 33 33 19 10 4 15 7 18 4 18 15 17 6 5 4 19 8 17 7 8 19 19 6 17 11 8 8 8 15 19 10 8 |
| split_gain=2598.79 188.156 176.381 89.5788 85.0176 27.1679 34.7568 26.6483 26.4792 26.0596 20.8502 20.3837 18.7395 13.914 13.893 10.5326 9.6437 9.45216 12.7123 9.37637 8.94165 8.75018 10.4821 8.05397 7.51928 7.24251 7.12636 6.55706 5.8522 5.72117 5.53127 5.41133 5.26337 5.20876 5.25101 5.18918 5.12007 6.10745 4.94182 4.78822 4.7667 6.31323 4.76526 4.72373 4.62052 5.83232 4.46453 4.38117 4.23961 4.10222 3.90775 3.82849 3.81256 3.97898 3.61838 3.52 4.14705 3.81149 3.4994 3.48228 6.80973 5.68161 |
| threshold=23.500000000000004 6.5000000000000009 70.500000000000014 3975.5000000000005 0.00084093221812509011 148.50000000000003 459.50000000000006 1265.0000000000002 3.5000000000000004 11.500000000000002 102.50000000000001 241.50000000000003 0.017544767819345001 1618.5000000000002 21.221736907958988 120.50000000000001 1.0000000180025095e-35 19.500000000000004 48.500000000000007 180.00000000000003 1402.0000000000002 1.0000000180025095e-35 57.500000000000007 9.6128059112743379e-07 5863.5000000000009 1.0000000180025095e-35 1.0000000180025095e-35 0.0025061701890081172 57.500000000000007 60.500000000000007 0.00052453440730459999 7.2900547820609071e-06 52.500000000000007 1.0000000180025095e-35 44.500000000000007 166.28571319580081 61.500000000000007 92.500000000000014 28.500000000000004 63.500000000000007 0.35074223577976232 4.4864094257354745 0.0003495026176096872 4959.5000000000009 2204.5000000000005 135.50000000000003 1245.0000000000002 228.40330505371097 62.500000000000007 1635.5000000000002 15.500000000000002 54.500000000000007 0.011187037918716671 1056.7254028320315 1.0000000180025095e-35 5941.5000000000009 1853.5000000000002 1842.5000000000002 8.7714080810546893 234.00000000000003 1.0000000180025095e-35 1805.0000000000002 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 8 3 10 9 6 -4 43 13 23 27 19 20 -1 16 42 35 46 -19 32 -12 22 31 26 47 -21 -3 30 -29 48 -2 -11 -5 -24 -35 54 37 -25 -39 -38 -18 -42 -15 49 45 52 50 -13 -14 -8 -6 -27 53 -9 -10 56 57 -43 -52 60 61 -7 |
| right_child=2 4 5 11 17 59 7 44 14 21 12 24 29 15 -16 -17 40 18 -20 25 -22 -23 33 36 -26 51 -28 28 -30 -31 -32 -33 -34 34 -36 -37 39 38 -40 -41 41 55 -44 -45 -46 -47 -48 -49 -50 -51 58 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.085962284353100132 0.0059606353829871643 -0.066768010498716987 0.086144318923325094 0.06058108701373708 -0.058522781574205596 0.079325040582175432 0.022972144294426448 0.043454342964423701 -0.080740696313868668 -0.0022036411761894759 -0.0018070922861342298 0.0085358106386090888 -0.018816037350643171 0.055839978000101209 -0.079949387382956816 -0.088864315543548816 -0.08082009592126288 0.037980811223784772 -0.053768637731722059 -0.018324231471572902 -0.036838232409386017 0.03560288352178418 -0.060038656963783514 -0.018095193383298742 0.040142268974599118 0.032916229814681452 0.0041025019084261899 0.042279084947798612 -0.042591929587730525 0.079350961227063851 0.067160642241083729 0.029252294731447154 0.082884597886997174 0.0058494052376256503 -0.039502578130562981 0.016229178974270331 0.036015859224963469 -0.0075687803568902992 0.072168207014365382 -0.041068597026229565 0.00569509501358644 -0.033860715595725593 -0.042447672082217815 0.049501427081955339 0.087101510526950726 0.076478195051022713 -0.073427072099478616 -0.05442658421708884 0.0355579985265944 -0.01182085902862804 0.037496488247137048 0.080598224626715231 0.074015276302193372 -0.013223704817400978 -0.034781324541713461 0.03111883274000753 -0.05471142291899303 0.044113866624815694 -0.050494075420870435 0.092273328482479211 0.089675964495981739 0.040912702793450197 |
| leaf_weight=370.00164553377545 4.8429995987098726 19.517584451474253 96.380140808374563 94.663418386597186 20.64241268509068 26.116441656835377 16.790966628177557 8.3006012035766634 33.943475391250104 27.165434254333377 30.526924306883302 6.4385723881423491 5.48920356249437 3.4931564349681121 65.710153136169538 3.6447980292141438 6.9814609119202933 5.1033536139875677 14.508238677401094 5.3140094969421652 45.168451131532493 21.556926024612039 7.0390933449380091 31.9738684380427 10.619792028330265 13.886875397991391 4.3349606301635495 4.0290480912663025 4.0960765683848877 4.7331997714936724 15.534652022644876 27.525837103836238 36.709787771105766 16.470246048644189 10.420674132648854 1.6260440526530135 2.167778134346011 3.9853786844760171 3.7920378763228655 28.5026536998339 7.557877726154401 23.834977239137519 1.9060953664593396 7.4043051749467841 18.268600286450237 17.893006231635809 80.598012432456017 4.8397333854809403 10.333976262831127 17.09895164356567 2.2245278265327206 6.0411323569715014 4.879160000011324 4.9391455580480388 4.9009263180196276 1.5820564320310939 38.617517582606524 1.6775179442483921 2.2964432036969811 217.00136307068169 90.008260759525001 15.24636430852115 |
| leaf_count=21841 90 891 323 590 918 116 224 73 1795 472 578 62 106 123 3354 420 532 96 456 60 1114 314 301 664 71 178 96 62 115 31 139 303 138 305 218 34 19 102 34 916 181 798 89 35 78 61 3692 85 155 215 45 23 31 81 123 37 1559 26 86 827 301 65 |
| internal_value=-3.7297e-05 -0.0593709 0.0629331 0.0324159 -0.0293578 0.0800614 0.0649574 0.0435919 -0.0768765 -0.00947912 -9.03153e-05 0.055133 -0.0112137 -0.0844646 -0.0614488 -0.0231914 -0.0513788 -0.0617751 -0.0298935 0.0614507 -0.0227106 0.00703315 8.36252e-05 -0.028777 0.00994839 0.0335406 -0.053888 0.0374725 -0.000506495 0.0311219 0.0526157 0.013628 0.0668134 -0.0217483 -0.0117252 -0.071279 -0.0202716 -0.00842924 0.0313086 -0.0356203 -0.0413433 -0.0375817 0.0211415 0.0133221 0.0666199 0.0562297 -0.067687 -0.0184825 0.0166952 0.00541755 -0.0493016 0.0473709 0.0362337 0.0223103 -0.0749421 -0.0425592 -0.0443768 -0.0287337 -0.00719863 0.0883838 0.081959 0.0651662 |
| internal_weight=1738.9 895.303 843.595 303.268 329.825 540.327 191.955 95.5747 565.478 204.452 124.755 178.513 96.2518 379.046 186.432 9.04405 120.722 125.373 19.6116 156.615 75.6954 110.178 88.6213 94.2743 21.8981 25.242 23.8525 28.5028 8.12512 20.5564 20.3777 54.6913 131.373 33.93 26.8909 40.4704 70.4217 39.7513 7.77742 30.6704 80.2514 73.2699 5.39925 41.2942 54.2805 36.0119 105.761 11.2783 15.8232 33.8899 25.1634 19.928 18.1189 13.2397 38.8444 65.7121 64.13 25.5125 4.52097 348.372 131.371 41.3628 |
| internal_count=46867 40840 6027 3597 9928 2430 1121 798 30912 4635 2390 1207 1984 22473 8439 632 5085 5293 552 989 1692 1913 1599 2722 218 261 987 406 177 292 229 775 728 824 523 1952 1735 800 136 935 3133 2601 212 474 324 246 4741 147 261 439 1049 201 185 154 1918 2420 2383 824 131 1309 482 181 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=2 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 6 17 19 19 6 10 17 10 11 10 2 19 5 7 19 19 18 18 10 15 7 7 19 2 17 2 15 16 5 11 15 19 19 19 7 36 17 11 17 17 17 6 19 15 19 7 5 6 9 16 16 16 11 7 7 18 7 7 19 |
| split_gain=2171.14 163.171 150.034 74.5036 29.7099 23.0333 20.9487 17.05 14.0793 12.4445 12.2611 21.209 11.0342 9.86937 9.28347 8.85415 8.6804 8.31663 6.96744 6.96312 6.19741 6.01242 5.42535 5.38211 6.85133 4.68867 5.638 4.66863 4.34123 4.29921 4.01489 3.92377 3.88188 4.03207 3.72545 3.69781 4.42364 3.69542 3.58836 3.51537 5.414 4.64063 3.45942 3.41775 3.32048 3.26875 4.16745 3.25907 3.21102 3.17935 3.15117 3.06816 3.01747 2.95459 2.91738 2.89869 4.35621 3.64339 2.76878 2.68401 2.6556 3.93636 |
| threshold=19.500000000000004 53.500000000000007 6.5000000000000009 0.00084093221812509011 113.67209625244142 234.00000000000003 3.5000000000000004 2.2142803572933193e-05 1.0000000180025095e-35 21.221736907958988 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 6182.0000000000009 23.500000000000004 3975.5000000000005 1618.5000000000002 8.5000000000000018 32.500000000000007 120.50000000000001 77.500000000000014 1.0000000180025095e-35 0.55942294001579296 256.50000000000006 245.00000000000003 37.500000000000007 2685.5000000000005 1426.5943603515627 118.50000000000001 13.478713989257814 1.449921250343323 4071.5000000000005 1.0000000180025095e-35 166.28571319580081 11.500000000000002 58.500000000000007 93.500000000000014 64.500000000000014 3.8159971154527745e-05 106.20175170898439 1.0000000180025095e-35 57.951269149780281 4.4864094257354745 47.637559890747077 0.00019335174874868247 43.500000000000007 1014.1190490722657 78.500000000000014 240.50000000000003 2064.5000000000005 0.018518231809139255 1.5000000000000002 3.1140856742858891 3.3894953727722172 1.0574218630790713 1.5000000000000002 39.500000000000007 31.500000000000004 73.500000000000014 60.000000000000007 78.000000000000014 116.50000000000001 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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|
|
|
| Tree=3 |
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|
| Tree=4 |
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| internal_weight=1476.92 747.135 729.788 241.47 218.616 511.172 505.665 299.429 197.053 104.435 156.492 103.05 154.014 41.0777 91.8736 68.0599 349.172 7.85912 4.43724 112.937 114.181 44.8001 84.7865 31.1141 112.266 87.4557 68.17 30.4463 85.9869 26.9498 68.9827 63.6435 61.6474 14.3538 18.7206 52.6059 29.0725 8.24301 76.7733 23.8137 10.6908 6.13798 42.6397 17.1386 15.6712 34.0672 32.3089 52.3888 15.0727 10.3072 9.04141 22.4165 49.4494 48.861 30.0399 18.8211 13.4371 55.9063 82.1525 6.45822 75.6943 23.4192 |
| internal_count=46867 39888 6979 8976 3769 3210 30912 2383 1989 2475 8439 5085 4235 1403 2000 1676 22473 632 212 2832 1294 718 1169 1267 820 4741 684 386 1875 957 3133 2641 2623 332 238 2370 1372 112 1144 324 190 146 2077 696 261 1952 1918 1415 619 386 253 240 446 1173 684 489 655 669 1602 209 1393 556 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=5 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 5 19 19 17 10 11 17 10 19 19 36 5 10 10 5 17 15 17 19 5 7 7 5 19 8 19 7 2 2 7 11 15 2 16 11 8 19 2 11 7 18 19 8 11 2 15 7 5 19 17 36 18 36 36 8 7 17 19 |
| split_gain=1408.59 132.691 77.6033 44.1207 25.3091 15.805 10.8205 11.0944 10.0613 11.8582 8.72769 8.24882 6.67052 6.23484 6.15903 7.68016 6.08468 5.84976 6.18477 5.6072 4.1556 4.04971 3.97493 4.44659 3.80887 3.30495 3.301 4.8858 3.27099 3.27053 3.1974 3.17749 3.15175 2.98113 2.95616 3.2921 2.91076 2.83643 2.75494 2.82632 2.73928 3.50098 2.63157 2.61325 2.58073 2.52822 3.85474 2.50757 2.46152 2.44007 2.40581 2.39722 2.37793 2.27575 3.4382 2.24911 2.00309 4.55251 2.95831 1.84232 1.81702 3.51174 |
| threshold=23.500000000000004 6.5000000000000009 69.500000000000014 3533.5000000000005 3975.5000000000005 3.5000000000000004 152.50000000000003 403.02452087402349 1.0000000180025095e-35 1.0000000180025095e-35 13.466962337493898 1.0000000180025095e-35 116.50000000000001 15.500000000000002 0.00076924386667087685 3975.5000000000005 1.0000000180025095e-35 1.0000000180025095e-35 2654.5000000000005 157.80820465087893 0.42366996407508856 4.2388072013854989 10.500000000000002 3981.5000000000005 81.000000000000014 240.50000000000003 3155.5000000000005 119.50000000000001 1559.5000000000002 53.500000000000007 245.00000000000003 1376.5000000000002 2291.0000000000005 45.500000000000007 1.0000000180025095e-35 113.25963211059572 2046.0000000000002 2.5953497886657719 1.0000000180025095e-35 2507.0000000000005 37.500000000000007 2404.0000000000005 1.5000000000000002 1618.5000000000002 120.50000000000001 2.5000000000000004 3396.5000000000005 1.0000000180025095e-35 348.50000000000006 33.57799148559571 236.50000000000003 5897.5000000000009 62.500000000000007 99.142307281494155 0.035449638962745673 67.500000000000014 0.013211480341851713 0.014592384453862907 1245.0000000000002 103.50000000000001 47.637559890747077 29.500000000000004 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 5 4 13 17 43 7 -4 9 24 16 19 38 -3 25 59 34 18 28 31 -18 -22 23 -17 37 42 -14 -28 -2 36 -23 -6 -31 -25 35 -7 51 -5 39 -9 50 -42 49 -1 45 46 -45 -20 -24 -10 53 60 -21 -19 -55 -30 -15 -58 -59 -16 -13 -62 |
| right_child=2 3 6 8 11 10 -8 12 14 -11 -12 29 26 56 15 22 20 40 47 52 21 30 48 33 -26 -27 27 -29 55 32 -32 -33 -34 -35 -36 -37 -38 -39 -40 -41 41 -43 -44 44 -46 -47 -48 -49 -50 -51 -52 -53 -54 54 -56 -57 57 58 -60 -61 61 -63 |
