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lightgbm_0409_spider.bin

lightgbm_0409_spider.bin 4.5 MB
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  1. tree
    2. 

  2. version=v4
    3. 

  3. num_class=1
    4. 

  4. num_tree_per_iteration=1
    5. 

  5. label_index=0
    6. 

  6. max_feature_idx=10
    7. 

  7. objective=regression
    8. 

  8. feature_names=channel out_user_id mode out_play_cnt out_like_cnt out_share_cnt lop duration tag1 tag2 tag3
    9. 

  9. feature_infos=-1:10:11:44:2:34:27:29:0:19:41:36:33:14:37:5:23:42:31:4:15:30:25:6:45:22:21:7:35:26:28:18:40:9:32:46:1:24:43 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5:7546:7551:7563:7572:7612:7615:7642:7652:7711:7732:7740:7743:7748:7753:7771:7791:7803:7834:7845:7852:7880:7910:7927:7928:7949:7958:7978:8038:8071:8080:8094:8118:8144:8149:8160:8173:8180:8189:8212:8234:8236:8240:8282:8285:8295:8306:8308:8313:8320:8339:8349:8356:8365:8374:8376:8425:8458:8486:8495:8512:8514:8516:8518:8526:8533:8536:8552:8562:8565:8568:8621:8650:8661:8705:8714:8715:8742:8751:8797:8811:8837:8848:8858:8867:8893:8927:8938:8939:8943:8949:8965:8987:9009:9017:9037:9045:9047:9072:9081:9083:9086:9092:9103:9110:9120:9137:9138:9150:9152:9178:9190:9210:9222:9239:9252:9258:9310:9312:9347:9368:9380:9396:9402:9418:9424:9459:9515:9524:9529:9545:9547:9563:9574:9586:9603:9622:9631:9680:9696:9710:9726:9733:9756:9759:9760:9771:9776:9786:9812:9814:9816:9818:9819:9829:9867:9887:9888:9895:9956:9961:9962:10000:10010:10014:10031:10032:10058
    10. 

  10. tree_sizes=38501 37377 54193 43529 28355 39876 25753 28963 44664 45329 44584 32748 39610 26871 46092 25955 41379 38773 47119 41386 39046 30325 29949 29459 54517 65048 29063 38379 43863 55282 38846 37313 45276 52008 42975 28136 31904 31910 69447 59029 63324 45213 62067 71790 63067 29578 53816 58042 55474 47441 31558 63319 30140 29329 42080 30380 55502 43534 62165 55438 42919 47806 66438 62559 47648 54641 55510 61752 61630 45340 45179 55290 44169 54029 60603 36240 30818 46548 58302 54598 28739 55694 55337 29086 54738 54965 46889 43496 52084 53169 54855 52961 46718 52409 44665 31492 55641 52228 31035 55381
    11. 

  11. 

  12. Tree=0
    13. 

  13. num_leaves=36
    14. 

  14. num_cat=25
    15. 

  15. split_feature=5 1 6 5 2 4 8 4 8 9 9 4 9 9 5 8 8 10 8 8 10 9 9 10 8 10 1 8 9 6 5 8 7 8 9
    16. 

  16. split_gain=286.727 241.203 194.785 257.958 99.1989 80.1962 69.8858 66.0407 57.9716 49.7957 49.3002 45.6015 42.6963 40.185 39.6305 38.2943 35.9533 35.2813 31.7816 31.5367 26.6649 25.3829 24.7384 24.1217 23.4873 23.2917 22.2429 20.5757 20.3782 19.5044 25.1533 19.2459 18.795 24.2475 18.1823
    17. 

  17. threshold=7.5000000000000009 0 0.038442649800000013 3.5000000000000004 1 2.5000000000000004 2 2.5000000000000004 3 4 5 1.5000000000000002 6 7 4.5000000000000009 8 9 10 11 12 13 14 15 16 17 18 19 20 21 0.038425824750000011 11.500000000000002 22 61.500000000000007 23 24
    18. 

  18. decision_type=2 9 2 2 9 2 9 2 9 9 9 2 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 2 9 2 9 9
    19. 

  19. left_child=1 11 10 4 5 8 -2 16 -4 -8 -3 32 -10 -11 -12 -13 -5 -14 -6 -19 -15 -21 -17 -18 -25 -24 -20 -22 -23 30 -29 -27 33 -1 -26
    20. 

  20. right_child=6 2 3 7 18 -7 9 -9 12 13 14 15 17 20 -16 22 23 19 26 21 27 28 25 24 34 31 -28 29 -30 -31 -32 -33 -34 -35 -36
    21. 

  21. leaf_value=0.343016346373898 0.35626749017003401 0.34403531523471081 0.3518850138724029 0.35447498909340908 0.33745267128525297 0.32196717016928822 0.32204947647662568 0.32807070706063474 0.35035438579154038 0.35552914225716881 0.31965303539337192 0.35593910532880074 0.34723590717592184 0.35225073354400005 0.32594106902989045 0.35254924666419163 0.35311614199546548 0.34418520981957151 0.32874952303860572 0.31702170746614428 0.35179509280424254 0.34350545869369464 0.35138498152268627 0.32547734651187427 0.35052283284477265 0.35085296590947695 0.31745121052244668 0.33252884137262373 0.32911566080823407 0.34305372558512842 0.339145547779717 0.33642169310181452 0.32773637810382511 0.33029342448426746 0.33854307878417589
    22. 

  22. leaf_weight=1499 1369 595 763 957 574 6704 995 3096 610 848 15362 758 663 790 9274 681 684 806 1187 970 597 577 682 746 780 550 7391 5847 17754 2997 7654 12485 3266 2024 11479
    23. 

  23. leaf_count=1499 1369 595 763 957 574 6704 995 3096 610 848 15362 758 663 790 9274 681 684 806 1187 970 597 577 682 746 780 550 7391 5847 17754 2997 7654 12485 3266 2024 11479
    24. 

