#Boosting_iteration Training Set Deviance Test Set Deviance 1 101837.307758 92965.518017 2 100768.121823 92095.4512824 3 99720.1707385 91252.2988837 4 98692.7620585 90416.6951204 5 97685.7589253 89606.9965859 6 96698.4907504 88804.4946841 7 95730.410919 88034.4477593 8 94780.5319097 87262.7137321 9 93848.9874731 86523.0349706 10 92934.4872828 85781.6105391 11 92037.5101934 85068.9406232 12 91156.6596425 84357.7531908 13 90292.7294995 83666.3095502 14 89444.5786793 82985.4449581 15 88612.4265411 82326.3677742 16 87793.3933612 81672.8606354 17 86996.8541141 81039.4028937 18 86216.165998 80418.7112663 19 85435.6246093 79799.4126308 20 84681.6429745 79200.1386433 21 83927.2276338 78594.3634771 22 83198.9057486 78015.6781611 23 82485.0774689 77448.6605988 24 81765.8649779 76878.3518432 25 81076.4829591 76330.930406 26 80380.9168861 75772.5646343 27 79713.0752653 75248.0648268 28 79044.4820956 74711.6136951 29 78398.7733825 74199.637105 30 77753.3884638 73681.4242832 31 77124.4307388 73178.1863701 32 76491.3696952 72678.7711423 33 75876.9495928 72187.37788 34 75279.3711589 71704.3134676 35 74676.2508261 71228.869395 36 74095.5373486 70766.9820912 37 73512.0015617 70302.9769666 38 72949.202174 69849.0604002 39 72384.2528721 69399.320233 40 71833.5470503 68957.3594727 41 71287.005427 68521.4422153 42 70739.7199456 68089.5169415 43 70208.3991594 67664.2929791 44 69695.0643394 67255.300007 45 69186.7933346 66845.8970857 46 68679.2855939 66442.830975 47 68187.1132219 66046.5392272 48 67703.6971359 65661.0725873 49 67209.1009638 65271.494984 50 66740.2797691 64896.2229808 51 66267.7718431 64517.2793332 52 65817.6946633 64155.7435002 53 65356.3234925 63791.7569455 54 64922.1619743 63445.2352909 55 64472.8168586 63088.3938755 56 64047.8504016 62748.7000893 57 63623.799392 62410.4916699 58 63192.2471296 62062.9820197 59 62786.2320961 61741.4114299 60 62381.5537206 61418.7866663 61 61984.1140952 61104.6942229 62 61577.3231494 60782.0749457 63 61191.4031318 60474.3977615 64 60815.7734948 60176.2280736 65 60426.8997337 59874.1991178 66 60060.0220391 59583.1318415 67 59698.460176 59292.7466133 68 59347.0398837 59015.543222 69 58992.2775456 58736.2525352 70 58630.7186628 58447.2237691 71 58277.3533567 58160.5460308 72 57942.7678623 57896.0446446 73 57608.2925574 57629.4351782 74 57270.1561297 57357.776842 75 56928.7772592 57087.6580982 76 56616.868386 56836.7903809 77 56301.380507 56580.9889106 78 55979.1574224 56324.1160935 79 55665.1154206 56067.7000315 80 55367.3555152 55828.8534474 81 55053.6522101 55587.0371177 82 54743.7172751 55341.2356018 83 54456.9604982 55110.9376799 84 54166.0468102 54879.1684601 85 53893.0008912 54660.1862268 86 53601.6375584 54431.0038484 87 53326.2190932 54213.7505048 88 53061.870322 54007.7198503 89 52788.8768271 53790.2252208 90 52515.6251127 53581.9342806 91 52252.5483491 53369.6439473 92 52001.3705289 53164.4651148 93 51751.7822393 52962.8455178 94 51491.2970945 52756.6447823 95 51241.2651937 52559.7286528 96 51003.948667 52371.2024173 97 50757.3678222 52181.8837923 98 50521.6949458 51992.3442864 99 50272.3528145 51796.0000858 100 50050.8388672 51614.6040004 101 49814.1553107 51431.7732437 102 