| leaf_value=-0.068714978206932911 0.032542629002274774 -0.053268270829449939 0.070771314046341391 -0.007990688664435466 0.010672482206581015 -0.069606714783692042 0.071098645904242738 0.029723923800604693 -0.011340320343595474 0.021957060591427983 -0.059858394220007355 0.072065899309197254 0.069845571214660576 -0.054780434227505115 -0.0013106577471760214 0.059543912210369393 -0.064848822320881044 0.047646689176708862 -0.031404668850563297 -0.03726402931672064 0.015266518381673588 -0.030913917729055152 0.068421816579388617 0.017168501381924016 -0.061212230316500665 -0.040856980174473818 0.068702089333743513 0.021657311860516903 0.014093764257058002 0.078500844817870452 0.032825412312599611 0.049320738368559026 0.048029281778051248 -0.033152628822799027 -0.0071930080641801402 0.031831794484235926 0.018595201324174328 -0.043221424986644857 0.057624804862531687 -0.01061882052292821 0.05001335873146652 0.016725655990622944 0.031208480527247159 -0.078745014430937982 -0.072433344912818914 -0.07472205042225176 0.04368185758570628 0.021359464099653398 0.031264550660376554 0.012834894862430099 -0.015240734775932028 0.036905633096202255 0.020127311144463186 -0.0070369156795189432 0.028179770997463296 -0.048449644606385345 0.053268167656173586 0.00094038315581419774 -0.038549405303175341 -0.036195298852840417 0.01734035433687028 0.058444906585254121 |
| leaf_weight=329.40031937870663 11.592493492382347 70.755325306206942 62.743741660728119 11.016227223444732 8.998481156304484 17.987898463383324 277.80074859672459 32.931446924572811 47.496628785505891 10.738260112702845 81.478514299204107 12.156632073223589 23.7594926324673 4.9319623489864197 13.588041190989317 3.2014803737401953 6.1781863124342626 5.1646147631108752 16.299157093308171 4.8661209545098236 6.5341302207671097 35.499632991384715 5.7856907788664129 6.153554087970404 11.82221738481894 6.3628637385554603 10.120747387103622 12.137620737223186 3.2755626229336476 16.919890336692333 2.0829791768919668 13.003233830444513 17.024354932829738 5.6414980078116059 2.4965926492586723 0.83706895634531875 9.4292821143753809 11.867712898645548 7.4703775043890337 5.0006467569619408 13.936289557255803 18.232872603897704 5.1459867551457128 0.8941178810782725 3.3644691524095833 1.2460236260667441 2.2888764813542366 2.6126704961061469 19.410154491197318 13.377396645024417 6.9307573125697663 28.120391483418643 2.8689944911748171 13.163707288913431 14.636960819480008 2.5615214444987942 1.9581604562699819 6.8826484405435648 15.252417139010502 5.2459246232174328 6.723832341842356 22.870300987735391 |
| leaf_count=21764 198 4073 210 334 98 1165 1273 479 1245 142 4950 52 159 233 311 48 509 51 508 115 130 1563 59 123 669 350 67 174 81 64 32 89 104 252 86 27 135 396 77 41 132 432 63 50 435 31 127 59 283 248 209 290 22 344 268 108 33 211 702 211 83 152 |
| internal_value=0.00014722 -0.0463668 0.0523496 -0.018679 0.0302625 -0.0619889 0.0652035 0.0545806 -0.00368029 -0.02396 -0.048666 0.0440766 0.0434686 -0.0452632 0.00333293 0.0153199 -0.0359323 0.0120425 -0.00431337 0.0206404 -0.0264431 -0.0210647 0.027666 0.00728472 -0.038167 -0.00644211 0.056884 0.0430483 0.0171726 0.0502307 -0.0273812 0.033514 0.0632182 -0.00689977 -0.0583161 -0.0650962 0.0446714 -0.0262615 0.0298713 0.0244055 0.0202905 0.0311465 -0.00312528 -0.0680379 -0.0394214 -0.0143441 0.00929158 -0.0241153 0.0397969 -0.00602769 0.011537 0.0481905 -0.0159773 0.0171669 0.0115046 -0.0133525 -0.0257489 -0.0198061 -0.0262705 -0.0110273 0.0557912 0.0491059 |
| internal_weight=1450.28 766.923 683.353 276.634 251.388 490.289 431.965 154.164 176.854 45.4444 153.095 142.982 91.4203 99.7805 131.409 59.0263 71.6165 108.407 36.3414 29.7368 50.2949 44.1167 40.1924 14.9965 34.7062 72.3829 46.0179 22.2584 17.4296 113.245 37.5826 22.0017 33.9442 11.7951 21.3216 18.825 79.3004 22.8839 45.4025 37.9321 72.0652 32.1692 66.02 337.194 7.79349 4.42902 3.18299 18.9118 25.1958 60.874 39.896 69.8712 7.73512 32.9653 27.8007 5.83708 29.0252 24.0932 22.1351 18.834 41.7508 29.5941 |
| internal_count=46929 40855 6074 9986 3594 30869 2480 1207 4734 1541 8462 1204 997 5252 3193 1287 3512 2390 954 324 2234 1725 765 423 1399 1906 400 241 387 880 1595 187 168 375 1278 1192 712 730 597 520 1436 564 1556 22407 643 208 177 567 342 1493 872 577 137 663 612 189 1179 946 913 522 287 235 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=6 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 17 19 19 5 17 33 8 33 11 33 5 10 36 10 5 33 19 19 5 33 15 7 5 19 8 17 19 2 8 11 15 16 19 7 36 36 10 19 19 15 19 8 2 19 15 5 15 17 36 19 36 19 2 8 8 7 8 8 |
| split_gain=1255.06 95.3125 93.6307 37.073 23.473 16.7956 14.2203 13.427 9.247 7.8394 8.06968 7.69443 8.13659 6.85182 6.17038 6.00123 5.51168 5.41781 4.93837 5.0472 5.17707 4.48523 4.40279 4.0276 3.96687 3.40843 3.39412 5.04049 3.19035 3.16216 2.87636 4.0429 2.8274 2.75839 2.75214 2.74011 2.68678 2.67985 2.61436 3.56553 2.58748 4.08906 2.54066 2.49743 2.42324 2.38719 2.34705 2.59632 2.26858 2.22809 2.20184 2.1957 2.1135 2.09351 2.0223 1.98248 1.94073 1.8572 2.71593 1.72278 1.70293 1.67507 |
| threshold=19.500000000000004 6.5000000000000009 51.500000000000007 3533.5000000000005 117.62523269653322 197.50000000000003 3.5000000000000004 4526.5000000000009 13.466962337493898 0.00030751107260584837 2134.0000000000005 0.00013275576202431696 1.0000000180025095e-35 2.8820880970670264e-06 3975.5000000000005 1.0000000180025095e-35 0.004476650385186077 1.0000000180025095e-35 3533.5000000000005 7.2900547820609071e-06 25.500000000000004 23.500000000000004 2351.5000000000005 0.0067581944167613992 0.42366996407508856 74.000000000000014 3984.5000000000005 8.5000000000000018 1800.0000000000002 4.2388072013854989 132.00000000000003 2404.0000000000005 5941.5000000000009 1.0000000180025095e-35 33.57799148559571 2.5953497886657719 68.500000000000014 716.50000000000011 0.0068257069215178498 0.035449638962745673 1.0000000180025095e-35 116.50000000000001 24.500000000000004 6.9389708042144784 40.500000000000007 1245.0000000000002 2170.5000000000005 37.500000000000007 55.41365051269532 2875.5000000000005 113.25963211059572 24.076214790344242 0.00069925488787703227 12.500000000000002 0.10601609945297243 78.500000000000014 2291.0000000000005 2404.5000000000005 2063.5000000000005 71.500000000000014 1866.5000000000002 1160.5000000000002 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 6 4 23 18 7 -1 9 15 10 36 12 17 22 -13 33 -12 25 28 20 -20 -15 42 -3 -17 35 -16 -28 -2 -26 31 -11 60 50 57 51 -4 52 46 49 41 -9 -6 -22 -24 -41 47 48 -23 -40 -8 -5 59 -25 -38 -33 -46 58 -19 -14 -31 -44 |
| right_child=2 3 5 11 13 -7 8 40 -10 30 16 14 37 21 26 24 -18 34 19 -21 43 38 44 53 29 -27 27 -29 -30 32 -32 55 -34 -35 -36 -37 54 -39 39 45 -42 -43 61 -45 56 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
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| leaf_weight=327.02483628701884 4.9339933390729112 59.547697152360342 8.6370498409087286 2.2115234099328571 2.0747687220573416 223.33350303402403 17.633613596437506 9.1035185549408215 77.859019513358362 14.240796121768652 7.2597851599566621 15.221113719977437 4.6086753346026006 6.8546387418173245 8.4860762327443791 5.8370532812550655 6.7584329315577634 13.718310949392619 11.963934223633258 51.660507406108081 9.1404885831288976 2.9880550219677415 17.944569035898898 14.917679655365648 6.604525512084364 10.774645315483211 5.4187067290768054 20.718947535380721 5.2859049518592656 13.926394491922109 27.833776536674122 17.521065663633635 2.1821799883618942 2.5016723196022204 10.361041910480706 10.651414301246403 35.797512340024696 2.5780575729440889 2.6528911166824392 9.9749545427039283 94.008599184453487 10.06975093402434 3.6110379212186654 30.69941238919273 2.6808657525107256 14.046193504356777 6.7708303956314912 8.9417337942868453 2.5816702819429338 12.225518639199434 0.78901231056079169 7.896763430442661 5.1689927987754336 7.701134636765345 6.3157772317063055 27.548662361659808 3.526111398357898 20.988891697023064 5.7592570893466464 9.0259040363598597 21.545424692798406 5.2669333970407024 |
| leaf_count=22407 143 3526 179 104 83 992 1165 77 4950 71 74 469 69 272 119 509 76 410 256 435 137 76 582 861 130 638 221 358 94 492 213 340 33 86 203 371 433 121 100 124 309 31 51 229 49 350 138 61 29 338 27 194 43 332 61 344 109 720 99 208 1070 138 |
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| internal_weight=1415.91 711.659 704.253 235.755 215.825 488.428 475.904 265.095 148.879 151.913 64.7686 153.588 103.743 102.141 49.8448 71.0199 14.0182 82.3618 113.684 103.464 51.8038 67.0365 35.1043 82.1665 50.0956 31.5343 34.6237 26.1377 10.2199 44.2585 87.1443 59.3105 37.654 20.9243 50.8275 20.7597 50.7503 21.3816 60.1818 38.8996 113.182 19.1733 10.9527 39.8399 24.1515 24.0211 21.2823 14.5115 5.56973 14.8784 18.4226 10.1083 18.8036 22.6188 42.1133 45.0697 6.20698 40.4665 19.4776 13.6346 35.4718 8.87797 |
| internal_count=46929 39935 6994 9066 3794 3200 30869 2208 8462 1791 823 4347 3180 2500 1167 3512 150 2739 1294 1057 622 1488 1012 4719 2234 1307 698 579 237 1725 968 755 1595 1278 1432 669 673 441 1216 912 417 108 272 366 740 474 304 166 105 438 1192 298 320 1193 494 684 158 1229 509 277 1562 189 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=7 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 6 5 19 33 19 4 4 6 17 11 4 10 5 10 4 19 33 4 4 4 15 19 8 4 5 14 4 19 36 33 5 15 17 5 14 5 14 10 4 17 8 17 14 2 11 17 11 17 2 36 19 10 33 8 6 15 15 17 17 |
| split_gain=1125.68 113.234 64.893 34.8335 21.2658 13.6514 10.6708 10.4932 12.6647 9.58637 9.41646 8.38815 8.24159 7.61679 6.65453 5.84066 5.82206 5.70566 4.96514 4.94947 4.27154 4.21158 3.95529 3.89585 3.89147 3.61047 3.17161 3.09433 3.04815 3.03517 2.95088 2.87965 2.75341 2.74094 2.724 2.67136 2.60955 2.60905 2.59383 2.4281 2.36938 2.29235 3.87273 3.7174 2.26869 2.26537 2.19672 2.17386 2.06372 2.05136 1.96667 1.95962 1.93473 1.90867 3.32667 1.88345 1.85245 1.83001 1.72168 1.71822 1.68935 2.27782 |
| threshold=23.500000000000004 6.5000000000000009 67.500000000000014 0.00084093221812509011 3975.5000000000005 3.5000000000000004 0.00013275576202431696 151.50000000000003 449.50000000000006 102.50000000000001 0.0048489188775420198 13.466962337493898 1.0000000180025095e-35 328.50000000000006 1.0000000180025095e-35 3975.5000000000005 1.0000000180025095e-35 22.500000000000004 15.500000000000002 2.8820880970670264e-06 132.50000000000003 19.500000000000004 2204.5000000000005 0.42366996407508856 36.500000000000007 1257.0000000000002 59.500000000000007 3981.5000000000005 4.4066448211669931 161.50000000000003 52.500000000000007 0.004476650385186077 0.0067581944167613992 6051.5000000000009 15.11979913711548 4.2388072013854989 6025.5000000000009 5.5052571296691903 5676.5000000000009 6.5756444931030282 1.0000000180025095e-35 57.500000000000007 110.54878234863283 1245.0000000000002 1203.3468017578127 4.6491756439208993 1177.5000000000002 1.0000000180025095e-35 41.980199813842781 1.0000000180025095e-35 140.45456695556643 859.50000000000011 0.0020605423487722878 371.50000000000006 1.0000000180025095e-35 0.013609332963824274 2255.5000000000005 0.00035372191632632172 113.25963211059572 124.11402130126955 1786.3898925781252 428.96861267089849 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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|
|
|
| Tree=8 |
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|
|
| Tree=9 |
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| internal_weight=1319.38 664.664 654.718 226.625 236.079 128.861 418.639 171.414 438.039 122.213 57.3275 138.449 113.866 73.091 68.4792 96.6012 24.5257 66.7755 64.8858 46.6348 72.0755 55.7439 97.7638 47.669 40.7748 247.225 105.562 102.935 33.4529 15.8206 12.5114 32.2601 22.3641 33.9143 9.89596 40.2224 23.4132 19.6088 42.4551 57.6777 44.0316 13.3065 32.2516 35.9479 48.8313 45.4165 7.03837 68.2148 38.0985 21.7262 16.3723 8.27986 34.0517 38.1387 29.5953 19.1066 27.1553 13.6461 10.0829 7.50757 57.2704 6.15719 |
| internal_count=46929 39935 6994 9066 4101 3606 2893 1569 30869 2776 955 8462 1325 1052 983 3002 985 3512 1821 1437 2017 898 5460 2234 273 1324 803 586 310 332 281 604 319 778 285 1334 177 894 1725 3204 2762 219 313 1595 809 686 101 1675 1119 637 482 260 1562 785 654 1278 1363 442 262 203 720 147 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=10 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 6 33 19 19 5 6 33 11 11 33 33 3 7 36 4 5 19 15 19 5 8 4 5 19 36 15 19 4 11 36 36 16 33 19 3 7 5 7 4 8 33 18 8 3 7 18 18 18 36 7 36 5 4 33 6 7 7 4 19 |
| split_gain=870.873 72.8821 66.3768 23.3883 14.4725 10.8062 10.4552 9.63188 8.72753 6.6205 6.00771 5.75262 5.15076 4.62542 4.34622 3.91839 3.91333 4.00247 5.19155 5.11874 3.87462 3.79208 3.48096 3.36086 3.25847 3.16706 3.53393 2.98513 2.5844 2.4175 3.06871 2.35142 2.19815 4.15714 2.1932 2.16908 2.16742 2.39596 2.00238 2.35235 2.8643 1.98192 1.97755 1.88446 2.05036 2.9084 1.87992 1.82963 1.76492 1.65705 1.72489 1.91621 1.62689 1.64827 1.59028 1.753 1.57921 1.50344 2.25084 1.60272 1.48899 1.82796 |
