#Boosting_iteration Training Set Deviance Test Set Deviance 1 83198.9932324 77990.2146075 2 69845.9710782 67485.8637847 3 60614.3510502 60018.9401911 4 53461.3847479 54341.7515142 5 48382.5369523 50329.2726441 6 44543.5100614 47292.3830753 7 41509.9487563 44829.4408119 8 39275.1957445 43123.0516088 9 37286.7469654 41713.4136345 10 35747.3004872 40562.5223429 11 34556.4962591 39557.133373 12 33543.2589507 38777.8764215 13 32570.9720104 38086.1115865 14 31825.5432032 37494.8333139 15 31167.6713341 37095.4616381 16 30610.7032448 36753.30973 17 30160.9235871 36477.7620126 18 29793.0381098 36185.8591124 19 29321.6402172 35910.6116844 20 29038.1678294 35718.0202105 21 28661.3309561 35544.7110523 22 28454.1632952 35345.980664 23 28194.9330117 35157.8344019 24 27707.029536 35183.5138269 25 27508.338694 35075.7056352 26 27335.1029967 34959.5260963 27 27187.6274195 34836.598108 28 27040.1247094 34796.0559446 29 26737.5064032 34918.5617266 30 26606.3444304 34856.6328522 31 26464.7662254 34762.228022 32 26334.0482351 34678.4252884 33 26245.1640107 34628.7796955 34 26143.8406801 34554.7971211 35 26031.1629406 34510.0102167 36 25928.5826592 34453.6064764 37 25829.2989584 34398.1103836 38 25733.8866708 34320.031584 39 25565.6498755 34667.9340165 40 25490.1162056 34625.0870088 41 25389.7510442 34533.8220327 42 25306.5015147 34524.0761128 43 25208.6087311 34469.258114 44 25129.1650786 34418.4070165 45 25056.7346728 34390.3295073 46 24942.7459326 34369.3935601 47 24848.6770938 34290.2775138 48 24781.9608364 34248.2900785 49 24687.977613 34159.54579 50 24642.3237598 34150.8920643 51 24586.3392059 34113.8387708 52 24535.0163891 34089.614655 53 24464.6446316 34035.4143867 54 24416.509641 33968.7322482 55 24366.7880304 33945.7509074 56 24319.1446529 33908.2400733 57 24260.3340074 33911.5828533 58 24213.1615794 33896.6144217 59 24156.4422018 33873.820844 60 24067.3999024 33830.073109 61 24009.7385104 33799.3958945 62 23952.2615356 33773.8094902 63 23908.3572911 33756.2988716 64 23859.8376758 33740.432307 65 23815.6151023 33723.7365064 66 23752.6697327 33652.8679867 67 23706.2933097 33617.870496 68 23659.0321941 33616.8065203 69 23592.5086031 33600.7028709 70 23562.4458843 33599.1764225 71 23505.4724871 33569.7041543 72 23462.4754312 33543.2038008 73 23424.4231205 33521.657994 74 23390.8254403 33508.1225692 75 23353.0150763 33479.5562316 76 23313.6070297 33441.5341395 77 23283.4313551 33424.7966511 78 23231.235854 33389.3088686 79 23199.1839588 33372.9518086 80 23170.721066 33342.8824341 81 23108.5453086 33297.5442534 82 23060.6193461 33275.2090518 83 23020.7901405 33264.9117211 84 22989.4322731 33241.8874103 85 22954.5193595 33222.5663081 86 22914.19411 33217.6512839 87 22876.4427972 33193.3828345 88 22835.5951575 33171.2314481 89 22805.6376879 33152.0191203 90 22766.3876233 33148.9838931 91 22727.5234641 33131.9226788 92 22688.6644871 33104.0937171 93 22657.7682435 33075.0301175 94 22627.4739632 33049.2015327 95 22599.2678462 33027.455097 96 22567.9749623 33010.8968362 97 22540.9716834 32991.9225239 98 22507.3943716 32981.3504643 99 22468.9551422 32956.740665 100 22420.2655608 32924.5966226 101 22393.305981 32902.7661928 102 22361.8058099 