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911MODEL.txt
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911MODEL.txt
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tree
version=v3
num_class=15
num_tree_per_iteration=15
label_index=0
max_feature_idx=31
objective=multiclass num_class:15
feature_names=Neighborhood Premise CallDescription median_household_income households_below_poverty perc18_24 perc25_64 perc65up perc_asian perc_aa perc_hisp perc_white median_price_homes_sold racial_diversity_index num_households Month crime_hour Outside Weapon_FIREARM Weapon_HANDS Weapon_KNIFE Weapon_NONE Weapon_OTHER call_hour Holiday Weekend Priority_HIGH Priority_LOW Priority_MEDIUM Priority_NON-EMERGENCY Priority_OUT_OF_SERVICE Priority_UNKNOWN
feature_infos=[0:269] [1:75] [1:136] [14417.9060509554:105555.33333333299] [2.9986052998605301:48.720930232558104] [3.44760420724581:30.297173230248902] [42.728184553661002:77.543528424585702] [4.4140030441400304:26.968634511513301] [0:13.8620439719739] [2.43764971114555:97.440982662657504] [0.017008249000765401:31.887159533073898] [0.35826242722794399:87.7412991404819] [12550:306000] [5.4890869235159103:75.564708895114606] [20000:347500] [1:12] [0:23] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:23] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1]
tree_sizes=1851 1857 1852 1855 1858 440 1737 1862 1865 1747 1841 1856 1845 1236 1738 1733 1876 1861 1834 1836 339 1836 1859 1814 1578 1852 1870 1765 1239 1736 1783 1773 1825 1795 1841 438 1835 1853 1802 1568 1827 1844 1812 1545 1649 1813 1773 1852 1771 1755 339 1765 1796 1793 1775 1836 1878 1789 1346 1540 1791 1779 1838 1743 1744 441 1855 1767 1793 1580 1825 1860 1814 1152 1521 1785 1769 1859 1746 1743 339 1748 1754 1791 1675 1859 1871 1773 1411 1344 1866 1561 1830 1789 1794 540 1875 1788 1832 1562 1857 1869 1825 1432 1554 1802 1680 1849 1780 1723 440 1822 1758 1822 1688 1837 1877 1843 1510 1248 1763 1782 1861 1775 1725 709 1850 1776 1797 1575 1841 1877 1837 1435 1215 1766 1672 1854 1797 1774 544 1828 1768 1771 1574 1862 1874 1824 1522 1528 1800 1123 1842 1645 1817 441 1820 1826 1835 1662 1845 1853 1798 1527 1331 1806 1783 1854 1642 1788 649 1819 1817 1810 1465 1842 1792 1837 1238 1503 1798 1448 1823 1709 1788 421 1824 1817 1799 1744 1856 1802 1809 1310 1220 1755 1440 1844 1591 1792 645 1856 1794 1702 1753 1845 1842 1775 1637 1684 1762 1713 1789 1805 1753 544 1806 1786 1802 1748 1811 1824 1799 1317 1199 1767 1530 1805 1754 1827 423 1858 1819 1806 1558 1865 1813 1821 1142 1482 1780 1523 1791 1769 1751 605 1621 1834 1794 1665 1841 1838 1818 1444 1305 1810 1358 1791 1757 1759 603 1779 1805 1798 1747 1787 1790 1788 1292 1430 1752 1811 1810 1789 1752 708 1819 1857 1797 1432 1779 1844 1795 1228 1578 1691 1439 1827 1733 1720 608 1858 1811 1844 1705 1795 1788 1789 1290 1311
Tree=0
num_leaves=17
num_cat=0
split_feature=2 21 20 2 22 2 9 14 2 19 10 4 12 21 1 5
split_gain=686.15 286.865 201.688 185.697 172.851 95.1223 186.607 70.3244 68.6235 60.3714 34.3342 17.0377 32.259 15.1508 14.9716 18.3236
threshold=18.000000000000004 1.0000000180025095e-35 1.0000000180025095e-35 14.500000000000002 1.0000000180025095e-35 51.500000000000007 75.37032649024205 101800.00000000001 84.500000000000014 1.0000000180025095e-35 5.3315358475457151 7.3336610110491405 26050.000000000004 1.0000000180025095e-35 57.500000000000007 8.1898437851319184
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 4 -1 9 6 -6 8 -4 13 -9 -5 -13 -2 -7 -16
right_child=2 -3 7 11 5 14 -8 10 -10 -11 -12 12 -14 -15 15 -17
leaf_value=-2.7080502118440237 -2.7550462940786811 -2.7637580970528632 -1.7219223354740294 -2.3146701602651216 -1.4834924161744358 -2.7080502118440237 -2.544160242012413 -2.7080502118440237 -2.6949433982478408 -2.6394268320188825 -2.3188405281192348 -2.0261006885235791 -1.4694545112826405 -2.8069979632749793 -2.7080502118440237 -2.4303401548703749