49586.1722989 51255.7510004 103 49350.0382429 51071.666099 104 49120.0851534 50887.406334 105 48910.2240057 50717.0215897 106 48686.7887476 50548.4218736 107 48466.7403302 50371.8557263 108 48245.7333901 50198.6418641 109 48036.9025719 50042.1607114 110 47840.284189 49884.466424 111 47628.5315104 49718.7784291 112 47423.4504684 49555.0308882 113 47220.2045061 49393.2003369 114 47033.3391674 49244.8165078 115 46836.7137707 49092.4464761 116 46645.6895701 48940.3280133 117 46453.2486403 48787.4113974 118 46268.0043887 48636.7371082 119 46076.2451815 48489.6659908 120 45896.3491678 48353.3742803 121 45715.7438794 48218.4334517 122 45538.8346307 48084.9666996 123 45355.6941221 47945.9845951 124 45184.5480707 47805.4353566 125 45006.0273832 47668.2683619 126 44833.818471 47530.7211602 127 44669.5071494 47400.3933 128 44497.7953367 47270.5744696 129 44343.094568 47149.4172711 130 44182.5719924 47020.2673718 131 44022.2309411 46893.7129489 132 43862.6533631 46775.5667476 133 43708.5690258 46655.4502942 134 43558.7912729 46538.0755978 135 43394.4568921 46404.3817269 136 43239.4278661 46287.8512967 137 43086.6976265 46171.6006616 138 42937.8752483 46055.5392924 139 42781.9101892 45928.8266505 140 42640.8829527 45822.5373304 141 42500.2168329 45710.4983251 142 42359.2313622 45601.2043127 143 42218.4582956 45498.0382126 144 42082.1320333 45388.6877896 145 41946.7706053 45286.7878441 146 41803.6107976 45177.6483044 147 41661.7097609 45062.7380882 148 41525.3604296 44955.3812154 149 41387.7585388 44849.8377926 150 41254.9124425 44750.4461773 151 41130.3024764 44650.4983033 152 40999.5211836 44553.6583122 153 40868.8428068 44453.0510082 154 40740.7811668 44352.9334502 155 40615.8171883 44258.3557333 156 40486.9978883 44161.7515857 157 40360.7796559 44059.8569385 158 40243.785641 43966.0345509 159 40122.060632 43873.1353264 160 40006.1793929 43776.9455839 161 39889.5477074 43690.1568743 162 39767.9840555 43600.1388384 163 39650.9489639 43509.8042128 164 39537.3643577 43425.2884424 165 39425.7710544 43342.5411166 166 39318.39954 43253.4658966 167 39203.2334801 43169.7956048 168 39098.9256571 43085.7047776 169 38992.4978584 43005.627533 170 38881.0499227 42923.4772962 171 38777.5414043 42842.5603167 172 38669.2277281 42766.0688074 173 38565.7073914 42684.9065436 174 38465.5629634 42610.6950534 175 38362.7407359 42533.9064193 176 38258.526784 42457.2853776 177 38158.8093767 42382.0300942 178 38065.0543678 42302.4942463 179 37967.1200144 42229.5233537 180 37873.3317177 42156.5669864 181 37775.3835005 42087.782908 182 37683.3977104 42018.593678 183 37586.7525857 41948.2396778 184 37496.197959 41883.5306647 185 37409.9453383 41811.5827512 186 37318.8244845 41743.890902 187 37234.3365703 41679.2093176 188 37148.6243839 41613.8791489 189 37058.1330172 41547.5608627 190 36965.1694944 41480.904116 191 36880.5311493 41410.4940284 192 36803.1692005 41350.445851 193 36716.4234166 41290.6593375 194 36630.8024932 41228.6429727 195 36549.1083909 41167.5889051 196 36461.8960859 41105.4064459 197 36383.3766216 41050.059016 198 36306.6349641 40993.0193575 199 36222.0793218 40930.8716615 200 36144.1838008 40873.6315902 201 36069.751695 