32907.9014118 103 22326.8665166 32886.249754 104 22300.3047585 32873.6464175 105 22281.1124771 32879.8585867 106 22257.5267689 32866.5491215 107 22233.9429057 32859.048343 108 22205.7695517 33001.942635 109 22184.7448931 32985.5891056 110 22159.4209415 32955.0206013 111 22132.0936622 32944.4879057 112 22112.9880103 32937.3931658 113 22092.2933145 32922.1378213 114 22075.6763476 32916.9831032 115 22041.3879959 32915.6458336 116 22013.2095343 32897.3861469 117 21989.1579903 32887.9956447 118 21968.7965251 32883.8351185 119 21944.5826426 32870.6642793 120 21922.8275562 32876.1488893 121 21901.3676754 32873.9470517 122 21876.1586185 32885.0449908 123 21852.8716639 32873.9349636 124 21828.5479448 32878.3941937 125 21811.0019167 32885.0053051 126 21793.15852 32875.4062426 127 21772.3462814 32868.80967 128 21745.4668872 32861.2183051 129 21727.491974 32846.9473616 130 21707.9548904 32968.3642211 131 21682.8777265 32960.496591 132 21666.4949087 32975.1808732 133 21635.1835525 32966.8914562 134 21617.8079253 32971.5353469 135 21597.4383888 32960.0104406 136 21577.2706515 32960.3151 137 21555.8968139 32951.7882937 138 21538.2044857 32947.0295449 139 21515.0345503 32944.7361293 140 21487.0311672 32926.4219062 141 21463.2142485 32922.6171095 142 21443.7911617 32924.0341702 143 21422.0353997 32910.887233 144 21405.2903593 32895.5294109 145 21382.610416 32878.6858324 146 21360.578247 32865.8883497 147 21345.2566501 32864.9094985 148 21327.6123195 32857.4744218 149 21312.6050485 32851.0884254 150 21293.7426547 32838.3923891 151 21270.7919553 32820.406391 152 21250.3131876 32812.958131 153 21227.9792241 32796.2748964 154 21205.8658254 32803.8600626 155 21182.8228381 32790.001247 156 21164.1825193 32790.6904695 157 21149.6823344 32789.0016699 158 21132.4492918 32784.299225 159 21116.0328271 32776.4288081 160 21102.5184051 32775.9757438 161 21081.7680398 32766.6446811 162 21069.5540942 32762.7738172 163 21053.9005292 32754.9331579 164 21037.0830964 32738.5032175 165 21018.441387 32720.7000829 166 21005.425191 32709.1362431 167 20989.8960704 32702.6159749 168 20975.6899198 32700.6559595 169 20961.3656942 32698.3726582 170 20944.5013593 32710.3758475 171 20914.8394555 32704.9662061 172 20887.5769519 32695.5905987 173 20875.4383833 32689.2097835 174 20865.2721601 32677.1398433 175 20834.2041205 32681.7894726 176 20806.6060094 32671.3274644 177 20791.9613967 32689.0816303 178 20771.5052469 32691.4140239 179 20742.3091885 32673.3602282 180 20729.6515838 32662.4405484 181 20713.5505668 32651.9080349 182 20697.1523758 32633.5009691 183 20669.352848 32635.0312474 184 20657.5374592 32637.7202214 185 20646.2977694 32627.7188524 186 20621.2219887 32626.1873666 187 20600.1957331 32618.0817978 188 20586.4932549 32613.2426636 189 20572.4510385 32620.0866441 190 20548.4058605 32604.8370398 191 20531.5547573 32590.70509 192 20513.9786499 32587.5761206 193 20497.9766711 32586.0077688 194 20482.7009571 32578.1417165 195 20464.0324473 32565.5874279 196 20441.0230168 32542.8795807 197 20425.0180691 32536.1107419 198 20415.4943549 32534.4105534 199 20404.0704329 32522.6998504 200 20380.0848028 32513.5255483 201 20362.0724408 32517.3588725 202 20348.4427393 