leaf_weight=2.2186174429953107 106.12674863636494 4.5110362544655791 2.9164548814296714 1.4909366667270667 2.3208521232008925 17.41935779154301 8.1045180633664113 4.7520788013935071 1.5415283739566801 28.215695347636938 3.6069202795624733 3.8117071613669378 6.3495145626366138 189.88225927576423 3.498121999204157 5.1669809743762016
leaf_count=14 394 45 39 16 37 40 33 19 14 830 34 47 109 4163 7 38
internal_value=-2.70805 -2.11159 -2.7374 -1.88508 -2.75175 -2.54707 -2.28887 -2.34926 -2.01356 -2.77541 -2.55219 -1.7254 -1.6586 -2.78905 -2.65792 -2.55044
internal_weight=0 18.3818 373.552 13.8708 360.735 36.5098 10.4254 12.817 4.45798 324.225 8.359 11.6522 10.1612 296.009 26.0845 8.6651
internal_count=5879 231 5648 186 5542 155 70 106 53 5387 53 172 156 4557 85 45
shrinkage=1
Tree=1
num_leaves=17
num_cat=0
split_feature=21 26 8 2 16 8 16 7 16 29 5 2 2 2 12 5
split_gain=390.262 602.197 462.379 258.947 266.396 227.561 153.847 123.208 120.621 119.649 138.243 93.4464 81.5958 165.473 73.3981 64.7296
threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.7229423396441204 107.50000000000001 1.5000000000000002 0.09118380750871212 1.0000000180025095e-35 5.967385576118601 6.5000000000000009 1.0000000180025095e-35 9.2090384758005666 130.50000000000003 42.500000000000007 45.500000000000007 18625.000000000004 5.6814797752928108
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 5 3 14 -5 6 -2 8 -7 11 -11 15 -8 -14 -3 -9
right_child=1 2 -4 4 -6 7 12 9 -10 10 -12 -13 13 -15 -16 -17
leaf_value=-2.8070387700710122 -1.4804272548105162 -1.3848167408637484 -2.7064688733668172 -1.5172409410927139 -2.7724577336865246 -1.8718921374472814 -2.7576685081242811 -2.3192964197279862 -2.6378997314940391 -1.836255179945842 -2.7402581122971292 -2.0831763957723464 -1.6090331262066393 -2.7183474914985273 -1.9642727432720535 -2.7940988663153905
leaf_weight=197.54003310576081 2.2112175673246375 6.4687884859740752 13.466348856687544 2.2742811590433112 5.6136368699371815 3.1358627043664447 3.9657903313636762 2.7988118566572657 8.0395296178758127 3.0208666399121276 2.947294607758522 1.8871283419430245 2.44839146733284 2.2273939959704876 7.1951787397265434 126.69277205318213
leaf_count=1671 7 10 145 8 63 35 87 68 224 37 46 9 12 92 36 3329
internal_value=-2.70805 -2.60746 -2.23176 -1.94441 -2.43588 -2.69126 -2.24864 -2.72226 -2.40508 -2.74952 -2.31616 -2.77073 -2.46834 -2.18021 -1.67532 -2.78229
internal_weight=0 194.393 35.0182 21.5519 7.88792 159.375 10.8528 148.522 11.1754 137.347 5.96816 131.379 8.64158 4.67579 13.664 129.492
internal_count=5879 4208 262 117 71 3946 198 3748 259 3489 83 3406 191 104 46 3397
shrinkage=1
Tree=2
num_leaves=17
num_cat=0
split_feature=21 2 2 2 16 0 1 15 1 17 12 16 15 2 2 0
split_gain=390.262 293.118 827.063 234.267 195.027 127.564 126.325 99.5798 150.331 42.4044 48.8413 54.2785 43.9856 81.8755 75.7991 22.7462
threshold=1.0000000180025095e-35 40.500000000000007 31.500000000000004 16.000000000000004 6.5000000000000009 82.500000000000014 42.500000000000007 10.500000000000002 57.500000000000007 1.0000000180025095e-35 17775.000000000004 14.500000000000002 10.500000000000002 120.50000000000001 69.500000000000014 11.500000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 5 -4 -2 -6 8 -8 10 11 -3 13 -12 -14 -11
right_child=1 9 4 -5 6 -7 7 -9 -10 15 12 -13 14 -15 -16 -17
leaf_value=-2.8070387700710122 -2.7080502275081124 -1.9782559130810533 -2.7080502275081124 -2.7917354566304842 -1.4347484542652333 -1.6586890771325302 -2.2351261942586631 -2.4516387470239498 -1.5684985943519489 -2.4895081207027818 -2.7664194788369132 -2.7080502275081124 -2.1047426547905519 -2.0948792154508298 -2.7080502275081124 -2.773709525443667
leaf_weight=197.54003310576081 1.4458713009953488 2.2782846428453918 4.3915782943367949 44.277733702212572 4.4208270311355617 3.008837454020977 9.6846205331385189 6.7705040946602812 7.0057737752795211 2.653816044330596 29.904790684580806 1.2482509836554525 3.4310527592897397 1.9180952049791802 5.2652109190821648 66.688045870512724