| threshold=19.500000000000004 6.5000000000000009 59.500000000000007 0.00084093221812509011 2.8820880970670264e-06 199.00000000000003 3.5000000000000004 5342.5000000000009 0.0021270919824019079 0.00011657222421490589 1.0000000180025095e-35 1.0000000180025095e-35 0.0069779541809111842 1.0000000180025095e-35 5.0720391273498544 769.50000000000011 0.00099506473634392045 459.50000000000006 2245.5000000000005 86.500000000000014 3.4381377696990971 28.500000000000004 3975.5000000000005 1160.5000000000002 259.50000000000006 3984.5000000000005 10.500000000000002 0.054401701316237457 0.42366996407508856 33.500000000000007 23.500000000000004 1.0000000180025095e-35 0.004668889334425331 0.013211480341851713 1.2425710558891299 2.8820880970670264e-06 92.500000000000014 8.3173995018005389 1618.5000000000002 4128.5000000000009 2125.5000000000005 649.50000000000011 5941.5000000000009 1.0000000180025095e-35 66.500000000000014 1389.5000000000002 7.2960741519927987 716.50000000000011 64.500000000000014 64.500000000000014 81.500000000000014 2.4299190954479858e-05 50.500000000000007 5.0418128012097447e-05 1615.5000000000002 44.500000000000007 9.6128059112743379e-07 1.4947006548027277e-05 32.500000000000007 41.500000000000007 60.500000000000007 27.500000000000004 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 6 4 9 10 7 38 16 15 11 21 20 46 31 28 24 -4 36 -19 -20 56 54 -11 -10 29 -24 -27 41 -15 30 -6 -8 60 -34 -17 -9 37 -18 -1 -40 -41 -21 -16 44 -22 -46 -5 -13 -45 -30 -51 -52 53 -47 -2 -56 -3 -23 -59 -60 -32 -62 |
| right_child=2 3 5 12 8 -7 13 35 23 22 -12 47 -14 14 42 34 17 18 19 27 43 57 25 -25 -26 26 -28 -29 49 -31 32 -33 33 -35 -36 -37 -38 -39 39 40 -42 -43 -44 48 45 52 -48 -49 -50 50 51 -53 -54 -55 55 -57 -58 58 59 -61 61 -63 |
| leaf_value=-0.058869978054117957 0.023894361604300581 -0.054343554466707439 -0.0088273480223143488 -0.051106517805075892 0.047066221725946045 0.062524821994635507 -0.056658208495045805 0.046004100237202888 0.030045120034022422 -0.012893467300566975 0.033699078976943506 0.017451933285857247 -0.019711667464463577 -0.056473103194177032 -0.049675828245755622 0.015695717094794306 0.050334199108195435 0.058022868868114058 -0.0018716065408438975 0.0042075268345320802 -0.052280312826313513 0.018683272651927638 0.041819302021893406 -0.0018852592615344684 0.010106259707069343 -0.013680667963165498 0.022930342693366926 -0.0024159965578763806 -0.0019142654009354325 0.046796904576360002 0.017790605104414988 -0.016115307394998439 -0.031109792085097527 0.040331425899833906 -0.051544103095936704 0.065117295751810897 0.064395568784178167 0.011670728079617882 -0.06713720300896589 0.022618425435278176 -0.061335646285838943 0.039949375790368322 0.022166642195495155 0.018904432674140742 -0.059900183697282366 -0.026008814331343406 -0.017734060297506498 -0.030166645854804872 -0.010856213642526268 -0.036347100469782144 0.020355470601145651 -0.022421033128054921 -0.036430860657431598 0.017609174782604011 0.0017075544574990942 -0.037078097345741759 -0.025950162608190514 -0.02887489048077109 0.040413689240949728 -0.00090192751068305245 0.01784505128771172 0.048170464638500408 |
| leaf_weight=283.40256233315449 1.5609704861417437 8.8197386506944913 4.2998643098399034 49.469438411178999 23.315236203372478 188.86603153060423 45.780606028041802 20.006316509097815 11.673643249960149 13.416040865704415 11.301835247664711 16.190043993759904 22.320953441783786 5.691254016943275 34.441942475677934 3.4651483101770273 18.339889173032137 17.464602431020467 12.206064888043327 4.2056431356177191 5.0929178185761002 10.960259135812519 9.446105814073233 28.026371469488367 11.1840040567331 11.002132561057808 16.441346286330372 5.2222592476755372 9.2930388273671252 49.312185279093683 15.134421459399162 3.8794050246942779 4.4818057245574874 3.7317977920174599 1.8656805092468856 57.52620530501008 19.650738345459104 5.1272009853273621 2.8916161125525823 2.7058256044983864 1.626748868729919 49.874481718477909 0.98526953160762687 6.0037531713023773 3.0669513200409737 3.1451719987671805 4.6134404330514363 2.3043202608823767 29.264382188674062 18.139266192447394 3.2541930624283877 13.391679145395754 3.2951411677058777 6.9563028910197318 3.7043973503168699 13.641108107753096 11.011045187246053 6.4736845036968615 2.7818513447418836 15.026700665359384 7.4426295668818083 14.953260891139506 |
| leaf_count=21848 27 563 69 3378 196 969 3253 84 190 448 188 299 1160 562 2477 82 219 169 254 83 200 110 116 827 244 358 248 61 264 383 198 183 138 59 62 180 75 64 283 107 263 648 43 102 136 113 236 124 786 843 83 789 161 182 88 490 461 204 43 388 117 132 |
| internal_value=0.000182188 -0.0407537 0.0414056 -0.0175201 0.0205928 0.0538088 -0.0528683 0.0461137 0.02811 -0.00575425 0.00054113 -0.0135106 -0.0399196 -0.0413622 -0.0342925 0.0341749 0.0381145 0.0396425 0.0335836 0.0276147 -0.0195493 -0.00637951 0.00891629 0.00750375 0.0359036 0.0168481 0.00825293 0.0336839 -0.0247645 0.0383409 0.0323029 -0.053491 0.0247782 0.00134906 -0.00783684 0.0601854 0.0521451 0.0418868 -0.0582074 -0.0322128 -0.00890375 0.0371698 -0.0476778 -0.0129086 -0.0245551 -0.0159785 -0.0482597 0.0115189 -0.00579001 -0.0206704 -0.0256812 -0.0140584 -0.00592331 0.00402838 -0.0244447 -0.0287948 -0.0385781 0.00331187 -0.00362632 0.00555193 0.0299057 0.0380927 |
| internal_weight=1290.17 647.343 642.826 221.859 240.037 402.789 425.483 213.923 174.586 145.455 65.4508 95.1498 76.4038 134.857 85.1966 134.886 136.391 132.091 88.9731 71.5084 76.6554 54.149 50.3056 39.7 129.555 36.8896 27.4435 59.3024 49.7694 118.371 69.0592 49.66 45.7439 8.2136 5.33083 77.5325 43.1178 23.4671 290.627 7.22419 4.33257 54.0801 35.4272 56.8246 21.5565 16.4636 54.0829 18.4944 35.2681 44.0782 34.7851 16.6459 13.3966 10.1015 18.9065 17.3455 19.8308 35.2425 24.2822 17.8086 37.5303 22.3959 |
| internal_count=47110 40069 7041 9071 4166 2875 30998 1906 2628 4297 1538 3127 4774 8497 5061 1611 1642 1573 1215 1046 2704 1350 1170 1017 1467 722 606 792 2541 1223 840 3436 644 197 144 264 358 283 22501 653 370 731 2520 1680 792 592 3614 423 888 1979 1715 872 456 295 605 578 1024 745 635 431 447 249 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=11 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 6 6 19 19 33 33 33 4 10 33 17 2 33 6 6 19 7 4 6 6 7 17 8 19 2 19 17 6 19 15 36 10 4 2 18 2 19 7 6 7 19 10 18 6 7 15 19 4 6 17 36 16 7 9 2 4 6 6 19 |
| split_gain=795.487 69.9634 63.7816 21.1391 15.6826 9.31627 7.30963 6.1193 5.84893 5.70685 6.48846 5.12581 4.90044 4.80712 4.5318 3.81052 3.56486 3.42823 6.07684 3.06877 3.04932 2.783 3.24993 2.76999 2.74034 2.49502 2.37319 3.26415 2.25802 2.38678 2.21152 3.05194 2.14431 2.06399 2.02083 1.96639 2.54556 1.9346 1.91823 1.90195 1.7972 1.96792 2.40841 1.75939 1.75124 2.00941 1.73372 1.7095 1.70484 1.90115 2.90944 1.68828 1.61205 1.59233 1.49983 2.02346 1.49273 1.47006 1.88953 1.64565 3.21008 1.39872 |
| threshold=19.500000000000004 6.5000000000000009 70.500000000000014 0.00084093221812509011 0.00035230985668022191 3.5000000000000004 395.00000000000006 2.8820880970670264e-06 6.3149982452159761e-05 0.00052453440730459999 96.500000000000014 1.0000000180025095e-35 0.0067581944167613992 15.06627416610718 6935.0000000000009 9.6128059112743379e-07 0.0022272324422374372 2.5393953364982739e-05 135.50000000000003 357.50000000000006 324.50000000000006 0.00035230985668022191 0.00032980812829919165 219.50000000000003 1786.3898925781252 1389.5000000000002 53.500000000000007 2558.5000000000005 28.500000000000004 110.54878234863283 0.0002250924153486267 23.500000000000004 0.42366996407508856 0.0021801359253004198 1.0000000180025095e-35 22.500000000000004 603.50000000000011 90.500000000000014 1473.5000000000002 25.500000000000004 1618.5000000000002 0.0002861485409084708 2125.5000000000005 116.50000000000001 1.0000000180025095e-35 63.500000000000007 4.7871055357973098e-05 131.00000000000003 84.539474487304702 27.500000000000004 44.500000000000007 0.0040501574985682973 403.02452087402349 5.0418128012097447e-05 1.3527433276176455 1527.0000000000002 9.5000000000000018 4093.5000000000005 619.50000000000011 0.0006021526933182032 0.011187037918716671 11.500000000000002 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 5 4 8 7 40 11 28 23 14 16 43 38 15 48 -7 -11 -13 20 26 -19 22 -10 25 39 34 30 -28 56 -30 31 -9 -17 -20 -3 44 37 -37 -5 -12 -1 42 -42 57 -27 -46 53 -41 49 50 -6 -40 -50 -33 55 -25 -2 -4 -59 -60 -61 -14 |
| right_child=2 3 6 12 9 13 -8 19 21 10 24 17 61 -15 -16 32 -18 18 33 -21 -22 -23 -24 54 -26 35 27 -29 29 -31 -32 46 -34 -35 -36 36 -38 -39 51 47 41 -43 -44 -45 45 -47 -48 -49 52 -51 -52 -53 -54 -55 -56 -57 -58 58 59 60 -62 -63 |
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| leaf_count=21848 104 210 60 3358 55 1508 494 117 536 186 320 148 755 4588 71 505 180 52 46 157 471 448 318 87 41 362 71 80 128 167 191 248 1896 469 177 447 325 201 68 578 107 281 265 481 30 609 70 415 212 509 325 167 121 133 416 131 92 65 76 73 35 426 |
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| internal_weight=1258.43 630.168 628.266 219.117 276.169 411.051 352.097 150.309 144.26 125.86 80.7892 230.201 74.8576 130.731 45.0708 69.495 27.5328 154.332 103.011 116.483 38.6959 54.492 41.1611 89.7677 53.2564 78.7181 107.35 27.8181 33.8258 26.2427 79.5323 57.869 48.0246 64.3146 10.179 68.5391 39.4311 27.9182 52.0955 50.0874 280.32 6.97398 4.27053 75.8687 29.108 21.5892 51.4683 41.4954 40.1007 30.9983 12.1145 4.7859 9.10232 45.737 11.0496 3.71848 7.58311 24.1735 19.6856 15.085 7.14857 22.762 |
| internal_count=47110 40069 7041 9071 4571 30998 2470 1558 4297 3013 1720 1976 4774 8497 1293 3909 366 1186 1038 1067 523 1302 854 2995 1354 2361 910 151 491 295 759 568 2401 515 387 1974 973 648 3593 1313 22501 653 372 790 1001 639 451 993 1222 889 380 235 333 381 634 218 196 309 249 184 108 1181 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=12 |
| num_leaves=63 |
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| split_feature=19 19 19 36 33 19 4 19 33 11 33 17 11 33 36 15 33 4 4 8 19 17 19 7 19 17 36 2 15 19 4 19 17 4 7 36 33 19 4 17 8 4 7 7 33 2 36 7 16 4 19 16 10 18 19 16 7 7 4 4 15 11 |
| split_gain=723.53 66.8329 62.0734 18.8646 12.1614 10.7466 13.1141 8.81791 7.76744 5.3199 5.29686 4.8145 4.68335 4.07851 3.89847 3.67692 3.52598 3.45116 3.09814 2.89126 2.58388 2.56971 2.54497 2.45497 2.34732 2.25715 2.67682 2.25681 2.0767 1.87796 1.81488 4.65045 1.80893 1.75004 1.70189 1.69188 3.80064 1.68039 2.01029 1.65554 1.56657 2.58408 1.55353 1.53672 1.5245 1.49208 1.48632 2.00727 1.44129 1.41794 1.87959 1.40299 1.36487 1.74636 1.34261 1.32259 1.32153 2.6355 1.31203 1.30801 1.26666 1.26511 |
| threshold=19.500000000000004 6.5000000000000009 59.500000000000007 0.0041030459105968484 2.8820880970670264e-06 148.50000000000003 459.50000000000006 3.5000000000000004 0.00085620602476410579 1.0000000180025095e-35 0.00011657222421490589 15.06627416610718 1.0000000180025095e-35 0.0069779541809111842 0.099502440541982665 3.4381377696990971 9.6128059112743379e-07 72.500000000000014 241.50000000000003 1208.0000000000002 10.500000000000002 257.29936218261724 77.500000000000014 349.00000000000006 28.500000000000004 110.54878234863283 0.03790410794317723 40983.000000000007 0.42366996407508856 13.500000000000002 241.50000000000003 109.50000000000001 207.68300628662112 2204.5000000000005 103.50000000000001 0.0010391360847279432 0.00023710783716524023 33.500000000000007 23.500000000000004 54.942638397216804 1369.5000000000002 44.500000000000007 133.50000000000003 1618.5000000000002 9.6128059112743379e-07 4388.0000000000009 0.0011625108891166749 2125.5000000000005 1.5292353034019472 71.500000000000014 27.500000000000004 2.641929149627686 1.0000000180025095e-35 62.500000000000007 31.500000000000004 1.909002482891083 25.500000000000004 22.500000000000004 22.500000000000004 100.50000000000001 33.57799148559571 1.0000000180025095e-35 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| internal_count=47110 40069 7041 9071 4166 2875 1548 30998 2628 1538 4184 8497 3092 4887 978 2670 3909 1409 1219 1224 1092 185 854 1059 1350 745 646 1327 2401 3751 570 295 997 651 666 825 753 900 627 426 605 432 422 22501 1040 238 653 395 344 464 224 255 21848 12217 159 173 477 141 270 275 156 1508 |
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| shrinkage=0.05 |
|
|
|
|
| Tree=13 |
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| split_feature=19 19 19 6 6 19 19 6 10 11 10 4 6 19 4 17 11 36 19 19 10 2 17 19 4 19 17 36 2 8 7 19 11 8 8 6 19 7 19 17 2 6 17 2 6 15 8 8 18 19 2 17 11 19 6 6 19 7 4 8 10 2 |