40810.3952878 202 35989.3274035 40745.5375457 203 35913.8646066 40690.1634192 204 35836.8253568 40634.1265047 205 35764.0586025 40574.961861 206 35685.4725571 40519.5187671 207 35603.6391208 40466.2132723 208 35528.0165649 40412.9214358 209 35453.1334818 40360.8891897 210 35383.9458916 40311.6748351 211 35317.0401123 40256.624862 212 35241.3717284 40200.2408163 213 35175.7309104 40151.9757197 214 35103.113158 40099.2126029 215 35033.1475196 40050.1984591 216 34964.5813866 40003.7508669 217 34898.958287 39954.4869354 218 34839.1290575 39908.9970424 219 34771.5232113 39854.6289798 220 34702.1528706 39801.7162824 221 34637.0502039 39755.226354 222 34577.2942349 39704.2814594 223 34510.4691367 39653.351723 224 34444.670278 39607.7298404 225 34385.4426388 39566.229087 226 34319.4242671 39517.2772616 227 34259.9355642 39475.7553571 228 34201.120925 39428.0219613 229 34140.3538321 39386.9212828 230 34084.3210694 39346.3201364 231 34022.0628494 39301.0684903 232 33961.8944201 39254.0403729 233 33901.98221 39210.1504726 234 33849.0044393 39164.0111613 235 33797.3546478 39126.1322378 236 33735.8952971 39081.2596421 237 33671.103994 39038.4017287 238 33615.2930094 38992.9622293 239 33560.6879939 38956.4347461 240 33506.2546867 38916.706057 241 33444.1983358 38875.814691 242 33393.9097145 38833.9359011 243 33336.8793649 38794.7312561 244 33284.3942099 38758.0825663 245 33229.7277972 38717.710248 246 33175.5681415 38680.3254721 247 33117.2419327 38642.125412 248 33066.5675455 38600.885814 249 33018.7137724 38562.0429317 250 32966.1005194 38525.9641269 251 32910.2501909 38488.2004652 252 32859.207882 38452.0095234 253 32816.5213637 38420.9189934 254 32762.3177522 38385.9136819 255 32715.2287896 38347.6341479 256 32665.7771537 38313.1809396 257 32619.1832168 38275.6082908 258 32567.2446127 38241.9002966 259 32518.8380793 38206.491634 260 32473.9730885 38176.9374953 261 32427.8682731 38146.6556633 262 32378.1263597 38114.4007046 263 32334.5740339 38078.6533059 264 32288.6900965 38046.0623456 265 32241.4565596 38015.2456753 266 32197.3892933 37984.8387999 267 32155.1747768 37950.8282078 268 32108.7349492 37920.2071557 269 32067.0705273 37890.8920945 270 32021.1202192 37861.6604083 271 31980.8096101 37828.6831095 272 31938.6247959 37798.821574 273 31897.4644561 37772.1302754 274 31853.4157532 37743.9208281 275 31813.5251952 37717.7583113 276 31773.8109675 37686.6134816 277 31731.2697825 37658.8970073 278 31691.8493326 37631.0417883 279 31650.564516 37604.2822684 280 31612.8694166 37574.422863 281 31580.0607177 37551.7573246 282 31542.2006772 37527.3374658 283 31504.5230089 37501.2626537 284 31468.0944464 37476.607558 285 31428.7251082 37451.2890449 286 31392.4537635 37425.7393929 287 31357.3016924 37397.4896574 288 31318.5088377 37372.7406906 289 31284.2867489 37344.801761 290 31249.1163994 37318.8868145 291 31212.6887045 37295.4790936 292 31178.5090433 37270.8595226 293 31145.1877886 37248.4891568 294 31107.6169597 37224.5179589 295 31074.2152067 37197.3496372 296 31037.9830036 37175.4320287 297 31006.5996578 37153.08397 298 30970.497452 37129.8492599 299 30937.655502 37105.9843699 300 30904.1827135 37083.6133241 301 30871.5749563 