leaf_count=1671 18 36 16 1183 21 25 33 21 43 81 749 23 28 32 147 1752
internal_value=-2.70805 -2.60746 -2.46216 -2.71816 -2.0694 -2.03174 -1.9718 -2.08151 -1.94334 -2.7095 -2.63462 -2.27197 -2.67111 -2.71966 -2.47047 -2.75995
internal_weight=0 194.393 81.0057 48.7324 32.2733 4.45471 27.8817 23.4609 16.6904 113.388 44.0457 3.52654 40.5191 31.8229 8.69626 69.3419
internal_count=5879 4208 1360 1226 134 43 118 97 76 2848 1015 59 956 781 175 1833
shrinkage=1
Tree=3
num_leaves=17
num_cat=0
split_feature=2 2 7 15 21 17 2 2 2 21 17 2 2 2 4 2
split_gain=1548.04 1905.11 150.409 100.427 17.4761 26.8795 16.481 52.5075 67.3721 11.8958 38.4625 13.3058 6.49257 6.10072 5.2372 3.79236
threshold=29.500000000000004 26.500000000000004 15.453764320283351 8.5000000000000018 1.0000000180025095e-35 1.0000000180025095e-35 79.500000000000014 107.50000000000001 103.50000000000001 1.0000000180025095e-35 1.0000000180025095e-35 19.500000000000004 54.500000000000007 45.500000000000007 37.017741612752609 96.500000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 -3 -4 -2 -6 12 8 15 -1 -11 -12 13 -7 -15 -8
right_child=4 2 3 -5 5 6 7 -9 -10 10 11 -13 -14 14 -16 -17
leaf_value=-2.7980322814794021 -2.8069228710696867 -1.3918514339346755 -1.4802402862469151 -2.5957126735250586 -2.7971589426915244 -2.7194054249965878 -2.5193326226734887 -2.7209712234288985 -1.5934764287564656 -2.7517523508100443 -2.7080501985371521 -1.84091625647409 -2.7647695417560998 -2.5037221445504212 -2.7080501985371521 -2.7080501985371521
leaf_weight=19.944598708301786 177.23628792539239 18.857630256563429 1.5320455096662033 2.7186150252819061 85.233875937759876 13.759459767490627 2.6722682677209404 15.122337035834787 0.99510726705193508 5.274389035999774 0.80587944388389565 0.69731540977954865 41.646888479590416 2.6947812177240844 1.1706068664789198 1.5712452977895734
leaf_count=211 1453 572 48 21 1531 210 58 164 32 51 25 23 1384 74 4 18
internal_value=-2.70805 -2.18732 -1.52205 -2.14666 -2.7839 -2.75794 -2.71345 -2.63897 -2.3641 -2.75514 -2.65839 -2.19786 -2.74241 -2.7009 -2.58332 -2.5919
internal_weight=0 49.8305 23.1083 4.25066 342.103 164.867 79.6327 20.361 5.23862 26.7222 6.77758 1.50319 59.2717 17.6248 3.86539 4.24351
internal_count=5879 951 641 69 4928 3475 1944 272 108 310 99 48 1672 288 78 76
shrinkage=1
Tree=4
num_leaves=17
num_cat=0
split_feature=2 2 21 21 17 2 2 1 10 2 10 0 23 17 21 1
split_gain=644.168 1908.52 571.988 53.4827 74.2507 53.5244 50.8815 41.4035 76.3056 27.8072 56.5684 10.7409 7.29651 6.50109 13.1299 12.3912
threshold=31.500000000000004 30.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 42.500000000000007 50.500000000000007 13.500000000000002 5.3315358475457151 110.50000000000001 5.1333121906042338 243.50000000000003 21.500000000000004 1.0000000180025095e-35 1.0000000180025095e-35 56.500000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 13 -3 -2 5 -5 7 -7 -9 11 -11 -8 -4 14 -1 -16
right_child=3 2 12 4 -6 6 9 8 -10 10 -12 -13 -14 -15 15 -17
leaf_value=-2.7900120717738899 -2.8068994800158156 -2.7525655662929589 -1.37886695552997 -2.7633872377086433 -2.7905331428973894 -2.7080501873593805 -2.692549041891902 -1.6559035710398959 -2.6104146141211668 -1.8956692075119106 -2.7080501873593805 -2.3993330477988661 -2.001927671420646 -2.798097533350584 -2.7080501873593805 -2.4484296750061278
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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Tree=7
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decision_type=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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Tree=10
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Tree=11
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Tree=12