32512.26059 203 20334.5948864 32515.2740245 204 20319.6841847 32515.3676695 205 20306.4771684 32520.1336797 206 20291.4045669 32512.8026344 207 20276.810488 32509.4771829 208 20258.5242898 32507.0920653 209 20247.1853007 32509.5608606 210 20231.5532919 32491.6524812 211 20219.4359736 32481.7211413 212 20203.5743986 32486.1538184 213 20189.3859199 32481.0862755 214 20174.3711728 32490.0554602 215 20159.7337671 32475.5508512 216 20144.4532155 32476.2341804 217 20126.3098143 32457.0817408 218 20115.8899173 32471.3227276 219 20105.3005184 32468.5946376 220 20091.8262176 32455.6802496 221 20082.4230999 32459.028648 222 20068.5233324 32451.0778764 223 20046.307827 32428.950769 224 20032.665641 32420.1527401 225 20016.3322233 32428.6632675 226 20013.4844749 32426.1921264 227 19999.1052265 32425.1753659 228 19984.1817869 32415.293442 229 19970.8561634 32408.3687087 230 19957.8027313 32416.7658153 231 19947.4269547 32408.490203 232 19927.8587542 32401.335584 233 19914.1001292 32404.589553 234 19905.7131675 32402.8665933 235 19888.401998 32391.92765 236 19877.1423519 32394.3495616 237 19867.1410984 32407.8118617 238 19855.8194808 32411.2371603 239 19843.2181478 32408.3555084 240 19831.4968432 32403.3589013 241 19817.1164929 32400.0916389 242 19799.9541089 32398.9150562 243 19791.5419717 32400.7611877 244 19775.7141789 32394.4982316 245 19760.6943528 32389.0842371 246 19736.5566116 32406.5458529 247 19725.4679044 32402.2393041 248 19714.7886681 32387.9360004 249 19697.0777684 32393.4566161 250 19674.8833207 32402.5053874 251 19662.8136954 32393.3757626 252 19651.3715474 32392.2723853 253 19640.8579759 32393.3281135 254 19632.6522033 32388.7671021 255 19626.375382 32388.9569375 256 19613.8468089 32389.4888334 257 19598.8953989 32389.2157078 258 19586.6259482 32388.9956568 259 19571.3793869 32378.9308743 260 19560.8995092 32380.9025872 261 19548.8246056 32376.6188911 262 19538.2103418 32381.3511544 263 19526.0705061 32368.6848162 264 19515.4658868 32363.0268032 265 19503.9264036 32363.8725337 266 19491.6288276 32355.0450457 267 19489.3000621 32353.990003 268 19482.0571476 32354.4873668 269 19473.1270573 32352.4942609 270 19463.0723154 32349.2966797 271 19455.1856972 32346.8696693 272 19444.684603 32345.1416341 273 19434.2230122 32340.1998477 274 19414.8027724 32323.7868556 275 19404.028334 32323.1223869 276 19395.3818232 32318.2876882 277 19381.482566 32320.1454679 278 19370.3923248 32282.6903983 279 19355.9787325 32278.9424803 280 19339.4681557 32274.1804601 281 19327.7964565 32263.4688997 282 19318.1045692 32275.4464728 283 19310.5088895 32272.5722901 284 19296.4896545 32273.0047844 285 19285.2204995 32264.5979855 286 19272.2433464 32266.0389927 287 19264.1884871 32265.3694198 288 19257.4784418 32266.8735653 289 19243.5799185 32263.9952233 290 19231.1545123 32255.5741765 291 19220.8192276 32247.9585642 292 19208.812708 32254.7291683 293 19178.0940192 32241.2106041 294 19159.5222843 32237.7362835 295 19149.0004739 32237.8662319 296 19133.3428476 32249.2792088 297 19123.0558661 32257.0719727 298 19113.481964 32251.5576296 299 19097.1031796 32243.9448588 300 19088.8652461 32247.777917 301 19077.9163197 32241.047361 302 