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| internal_count=47110 40069 7041 9071 4571 2470 30998 1631 1558 4297 3664 3013 2348 665 1310 8497 414 1377 1144 1068 3909 183 4774 1280 597 325 809 735 272 254 858 633 920 2354 352 961 834 1985 826 645 410 272 642 331 232 2485 445 1361 340 543 144 306 3413 1785 1389 352 605 268 144 410 3087 287 |
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|
|
|
|
| Tree=14 |
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| leaf_count=22501 941 404 228 3378 166 799 1586 109 104 357 977 180 112 320 448 4408 98 40 71 2036 186 64 79 142 152 73 41 58 67 162 196 59 174 93 450 311 85 62 1775 61 80 440 74 156 162 281 222 49 355 130 37 27 37 340 100 43 183 40 380 41 155 225 |
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| internal_weight=1166.83 583 583.828 211.521 265.343 318.485 371.479 142.392 169.924 120.92 70.2157 122.952 133.1 79.1033 141.305 120.141 99.8538 82.1471 43.8482 67.7144 26.7439 52.788 17.7067 87.1814 63.1552 72.6654 52.3595 68.1318 51.4229 67.3126 44.3645 18.3231 26.0414 54.1239 40.8912 32.6774 33.2461 9.29178 54.5101 9.55439 49.2544 47.6684 48.0092 40.9584 4.5852 39.1873 43.647 16.7089 24.0262 10.1037 7.25047 44.2577 38.2864 35.6668 13.5217 8.37781 22.2065 148.561 32.7212 39.1058 23.434 13.8271 |
| internal_count=47110 40069 7041 9071 4571 2470 30998 1558 1631 1403 4774 3013 1387 1720 4297 8497 1190 913 1293 4089 366 482 277 2995 2331 747 1354 921 768 707 545 175 370 1302 854 761 197 171 1927 125 1313 2503 3614 993 236 1222 701 153 664 309 179 2063 837 757 179 116 1160 839 720 643 421 266 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=15 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 5 19 17 5 19 33 33 10 19 10 14 14 17 18 2 14 33 17 19 10 2 19 18 8 9 17 8 8 8 19 5 16 18 8 5 8 14 14 17 14 15 17 17 8 19 15 5 19 14 10 14 8 15 17 16 36 2 17 |
| split_gain=550.99 59.2391 55.239 15.2158 12.8981 9.48454 9.52045 7.79822 7.56604 5.30598 5.08407 3.87052 3.74378 3.72604 3.31141 7.08406 3.13612 3.05558 3.04954 3.31738 2.84372 2.75149 2.55607 2.95905 2.55466 2.34826 2.285 2.1995 2.18439 2.39786 2.12766 2.12703 2.10968 2.07575 1.99203 1.98726 1.94009 1.88999 2.08668 1.88105 2.61317 1.74981 1.67787 2.20176 1.67462 1.63448 1.62038 1.85128 1.5987 1.57279 1.52111 1.52038 1.46618 1.45086 1.59579 1.44629 1.5081 1.52341 1.42989 2.00739 1.41407 1.32589 |
| threshold=19.500000000000004 70.500000000000014 6.5000000000000009 3975.5000000000005 3975.5000000000005 135.50000000000003 376.47087097167974 4015.5000000000005 3.5000000000000004 2.8820880970670264e-06 0.00052453440730459999 1.0000000180025095e-35 53.500000000000007 1.0000000180025095e-35 7.5284359455108651 7.6585364341735849 15.06627416610718 164.50000000000003 1473.5000000000002 3.4498615264892583 0.0069779541809111842 110.54878234863283 395.00000000000006 1.0000000180025095e-35 2291.0000000000005 22.500000000000004 148.50000000000003 3396.5000000000005 4.5000000000000009 96.27188873291017 1853.5000000000002 3966.5000000000005 2404.5000000000005 10.500000000000002 3533.5000000000005 2.9947972297668461 62.500000000000007 1447.0000000000002 2351.5000000000005 1723.5000000000002 4.610145330429078 4.2835628986358651 1786.3898925781252 4.8322978019714364 0.42366996407508856 207.68300628662112 4.2388072013854989 5941.5000000000009 10.500000000000002 52.005319595336921 2381.5000000000005 12.500000000000002 3.8176519870758061 1.0000000180025095e-35 4.3171324729919442 3770.5000000000005 3.7703785896301274 53.519710540771491 2.0675945281982426 0.00036184057535137987 1207.5000000000002 33.917316436767585 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=2 4 8 20 10 6 -3 31 14 21 37 -10 18 27 53 -16 44 33 58 -20 34 28 23 39 -14 -12 50 -9 -6 41 -28 48 42 -15 45 -23 -18 38 -2 -7 -41 -30 43 -27 -13 -4 -46 -48 -5 52 -8 -22 -39 -1 -55 56 -35 -58 -11 -60 -51 -50 |
| right_child=1 5 3 7 9 22 26 13 11 12 25 16 24 17 15 -17 36 -19 19 -21 51 35 -24 -25 -26 32 30 -29 29 -31 -32 -33 -34 55 -36 -37 -38 49 -40 40 -42 -43 -44 -45 46 -47 47 -49 61 60 -52 -53 -54 54 -56 -57 57 -59 59 -61 -62 -63 |
| leaf_value=-0.055966380342566402 0.022314401181623672 0.055534602822533224 -0.044179131602152671 0.0090420708899766056 0.052030816561943416 0.046459272890193332 0.044108608820049681 -0.035718894304950198 -0.047816345100058728 0.04092397991125965 -0.011120094326636874 -0.050451255350485336 0.063636121192647319 -0.011854617347322067 0.087724098063989175 -0.056211315283712961 0.0049352976351542226 -0.051721334055555505 0.037783838296699707 -0.003395621693790961 -0.024253593762423403 0.0021268608638757946 0.06173681406056758 0.05659616652377384 0.034148473876847073 0.017465457231493248 0.016419651055448205 0.0024334141016584473 0.014555961644925345 0.046091358675220184 -0.06117270307646544 -0.026490164507799504 0.038415999394066723 -0.026055057130056798 -0.021428533891436508 -0.0479710321727847 -0.045605446114425643 0.028503267601925911 -0.012234341504401695 -0.0082543484767224774 0.042831435171210928 -0.024528129350831707 0.049723750663806118 -0.0041835968286725511 0.0093604144734663174 -0.014661769076633356 -0.023674032615614887 0.032181651941676458 0.048696881632272614 0.011772022997838961 0.023364403475752849 0.0030402483451015204 -0.014099544714692318 -0.043288396800207928 -0.054893370432259503 0.023699617849304869 0.011896552078654376 -0.022685703173528294 0.031807616836541042 -0.0042198637686500177 -0.045079439990844107 0.020348299551514872 |
| leaf_weight=116.09554093715269 8.5446748140093423 44.24599110125564 40.633900261134841 13.417689881986009 4.3238360965624514 20.223886823281649 11.009807776659725 17.891361020039771 42.246881068684161 31.534027080982924 8.6313512185588461 4.3200897596543646 14.540037021040918 28.516655768733472 1.3362351596588262 2.3728587557561696 2.046607457567009 3.2226446161512277 7.6864446103572872 13.446427978575228 14.130006426014008 7.2891447260044497 109.39779722690582 64.16221796660102 14.843137944117187 40.214131558779627 2.3466054507298391 4.7887784902704871 8.8195522204041499 4.0045949278865001 1.4169871843187136 2.449721733108162 9.5058388775214535 4.4732444910332587 18.738549394998699 2.7174826054833829 26.291190209245542 2.3304740090388867 8.9465784424392023 4.5155955925583822 5.6172438749636058 4.2406633622013024 2.9651902235345906 16.589344010018976 4.8688578242436042 5.3018441810272625 35.334677692619152 1.5484711751341809 7.0596495699137476 1.3168152719736088 44.778571480448591 7.9859295485075554 15.136292591283562 70.672487922012806 50.999660039786249 8.910758891142903 18.064832783536989 3.8660907614976159 20.18824338819832 4.782255199737846 6.4575481277424842 9.9209790313616377 |
| leaf_count=9822 165 186 3296 319 47 239 120 804 3473 333 291 531 69 885 75 420 102 332 69 200 844 123 503 546 113 786 74 161 109 32 86 84 128 140 740 75 2457 47 277 66 68 90 37 472 118 290 1752 33 69 34 589 326 502 6686 5508 173 351 94 215 66 246 162 |
| internal_value=0.000567784 0.0354388 -0.034258 -0.0138561 0.0178211 0.0502706 0.0379669 -0.00251436 -0.0461854 0.0282368 0.00587056 -0.0357294 0.033539 -0.0101444 -0.0512366 -0.00435726 -0.0288669 -0.00421895 0.0277859 0.0115822 -0.0298751 0.0101625 0.0565334 0.050511 0.0487402 0.0134725 0.0249144 -0.0276633 0.020287 0.0122438 -0.0127938 0.0183295 0.0165367 -0.00182071 -0.0351677 -0.0114781 -0.0419553 -0.0079887 0.00464311 0.0376493 0.0200656 0.00186532 0.0130569 0.0111429 -0.0208165 -0.0407723 -0.0177502 -0.021329 0.0219414 -0.0167421 0.0274583 -0.014398 -0.00841534 -0.0519679 -0.0481527 0.00628163 0.000403482 0.00580022 0.0338461 0.0249078 -0.03545 0.0321341 |
| internal_weight=1134.27 566.769 567.506 209.373 259.054 307.715 103.798 122.582 358.134 138.416 120.638 116.657 107.021 89.7344 241.477 3.70909 74.4099 67.0542 77.6374 21.1329 86.7902 31.3953 203.917 94.5189 29.3832 77.9059 59.552 22.6801 21.3886 17.0648 3.76359 32.848 69.2745 63.8316 64.6743 10.0066 28.3378 42.7324 17.4913 30.3567 10.1328 13.0602 59.7687 56.8035 46.0721 45.9357 41.752 36.8831 30.3983 25.2411 55.7884 22.1159 17.4668 237.768 121.672 35.3149 26.4042 21.9309 56.5045 24.9705 7.77436 16.9806 |
| internal_count=47050 7003 40047 9070 4526 2477 1055 3574 30977 1541 2985 8466 1065 2940 22511 495 4993 1975 883 269 5496 476 1422 919 182 1714 869 965 278 231 160 634 1423 1643 4326 198 2559 1271 442 373 134 199 1295 1258 2434 3586 1903 1785 550 829 709 1170 549 22016 12194 758 585 445 614 281 280 231 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=16 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 5 36 19 19 4 10 17 8 19 17 33 10 11 17 19 4 19 18 6 17 11 16 19 10 4 4 36 19 8 8 33 4 7 11 4 19 33 6 19 4 18 17 5 33 8 36 18 18 6 19 7 7 7 10 7 19 5 18 |
| split_gain=512.57 63.467 45.1715 15.3392 15.0522 9.29739 7.63305 7.3529 8.06292 4.38886 4.30333 4.07509 3.98024 3.81823 5.43128 3.6114 3.16457 3.0894 2.92965 2.63414 3.10573 2.616 2.57376 2.53293 2.52853 4.09437 2.44462 2.5973 2.25989 3.18266 2.19913 2.18438 2.14262 2.10499 2.21477 2.05319 1.91125 1.76631 1.7475 1.74385 1.63028 1.59062 1.55516 1.76575 1.51243 1.48701 1.48299 1.4504 1.44754 1.70403 1.41563 1.35072 1.34015 1.329 1.2905 1.29027 2.56294 1.41512 1.63277 1.2524 1.26829 1.2179 |
| threshold=23.500000000000004 6.5000000000000009 135.50000000000003 3975.5000000000005 3975.5000000000005 0.0017374427989125254 3.5000000000000004 53.500000000000007 241.50000000000003 1.0000000180025095e-35 110.54878234863283 1974.0000000000002 11.500000000000002 2854.5673828125005 0.00052453440730459999 1.0000000180025095e-35 1.0000000180025095e-35 15.796847820281984 8.5000000000000018 96.500000000000014 64.500000000000014 164.50000000000003 0.017544767819345001 31.854244232177738 1.0000000180025095e-35 1.1012733578681948 395.00000000000006 1.0000000180025095e-35 40.500000000000007 39.500000000000007 0.011277330107986929 10.500000000000002 1509.5000000000002 989.50000000000011 0.0071760981809347877 489.50000000000006 26.500000000000004 1.0000000180025095e-35 29.500000000000004 78.500000000000014 0.00035372191632632172 0.00057508109603077184 72.500000000000014 161.50000000000003 151.00000000000003 25.441959381103519 3065.5000000000005 5.8562682170304478e-06 1866.5000000000002 0.0059624160639941701 148.50000000000003 62.500000000000007 0.00034121578210033482 94.500000000000014 48.500000000000007 1861.0000000000002 2125.5000000000005 1.0000000180025095e-35 74.000000000000014 12.500000000000002 3994.5000000000005 62.500000000000007 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 6 3 13 12 9 55 10 42 16 32 -10 40 14 24 37 38 44 -7 46 22 31 54 45 25 -2 27 48 29 -14 39 -11 -5 -30 -35 -22 -12 -8 -6 41 -3 -27 43 -9 50 -20 -16 -34 49 -4 52 -19 -17 -13 -21 57 -57 -1 61 -25 -61 -59 |
| right_child=2 4 26 7 5 18 15 8 11 21 36 53 28 -15 19 17 -18 51 23 20 35 -23 -24 59 -26 30 -28 -29 33 -31 -32 -33 47 34 -36 -37 -38 -39 -40 -41 -42 -43 -44 -45 -46 -47 -48 -49 -50 -51 -52 -53 -54 -55 -56 56 -58 58 -60 60 -62 -63 |
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| leaf_count=9822 87 1432 67 87 483 195 3289 106 176 928 99 84 597 83 100 1233 98 99 82 327 125 356 163 163 153 128 503 546 160 19 641 857 308 1534 417 309 253 184 414 101 1947 169 73 82 458 50 118 229 83 223 19 2359 825 64 595 75 420 421 5508 81 178 6265 |
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| internal_weight=1104.57 586.71 517.861 321.9 240.478 137.927 346.232 175.254 90.7734 96.8115 84.4808 29.894 102.551 146.645 139.451 113.693 22.9273 73.2257 41.1155 91.0198 70.8406 73.8842 43.3778 34.4655 48.4311 41.5314 195.961 91.3359 54.3588 14.246 38.4643 70.259 62.1366 40.1128 35.1659 27.4628 22.3442 40.4675 18.3822 13.7371 48.1919 8.56544 60.8793 33.457 47.143 10.9976 20.1792 54.9007 29.2638 21.8933 43.8387 26.0826 42.6521 18.6954 34.0044 232.539 3.82701 228.712 117.273 23.4679 16.3238 68.3745 |
| internal_count=47050 40968 6082 4660 9991 3885 30977 1561 585 3136 976 324 6106 3099 3016 8466 995 4993 749 1737 1519 2141 1085 554 1279 1126 1422 919 2727 616 1039 1785 624 2111 1951 434 352 3473 897 398 3379 297 261 188 2535 132 218 537 373 290 2077 2458 2058 148 922 22511 495 22016 12194 422 259 6686 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=17 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 5 36 19 19 17 10 17 19 17 2 33 10 17 19 33 2 18 5 19 10 5 33 19 9 10 15 14 8 17 8 6 2 8 14 2 19 5 33 19 18 17 19 2 16 6 14 14 2 8 19 14 2 17 15 15 8 18 14 |