  24. internal_value=0.331647 0.329996 0.328082 0.330588 0.327057 0.329247 0.339717 0.33815 0.331449 0.338552 0.322544 0.337058 0.330711 0.339433 0.322024 0.339378 0.340281 0.330126 0.320171 0.329554 0.338657 0.328937 0.338485 0.339266 0.338522 0.337772 0.319009 0.338017 0.329575 0.337507 0.33628 0.337045 0.331887 0.335735 0.33932
    25. 

  25. internal_weight=0 102917 80972 55741 37999 28847 21097 17742 22143 19728 25231 21945 21380 18733 24636 15156 14646 20770 9152 20107 17885 19301 14398 13689 13005 13717 8578 17095 18331 16498 13501 13035 6789 3523 12259
    26. 

  26. internal_count=124014 102917 80972 55741 37999 28847 21097 17742 22143 19728 25231 21945 21380 18733 24636 15156 14646 20770 9152 20107 17885 19301 14398 13689 13005 13717 8578 17095 18331 16498 13501 13035 6789 3523 12259
    27. 

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  31. 

  32. 

  33. Tree=1
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    42. 

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    115. 

  115. 

  116. 

  117. Tree=5
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    120. 

  120. split_feature=5 0 5 3 8 9 10 1 8 8 9 8 9 9 8 8 9 3 2 0 8 9 3 8 9 9 10 10 9 5 8 9 1 5 9
    121. 

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    123. 

  123. decision_type=2 9 2 2 9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 2 9 9 9 9 9 9 2 9 9 9 2 9
    124. 

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    126. 

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    155. 

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    157. 

  157. 

  158. 

  159. Tree=7
    160. 

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    161. 

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    162. 

  162. split_feature=5 0 3 5 0 9 9 10 10 10 9 9 10 9 2 9 9 9 9 3 5 5 9 4 0 10 1 9 9 5 9 3 10 9 9
    163. 

  163. split_gain=119.98 125.134 76.4506 103.905 41.7636 33.3839 28.9316 27.8597 26.4218 26.1852 24.6746 23.6942 23.0611 20.1587 19.5141 22.7167 18.6003 18.0948 17.6954 17.5716 23.2727 17.2454 16.3949 16.1731 15.3589 14.8579 14.5855 14.3036 12.7875 11.0284 10.5138 10.3539 9.58032 9.49495 9.46696
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    165. 

  165. decision_type=2 9 2 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 2 2 9 2 9 9 9 9 9 2 9 2 9 9 9
    166. 

  166. left_child=1 18 3 4 7 -4 -2 -3 -7 -8 -11 -9 -5 -13 -10 -16 -6 -14 -1 30 -21 -17 -19 27 -20 -26 -18 -15 -27 -24 -12 -22 -29 -23 -30
    167. 

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    168. 

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    170. 

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    171. 

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    178. 

  178. 

  179. 

  180. Tree=8
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    182. 

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    183. 

  183. split_feature=0 9 8 10 9 0 8 4 9 9 10 9 8 8 10 8 9 9 10 1 1 8 9 10 10 8 9 8 8 10 9 8 8 8 0
    184. 

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    185. 

  185. threshold=0 1 2 3 4 5 6 1.5000000000000002 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33
    186. 

  186. decision_type=9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
    187. 

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    189. 

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    191. 

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    192. 

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  199. 

  200. 

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  220. 

  221. 

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    226. 

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    228. 

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    229. 

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    241. 

  241. 

  242. 

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    246. 

  246. split_feature=5 0 3 5 8 8 9 9 5 8 4 9 8 8 9 8 3 8 8 8 9 9 8 8 9 5 9 5 0 9 9 9 8 1 8
    247. 

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    249. 

  249. decision_type=2 9 2 2 9 9 9 9 2 9 2 9 9 9 9 9 2 9 9 9 9 9 9 9 9 2 9 2 9 9 9 9 9 9 9
    250. 

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    252. 

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  302. is_linear=0
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    304. 

  304. 

  305. 

  306. Tree=14
    307. 

  307. num_leaves=36
    308. 

  308. num_cat=35
    309. 

  309. split_feature=10 0 8 9 8 9 10 8 9 10 9 10 8 8 9 8 9 1 8 10 9 10 0 1 10 8 9 8 9 8 8 10 10 9 9
    310. 

  310. split_gain=46.6853 40.0996 41.0011 36.5029 32.1489 31.0737 27.3116 29.0854 27.8863 25.4115 23.214 22.8943 22.2688 23.4355 20.7482 19.4442 20.0232 20.0498 22.5655 18.836 20.8503 17.9049 17.1044 16.8248 16.588 16.8438 15.7361 17.4606 17.0096 15.0284 12.7626 13.019 12.5123 13.0904 11.5241
    311. 

  311. threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
    312. 

  312. decision_type=9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
    313. 

  313. left_child=-1 23 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -2 -24 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
    314. 

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    315. 

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    317. 

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    318. 

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    325. 

  325. 

  326. 

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    330. 

  330. split_feature=5 0 10 8 8 9 9 10 9 10 8 8 8 6 5 4 2 9 8 10 8 9 8 10 8 9 9 8 9 5 6 10 10 9 8
    331. 

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    333. 

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    334. 

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  367. 

  368. 

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  451. 

  452. 

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    457. 

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    459. 

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    460. 

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    470. 

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    472. 

  472. 

  473. 

  474. Tree=22
    475. 

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    476. 

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    477. 

  477. split_feature=9 5 8 9 9 8 8 9 9 8 8 8 9 8 8 9 0 9 9 8 3 5 9 8 9 8 8 8 9 8 9 8 9 4 8
    478. 