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Tree=13
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Tree=14
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internal_weight=0 108.094 68.4187 53.2702 43.3954 20.1276 23.2678 39.6749 13.6664 11.7634 15.1485 9.87478 32.8541 7.81495 9.11123
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Tree=15
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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threshold=1.0000000180025095e-35 1.0000000180025095e-35 1.0000000180025095e-35 76.500000000000014 75.500000000000014 85.500000000000014 75.500000000000014 1.0000000180025095e-35 1.0000000180025095e-35 0.063125589894556675 26.500000000000004 42.500000000000007 73.500000000000014 44.500000000000007 1.4648811878676853 53.805537376911154
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=1537 134 649 10 88 22 44 1049 867 37 49 664 139 33 310 43 204
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shrinkage=0.1
Tree=39
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threshold=1.0000000180025095e-35 1.0000000180025095e-35 10.356226066015651 88.202217878716965 69.500000000000014 1.0000000180025095e-35 51.995950277972305 7.9231992120941266 49.573016218911008 35.500000000000007 41.904781546694359 56.500000000000007 115.50000000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 2 -2 10 -5 7 -7 8 9 -1 -4 -12 -13
right_child=1 -3 3 4 -6 6 -8 -9 -10 -11 11 12 -14
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leaf_weight=14.965239318087699 15.690905284136532 23.198491428047419 28.878708459436893 22.214120931923389 23.874926261603832 10.80471056699753 8.3402039213106018 166.23031253367662 33.272105113603175 4.7261649305000892 15.022105883806946 5.735405605286358 5.4562239721417427
leaf_count=49 92 117 33 30 81 29 109 4245 898 135 18 32 11
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internal_weight=0 140.071 116.872 101.181 46.089 238.339 19.1449 219.194 52.9635 19.6914 55.0924 26.2137 11.1916
internal_count=5879 414 297 205 111 5465 138 5327 1082 184 94 61 43
shrinkage=0.1
Tree=40
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_count=342 50 149 4643 102 61 19 35 57 17 84 90 72 28 19 82 29
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shrinkage=0.1
Tree=41
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threshold=1.0000000180025095e-35 2.5000000000000004 56.500000000000007 86.500000000000014 52.500000000000007 57.500000000000007 1.0000000180025095e-35 35.500000000000007 50.830805860297907 17.500000000000004 26050.000000000004 1.8104525458079552 76.139666142685968 40.500000000000007 18.714432575387004 44.700653465636357
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=21.762521590106193 176.00057035498321 3.7064896784722796 17.964678520336751 6.5143336262553948 19.560843816027045 12.72828295920044 8.8171280995011312 22.951712816953663 4.041692496277391 15.749468900263308 5.2981312964111567 5.9455819353461257 1.4902615845203389 4.536984868347643 3.5517381355166435 46.97306888923049
leaf_count=146 3428 18 344 15 316 183 327 38 61 42 64 35 5 11 44 802
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internal_weight=0 201.593 175.789 125.109 97.5472 77.9864 65.2581 56.441 25.8042 27.5619 11.8125 36.986 19.4549 31.0404 8.08872 50.6796
internal_count=5879 2451 2244 1424 1303 987 804 477 207 121 79 128 349 93 55 820
shrinkage=0.1
Tree=42
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split_feature=2 2 17 1 2 14 8 16 10 6 0 7 7 8 12 5
split_gain=216.046 123.77 56.5843 21.8231 18.6293 13.9288 10.0381 15.4277 9.31901 8.46055 7.58486 27.9521 7.35774 6.42016 5.39832 5.15606
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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internal_weight=0 127.936 80.6821 244.141 63.5321 57.9118 106.764 9.3479 47.2538 17.15 11.2765 8.2065 97.4164 5.62033 53.1731 1.83563