37058.8290233 302 30838.1180622 37038.0688182 303 30807.3630016 37016.2060055 304 30775.8367939 36993.5680902 305 30746.2116454 36973.7786633 306 30716.6062588 36949.0298163 307 30683.4920891 36928.136104 308 30655.6514662 36906.8729674 309 30624.134458 36889.6991623 310 30594.1028607 36865.0210618 311 30566.119625 36846.4212282 312 30535.8003416 36828.0222701 313 30508.9526758 36806.8465711 314 30480.4908776 36787.7536851 315 30451.5311572 36766.7591655 316 30422.454702 36744.7456951 317 30394.6266895 36725.501629 318 30364.4344683 36707.1937503 319 30339.1838451 36687.2971212 320 30312.9977553 36666.6195496 321 30286.9839861 36647.7395311 322 30259.6585964 36627.1239358 323 30230.7560251 36610.3354216 324 30204.0536114 36594.9587792 325 30178.9377492 36573.9997859 326 30155.4084094 36555.5271476 327 30127.21604 36534.4503484 328 30096.5140439 36513.8510324 329 30071.0068614 36500.0240828 330 30045.6578416 36481.0081781 331 30018.5659705 36460.6932619 332 29993.3473817 36438.8480782 333 29968.9149506 36423.7436764 334 29942.7184753 36404.1618004 335 29918.5197995 36386.050852 336 29892.4673192 36371.4096498 337 29869.0354044 36355.6311142 338 29844.3314846 36335.6463975 339 29821.0326399 36317.20924 340 29797.8674095 36298.7150002 341 29771.4093074 36284.743543 342 29747.657234 36265.4709393 343 29720.2332906 36246.0331395 344 29698.9547795 36229.5032393 345 29674.6730036 36211.1152131 346 29651.1993474 36193.5642784 347 29629.4705467 36177.4285853 348 29604.6983453 36163.5999496 349 29581.2181887 36150.8540114 350 29559.1751937 36133.0068912 351 29539.2814975 36117.6076188 352 29515.758465 36102.4839134 353 29487.8956948 36083.8226848 354 29466.1124504 36067.5441888 355 29445.4107983 36057.0562703 356 29420.5513285 36039.6612296 357 29399.09009 36020.9563877 358 29378.612005 36004.3227491 359 29347.2319971 35990.4250415 360 29320.879613 35973.9344257 361 29301.807256 35957.4286657 362 29278.1852661 35940.8790684 363 29258.7129289 35923.4315235 364 29236.5255348 35912.2038267 365 29206.5470722 35899.2893173 366 29186.8828505 35884.5998952 367 29159.446808 35867.997697 368 29140.9516406 35853.5351647 369 29122.3049354 35836.7140756 370 29102.320924 35826.4079897 371 29085.026505 35812.9693175 372 29056.5001452 35801.1033653 373 29038.319373 35791.8436361 374 29020.3879841 35775.7316354 375 29002.659376 35760.8510834 376 28976.8146311 35744.860453 377 28952.9433795 35735.1146878 378 28925.6789185 35724.1220561 379 28905.7645989 35709.448143 380 28889.8058748 35697.0383967 381 28870.6248936 35684.6169775 382 28846.1791144 35671.7535968 383 28820.3635935 35658.2346161 384 28802.8134129 35643.8349776 385 28779.0871625 35631.455931 386 28762.8800535 35616.7470152 387 28737.2060854 35606.8358514 388 28712.3954046 35593.9421948 389 28689.536759 35582.061171 390 28670.7672585 35571.5372528 391 28655.6316033 35559.5854982 392 28637.1521907 35548.8854182 393 28613.2886661 35536.4969983 394 28595.9242694 35525.5395679 395 28574.1322025 35511.2190305 396 28552.6012459 35500.1252696 397 28535.108722 35487.4345599 398 28517.6584319 35477.7693847 399 28494.8398079 35466.1888931 400 28479.7697497 35453.9471739 401 