| split_gain=468.062 59.6165 43.4114 14.6238 14.0285 8.10051 7.70638 7.41666 5.26968 4.35682 4.1059 3.81816 3.68641 3.6377 4.04469 3.46649 2.86606 2.70039 2.65667 2.46001 2.44924 2.41952 2.3939 2.53587 2.3704 2.06487 1.83176 1.80014 1.74312 1.63899 1.63278 1.5859 1.50957 1.46792 1.43602 1.40722 1.3963 2.3674 1.2956 1.27303 1.77009 1.39427 1.26526 1.25174 1.23433 1.22186 1.53618 1.18723 1.16367 1.76014 1.14509 1.96682 1.83014 1.28564 1.23023 1.14334 1.14247 1.10383 2.54338 1.10037 1.09404 1.07847 |
| threshold=23.500000000000004 6.5000000000000009 135.50000000000003 3975.5000000000005 3975.5000000000005 0.0017374427989125254 53.500000000000007 3.5000000000000004 376.47087097167974 1.0000000180025095e-35 99.142307281494155 11.500000000000002 548.80532836914074 6935.0000000000009 0.00052453440730459999 1.0000000180025095e-35 15.06627416610718 8.5000000000000018 2.8820880970670264e-06 348.50000000000006 164.50000000000003 3401.5000000000005 395.00000000000006 1.0000000180025095e-35 3631.5000000000005 5.71166765439557e-06 10.500000000000002 4.5000000000000009 1.0000000180025095e-35 0.42366996407508856 3.4498615264892583 1866.5000000000002 4.2388072013854989 5941.5000000000009 0.001162712636869401 281.50000000000006 2661.5000000000005 4.8322978019714364 248.50000000000003 33.500000000000007 5433.5000000000009 1.1734239706129303e-05 12.500000000000002 62.500000000000007 241.61489105224612 74.500000000000014 2558.5000000000005 2.6618447303771977 3.2430396004201616e-06 3.9219243526458745 3.5114340782165532 1250.5000000000002 1675.0000000000002 27.500000000000004 3.7726949453353886 1177.5000000000002 2854.5673828125005 6.9389708042144784 16.266194343566898 2255.5000000000005 68.500000000000014 3.1567740440368657 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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|
|
|
|
| Tree=18 |
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|
|
|
| Tree=19 |
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| internal_weight=1018.46 543.544 474.913 304.565 223.146 230.157 313.387 81.4182 66.6364 98.8918 140.045 95.83 90.1125 57.5544 105.941 44.2146 22.4664 170.349 124.255 65.4384 79.4973 34.1221 31.0591 68.8723 61.7968 60.1946 49.9053 12.1997 55.716 58.8162 37.7056 32.866 49.4992 25.3204 8.56436 18.0072 37.0685 207.446 3.50042 40.2072 26.2291 73.3636 24.1787 19.4009 6.61636 24.4427 203.946 104.681 45.6617 23.4355 20.1928 13.4544 10.1984 31.6071 31.667 45.7275 42.2307 31.133 13.9947 10.0925 41.3643 30.6255 |
| internal_count=47050 40968 6082 4660 3003 9991 30977 1657 1443 750 4177 3248 5814 1340 8466 929 1045 1422 2253 976 919 616 537 4993 4074 4046 2641 550 1286 1277 2091 1931 860 311 124 940 3473 22511 495 3173 373 2203 549 290 150 387 22016 12194 514 1514 341 266 414 1636 337 993 1040 1163 177 313 919 724 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=20 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 19 4 5 17 19 36 19 3 17 16 4 18 4 5 19 4 36 36 4 3 5 4 17 4 18 3 8 4 19 4 3 5 19 3 8 5 18 5 7 36 7 11 3 16 3 4 15 8 7 7 36 8 18 4 19 16 5 16 |
| split_gain=363.963 49.9875 35.8007 10.4702 9.1407 10.8332 7.43349 6.25301 6.169 3.35377 2.98915 2.65624 2.62101 2.53483 2.17124 2.34226 2.12897 3.91687 3.75568 2.1151 1.9018 1.86694 2.03735 3.313 1.85026 1.8162 1.95711 2.37555 1.81029 1.79585 1.75913 1.66449 2.55816 1.6418 2.70791 2.19045 1.64021 2.38165 1.60934 1.44956 1.44356 1.42376 1.8574 4.12363 2.73379 1.41889 1.39047 1.3728 1.70826 1.34037 1.28556 1.225 1.39334 1.39954 1.21632 1.37619 1.20859 1.17185 1.5919 1.16774 1.1246 1.11977 |
| threshold=23.500000000000004 6.5000000000000009 135.50000000000003 3975.5000000000005 51.500000000000007 241.50000000000003 4015.5000000000005 99.142307281494155 3.5000000000000004 1.9477623936836611e-05 11.500000000000002 10.620901107788088 15.796847820281984 0.98601931333541881 2204.5000000000005 191.00000000000003 118.50000000000001 2670.5000000000005 37.500000000000007 138.50000000000003 0.0016296165995299818 0.12140892446041109 46.500000000000007 6.8106935024261483 2637.5000000000005 36.500000000000007 228.40330505371097 79.500000000000014 123.50000000000001 6.8778111934661874 1588.0000000000002 449.50000000000006 116.50000000000001 20.500000000000004 5.8565025329589853 4001.5000000000005 72.500000000000014 7.7853050231933603 1339.0000000000002 2245.5000000000005 291.00000000000006 4959.5000000000009 44.500000000000007 0.0071050294209271678 19.500000000000004 1.5000000000000002 8.1013746261596697 2.0011590719223027 7.7371797561645517 161.50000000000003 0.42366996407508856 3396.5000000000005 74.000000000000014 70.500000000000014 2.4299190954479858e-05 3529.0000000000005 64.500000000000014 11.500000000000002 33.500000000000007 1.5022942423820498 3981.5000000000005 0.99893331527709972 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 8 4 13 7 36 33 9 61 -2 38 41 28 -3 15 31 18 24 25 45 47 22 23 -15 30 -9 27 -27 50 -25 -18 32 -7 60 -35 -36 37 49 -8 -33 -17 42 43 44 -4 -12 -24 -19 -49 -6 -10 52 53 -52 -53 -56 -57 -11 -59 -45 -5 -1 |
| right_child=2 3 11 6 5 14 10 16 12 57 19 -13 -14 21 -16 40 17 20 -20 -21 -22 -23 46 29 -26 26 -28 -29 -30 -31 -32 39 -34 34 35 -37 -38 -39 -40 -41 -42 -43 -44 59 -46 -47 -48 48 -50 -51 51 54 -54 -55 55 56 -58 58 -60 -61 -62 -63 |
| leaf_value=-0.055864725129226057 -0.0095575470991752717 -0.051750918277873106 0.031104293550994411 0.028164092602932157 0.03664947604185536 0.018449756622585491 -0.045194052572308407 0.029131036607324218 -0.046762232769306196 0.050809802632870521 0.00010814848825052902 0.058110620692354426 -0.041067123228193607 -0.021652866131561064 0.044350754702013162 0.00065789750534153658 0.018293609758763828 0.029709860867367023 0.041484632607021399 -0.039414243018812953 -0.019118438906316648 -0.0037106890219281794 -0.03453785889811041 0.045299069855758003 0.055197594683822321 -0.053464274001740919 0.021907660213369956 -0.0012248828728747285 -0.047837701897508043 -0.01863995553669703 -0.0098186020628534178 0.036178297557717766 0.053453406909240546 0.044447969932473616 -0.0037864228563010828 0.037399800390144657 0.056613995342625595 0.022695800564900392 -0.014312902484841118 0.010264554895769254 -0.068773450168472652 0.059722321409489333 0.048471837499919658 0.02300938210312152 -0.027924347262304423 0.0304886742815835 0.024159423733427339 0.01615213176262292 -0.031448574635213458 0.060067620678310618 -0.020647920616942147 0.023214009126437535 -0.042007489699287304 0.033707132608723593 0.037222400383036001 0.019574938961735525 -0.033711185547750579 0.021889829534745015 0.042350993789776706 0.053164394910940861 -0.0091610702321737302 -0.045091642310086603 |
| leaf_weight=28.077899474126752 5.6812953166663638 7.1745994810480616 3.898615927668291 2.8200810467824322 11.290618583559992 16.419421326194428 4.6860734645742914 5.5652848198078635 4.6002863107714793 6.4750265339389435 42.533042310969904 79.35839899192797 42.030900019453838 32.303360621153843 7.9976089131087056 2.0490646738908249 19.491664859349846 3.9498819075524789 10.264310759492217 3.1597748566418877 22.771331756841391 13.449577174149452 33.432035561418161 3.1213064049370578 2.5015221517533055 3.052269912324844 4.9248276454163706 7.5825157326180488 7.4581293814699157 1.694311549188569 7.7882812856696537 6.1732185123255467 7.6522380746901026 10.720489930361511 8.9568555820733291 5.0475118989124885 25.875629406014923 12.748490922938798 42.321027118887287 42.892678080766927 1.1795812114287398 14.192807734012602 44.008629705873318 4.3343614466721219 3.9475269839167595 4.2250089815352103 1.0403346880339075 3.9315724764019251 3.6204750067554414 13.317423886619506 28.097629454452548 2.9382405865471792 7.9059211499989024 1.2363638416863967 1.1016816049814222 1.3287611445412038 5.3429415433784015 31.503888967446983 13.613776737824081 12.381052341312168 7.0960514363832772 171.14729056280339 |
| leaf_count=3037 96 533 71 47 79 304 236 70 471 41 1114 506 4393 2300 82 63 384 53 100 102 819 698 2371 58 24 75 111 188 995 82 256 97 36 131 194 70 113 120 1659 708 120 51 560 55 32 76 31 45 85 69 1503 86 547 32 35 35 364 399 114 148 219 19413 |
| internal_value=0.000295014 -0.0281929 0.0326401 -0.0102924 0.0224184 0.0312916 -0.00123787 0.0138428 -0.0414894 0.0269034 -0.008343 0.0515747 -0.031492 -0.0232107 0.0195642 0.0169683 0.00600534 0.000777827 0.0166729 0.000177786 -0.0107477 -0.0208029 -0.0240139 -0.0158854 0.0140416 0.00461725 -0.00415072 -0.016218 -0.0247856 0.022803 0.0102677 0.0188082 0.0295772 0.0186422 0.0255357 0.0110581 0.0469382 0.040236 -0.0173914 0.0135249 -0.0247087 0.0453077 0.0423241 0.0313088 0.00140599 0.0028533 -0.0327664 0.00582467 -0.00666779 0.0493229 -0.021514 -0.0190918 -0.0233779 -0.018357 -0.00419086 -0.0145495 -0.0230985 0.0309185 0.0280638 0.0453451 0.00145395 -0.04661 |
| internal_weight=987.483 525.047 462.435 223.781 300.314 147.596 131.566 152.718 301.266 57.274 96.9249 162.121 102.041 92.2155 84.3638 76.3662 95.4439 64.0547 31.3892 49.9178 34.2733 85.0409 71.5913 37.119 29.7815 21.1249 15.5596 10.6348 60.01 4.81562 27.2799 73.1376 24.0717 34.641 24.7249 14.0044 63.2322 37.3565 47.0071 49.0659 3.22865 82.763 68.5702 24.5616 7.84614 46.7581 34.4724 11.5019 7.55205 24.608 52.5518 47.9515 37.2399 29.334 10.7116 7.77338 6.6717 51.5927 45.1177 16.7154 9.91613 199.225 |
| internal_count=46906 40832 6074 9921 4651 1791 3848 2860 30911 650 3187 1423 8461 6073 1410 1328 2210 1666 544 1292 1002 5540 4842 2440 664 444 374 263 4068 140 640 1145 340 661 395 264 381 268 1895 805 183 917 866 306 103 1190 2402 183 130 148 3073 2602 2082 1535 520 434 399 554 513 203 266 22450 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=21 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=2 4 5 33 4 6 10 16 17 11 17 2 4 16 7 10 15 6 4 18 15 11 6 8 11 11 8 18 6 18 8 6 4 8 2 8 2 36 18 4 16 7 8 18 5 36 36 8 17 6 4 15 16 2 4 8 16 16 7 8 4 4 |
| split_gain=271.915 52.3399 29.574 20.4121 14.6589 11.7064 10.6236 9.60069 10.0488 8.46495 7.05168 7.02566 6.01498 4.57121 4.45833 4.15432 3.90912 3.80668 3.4912 3.12626 2.66376 2.59489 2.55482 2.37937 2.35167 2.32355 2.23508 2.19218 2.14863 2.06874 2.03887 1.97665 1.92206 1.76155 1.70891 1.68597 1.64224 1.58197 1.74495 1.57453 1.55691 1.53629 3.12712 1.53468 1.46292 2.34642 1.43486 1.38677 1.37751 1.37322 1.36951 1.366 1.46922 1.79902 1.66835 1.44245 1.32709 1.2738 1.2592 2.45504 1.74266 1.25821 |
| threshold=679.50000000000011 2140.5000000000005 3975.5000000000005 9.6128059112743379e-07 20.500000000000004 3.6325320252217359e-05 1.0000000180025095e-35 0.92501169443130504 403.02452087402349 1.0000000180025095e-35 951.49697875976574 1.0000000180025095e-35 96.500000000000014 1.772493362426758 1618.5000000000002 1.0000000180025095e-35 0.66708025336265575 0.0021270919824019079 11.500000000000002 63.500000000000007 3.4381377696990971 1.0000000180025095e-35 0.0020933293271809821 3396.5000000000005 1.0000000180025095e-35 1.5000000000000002 2228.0000000000005 100.00000000000001 4.5563008370663746e-06 105.50000000000001 3946.0000000000005 0.00084093221812509011 563.00000000000011 2676.0000000000005 7883.0000000000009 2063.5000000000005 3519.0000000000005 0.00200709339696914 123.50000000000001 449.50000000000006 1.2314174771308901 39.500000000000007 1608.5000000000002 71.500000000000014 3499.5000000000005 0.013211480341851713 0.0015395871596410873 1402.0000000000002 207.68300628662112 1.7227570424438458e-05 231.50000000000003 78.224746704101577 4.3005800247192392 1376.5000000000002 45.500000000000007 1264.5000000000002 1.1161900162696841 2.4879206418991093 25.500000000000004 1723.5000000000002 158.50000000000003 4972.5000000000009 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=2 3 15 7 6 12 14 -2 9 26 17 28 18 25 21 24 -13 22 -5 -17 -15 -4 27 -16 -1 30 29 44 -8 35 -6 -21 -12 61 -10 51 50 38 43 -36 -28 42 -41 -18 45 -7 -46 -22 -19 -31 -14 52 53 54 -9 -53 -29 -30 -48 60 -60 -3 |
| right_child=1 33 4 5 13 10 11 8 34 -11 32 16 36 20 23 19 37 48 -20 31 47 -23 -24 -25 -26 -27 40 56 57 49 -32 -33 -34 -35 39 -37 -38 -39 -40 41 -42 -43 -44 -45 46 -47 58 -49 -50 -51 -52 55 -54 -55 -56 -57 -58 -59 59 -61 -62 -63 |