  478. split_gain=25.9485 23.5055 23.8182 20.6598 16.4985 16.4979 16.0556 15.9307 14.0777 13.6757 12.9093 12.0613 12.2282 11.3103 10.9616 11.6589 10.9391 14.7682 12.6625 12.6108 11.7475 17.0406 16.6565 14.0796 13.427 12.6578 11.8094 11.1378 10.766 10.3299 10.0455 10.1753 9.54883 9.31952 13.0388
    479. 

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    480. 

  480. decision_type=9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 2 9 9 9 9 9 9 9 9 9 9 9 2 9
    481. 

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    482. 

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    483. 

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    485. 

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    486. 

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  493. 

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  514. 

  515. 

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  577. 

  578. 

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    581. 

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    582. 

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    583. 

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    584. 

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    586. 

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    588. 

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  599. 

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    640. 

  640. 

  641. 

  642. Tree=30
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    644. 

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    645. 

  645. split_feature=10 9 8 10 9 8 8 10 9 9 1 0 9 8 9 10 10 8 9 8 8 8 9 9 4 9 9 8 10 10 9 8 9 8 8
    646. 

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    647. 

  647. threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 1.0000000180025095e-35 24 25 26 27 28 29 30 31 32 33
    648. 

  648. decision_type=9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9 9
    649. 

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    651. 

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    653. 

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  682. 

  683. 

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    688. 

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    690. 

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    691. 

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    693. 

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  745. 

  746. 

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  766. 

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  787. 

  788. 

  789. Tree=37
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    793. 

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    794. 

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    795. 

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    796. 

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    800. 

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  808. 

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    815. 

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    817. 

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    819. 

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    821. 

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  1123. 

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    1129. 

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    1130. 

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    1131. 

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    1132. 

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    1134. 

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    1150. 

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    1174. 

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  1186. 

  1187. 

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    1191. 

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    1192. 

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    1194. 

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    1195. 

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    1197. 

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    1234. 

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    1236. 

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    1237. 

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    1239. 

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    1241. 

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    1246. 

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  1543. 

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    1549. 

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    1550. 

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    1551. 

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    1552. 

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    1553. 

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    1554. 

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    1556. 

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    1612. 

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    1613. 

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    1614. 

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    1615. 

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    1616. 

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    1617. 

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    1620. 

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    1717. 

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    1718. 

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    1719. 

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    1720. 

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    1722. 

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    1780. 

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    1782. 

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    1783. 

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    1785. 

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    1864. 

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    1940. 

  1940. is_linear=0
    1941. 

  1941. shrinkage=0.0759578
    1942. 

  1942. 

  1943. 

  1944. Tree=92
    1945. 

  1945. num_leaves=36
    1946. 

  1946. num_cat=34
    1947. 

  1947. split_feature=9 9 10 8 8 10 9 9 10 8 3 8 9 1 10 10 9 8 9 8 1 9 8 10 9 10 8 9 10 8 9 10 9 8 10
    1948. 

  1948. split_gain=3.49554 3.12486 3.00811 3.11766 2.96265 2.19926 2.21693 2.12484 1.924 2.26653 2.28407 2.14458 2.036 1.99127 1.91202 1.86343 2.27866 2.33423 2.09674 2.16552 2.02737 2.18461 2.45939 2.57211 2.47392 2.76311 2.97213 2.3593 2.54617 2.78553 2.74546 2.16714 2.63065 2.54706 2.2328
    1949. 

  1949. threshold=0 1 2 3 4 5 6 7 8 9 1051.5000000000002 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33
    1950. 

  1950. decision_type=9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
    1951. 

  1951. left_child=-1 -2 -3 -4 -5 -6 -7 -8 -9 10 -10 -11 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
    1952. 

  1952. right_child=1 2 3 4 5 6 7 8 9 11 -12 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 -36
    1953. 

  1953. leaf_value=-0.0068405852661000454 0.0055019474577313555 -0.0061646574311593145 -0.0050494935926321989 0.0060899793217344877 0.0052870466535404554 0.0044783367745751604 -0.0045804292164584384 -0.003842110829747693 0.0058380567992754855 -0.004091737915553428 -0.0033878356952667722 0.0037975911935712076 -0.0040298358782806286 -0.0035742990570085463 0.0040339240319931143 -0.0040224168573669786 -0.0043895305117220736 0.0038027891337938636 0.0038411519679081565 0.0044600400198732465 -0.003992108994579858 -0.0034747038608866814 0.0041556465519585681 -0.0032193430387640232 -0.0042629930903475069 0.0037224078044228851 0.0041315468846820878 0.0036864738066616719 -0.004612344406012929 -0.0044647242747020682 -0.0038209354347644555 -0.0023539842593920243 0.004453938648424788 0.0040427314790625266 8.1330082980003493e-05
    1954. 

  1954. leaf_weight=420 587 446 687 456 446 625 577 737 710 726 198 808 695 838 662 788 669 855 852 580 777 1137 868 1327 833 1283 804 1075 744 771 815 2472 777 818 96140
    1955. 

  1955. leaf_count=420 587 446 687 456 446 625 577 737 710 726 198 808 695 838 662 788 669 855 852 580 777 1137 868 1327 833 1283 804 1075 744 771 815 2472 777 818 96140
    1956. 

  1956. internal_value=0 1.98207e-05 -6.78797e-06 1.61237e-05 4.5093e-05 2.18889e-05 2.04013e-06 -2.1579e-05 7.66176e-07 2.48826e-05 0.00378456 -4.33788e-06 2.12875e-05 -5.20901e-06 1.92736e-05 4.57575e-05 2.23255e-05 5.07347e-05 7.74257e-05 4.86683e-05 1.92736e-05 -4.40669e-06 2.41566e-05 6.10617e-05 2.77282e-05 6.84732e-05 0.000103009 5.81838e-05 2.618e-05 -1.25503e-05 2.15191e-05 5.61966e-05 8.81081e-05 0.00015011 0.000115164
    1957. 