internal_count=5879 731 402 5148 312 235 2461 294 329 90 89 69 2167 77 224 41
shrinkage=0.1
Tree=43
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split_feature=22 2 6 0 23 7 6 16 2 2 2 2 2
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decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 3 4 -1 -2 -4 -8 10 -10 11 -3 -13
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internal_weight=0 102.133 277.002 21.0299 10.0961 9.79959 255.972 7.96429 92.3336 21.3875 70.9461 31.6664 22.4189
internal_count=5879 240 5639 193 74 85 5446 159 155 45 110 76 71
shrinkage=0.1
Tree=44
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split_gain=509.23 60.9101 57.862 42.1075 40.2417 55.6126 31.0932 26.6166 17.9153 15.0651 10.4752 4.96259 10.3921 4.09971
threshold=1.0000000180025095e-35 1.0000000180025095e-35 13.672973158744851 52.35813614083991 10.882618857578201 163.50000000000003 12.500000000000002 2.5000000000000004 13.157967448286552 1.9500936479806201 2.5000000000000004 4.5000000000000009 7.5000000000000009 47750.000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_weight=218.95815155096352 11.322332993149759 5.7509062029421356 7.3775381520390493 12.957722768187521 9.3356431499123556 6.9235606640577299 12.853218529373409 12.508925814181564 10.647548511624334 7.2418902590870857 10.115890886634586 20.228071413934231 22.042524311691523 7.0590676069259644
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internal_weight=0 156.365 134.927 116.667 78.7294 69.3938 37.9374 18.2598 23.5008 14.1655 21.4382 55.2283 42.2706 14.4366
internal_count=5879 414 353 262 164 146 98 91 60 41 61 105 80 38
shrinkage=0.1
Tree=45
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split_feature=21 18 2 2 9 8 8 2 15 0 0 2 15 12 1 2
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threshold=1.0000000180025095e-35 1.0000000180025095e-35 18.000000000000004 24.500000000000004 96.935467488050008 0.42520935297858758 1.167751511418168 54.500000000000007 6.5000000000000009 57.500000000000007 243.50000000000003 58.500000000000007 8.5000000000000018 104650.00000000001 56.500000000000007 96.500000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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internal_weight=0 230.877 137.888 92.9892 103.056 99.0404 81.0478 67.8029 17.9926 10.3295 38.726 29.0769 13.2449 5.7079 86.0655 25.1955
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shrinkage=0.1
Tree=46
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split_feature=21 2 2 2 16 7 2 1 3 29 6 23 23 8 16
split_gain=197.715 118.503 146.582 91.1358 65.2296 48.4133 36.5642 25.4749 23.2943 23.0864 21.2875 15.3789 14.859 12.7295 11.6248
threshold=1.0000000180025095e-35 42.500000000000007 56.500000000000007 118.50000000000001 5.5000000000000009 15.453764320283351 54.500000000000007 73.500000000000014 38531.834709913855 1.0000000180025095e-35 52.952934406955606 17.500000000000004 13.500000000000002 4.8202540296447509 20.500000000000004
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internal_weight=0 225.51 158.003 86.3501 25.3086 67.5077 71.6527 61.0415 12.3992 56.5526 27.0703 22.2615 19.7548 8.20639 6.08948
internal_count=5879 4208 2847 2507 125 1361 340 2382 141 2347 315 228 164 117 63
shrinkage=0.1
Tree=47
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split_gain=202.245 71.619 28.6946 34.0461 26.1112 25.4617 19.722 23.9073 19.6281 17.8119 30.8862 24.8237 18.1998 16.6803 15.23 14.0696
threshold=1.0000000180025095e-35 1.0000000180025095e-35 34.415728681783754 57.500000000000007 0.93141247476851607 1.5000000000000002 1.0000000180025095e-35 50.500000000000007 4.6787389078007857 55.500000000000007 14.500000000000002 68.500000000000014 53.658722993062561 12.500000000000002 102.50000000000001 58.140615227439966
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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