28462.6536816 35444.0883662 402 28446.4038515 35434.4732422 403 28424.3028518 35423.2791668 404 28409.7369137 35410.8035879 405 28389.651569 35400.6062451 406 28365.8464751 35391.3972109 407 28350.9777176 35379.9948766 408 28335.359593 35370.3548463 409 28315.9372689 35360.5697197 410 28301.1386109 35347.9823699 411 28286.0105999 35339.1495982 412 28270.467505 35330.3173336 413 28249.708709 35319.9810516 414 28227.8234075 35312.9330389 415 28212.4219206 35301.7312945 416 28197.3183206 35293.7804592 417 28182.4437339 35285.3582536 418 28166.8570717 35276.2181114 419 28146.9705024 35266.0562371 420 28129.2689942 35257.3002214 421 28116.0386239 35247.5825079 422 28099.153054 35238.292829 423 28084.9488309 35230.8713367 424 28071.1875027 35222.9728773 425 28057.3314122 35215.1752581 426 28038.3206659 35205.6052844 427 28024.6342599 35198.499707 428 28008.0630152 35190.3924251 429 27993.3027363 35179.8176782 430 27979.9460098 35171.8657948 431 27961.6143487 35162.6858042 432 27945.6054111 35152.986052 433 27932.6159258 35146.3029591 434 27920.284409 35135.7510127 435 27908.4568421 35128.5208952 436 27887.8646763 35121.2171482 437 27875.3757664 35114.1976637 438 27859.8462095 35107.1139311 439 27846.4003118 35099.261388 440 27832.6796897 35090.26315 441 27815.3382967 35081.8882472 442 27804.1776999 35075.0763783 443 27791.5590066 35067.8640028 444 27761.5608522 35059.0471435 445 27745.2534154 35049.0755659 446 27734.4868385 35042.5178134 447 27715.143102 35035.8030386 448 27703.0433447 35029.0135975 449 27688.5979841 35022.642779 450 27675.2883043 35012.6631795 451 27658.656886 35004.0388976 452 27645.9353074 34994.8680077 453 27635.7348541 34988.1353311 454 27607.301498 34980.5557476 455 27591.7217225 34971.0887263 456 27579.8656552 34964.0194269 457 27565.3535108 34957.1711556 458 27552.5971836 34947.0970143 459 27542.8123732 34940.6216717 460 27515.2668379 34934.5323779 461 27500.1658139 34925.4422614 462 27489.1913245 34919.0190864 463 27471.3248733 34911.7441813 464 27461.8969389 34905.5105474 465 27450.945178 34899.0780963 466 27436.2427313 34890.2123894 467 27425.6162683 34884.0534504 468 27410.4723378 34876.1673928 469 27401.3706816 34870.2057186 470 27388.4742767 34864.6416159 471 27375.9028503 34854.7184339 472 27362.6606146 34848.6190402 473 27350.9217083 34839.1880174 474 27342.1277579 34833.873647 475 27316.2657993 34829.1198714 476 27306.1948131 34823.3086499 477 27292.0410917 34817.280481 478 27278.1016387 34808.9632581 479 27269.6090679 34803.40009 480 27259.8360654 34797.8101162 481 27234.1215391 34791.8995944 482 27221.2686901 34784.5056022 483 27207.7188315 34776.4180812 484 27196.8867377 34767.0062271 485 27188.7219554 34761.6758248 486 27179.2991604 34755.8011117 487 27167.4323861 34750.8351455 488 27154.0646098 34744.6953334 489 27143.6667917 34736.9897848 490 27131.4241839 34731.5171937 491 27123.5588606 34726.1522775 492 27113.9474224 34720.445296 493 27091.3790497 34717.8134028 494 27078.4554309 34710.1487751 495 27064.545007 34702.860198 496 27055.4829438 34696.0485983 497 27047.2717571 34689.9877974 498 27035.2413848 34681.9002965 499 27027.742691 34676.8723441 500 27017.4965091 34669.0954712