  1957. internal_weight=0 123583 122996 122550 121863 121407 120961 120336 119759 119022 908 118114 117388 116580 115885 115047 114385 113597 112928 112073 111221 110641 109864 108727 107859 106532 105699 104416 103612 102537 101793 101022 100207 97735 96958
    1958. 

  1958. internal_count=124003 123583 122996 122550 121863 121407 120961 120336 119759 119022 908 118114 117388 116580 115885 115047 114385 113597 112928 112073 111221 110641 109864 108727 107859 106532 105699 104416 103612 102537 101793 101022 100207 97735 96958
    1959. 

  1959. cat_boundaries=0 387 764 1048 1430 1816 2122 2503 2878 3186 3569 3938 4324 8522 8809 9119 9505 9884 10243 10626 14823 15215 15594 15892 16232 16532 16881 17261 17567 17947 18332 18635 19024 19401 19700
    1960. 

  1960. cat_threshold=0 0 536870912 1073741824 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16384 0 0 0 0 0 0 0 33554432 0 0 0 0 0 16777216 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 268435456 0 0 0 0 0 0 65536 0 0 0 0 0 0 0 262144 0 0 0 0 0 8192 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 0 0 0 536870912 0 0 0 0 0 64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 0 0 0 0 0 0 256 0 0 0 0 0 131072 0 0 0 0 0 0 0 0 0 0 256 0 0 0 0 2097152 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16384 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 131072 0 0 262144 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 0 0 2097152 0 0 0 262144 0 0 0 0 256 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 512 0 0 0 0 0 0 128 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 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0 0 0 0 0 0 4 256 0 0 0 0 0 0 0 0 0 268435456 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32768 0 0 0 0 0 0 0 0 0 0 1088 0 0 0 0 0 0 0 0 0 32 0 0 0 0 16777216 0 8388608 0 2048 0 0 0 0 0 0 0 4 0 0 0 0 16384 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 1073741824 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 268435456 2 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 16384 0 16384 0 0 0 0 0 0 0 0 0 0 0 0 0 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 536870912
    1961. 

  1961. is_linear=0
    1962. 

  1962. shrinkage=0.0759578
    1963. 

  1963. 

  1964. 

  1965. Tree=93
    1966. 

  1966. num_leaves=36
    1967. 

  1967. num_cat=32
    1968. 

  1968. split_feature=9 10 9 10 3 9 9 10 9 1 10 9 1 9 10 10 9 9 10 6 9 1 10 9 10 9 4 9 9 10 9 10 9 10 9
    1969. 

  1969. split_gain=3.19543 2.85746 3.14491 2.56485 2.2364 1.89369 1.8131 1.72398 1.56599 1.51942 1.79918 1.77043 1.50737 1.7629 2.16179 1.75795 1.78872 1.64367 1.46912 1.45665 1.32418 1.51684 1.44105 1.44314 1.52082 1.72718 1.47111 9.12783 8.08146 7.96846 7.93975 7.32662 6.42185 6.51264 6.26601
    1970. 

  1970. threshold=0 1 2 3 105.50000000000001 4 5 6 7 8 9 10 11 12 13 14 15 16 17 0.038503699650000008 18 19 20 21 22 23 1.0000000180025095e-35 24 25 26 27 28 29 30 31
    1971. 

  1971. decision_type=9 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9
    1972. 

  1972. left_child=-1 4 -3 -4 -2 -5 -7 -8 19 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -9 -20 -22 -23 -24 25 -25 27 -26 -29 -30 -28 -31 -32 -34 -33
    1973. 

  1973. right_child=1 2 3 5 -6 6 7 8 9 10 11 12 13 14 15 16 17 18 20 -21 21 22 23 24 26 -27 30 28 29 31 32 34 33 -35 -36
    1974. 

  1974. leaf_value=-0.0051850258374036068 -0.0013275174024645613 0.0056677933789945588 -0.0042903480169856206 0.0045279129090154517 0.0088871480016811284 -0.0040085570986616971 -0.0038519020603836034 0.0079756972577825561 -0.0034492110509134312 0.0043076637119509919 -0.0038823966826133532 0.0038276108531829309 0.0030527879816696114 -0.0040661074902153763 0.0034759150686578849 -0.0038444061211127946 0.0029290702328818746 -0.0037863414105213438 0.0029327302940812695 0.00018585746913003294 -0.0032453659207564694 0.0038117111435362625 -0.0028051913998295131 0.0030456443716608728 -0.0092210196839139936 -0.0045491761428850851 0.0086454020538672977 0.0084165651190616312 0.0083952552541471451 -0.0080668307176475287 -0.0081269809051596406 -0.0065916219302466885 0.0079332951077656297 -0.00025702091350117732 0.00051034210970717336
    1975. 

  1975. leaf_weight=672 185 553 797 522 373 642 654 278 718 555 660 591 1081 745 829 689 1092 584 872 276 826 560 1051 215 551 792 573 727 694 593 583 721 555 65329 36953
    1976. 

  1976. leaf_count=672 185 553 797 522 373 642 654 278 718 555 660 591 1081 745 829 689 1092 584 872 276 826 560 1051 215 551 792 573 727 694 593 583 721 555 65329 36953
    1977. 

  1977. internal_value=0 2.86189e-05 3.7689e-06 -2.23015e-05 0.00540372 6.04366e-06 -1.38383e-05 7.80313e-06 2.92125e-05 1.03088e-05 3.15737e-05 1.1075e-05 3.33289e-05 1.37731e-05 -1.49233e-05 1.17214e-05 -1.37815e-05 9.85653e-06 -1.88189e-05 0.00402223 1.23479e-06 -2.2115e-05 2.40446e-06 -1.74528e-05 9.86093e-06 -0.00291364 3.75721e-05 0.000400638 0.000536407 0.000387243 -0.000180343 0.000239857 -0.00025769 -0.000186833 0.000372713
    1978. 