| leaf_value=-0.049715380569423276 -0.06686169514148381 0.048919111311445787 -0.051330154855863674 0.057717509551424566 0.019193272023235133 -0.0086005529527866699 0.042176504129754204 0.0059310471634730268 0.0099637462445842703 0.029490409867593433 0.05276244183045662 -0.039197657972761459 0.044843327211301354 -0.036884529230426337 -0.054838053860898343 -0.014987435804769031 -0.021296537875554911 -0.010741340050433167 0.013340112589129954 -0.023128375646689132 -0.025438554717884712 -0.0020070262128962612 0.056881783116711715 0.039656470152365918 -0.010150568125623316 0.041258705243910204 -0.036648762759266609 0.04009248987561656 0.018883751651114694 -0.10901444019864828 -0.01165971945128496 -0.040844542448763357 0.027670103395314033 0.028275237322089159 0.057377162417722477 -0.05892577217618792 0.057309947213814084 0.031134987911449835 -0.040877171364280609 0.031688250952070833 0.0056440183013911037 0.032595724144092141 -0.041626299216720487 -0.0061188667214008008 0.0027227512081336013 0.030859786890760261 0.041962442131753624 0.0031565095411963799 0.0062544505284268942 -0.041777700898964432 0.019146333566142586 -0.0094745920541793247 -0.051443674972846076 0.0059103079412713257 -0.03682405104975392 -0.052661993358433426 -0.0039059346575077386 -0.028128797971966286 -0.035513082958544863 0.031761131241702469 0.015656569800851249 0.059217086775591357 |
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| leaf_count=10226 255 623 3871 29 471 272 68 117 569 220 115 2607 266 392 92 1250 1580 954 401 1507 218 143 35 102 275 104 108 27 123 32 321 10347 361 40 19 82 106 39 695 54 279 203 70 2047 107 114 124 686 1133 423 68 107 67 317 406 161 545 63 65 268 93 444 |
| internal_value=0.000304516 0.0253126 -0.0279914 0.0161084 -0.0150255 0.0238181 -0.0236672 -0.00115649 0.0019301 -0.0105273 0.0160116 -0.0150287 0.0379634 0.0040262 -0.0437445 -0.0406434 -0.0195756 0.0110355 0.0205625 -0.0346105 -0.00835329 -0.0480378 0.017767 0.0126119 -0.0481903 0.0173166 -0.0184723 0.015804 0.0210511 -0.0245381 0.0100736 -0.0377523 0.0367564 0.0531901 0.0197704 -0.0199439 0.0471324 -0.0143375 -0.0154964 0.0291437 -0.00188508 0.0232768 0.00232965 -0.0131478 0.0203766 0.00722151 0.0249471 -0.00186291 0.000771523 -0.0522217 0.040597 -0.0168437 -0.0109589 -0.00723061 -0.0225903 -0.0348059 0.000672701 -0.00016885 0.0285225 0.0224993 -0.00217867 0.0545866 |
| internal_weight=960.661 509.957 450.704 383.379 222.591 265.03 153.132 118.349 113.039 66.5611 170.78 107.065 94.2499 69.4593 46.0665 228.113 95.0826 137.74 32.5248 126.773 35.9621 42.8055 83.1848 3.26093 101.34 33.4973 55.5353 79.2097 11.9826 40.6645 25.7172 109.277 33.0397 126.578 46.4778 34.8766 61.7252 75.0485 73.1833 23.7639 14.8708 19.6753 6.05803 66.9849 60.8279 15.6844 45.1435 29.2974 54.5554 5.78789 37.5883 32.3072 24.3347 22.2826 10.2739 7.97252 18.3818 5.97795 38.8873 26.8529 7.32791 119.86 |
| internal_count=46906 9679 37227 8572 13622 5083 11430 3489 3234 2319 4213 7222 870 2192 4208 23605 6968 3737 430 13104 1296 4014 1650 194 10501 896 2099 1615 254 1712 792 11854 476 1107 915 1257 440 4361 4322 346 387 327 124 3627 1043 386 657 904 2087 455 334 1175 907 840 523 268 572 186 550 426 158 1067 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=22 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 33 19 5 19 11 10 5 6 5 19 4 11 10 10 19 2 33 19 36 36 11 4 11 8 5 7 2 4 6 2 5 36 4 8 7 19 2 4 36 4 2 8 8 2 19 19 10 7 7 5 7 36 8 2 2 8 8 8 8 |
| split_gain=313.319 41.6805 35.3646 10.3274 8.57204 7.23258 5.89778 5.54876 4.94646 4.78687 4.71532 3.85348 3.90868 3.05369 2.9745 3.48866 2.8931 2.80381 2.58873 2.52485 2.33438 2.25578 2.00458 1.98575 1.98213 1.96948 3.78965 2.09235 1.91526 2.28827 1.88238 1.93592 2.12588 1.84029 1.72171 1.66739 3.34487 2.47179 1.57798 1.79499 2.20339 1.52748 2.09233 1.51449 1.49568 1.88608 1.38909 2.7138 1.35891 1.31474 1.91568 1.72053 1.60308 1.30721 1.32687 1.28262 1.28169 1.24808 1.24223 1.22267 1.21323 2.72054 |
| threshold=19.500000000000004 70.500000000000014 6.5000000000000009 1.3737147810388708e-06 289.50000000000006 3975.5000000000005 3.5000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 4015.5000000000005 0.00089293255587108444 5342.5000000000009 132.00000000000003 259.50000000000006 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 37.500000000000007 1522.5000000000002 0.00035372191632632172 28.500000000000004 0.10601609945297243 3.8159971154527745e-05 1.0000000180025095e-35 29.500000000000004 1.0000000180025095e-35 2431.0000000000005 4612.5000000000009 92.000000000000014 137.50000000000003 72.500000000000014 0.0048489188775420198 2404.0000000000005 2654.5000000000005 0.0042959076818078765 449.50000000000006 1758.5000000000002 40.500000000000007 67.500000000000014 1953.0000000000002 174.50000000000003 0.010985509958118202 486.50000000000006 1863.0000000000002 5941.5000000000009 6020.0000000000009 728.50000000000011 24.500000000000004 33.500000000000007 1.0000000180025095e-35 1618.5000000000002 74.000000000000014 4128.5000000000009 131.00000000000003 0.12140892446041109 2556.5000000000005 290.50000000000006 679.50000000000011 3476.0000000000005 2134.0000000000005 1790.0000000000002 1333.5000000000002 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| shrinkage=0.05 |
|
|
|
|
| Tree=23 |
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|
|
|
|
| Tree=24 |
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| leaf_count=4977 208 60 9237 42 68 650 153 211 1463 2587 277 163 4328 157 45 480 175 221 114 237 10807 88 91 120 147 420 95 140 173 200 123 650 102 523 807 163 935 98 65 304 63 44 457 108 512 192 133 88 130 767 678 31 171 100 183 81 499 63 175 98 322 107 |
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| internal_weight=886.671 470.887 415.784 270.243 240.896 200.644 190.982 71.3266 169.569 116.578 79.2607 90.4041 104.712 67.2705 42.9328 20.5747 25.4244 50.7519 52.9911 174.889 94.8105 120.824 107.062 58.8828 80.0781 53.6274 11.3316 17.7446 15.5381 11.8663 70.1581 30.533 22.8439 41.8461 34.7009 31.5015 83.4703 47.4713 48.1795 34.8795 47.8416 4.22626 110.239 40.3227 33.7868 15.7902 9.14858 39.6251 7.99087 31.6342 14.2646 3.43843 43.6153 29.1831 13.7618 2.76511 21.2412 31.6012 16.5772 23.6831 7.77013 5.46407 |
| internal_count=46906 9679 37227 7253 16396 2426 4311 6202 10194 8617 2942 1319 8349 2665 438 1004 866 5198 1577 20831 11366 1691 1420 960 9465 918 155 793 653 268 2620 773 709 1799 1276 1068 5263 881 460 369 798 107 1107 718 610 534 342 1847 283 1564 797 119 691 520 271 228 3086 283 220 905 559 209 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=25 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 5 19 19 5 5 4 19 19 17 17 19 4 6 36 8 8 19 7 16 19 4 5 4 5 8 36 18 8 6 19 4 19 8 8 4 17 7 11 19 2 18 2 16 16 15 8 15 8 9 19 17 7 5 19 6 4 7 4 15 |
| split_gain=245.278 37.4268 33.0805 8.01038 6.89277 6.1861 5.90919 5.74753 4.39308 2.25195 2.19176 2.17913 2.03328 2.03024 2.5576 2.66436 2.23004 1.99233 1.95576 1.93766 2.35265 3.17025 1.92508 1.82435 1.65745 1.58435 1.52 3.10612 2.27585 1.51619 1.43796 1.28886 1.3411 1.28763 1.2807 1.26917 1.25781 2.14648 1.31171 1.22847 1.18427 1.17703 1.59005 1.15576 1.14315 1.08327 1.08091 1.06467 1.05757 1.73958 1.20258 1.30294 1.35426 1.01394 1.0084 1.00729 0.975736 1.02041 1.51446 1.00214 0.937996 0.916508 |
| threshold=23.500000000000004 6.5000000000000009 132.00000000000003 3975.5000000000005 53.500000000000007 3.5000000000000004 3975.5000000000005 4078.5000000000005 241.50000000000003 19.500000000000004 11.500000000000002 151.17201995849612 15.06627416610718 70.500000000000014 96.500000000000014 0.0048489188775420198 0.012437014374881985 1471.0000000000002 1459.5000000000002 37.500000000000007 38.500000000000007 1.54209440946579 566.00000000000011 359.50000000000006 3984.5000000000005 147.50000000000003 4959.5000000000009 2556.5000000000005 0.0021175809670239691 180.50000000000003 1635.5000000000002 0.0002250924153486267 33.500000000000007 831.00000000000011 37.500000000000007 1875.0000000000002 1257.0000000000002 769.00000000000011 1786.3898925781252 180.00000000000003 1.5000000000000002 72.500000000000014 2291.0000000000005 70.500000000000014 2938.0000000000005 1.0075367689132693 0.99893331527709972 0.42366996407508856 2063.5000000000005 8.7714080810546893 2357.5000000000005 8.5000000000000018 10.500000000000002 428.96861267089849 16.500000000000004 2757.5000000000005 22.500000000000004 0.018518231809139255 26.500000000000004 25.500000000000004 62.500000000000007 46.014925003051765 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 5 3 13 11 46 10 9 41 18 -3 30 47 14 19 55 33 -10 -8 20 -2 -22 26 -18 -20 44 27 28 -4 48 54 39 -33 -15 -13 -25 38 -38 53 -32 -26 42 -6 -36 45 -12 -1 -7 49 -9 -50 52 -52 -17 -5 -16 57 58 59 -47 -53 -19 |
| right_child=2 6 22 4 8 12 7 29 17 -11 25 34 -14 16 15 36 23 61 24 -21 21 -23 -24 35 40 -27 -28 -29 -30 -31 31 32 -34 -35 43 -37 37 -39 -40 -41 -42 -43 -44 -45 -46 56 -48 -49 50 -51 51 60 -54 -55 -56 -57 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.053310382074314183 0.033253293604624541 -0.028052859113196955 0.010056975929612735 0.023173073565656371 0.05283513153495889 -0.041559434400005348 -0.032718680871174653 -0.032623647424528633 -0.010055903196192482 0.041034391946502644 -0.039896213500073253 -0.035177974746028941 -0.035814814092513622 0.015404886256589005 -0.046784710901502526 0.028309935541190795 0.062290714740786006 0.012858450894410635 0.02793524476096056 0.044894852353495281 0.022243021323311834 -0.038727044767805661 0.05816217838465057 0.028896873793129298 0.00018520974479085945 -0.02900247350653869 0.060555852145238509 -0.0019285168644060343 0.047241869529658698 -0.041222137563063727 0.024152222506156923 0.02198891243003814 0.058622665627277228 -0.015541883108157607 0.027369204918220365 -0.0068228880319700369 0.009243482090567582 -0.037984656267354026 0.050491584420406715 0.0023151289817783358 0.039075362267787482 0.058389633790806444 0.026488148822328507 -0.01070348487702613 0.050776038438988841 0.031671659247295446 -0.041599856532412501 -0.018223445527148895 0.012296630479986434 -0.0071745094652469164 -0.015740922609864486 -0.015260590221617153 0.0058015414941728141 -0.0043801811297158764 -0.0099284213117526651 -0.0069429873023712438 0.0240688088787974 0.01517973158875429 -0.019208514298157037 -0.0070915854126643203 -0.052478851630201419 0.036514921728172299 |
| leaf_weight=22.861258325749077 6.9098083288408843 38.647474112047348 4.4004755261121309 3.7233246769756061 13.22110726311803 5.4500089064822523 2.7083938373252741 10.119938026706224 4.115878568962219 6.083064950304105 2.5274655921384683 2.5481949336826792 37.849304918316193 9.6071813142625597 1.6693574846722175 5.365379876457153 3.5807286109775331 6.2086922042071846 10.464637068100272 6.0577425565570584 4.6106440806761366 3.9660608908161521 44.166375009343028 16.156700926658235 20.562577689765025 10.556276411283759 13.70302492380142 3.7484094209503374 63.388549755443819 3.6545615809736764 31.370229206047952 5.1490045841783267 4.8527996726334095 5.1700827749446026 3.4585060356184822 2.9391958461492314 20.415115507610611 2.7272219369187942 3.2758201174437991 8.1043070731684548 2.1635023611597708 18.199236243963242 10.101999433711169 4.7051889705471694 0.83672546967863937 2.7184601642657134 142.72625061421422 47.369209716795012 9.3422693675383908 19.956985015422106 11.740946743870156 8.6095165703445655 19.267775211948901 4.2516906238161027 6.0221158256754279 31.928707754588686 2.5045129233039907 3.9840620839968315 19.301434694207273 4.3122875986155123 2.107237198855727 12.022198147693414 |
| leaf_count=3044 101 3367 76 40 100 828 82 487 74 79 190 74 4597 176 63 90 42 103 168 46 84 114 330 305 519 644 54 57 902 421 361 67 49 117 50 66 584 72 42 147 27 73 82 96 21 95 19365 3043 238 534 506 319 474 93 96 1094 60 150 1347 249 67 126 |
| internal_value=-0.000189576 -0.024608 0.0290014 0.0187997 0.0273647 -0.0374681 -0.00907565 -0.00222764 0.0392397 0.0129026 -0.0192433 0.0165196 -0.0269696 0.0098904 0.00586439 0.00120639 0.0196913 0.0213648 0.00813572 0.0209196 0.0115413 -0.00595091 0.04969 0.0295401 0.0114695 -0.0119592 0.0453003 0.0423781 0.044828 -0.00971829 0.0202733 0.0237311 0.0397633 0.00457762 -0.00423321 0.023399 0.0106503 0.00367786 0.0231656 0.019669 0.00388752 0.0488597 0.0414234 0.00542581 -0.0069871 -0.0083544 -0.0432166 -0.0206313 -0.00829943 -0.0157373 -0.00391879 -0.0075494 -0.00235516 0.0138577 0.00271827 -0.00892257 -0.00592543 -0.00840334 -0.0119715 0.00789634 -0.0225788 0.0284585 |
| internal_weight=860.267 468.426 391.841 262.434 133.803 256.256 212.17 126.781 63.8691 41.9822 85.3887 69.9337 90.6685 128.631 91.1775 69.6333 37.4539 22.3468 35.8991 21.5443 15.4865 8.5767 129.407 22.6766 33.1907 46.7412 85.2405 71.5374 67.789 84.7992 59.2218 49.4763 10.0018 14.7773 10.7119 19.0959 36.0352 23.1423 12.8929 39.4745 22.7261 41.5223 23.3231 8.1637 36.1849 35.3482 165.588 52.8192 81.1447 30.0769 51.0677 41.7255 31.0087 9.61707 9.74544 33.5981 32.8208 30.3162 26.3322 7.03075 10.7168 18.2309 |