  1978. internal_weight=0 123419 122861 122308 558 121511 120989 120347 119693 119139 118421 117866 117206 116615 115534 114789 113960 113271 112179 554 111595 110723 109897 109337 108286 1007 107279 40239 39688 38961 67040 38267 66467 65884 37674
    1979. 

  1979. internal_count=124091 123419 122861 122308 558 121511 120989 120347 119693 119139 118421 117866 117206 116615 115534 114789 113960 113271 112179 554 111595 110723 109897 109337 108286 1007 107279 40239 39688 38961 67040 38267 66467 65884 37674
    1980. 

  1980. cat_boundaries=0 387 697 1066 1348 1740 2128 2437 2826 7024 7335 7725 11923 12313 12600 12889 13261 13635 13948 14333 18527 18798 19190 19490 19879 20271 20623 20930 21322 21634 22020 22328 22687
    1981. 

  1981. cat_threshold=0 0 0 0 0 0 0 0 0 0 2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 256 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 128 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 536870912 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 512 0 16777216 0 2097152 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32768 0 0 0 131072 0 0 0 0 0 1024 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 16384 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 33554432 262144 0 0 0 131072 8388608 0 0 0 262144 0 0 0 0 2147483648 256 0 0 0 0 0 0 0 0 0 0 0 0 0 4194304 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 512 0 16 2097152 0 0 0 0 0 0 0 536870912 2 0 524288 0 0 0 0 0 0 0 0 131072 0 0 262144 0 0 0 0 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0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 532480 0 0 0 0 0 128 0 0 0 0 0 0 0 0 64 0 0 0 0 0 0 0 16384 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2147483648 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32
    1982. 

  1982. is_linear=0
    1983. 

  1983. shrinkage=0.0759578
    1984. 

  1984. 

  1985. 

  1986. Tree=94
    1987. 

  1987. num_leaves=36
    1988. 

  1988. num_cat=32
    1989. 

  1989. split_feature=10 8 10 8 1 8 1 8 10 10 8 8 10 3 8 10 8 7 8 10 8 8 8 10 10 10 6 8 8 8 10 10 8 8 8
    1990. 

  1990. split_gain=2.92026 2.6822 2.65504 2.54991 2.01071 2.21185 1.94999 1.90954 1.84689 1.74525 1.83552 1.69543 1.62867 1.4078 1.39525 1.53184 1.49011 1.30938 8.05423 6.67172 6.55257 5.64808 5.6169 5.883 5.5229 4.79443 4.18044 6.84179 6.44783 5.86214 4.08263 3.50633 3.49723 3.42513 3.19818
    1991. 

  1991. threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 429.50000000000006 13 14 15 132.50000000000003 16 17 18 19 20 21 22 23 0.03877141315000001 24 25 26 27 28 29 30 31
    1992. 

  1992. decision_type=9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 2 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9
    1993. 

  1993. left_child=-1 -2 -3 13 5 -5 -6 -8 -9 -10 -11 -12 -13 -4 -14 -16 -17 20 -19 -20 -18 -21 -22 -24 -25 -23 28 -28 -27 -30 -31 -32 -33 -26 -34
    1994. 

  1994. right_child=1 2 3 4 6 -7 7 8 9 10 11 12 14 -15 15 16 17 18 19 21 22 25 23 24 33 26 27 -29 29 30 31 32 34 -35 -36
    1995. 

  1995. leaf_value=-0.005188711621288907 0.0053191260931999777 0.0051534980912180828 -0.0026053471511615915 0.012985441440315519 -0.0037529609570784968 0.001770877282272956 0.0045202828588932417 0.0041643218637093075 -0.0034452410579336643 -0.0040703814374308924 0.0034811575170017382 0.0032848138324116567 0.0032028147270311341 -0.010659368653088213 -0.0030655461967421297 -0.0037988604355788172 -0.0070214818290507668 0.0086615495623994804 -0.0066033153055031248 -0.0072342844191989253 0.0070219657564712622 0.0070875378336274966 0.007087273789501687 -0.008012545077614985 -0.0054884910787968968 0.0075718122496826242 0.0084854366347230318 -0.001923559279340972 -0.0062265113351040666 0.0050430217075535895 -0.0043145289418843611 -0.0044513688546426724 0.0056239002384379146 -0.00015539904287300779 0.00057460085708919582
    1996. 

  1996. leaf_weight=608 544 569 428 128 783 425 533 603 840 623 806 858 761 177 947 587 798 645 812 558 616 598 621 519 693 741 375 6900 731 1145 858 774 729 59855 35913
    1997. 

  1997. leaf_count=608 544 569 428 128 783 425 533 603 840 623 806 858 761 177 947 587 798 645 812 558 616 598 621 519 693 741 375 6900 731 1145 858 774 729 59855 35913
    1998. 

  1998. internal_value=0 4.57627e-05 2.19995e-05 -2.27827e-06 2.23587e-05 0.00455119 1.32503e-06 2.6042e-05 5.68916e-06 -1.56773e-05 8.92985e-06 3.084e-05 6.78269e-06 -0.00488097 -1.77073e-05 -3.92178e-05 -1.39152e-05 5.92612e-06 0.000293044 0.000183614 -0.00022512 0.000296665 -0.000136923 -0.000209536 -0.000284886 0.000384306 0.000299629 -0.00137799 0.000598172 0.000467465 0.000593149 0.000458744 0.000569325 -0.000217335 0.000676565
    1999. 

  1999. internal_weight=0 123493 122949 122380 121775 553 121222 120439 119906 119303 118463 117840 117034 605 116176 115415 114468 113881 50779 50134 63102 49322 62304 61688 61067 48764 48166 7275 40891 40150 39419 38274 37416 60548 36642
    2000. 

  2000. internal_count=124101 123493 122949 122380 121775 553 121222 120439 119906 119303 118463 117840 117034 605 116176 115415 114468 113881 50779 50134 63102 49322 62304 61688 61067 48764 48166 7275 40891 40150 39419 38274 37416 60548 36642
    2001. 

  2001. cat_boundaries=0 298 681 973 1352 5550 5939 10137 10524 10836 11147 11516 11897 12205 12586 12877 13249 13621 13930 14313 14671 15055 15358 15671 15984 16366 16744 17113 17417 17724 18104 18478 18861
    2002. 

  2002. cat_threshold=0 0 131072 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 67108864 0 0 0 32 0 0 0 0 0 0 2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2097152 0 16777216 134217728 0 2097152 0 131072 0 1 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 128 64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2147483648 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 262144 0 0 0 0 0 0 0 0 0 0 512 0 0 0 0 0 0 0 0 0 0 0 2147483648 0 0 0 0 0 524288 0 0 32 0 0 0 0 0 0 67108864 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 64 0 0 0 0 0 134217728 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 262144 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16777216 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16777216 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 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    2003. 

  2003. is_linear=0
    2004. 

  2004. shrinkage=0.0759578
    2005. 

  2005. 

  2006. 

  2007. Tree=95
    2008. 

  2008. num_leaves=36
    2009. 

  2009. num_cat=34
    2010. 

  2010. split_feature=9 8 8 9 10 9 8 10 9 8 9 10 8 9 10 8 9 3 9 9 8 10 8 10 9 9 8 10 8 9 8 9 10 9 8
    2011. 

  2011. split_gain=3.64408 3.28001 2.73853 2.68216 2.32288 2.16938 2.25838 2.0081 1.78759 1.80549 1.68644 1.75529 1.74905 1.81544 2.06538 2.08432 2.25691 2.25242 1.93618 1.74719 2.07642 1.91139 1.99887 1.8215 2.23441 1.92617 2.16434 2.24846 2.31017 1.84389 1.97888 1.87843 2.20284 1.62156 2.87259
    2012. 

  2012. threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 328.50000000000006 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33
    2013. 

  2013. decision_type=9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 2 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
    2014. 

  2014. left_child=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 16 -16 -18 -17 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
    2015. 

  2015. right_child=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 18 17 -19 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 -36
    2016. 

  2016. leaf_value=-0.0059002765157420952 -0.0056356673031496655 0.0058182299972425423 0.0053307831270383204 0.0049990063459952527 -0.0042017471180492262 -0.0047409119405404645 -0.0044353038769385884 0.0043379969405287237 0.004118022536798477 -0.0040922995156250554 0.0035499457274622559 -0.0038334745312229072 0.0038512557805791769 -0.0041831942002454655 0.013612302167640419 -0.0040882345513043976 0.0050657928292708789 -0.0021633943054506118 0.0030546730249124189 -0.0035665860230928159 -0.0034351005430584614 0.0033722353196035449 0.0031670793120457856 -0.0034645493586810375 0.0036697754674171784 -0.0040592794484153342 -0.0033669326783211818 0.0039525104591856368 0.0036543259677431902 -0.0034759563412265983 -0.0037177493264014781 0.0040683574493737351 0.0026306245924083171 -0.0053529252964379095 2.6871622916667443e-05
    2017. 

  2017. leaf_weight=591 577 464 539 526 699 564 567 550 612 564 804 669 704 664 101 654 616 417 1078 926 903 1028 1043 1058 821 743 1104 864 794 925 754 776 1356 566 98362
    2018. 

  2018. leaf_count=591 577 464 539 526 699 564 567 550 612 564 804 669 704 664 101 654 616 417 1078 926 903 1028 1043 1058 821 743 1104 864 794 925 754 776 1356 566 98362
    2019. 

  2019. internal_value=0 2.87642e-05 5.58331e-05 3.35063e-05 9.63095e-06 -1.24176e-05 1.22128e-05 3.49414e-05 5.65289e-05 3.63619e-05 1.48989e-05 3.49208e-05 1.04495e-05 3.28971e-05 9.30276e-06 3.38952e-05 0.00325993 0.00212693 1.45185e-06 2.54596e-05 -3.96068e-06 2.60523e-05 5.47244e-05 2.31778e-05 -7.43964e-06 2.70434e-05 -1.44856e-06 2.75111e-05 6.37264e-05 3.08953e-05 2.53932e-06 3.44804e-05 6.28405e-05 3.14432e-05 -4.44591e-06
    2020. 

  2020. internal_weight=0 123392 122815 122351 121812 121286 120587 120023 119456 118906 118294 117730 116926 116257 115553 114889 1134 1033 113755 113101 112023 111097 110194 109166 108123 107065 106244 105501 104397 103533 102739 101814 101060 100284 98928
    2021. 

  2021. internal_count=123983 123392 122815 122351 121812 121286 120587 120023 119456 118906 118294 117730 116926 116257 115553 114889 1134 1033 113755 113101 112023 111097 110194 109166 108123 107065 106244 105501 104397 103533 102739 101814 101060 100284 98928
    2022. 

  2022. cat_boundaries=0 388 774 1152 1535 1842 2228 2607 2920 3284 3661 4040 4287 4655 5014 5284 5661 5944 6316 6669 7034 7344 7728 8039 8424 8816 9198 9509 9875 10263 10650 11039 11338 11723 12095
    2023. 

  2023. cat_threshold=0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 256 262144 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16777216 16384 0 0 0 0 0 0 0 2 0 0 0 0 0 0 262144 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 131072 0 0 0 0 131072 0 0 0 0 0 16777216 0 0 0 0 0 0 0 0 0 0 0 0 0 16384 0 0 0 0 1 0 1048576 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8194 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 134217728 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 67108864 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1073742848 0 0 0 0 131072 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 262144 0 0 0 0 0 0 0 0 262144 0 0 0 0 0 0 0 0 0 2147483648 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8192 0 0 0 0 0 0 0 16384 0 0 0 0 0 134217728 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 32 0 0 0 0 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    2024. 