| internal_count=46967 40921 6046 4627 1538 30877 10044 3921 558 875 6123 980 8468 3089 2383 2038 706 303 796 345 299 198 1419 413 714 2756 1089 1035 978 3046 760 624 116 293 220 371 881 656 225 508 546 255 182 146 2112 2091 22409 3871 2625 1021 1604 1366 980 183 136 1157 1901 1841 1691 344 386 229 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=26 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 33 33 19 4 19 11 16 4 19 18 17 17 11 19 33 4 33 4 4 18 18 19 33 7 18 16 9 6 15 4 6 16 18 36 16 6 11 15 11 19 7 11 5 17 18 4 19 4 17 5 17 17 17 6 9 15 6 7 18 |
| split_gain=227.755 34.6875 32.4231 9.27672 7.35438 6.12438 8.36658 5.87035 3.97514 3.57351 3.55341 3.35586 2.92643 2.28516 2.19896 2.56411 2.16012 3.30256 2.11868 2.11345 1.73486 1.70341 1.68624 1.6685 1.64766 1.46598 1.51605 1.40218 1.51536 1.38149 2.64569 1.4545 1.38043 1.33879 1.32947 1.35499 1.26377 1.19588 1.33613 1.15964 1.55461 1.13228 1.08021 1.08518 1.3069 1.0472 0.980068 0.979949 1.56825 0.974384 1.44046 1.93332 0.970907 0.966701 0.956937 1.23107 0.91748 0.893722 1.57879 1.24677 0.873993 1.55812 |
| threshold=23.500000000000004 6.5000000000000009 132.00000000000003 1.0000000180025095e-35 1.0000000180025095e-35 51.500000000000007 241.50000000000003 3.5000000000000004 1.0000000180025095e-35 0.94560140371322643 2204.5000000000005 10.500000000000002 194.50000000000003 99.142307281494155 344.49887084960943 1.0000000180025095e-35 395.00000000000006 2.8820880970670264e-06 80.500000000000014 1.0000000180025095e-35 96.500000000000014 92.500000000000014 64.500000000000014 148.50000000000003 72.500000000000014 1.0000000180025095e-35 74.000000000000014 63.500000000000007 3.3894953727722172 8.5000000000000018 0.00035372191632632172 1.8336341977119448 39.500000000000007 0.00013302153820404786 1.410734295845032 64.500000000000014 3.8159971154527745e-05 3.1140856742858891 0.017544767819345001 1.0000000180025095e-35 3.5994011163711552 1.0000000180025095e-35 12.500000000000002 103.50000000000001 1.0000000180025095e-35 4016.5000000000005 121.53610992431642 105.50000000000001 2359.0000000000005 11.500000000000002 128.50000000000003 198.1198425292969 4959.5000000000009 15.06627416610718 32.482320785522468 23.630861282348636 0.0091043813154101389 7.5000000000000009 58.926767349243171 0.0002250924153486267 70.500000000000014 70.500000000000014 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=1 7 3 9 8 13 24 25 29 -2 12 -6 14 36 15 27 17 34 39 -9 21 32 -21 -8 46 41 60 -11 57 30 31 -3 -15 -16 -4 -36 -5 38 -22 40 -13 -1 -20 -44 -45 -33 -7 48 -37 -32 51 -51 -47 -24 55 -41 -35 58 59 -29 -27 -62 |
| right_child=2 4 16 5 11 6 23 19 -10 10 -12 18 -14 20 33 -17 -18 -19 42 22 37 -23 53 -25 -26 26 -28 28 -30 -31 49 45 -34 56 35 47 -38 -39 -40 54 -42 -43 43 44 -46 52 -48 -49 -50 50 -52 -53 -54 -55 -56 -57 -58 -59 -60 -61 61 -63 |
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| leaf_count=9817 68 141 87 154 3044 68 664 3431 290 71 47 532 197 81 38 101 484 553 185 632 838 36 2179 136 95 6400 5836 25 93 616 1301 160 139 409 44 77 358 104 131 77 1300 138 461 339 82 153 154 104 70 593 300 78 84 2226 240 68 197 77 91 255 59 159 |
| internal_value=-0.00017367 -0.0239575 0.028399 0.0182559 -0.0089687 0.0242402 0.0339582 -0.0366104 -0.0237206 0.00315515 0.00511788 -0.00301407 0.0022798 0.0156682 0.00438988 -0.00494035 0.049395 0.0430422 0.00292678 -0.0262868 0.00931626 0.0224359 -0.0208449 0.0175647 0.0487698 -0.0423438 -0.0377548 -0.0119952 -0.00741613 -0.0290334 -0.0249578 -0.00706331 0.0139382 0.0136259 0.0275696 0.0342374 0.0248779 0.00359637 3.76427e-05 0.00741634 0.00394989 -0.0473536 -0.00994819 -0.00577035 -0.0203599 -0.000871591 0.0404853 0.025788 0.0168071 -0.0339262 -0.0251401 -0.0153989 -0.0166061 -0.0251103 0.0197258 0.0317813 0.0095006 -0.000917817 -0.0080744 0.00229772 -0.0322535 0.00348901 |
| internal_weight=837.87 457.253 380.617 256.637 209.307 183.799 86.1417 247.946 60.1908 72.8384 70.6203 149.116 66.3705 97.6569 63.7938 31.7351 123.98 64.3538 91.6337 88.5333 57.7956 17.5473 59.1716 40.8874 45.2543 159.413 83.2001 25.4615 22.0963 51.4031 41.214 13.7596 13.5235 32.0586 22.4542 17.2675 39.8614 40.2482 34.3857 67.942 53.0131 76.213 23.6917 20.5456 7.86587 12.0164 25.8002 12.6602 8.93572 27.4543 14.6813 10.586 5.62477 47.1349 14.929 7.82874 27.5652 17.7295 12.6062 9.3824 49.9894 1.65374 |
| internal_count=46967 40921 6046 4627 10044 2958 1117 30877 3716 1669 1601 6328 1554 1841 1357 713 1419 935 3284 8468 1329 256 5037 800 317 22409 12454 612 541 3426 2810 538 220 644 382 295 512 1073 969 2217 1832 9955 1067 882 421 397 222 251 147 2272 971 671 237 4405 385 145 606 448 371 280 6618 218 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=27 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 33 33 19 4 19 11 4 4 19 11 16 17 33 19 33 4 4 17 19 18 33 7 19 16 19 2 4 6 17 7 16 16 6 6 17 11 7 7 36 19 16 18 11 36 16 4 7 18 18 2 4 18 18 16 17 16 18 4 7 |
| split_gain=210.389 32.5333 31.3644 8.56903 6.69826 5.84897 7.63081 5.73886 3.60017 3.28367 3.05381 2.99881 2.96194 2.90217 2.64557 2.20082 2.11203 3.0232 2.02389 1.80579 1.74878 1.67326 1.53403 1.51678 1.52043 1.49419 1.4812 1.38714 1.40387 1.3822 1.34381 1.34158 1.45342 1.32679 1.5075 1.79057 1.45001 1.31368 1.30984 1.68794 1.2524 1.20971 1.19803 1.13325 1.10531 1.09715 1.05892 1.73396 1.03481 1.0085 1.58344 0.976228 0.973426 0.972695 0.970335 1.38526 1.15818 0.969039 0.95506 0.951878 0.917392 0.913464 |
| threshold=23.500000000000004 6.5000000000000009 132.00000000000003 1.0000000180025095e-35 1.0000000180025095e-35 53.500000000000007 241.50000000000003 3.5000000000000004 1.0000000180025095e-35 2204.5000000000005 97.500000000000014 10.500000000000002 1.0000000180025095e-35 1.0340579152107241 344.49887084960943 1.0000000180025095e-35 395.00000000000006 2.8820880970670264e-06 449.50000000000006 113.50000000000001 99.142307281494155 33.500000000000007 64.500000000000014 1.0000000180025095e-35 74.000000000000014 69.500000000000014 3.3894953727722172 72.500000000000014 2291.0000000000005 23.500000000000004 0.0002250924153486267 207.68300628662112 98.500000000000014 1.0138916373252871 2.641929149627686 0.00035230985668022191 0.0003245731932111085 106.20175170898439 1.0000000180025095e-35 167.00000000000003 7.5000000000000009 2.5786823243834082e-05 20.500000000000004 1.410734295845032 64.500000000000014 1.0000000180025095e-35 0.14332303404808047 2.4472570419311528 22.500000000000004 70.500000000000014 70.500000000000014 63.500000000000007 1584.5000000000002 168.50000000000003 151.00000000000003 148.50000000000003 2.3309166431427006 57.951269149780281 1.4309369921684267 72.500000000000014 41.500000000000007 519.00000000000011 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
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| leaf_count=9817 77 394 87 148 2726 95 75 3431 290 50 115 1491 203 61 203 632 484 553 231 671 199 105 2855 6400 5836 49 51 95 92 95 71 58 40 136 675 816 146 85 433 250 19 648 174 44 251 138 50 110 245 59 159 522 717 62 878 30 642 269 117 929 265 318 |
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| internal_count=46967 40921 6046 4627 10044 2958 1024 30877 3716 1669 1934 6328 1619 1416 1339 8468 1419 935 643 3284 1246 688 5037 22409 12454 252 696 282 187 512 176 1131 356 3426 3032 2272 527 760 2613 2180 742 667 1665 382 295 9955 391 341 381 6618 218 583 775 113 4405 3527 3497 364 157 1745 515 3044 |
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| shrinkage=0.05 |
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|
|
|
| Tree=28 |
| num_leaves=63 |
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| split_feature=19 19 19 10 10 19 4 19 19 4 4 4 10 19 36 19 19 10 33 5 9 5 19 7 19 4 8 7 8 36 17 19 4 5 5 17 19 15 4 8 6 17 2 8 7 15 8 8 5 7 17 4 17 2 7 2 4 19 17 17 19 7 |
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| internal_count=46967 41692 5275 3972 10815 30877 2508 1240 6834 3790 1464 1415 8468 2208 445 1268 1303 22409 973 496 3981 3313 317 12454 2643 960 798 162 488 1582 1284 328 442 282 670 1376 1276 856 420 336 321 127 222 194 5037 128 6618 3762 2221 1906 1763 156 956 310 923 333 1075 293 282 210 774 718 |
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|
|
|
|
| Tree=29 |
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| split_feature=3 3 4 33 33 36 6 3 3 33 15 11 16 11 4 5 17 18 3 4 6 4 3 9 17 4 3 7 33 8 4 4 16 16 6 5 33 16 33 5 18 18 3 15 16 4 16 4 18 3 16 8 18 7 18 17 3 17 6 15 36 7 |
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| leaf_count=2007 120 552 66 123 65 48 1543 5348 70 77 299 349 82 283 61 2216 134 261 2343 83 453 284 79 377 20 42 164 712 1128 79 449 220 112 445 2372 172 383 319 332 115 68 69 285 97 156 435 53 187 37 466 9716 693 5021 50 3399 233 337 485 85 70 528 110 |
| internal_value=-0.000122062 -0.0168141 0.0276428 -0.00440183 -0.0276707 0.0185232 0.00259454 -0.0202352 0.0124184 0.0338116 -0.0228077 -0.0403314 0.0111403 -0.0227443 0.00630723 -0.0188187 0.0414315 0.000195357 -0.011642 0.0260522 0.0102262 -0.0137954 0.00878437 0.00190055 0.0194993 -0.00462806 0.0293712 -0.00356962 0.00203586 -0.00823835 0.0491949 0.0144958 -0.0273262 -0.0245432 -0.0207741 -0.00842976 0.0206985 0.0106021 0.0418715 0.0332448 0.0165553 0.00556535 0.0182258 0.0119669 0.0147631 -0.00115564 -0.0349811 0.00549531 0.0167714 -0.0161267 -0.0428467 -0.0405427 -0.02926 -0.00630468 -0.0126733 0.0252792 0.0222342 -0.00306834 -0.0203201 -0.0362803 0.0197477 0.000934635 |
| internal_weight=775.14 484.102 291.038 225.869 258.233 204.504 163.504 162.688 146.146 58.3582 150.019 95.5449 14.6803 62.3653 100.913 121.184 43.6778 68.9626 49.5469 45.2328 12.669 81.8197 113.957 51.675 31.9504 6.17477 21.5665 38.7057 66.308 25.0168 86.5342 62.282 53.8983 48.9986 42.4893 17.6559 36.5019 17.65 41.2852 21.5798 10.6412 7.75992 12.9693 56.908 49.9911 14.6268 3.51886 22.1997 10.6368 74.9792 89.8924 75.7989 39.3642 4.30145 55.7634 25.7756 23.5239 22.5336 6.03444 4.00113 36.7457 13.2454 |
| internal_count=46967 41534 5433 11168 30366 4334 6797 17601 3757 577 17083 12765 202 4371 2902 11735 375 2169 3886 855 518 6365 2911 1721 733 143 241 1313 1908 780 1099 1190 4088 3536 3091 719 785 402 650 318 203 135 408 1111 891 547 101 601 224 6081 12416 10409 5370 349 3865 590 570 701 216 155 625 266 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=30 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=19 19 19 33 19 5 4 19 8 33 19 10 16 10 18 16 10 7 15 7 7 2 8 18 7 2 19 8 36 7 2 5 36 7 8 4 7 18 36 7 5 4 5 2 19 4 2 19 5 5 4 19 8 8 4 16 33 8 18 2 2 18 |
| split_gain=164.271 38.3678 16.6609 8.20907 6.91069 5.34445 4.01764 3.45071 2.99217 2.45255 2.37954 2.05649 1.93668 2.43219 1.90249 1.68752 1.68335 1.61597 1.51395 1.40965 1.40683 1.40865 1.38277 1.3638 1.34196 1.58418 2.35401 1.77742 1.74408 1.73254 1.49769 1.81439 1.32664 1.28228 1.28008 1.6487 1.27708 1.69847 1.2607 1.25662 1.24515 1.32224 1.24033 1.18936 1.18783 1.32456 1.15797 1.15556 1.24705 1.15305 1.17256 1.11935 1.08605 2.96792 1.06958 1.1845 1.47519 1.01621 1.01279 1.01042 0.955342 1.06271 |
| threshold=13.500000000000002 70.500000000000014 3.5000000000000004 2.8820880970670264e-06 234.00000000000003 3778.5000000000005 359.50000000000006 148.50000000000003 2304.0000000000005 0.00052453440730459999 26.500000000000004 1.0000000180025095e-35 1.8980932235717776 1.0000000180025095e-35 194.50000000000003 0.94560140371322643 1.0000000180025095e-35 74.000000000000014 0.21972721070051196 103.50000000000001 36.500000000000007 2046.0000000000002 1402.0000000000002 64.500000000000014 769.50000000000011 778.50000000000011 30.500000000000004 1920.5000000000002 3.8159971154527745e-05 2.5000000000000004 2404.0000000000005 3370.5000000000005 6.953674756005058e-06 20.500000000000004 1685.5000000000002 22.500000000000004 70.500000000000014 64.500000000000014 0.042997678741812713 1150.0000000000002 2280.5000000000005 459.50000000000006 4205.5000000000009 22010.000000000004 54.500000000000007 10.500000000000002 1633.5000000000002 8.5000000000000018 4015.5000000000005 3118.5000000000005 67.500000000000014 1.5000000000000002 1790.0000000000002 1696.0000000000002 2204.5000000000005 1.4977586269378664 0.00020407979172887283 2063.5000000000005 96.500000000000014 838.50000000000011 493.50000000000006 70.500000000000014 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=2 3 16 14 6 9 -3 40 10 59 19 43 18 22 15 -2 -1 36 -7 -5 21 -12 -14 -11 25 27 29 32 -29 -27 46 33 -17 -32 35 -24 51 -38 -21 42 -8 57 -10 -9 45 -44 -28 -20 -49 50 -31 -18 53 -53 55 56 -43 -42 -15 -4 -34 -62 |
| right_child=1 4 5 8 -6 12 7 11 39 23 20 -13 13 58 -16 24 17 -19 47 38 -22 -23 34 -25 -26 26 30 28 -30 49 31 -33 60 -35 -36 -37 37 -39 -40 -41 41 54 44 -45 -46 -47 -48 48 -50 -51 -52 52 -54 -55 -56 -57 -58 -59 -60 -61 61 -63 |
| leaf_value=-0.045185653247690034 -0.047869842948356056 0.046757569374366384 -0.043229633860984266 0.0056966602759329112 0.051642394265959513 -0.038160029126461187 0.039238024822659312 0.031093637994574375 0.032579546032990056 -0.0050030964914052171 0.032877210722721255 0.048864796215699731 -0.058386372387820934 -0.0070933772165060645 -0.050823097107653994 0.023230591091873202 -0.038606640370344808 -0.043642905879954286 -0.008306024233079046 -0.027952433685573732 0.0085708030384135121 0.0099660487413247376 -0.033589929754684639 -0.025172126040995862 0.021490323123208227 0.022534952476661065 -0.0072354199319867229 -0.014324463823531345 0.039303218418621361 0.028744075454050302 -0.037506316505491195 -0.036599754178957937 -0.067662925415229128 0.008183598459415636 -0.038146839614233097 0.016264398857864279 0.10030003433832871 -0.014526965891895401 0.0032996887856121572 -0.0051347906630505695 0.012593314394283512 -0.049240387444014322 0.036561415143470555 -0.0088102009917879753 0.036421409488270377 0.0098069349156729504 0.023132891375893791 0.017492101811446222 -0.0053123765793025206 -0.038483074553850007 -0.021461847106378846 -0.026803024903659919 -0.035710880051482395 0.0266820202166871 0.036085821288488716 0.010579383154258047 0.0089838180892654156 0.047873561718136531 -0.025769477217203064 -0.016717174975033007 0.018501118553199237 -0.047017879273583071 |
| leaf_weight=65.402615836355835 2.1679142510984084 29.07019175979076 23.595870728138838 28.418219415005296 66.156667983508669 3.0572095966199404 5.4577369987964621 6.6250844942696876 24.932851932710037 10.951299048261715 16.106754247564826 18.053803075919859 3.8582159866346073 40.010165865998715 2.2821210813708595 1.8015451817773263 20.462352110189386 27.950109670404345 31.561248621437699 7.2996608719695342 38.841963847225998 11.498102555051444 3.2933796658180645 35.717432822741102 5.1464576390571883 1.9703663340769733 4.9223752380930845 2.0466987728141248 5.8481360755395144 1.3784408420324341 1.8441067582461972 4.6863967878743997 1.1196468540001663 9.1795057398849149 8.0542432169895601 3.340328483376652 0.42662698170170088 1.313649133313447 5.7838193580973893 3.9782867950852951 3.740431907179298 1.994600858597553 5.5657358481548718 2.6002441219752654 7.4567098915576926 27.403320762794465 8.6644472759217006 12.164480186998846 11.820225049043072 9.8858326638583076 7.4393937110435218 10.703025368158707 9.4914062956231628 3.4233491886407128 3.4092525187879792 26.281448386769625 2.3930946317850612 4.4926022691652179 8.8681900363299047 4.2393819318385786 1.3275397513061764 1.1594211088959125 |
| leaf_count=10082 135 237 3177 972 839 484 113 124 433 714 219 278 449 1460 265 36 2984 5819 2002 432 932 239 319 4173 99 48 100 67 160 37 52 129 50 246 713 134 32 193 264 142 71 49 68 54 64 470 163 251 413 385 380 1670 1609 197 47 559 57 34 609 419 56 80 |
| internal_value=-0.000195399 0.020698 -0.0260538 0.00823627 0.0390057 -0.016829 0.0309764 0.0248636 0.0140433 -0.0274453 0.0088373 0.0390513 -0.010553 -0.0163315 -0.00589147 -0.00443883 -0.0393455 -0.0341678 -0.00390462 -0.00055587 0.0147041 0.0233341 -0.0317482 -0.0204393 -0.00306271 -0.00505976 -0.00914179 0.0102738 0.0254005 -0.0220603 -2.54965e-05 -0.0105388 -0.0118081 0.000540271 -0.0247509 -0.00848635 -0.0283881 0.0136228 -0.0141368 0.0221482 0.0167615 0.0138623 0.0238089 0.0198464 0.0183996 0.0143235 0.0121307 -0.00201922 0.00625352 -0.0267583 -0.0136134 -0.0300467 -0.0226303 -0.0138416 0.0095178 0.00656444 -0.0174843 0.031845 -0.0104819 -0.0391917 -0.0293104 -0.0120438 |
| internal_weight=760.136 420.431 339.705 250.156 170.275 200.532 104.118 75.0483 177.285 74.504 107.949 27.2791 126.028 67.4245 72.8703 70.5882 139.173 73.7705 58.6032 41.5017 66.4468 27.6049 18.5462 46.6687 68.4203 63.2739 49.9709 13.303 7.89483 20.674 29.2968 15.71 5.40815 11.0236 14.688 6.63371 45.8204 1.74028 13.0835 69.3369 47.7692 42.3114 65.3586 9.22533 40.4258 32.9691 13.5868 55.546 23.9847 18.7037 8.81783 44.0801 23.6178 14.1264 34.0784 30.6691 4.3877 8.23303 48.8784 27.8353 3.60661 2.48696 |
| internal_count=47088 9185 37903 6723 2462 15317 1623 1386 4235 8483 3058 456 6834 3684 2488 2223 22586 12504 3150 1668 1390 458 1615 4887 2088 1989 1540 449 227 850 690 427 222 298 1166 453 6685 225 696 1177 930 817 1035 178 602 538 263 2666 664 802 417 6460 3476 1867 712 665 106 105 2069 3596 186 136 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| Tree=31 |
| num_leaves=63 |
| num_cat=0 |
| split_feature=2 17 6 10 36 36 10 11 16 2 10 2 2 15 18 15 8 17 11 8 6 8 17 16 18 15 16 33 33 17 6 15 15 16 16 6 8 16 7 17 11 15 18 18 8 7 11 11 15 17 6 36 17 17 11 36 36 7 7 7 15 33 |
| split_gain=121.528 30.989 15.0907 11.2398 6.70576 6.10467 6.04897 5.68204 5.41907 4.8959 3.94927 2.84785 2.79979 2.71517 2.66773 2.54011 2.42121 2.41402 2.36079 2.29119 2.27354 2.23021 2.13826 1.86925 1.72798 1.67454 1.6537 1.64755 1.63031 1.45367 1.37131 1.61323 1.54136 1.35711 1.28027 1.21307 1.55387 1.44034 1.31463 1.20903 1.19915 1.22028 1.1605 1.16159 1.42486 1.45713 1.71132 1.14284 1.10267 1.05188 1.0475 1.18077 1.0103 2.4593 0.982242 1.09486 0.994245 0.973137 0.9535 0.94119 0.935564 0.93207 |
| threshold=679.50000000000011 1203.3468017578127 0.00035230985668022191 1.0000000180025095e-35 0.0017374427989125254 0.00018286250997334721 1.0000000180025095e-35 1.0000000180025095e-35 1.0340579152107241 2938.0000000000005 1.0000000180025095e-35 1.0000000180025095e-35 40983.000000000007 1.9180297255516054 63.500000000000007 19.013157844543461 3306.5000000000005 344.49887084960943 1.0000000180025095e-35 3946.0000000000005 1.7227570424438458e-05 2248.5000000000005 8.7925176620483416 2.6867436170578007 291.00000000000006 2.4365316629409794 4.922703981399537 0.00021931544324615973 0.00023710783716524023 24.460735321044925 2.916904804806109e-06 78.224746704101577 113.25963211059572 3.7342439889907841 1.2618952989578249 0.00034602638334035879 1664.0000000000002 1.3173536658287051 40.500000000000007 951.49697875976574 1.5000000000000002 1.3954145312309267 125.50000000000001 82.500000000000014 5941.5000000000009 92.000000000000014 1.0000000180025095e-35 1.0000000180025095e-35 1.7502417564392092 273.94567871093756 0.0021270919824019079 0.013820386957377197 96.27188873291017 106.20175170898439 1.0000000180025095e-35 0.0015395871596410873 0.0065998670179396876 56.000000000000007 103.50000000000001 12.500000000000002 33.57799148559571 1.1734239706129303e-05 |
| decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 |
| left_child=2 3 4 7 6 9 16 8 -2 20 18 -8 28 42 -12 21 47 26 -4 22 52 49 -18 40 39 -16 30 -23 34 -15 -10 59 -33 -26 -3 -19 -37 -38 -39 50 41 -6 43 57 45 46 -45 -1 -29 58 51 54 61 -54 55 -17 60 -13 -7 -32 -57 -5 |
| right_child=1 12 10 5 23 15 11 -9 17 -11 14 13 -14 29 25 24 19 35 -20 -21 -22 27 -24 -25 33 -27 -28 48 -30 -31 31 32 -34 -35 -36 36 37 38 -40 -41 -42 -43 -44 44 -46 -47 -48 -49 -50 -51 -52 -53 53 -55 -56 56 -58 -59 -60 -61 -62 -63 |
| leaf_value=-0.042031640175276691 -0.067037820143100821 0.00095394844042061212 -0.043603746382055969 0.0065645765573952714 -0.027866021537889519 0.0043261103244426448 0.016812437191923636 0.025182206056974316 0.019381772220194687 0.049668920650320782 -0.0066522140064803545 -0.04843099972283571 0.053178494608022597 -0.011636797122201307 -0.035535308514355581 -0.012348707912219673 -0.027627556297328267 0.024576354370839437 -0.00077839166246295843 -0.036046223255966216 0.045309779318631511 -0.019904283322478948 0.035609209725549255 -0.033907638948781425 -0.054130436268641349 -0.021018710308013531 -0.064243015172993356 -0.0097780137029942083 0.044142508279155335 0.0039420416161262259 0.033801432343840879 -0.071013173215986658 -0.021495054433561936 0.029819099704763093 0.03166007749312387 0.0083208952053466841 0.010989740396445515 -0.070545161860854369 -0.015338304630577638 0.032979685434536915 0.040219653415650515 0.012148096173375283 -0.041784354996171585 -0.0066159948911509187 0.042293308976268547 -0.027428354715186315 0.070769503340175552 -0.0028424963721240008 0.02938063805817356 0.0056859262216290953 0.0070973032185938775 0.041953022408988377 0.049669873500663132 0.012198808373294357 0.037829052785594237 0.0051026161561493989 0.0027984924120047047 -0.020613447032445192 -0.018921722188203406 -0.011187186829358013 0.029678605222347717 0.037483315743359939 |
| leaf_weight=28.683755847159777 3.8911369431298217 4.0624726581736494 66.110109408153221 22.609451860422272 2.0705868611112335 6.3032831710297641 9.1121235465980117 13.960939404962117 3.1752315203193566 20.491365622729063 15.182450986700131 4.2454078793525758 42.897594869253226 44.688300151610747 47.592340124654584 3.5932700885459772 2.2271172516047937 6.1005870146473198 3.3827334723900995 5.1029068767093122 8.0678341204766166 2.5455296179279712 3.3438888455275446 2.3263004320906466 1.4964581659296521 34.099358162726276 1.5832914225757111 2.1023709782748474 28.626007154321996 22.519638103141915 1.2146396553143883 2.1362154611852002 5.9447138260584325 0.70973436906933773 20.649647561629536 15.292547284509057 2.4178643112536511 1.7634553518146274 2.7756054535857402 11.167514065746216 3.4780195513740173 23.873640322708525 6.9551775941508813 3.4407824208028579 1.2833476359955973 6.9887321672867984 0.90162498527206469 1.9893683528061945 12.407800092129035 14.181168262963181 24.978556713089347 5.3554156956379293 6.665169736370447 12.76533851213753 4.8373639527708283 5.2818144782795633 8.6473017712123674 12.117966077756135 14.688584150979294 27.109013241832145 14.513337983749805 2.7320414199493817 |
| leaf_count=3650 309 104 10232 426 132 270 260 295 74 144 1261 489 507 2712 7727 73 258 92 288 596 82 59 159 100 179 4168 61 93 562 636 28 88 313 14 406 445 55 65 84 157 44 658 1608 418 62 755 43 96 238 480 865 83 64 153 60 111 238 1054 891 1260 215 39 |
| internal_value=-0.000183067 0.0190467 -0.0214918 0.0109735 -0.0116796 0.0173433 -0.0160034 -0.00405636 -0.00961732 0.0289228 -0.0324236 -0.00998144 0.0436688 -0.0123486 -0.0258989 0.0109496 -0.0323524 -0.00640309 -0.0415191 -0.0118417 0.0208774 0.00236065 0.0103291 0.00923903 0.0165166 -0.0294759 -0.0141358 0.0171981 0.0360205 -0.00641673 -0.0121314 -0.01488 -0.0345853 -0.0271238 0.0266122 0.00482444 -0.000591337 -0.020182 -0.0367865 0.0177451 0.0126505 0.0089546 -0.0234433 -0.0190411 -0.00763955 -0.0132949 0.00945175 -0.0394899 0.023707 -0.00483414 0.0152136 0.0200145 0.0164747 0.0250524 0.0168282 0.0136571 0.0169425 -0.0278306 -0.011941 -0.00925788 0.0231212 0.0098979 |
| internal_weight=741.457 389.742 351.716 293.506 185.349 206.141 153.6 87.3652 73.4043 73.3312 166.367 112.253 96.2357 103.141 96.8741 132.81 41.347 69.5132 69.4928 10.6739 52.8398 52.2287 5.57101 31.7485 80.5808 81.6917 41.1631 17.0557 53.3381 67.2079 39.5798 36.4046 8.08093 2.20619 24.7121 28.3501 22.2495 6.95693 4.53906 78.3746 29.4222 25.9442 35.933 28.9779 12.6145 11.3311 4.34241 30.6731 14.5102 35.173 67.2071 42.2285 44.772 19.4305 36.8731 32.0357 28.4425 16.3634 20.9919 28.3237 19.7952 25.3415 |
| internal_count=47088 9682 37406 8103 13730 4934 12796 3169 2874 908 23676 8037 1579 7777 13156 4026 4759 2565 10520 1013 764 2031 417 934 1995 11895 1824 390 1072 3348 1763 1689 401 193 510 741 649 204 149 1802 834 790 4429 2821 1278 1216 461 3746 331 1641 1645 780 682 217 697 637 564 1543 1161 1288 326 465 |
| is_linear=0 |
| shrinkage=0.05 |
|
|
|
|
| end of trees |
|
|
| feature_importances: |
| candidate_num_cited_by=340 |
| candidate_influential_citations=201 |
| candidate_citations_per_year=154 |
| query_age_days=150 |
| query_citation_count=139 |
| candidate_age_days=128 |
| candidate_citation_count=105 |
| category_x_recency=104 |
| citations_x_recency=101 |
| query_num_references=86 |
| candidate_recency_score=85 |
| co_citation_count=83 |
| age_ratio=83 |
| same_primary_category=74 |
| citation_count_ratio=74 |
| candidate_log_citations=42 |
| query_log_citations=23 |
| year_diff=12 |
|
|
| parameters: |
| [boosting: gbdt] |
| [objective: lambdarank] |
| [metric: ndcg] |
| [tree_learner: serial] |
| [device_type: cpu] |
| [data_sample_strategy: bagging] |
| [data: ] |
| [valid: ] |
| [num_iterations: 500] |
| [learning_rate: 0.05] |
| [num_leaves: 63] |
| [num_threads: 0] |
| [seed: 42] |
| [deterministic: 0] |
| [force_col_wise: 0] |
| [force_row_wise: 0] |
| [histogram_pool_size: -1] |
| [max_depth: -1] |
| [min_data_in_leaf: 50] |
| [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: 20] |
| [lambdarank_norm: 1] |
| [label_gain: ] |
| [lambdarank_position_bias_regularization: 0] |
| [eval_at: 5,10,20] |
| [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 |
|
|