  2024. is_linear=0
    2025. 

  2025. shrinkage=0.0759578
    2026. 

  2026. 

  2027. 

  2028. Tree=96
    2029. 

  2029. num_leaves=36
    2030. 

  2030. num_cat=35
    2031. 

  2031. split_feature=9 10 10 8 9 8 1 9 8 10 8 9 10 9 1 8 8 9 10 10 8 9 9 8 8 10 9 8 9 10 1 8 9 10 8
    2032. 

  2032. split_gain=2.74634 2.81067 2.72747 2.69802 2.57396 2.68113 1.99205 2.06411 1.98132 1.72921 1.65838 1.90075 1.95106 1.7069 1.80644 1.95348 1.7528 1.88891 1.82276 1.73425 1.65894 1.79331 1.73471 1.90642 1.78366 2.06541 2.13588 1.83754 2.24501 2.44225 2.43876 2.21666 2.63587 2.52156 3.28223
    2033. 

  2033. threshold=0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34
    2034. 

  2034. decision_type=9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9 9
    2035. 

  2035. left_child=-1 -2 -3 -4 -5 -6 -7 -8 -9 -10 -11 -12 -13 -14 -15 -16 -17 -18 -19 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31 -32 -33 -34 -35
    2036. 

  2036. right_child=1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 -36
    2037. 

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    2038. 

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    2039. 

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    2040. 

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    2041. 

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    2042. 

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    2043. 

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    2044. 

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  2069. 

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    2074. 

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    2076. 

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    2077. 

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    2079. 

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    2081. 

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    2082. 

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0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1024 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 16777216 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 131072 0 0 0 0 0 0 0 16384 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 131072 0 0 0 0 0 64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 33554432 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4194304 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8392704 0 0 0 268435456 67108864 0 0 0 4194304 0 0 2 1048576 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16777216 0 0 0 131072 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8192 0 0 0 4 0 0 0 8192 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2097152 0 0 0 0 0 0 2214592512 0 0 0 0 4194304 0 0 0 2147483650 2048 0 0 0 0 0 0 0 1048576 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2097152 0 0 0 0 0 0 2097152 0 0 0 0 0 0 0 0 0 1024 256 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 4096 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 512 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2147483648 0 0 8388608 0 0 0 0 0 0 0 8192 0 0 67108864 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 8388608 0 0 0 0 0 0 0 0 0 0 32 0 0 0 128 0 131072 0 0 0 65536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 131072 0 131072 0 0 0 32 0 8192 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 64 0 0 0 0 0 0 2147483648 0 0 256 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2113536 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 256 0 4194304 0 0 0 0 0 0 0 0 0 0 0 0 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 67108864 0 0 0 0 0 134217728 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 536870912 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4096 0 524288 0 0 2 0 0 0 0 0 0 0 0 0 0 0 73728 0 0 0 0 335544320 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 2048 0 0 0 536870912 0 0 0 0 524288 0 0 0 128 16384 0 0 0 0 0 0 1 0 0 0 0 0 16384 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 131072 0 256 0 1048576 0 67108864 16777216 0 536870912 16 0 0 0 0 8192 0 0 0 0 262144 0 0 0 0 0 0 0 32768 268435456 0 0 0 0 0 0 0 0 0 0 2048 0 0 0 0 262144 0 0 0 0 0 0 0 0 0 0 0 0 0 0 256 0 0 0 0 0 0 2048 0 4 0 16777216 0 0 0 0 0 0 1048576 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1073741824 0 0 0 0 0 0 0 0 2048 4096 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 524288 0 8388608 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 67108864 0 0 0 0 0 0 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 0 5242880 0 0 0 0 0 0 0 16777216 512 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8388608 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 33554432 0 0 0 0 0 0 0 0 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16777216 0 0 2048 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 134217728 0 0 0 0 0 0 134217728 0 0 0 0 0 32768 0 0 0 0 0 0 0 16384 4194304 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 256 0 0 16 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8 0 0 0 0 0 0 0 0 0 0 0 4194304 0 0 0 0 0 0 0 0 65536 0 0 0 0 0 524288 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 512 0 0 0 0 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4194304 0 0 0 0 0 0 0 0 0 0 0 67108864 0 0 0 0 0 0 0 8 0 512
    2108. 

  2108. is_linear=0
    2109. 

  2109. shrinkage=0.0759578
    2110. 

  2110. 

  2111. 

  2112. end of trees
    2113. 

  2113. 

  2114. feature_importances:
    2115. 

  2115. tag1=1119
    2116. 

  2116. tag2=1046
    2117. 

  2117. tag3=716
    2118. 

  2118. out_user_id=219
    2119. 

  2119. out_share_cnt=108
    2120. 

  2120. out_play_cnt=86
    2121. 

  2121. channel=75
    2122. 

  2122. duration=47
    2123. 

  2123. lop=40
    2124. 

  2124. out_like_cnt=34
    2125. 

  2125. mode=10
    2126. 

  2126. 

  2127. parameters:
    2128. 

  2128. [boosting: gbdt]
    2129. 

  2129. [objective: regression]
    2130. 

  2130. [metric: l2]
    2131. 

  2131. [tree_learner: serial]
    2132. 

  2132. [device_type: cpu]
    2133. 

  2133. [data_sample_strategy: bagging]
    2134. 

  2134. [data: ]
    2135. 

  2135. [valid: ]
    2136. 

  2136. [num_iterations: 100]
    2137. 

  2137. [learning_rate: 0.0759578]
    2138. 

  2138. [num_leaves: 36]
    2139. 

  2139. [num_threads: 16]
    2140. 

  2140. [seed: 0]
    2141. 

  2141. [deterministic: 0]
    2142. 

  2142. [force_col_wise: 0]
    2143. 

  2143. [force_row_wise: 0]
    2144. 

  2144. [histogram_pool_size: -1]
    2145. 

  2145. [max_depth: -1]
    2146. 

  2146. [min_data_in_leaf: 93]
    2147. 

  2147. [min_sum_hessian_in_leaf: 0.001]
    2148. 

  2148. [bagging_fraction: 0.932333]
    2149. 

  2149. [pos_bagging_fraction: 1]
    2150. 

  2150. [neg_bagging_fraction: 1]
    2151. 

  2151. [bagging_freq: 1]
    2152. 

  2152. [bagging_seed: 3]
    2153. 

  2153. [feature_fraction: 0.839065]
    2154. 

  2154. [feature_fraction_bynode: 1]
    2155. 

  2155. [feature_fraction_seed: 2]
    2156. 

  2156. [extra_trees: 0]
    2157. 

  2157. [extra_seed: 6]
    2158. 

  2158. [early_stopping_round: 0]
    2159. 

  2159. [first_metric_only: 0]
    2160. 

  2160. [max_delta_step: 0]
    2161. 

  2161. [lambda_l1: 0]
    2162. 

  2162. [lambda_l2: 0]
    2163. 

  2163. [linear_lambda: 0]
    2164. 

  2164. [min_gain_to_split: 0]
    2165. 

  2165. [drop_rate: 0.1]
    2166. 

  2166. [max_drop: 50]
    2167. 

  2167. [skip_drop: 0.5]
    2168. 

  2168. [xgboost_dart_mode: 0]
    2169. 

  2169. [uniform_drop: 0]
    2170. 

  2170. [drop_seed: 4]
    2171. 

  2171. [top_rate: 0.2]
    2172. 

  2172. [other_rate: 0.1]
    2173. 

  2173. [min_data_per_group: 100]
    2174. 

  2174. [max_cat_threshold: 32]
    2175. 

  2175. [cat_l2: 10]
    2176. 

  2176. [cat_smooth: 10]
    2177. 

  2177. [max_cat_to_onehot: 4]
    2178. 

  2178. [top_k: 20]
    2179. 

  2179. [monotone_constraints: ]
    2180. 

  2180. [monotone_constraints_method: basic]
    2181. 

  2181. [monotone_penalty: 0]
    2182. 

  2182. [feature_contri: ]
    2183. 

  2183. [forcedsplits_filename: ]
    2184. 

  2184. [refit_decay_rate: 0.9]
    2185. 

  2185. [cegb_tradeoff: 1]
    2186. 

  2186. [cegb_penalty_split: 0]
    2187. 

  2187. [cegb_penalty_feature_lazy: ]
    2188. 

  2188. [cegb_penalty_feature_coupled: ]
    2189. 

  2189. [path_smooth: 0]
    2190. 

  2190. [interaction_constraints: ]
    2191. 

  2191. [verbosity: 1]
    2192. 

  2192. [saved_feature_importance_type: 0]
    2193. 

  2193. [use_quantized_grad: 0]
    2194. 

  2194. [num_grad_quant_bins: 4]
    2195. 

  2195. [quant_train_renew_leaf: 0]
    2196. 

  2196. [stochastic_rounding: 1]
    2197. 

  2197. [linear_tree: 0]
    2198. 

  2198. [max_bin: 255]
    2199. 

  2199. [max_bin_by_feature: ]
    2200. 

  2200. [min_data_in_bin: 3]
    2201. 

  2201. [bin_construct_sample_cnt: 200000]
    2202. 

  2202. [data_random_seed: 1]
    2203. 

  2203. [is_enable_sparse: 1]
    2204. 

  2204. [enable_bundle: 1]
    2205. 

  2205. [use_missing: 1]
    2206. 

  2206. [zero_as_missing: 0]
    2207. 

  2207. [feature_pre_filter: 1]
    2208. 

  2208. [pre_partition: 0]
    2209. 

  2209. [two_round: 0]
    2210. 

  2210. [header: 0]
    2211. 

  2211. [label_column: ]
    2212. 

  2212. [weight_column: ]
    2213. 

  2213. [group_column: ]
    2214. 

  2214. [ignore_column: ]
    2215. 

  2215. [categorical_feature: 0,1,2,8,9,10]
    2216. 

  2216. [forcedbins_filename: ]
    2217. 

  2217. [precise_float_parser: 0]
    2218. 

  2218. [parser_config_file: ]
    2219. 

  2219. [objective_seed: 5]
    2220. 

  2220. [num_class: 1]
    2221. 

  2221. [is_unbalance: 0]
    2222. 

  2222. [scale_pos_weight: 1]
    2223. 

  2223. [sigmoid: 1]
    2224. 

  2224. [boost_from_average: 1]
    2225. 

  2225. [reg_sqrt: 0]
    2226. 

  2226. [alpha: 0.9]
    2227. 

  2227. [fair_c: 1]
    2228. 

  2228. [poisson_max_delta_step: 0.7]
    2229. 

  2229. [tweedie_variance_power: 1.5]
    2230. 

  2230. [lambdarank_truncation_level: 30]
    2231. 

  2231. [lambdarank_norm: 1]
    2232. 

  2232. [label_gain: ]
    2233. 

  2233. [lambdarank_position_bias_regularization: 0]
    2234. 

  2234. [eval_at: ]
    2235. 

  2235. [multi_error_top_k: 1]
    2236. 

  2236. [auc_mu_weights: ]
    2237. 

  2237. [num_machines: 1]
    2238. 

  2238. [local_listen_port: 12400]
    2239. 

  2239. [time_out: 120]
    2240. 

  2240. [machine_list_filename: ]
    2241. 

  2241. [machines: ]
    2242. 

  2242. [gpu_platform_id: -1]
    2243. 

  2243. [gpu_device_id: -1]
    2244. 

  2244. [gpu_use_dp: 0]
    2245. 

  2245. [num_gpu: 1]
    2246. 

  2246. 

  2247. end of parameters
    2248. 

  2248. 

  2249. pandas_categorical:[]
    2250.