19067.2832415 32245.5039424 303 19057.5475403 32242.3104666 304 19049.6159104 32246.1798231 305 19042.7897699 32249.2802693 306 19036.2423963 32246.8055374 307 19027.9421516 32249.783527 308 19016.4299951 32260.5697825 309 18994.8015937 32254.2473119 310 18978.1252876 32268.2337451 311 18967.9865257 32271.2292281 312 18957.9528657 32273.1466251 313 18954.6820978 32268.1819418 314 18947.4306261 32275.2431216 315 18935.9056945 32272.1742389 316 18924.1984317 32268.0180777 317 18915.551401 32269.7158334 318 18909.9597932 32265.6901973 319 18901.6376921 32270.8806812 320 18893.3431583 32264.475857 321 18880.2825358 32252.7097919 322 18871.2205482 32251.3669662 323 18870.146162 32249.502978 324 18861.2755199 32250.0001898 325 18855.2106051 32250.9495643 326 18837.5955093 32257.0050177 327 18824.2835242 32258.5481418 328 18817.4112035 32255.4763254 329 18807.380905 32256.5135451 330 18799.3728972 32252.5809819 331 18779.5241296 32238.3526364 332 18772.8649576 32228.5379992 333 18765.419958 32235.7140787 334 18755.3001376 32234.8967459 335 18744.4669693 32227.660588 336 18729.906375 32225.6639595 337 18726.0182125 32215.7185039 338 18714.880645 32229.2740225 339 18703.2865348 32208.3365282 340 18692.9067324 32209.1105088 341 18683.1584684 32209.1127014 342 18672.4242089 32201.9482009 343 18665.172255 32202.5521878 344 18657.0842677 32200.901437 345 18648.8281362 32194.8430624 346 18639.2683109 32193.9707332 347 18627.3180979 32194.7498023 348 18619.9455459 32194.2217034 349 18606.9465111 32184.4961742 350 18589.3669366 32170.9224457 351 18584.7598704 32172.2698617 352 18581.4371857 32172.7773078 353 18571.784851 32175.6883739 354 18562.9743572 32178.3002001 355 18554.6478824 32180.2078258 356 18539.0647691 32188.8909638 357 18528.6360543 32195.1020442 358 18519.2857514 32195.2507855 359 18509.4698324 32193.395206 360 18501.1695881 32193.6781114 361 18490.75979 32195.1029103 362 18482.698887 32188.4927558 363 18477.8775969 32188.6089269 364 18470.7855976 32186.0631974 365 18459.3432864 32186.1542211 366 18445.0848488 32182.7972256 367 18434.778844 32177.6234934 368 18425.3246312 32186.9224579 369 18415.1222769 32179.3661053 370 18406.5036699 32179.4662836 371 18402.8702172 32167.6270197 372 18391.5169508 32168.2154626 373 18383.3502334 32175.92438 374 18373.0690527 32177.3763188 375 18361.9195071 32177.7711486 376 18348.442556 32177.082148 377 18336.2775076 32180.243253 378 18326.9141616 32171.1592838 379 18316.4813119 32166.9056732 380 18309.2092762 32167.6742064 381 18299.0305363 32169.2820872 382 18291.9585291 32169.3856337 383 18284.0215382 32171.4478585 384 18269.2731252 32173.8466175 385 18259.2345205 32172.2287479 386 18251.2725982 32176.267955 387 18243.670521 32179.9149691 388 18235.9536885 32176.191806 389 18227.4672754 32177.1809137 390 18219.2683459 32180.7425509 391 18211.211225 32183.7660057 392 18199.6234487 32193.2989209 393 18191.5348402 32192.4329739 394 18176.5879628 32198.0899933 395 18168.658995 32196.7576708 396 18161.1534779 32204.7906689 397 18154.5536585 32194.8811093 398 18149.1703703 32200.7895765 399 18142.1901971 32198.2280898 400 18134.3730988 32202.7338745 401 18125.1993644 32204.9778945 402 18114.0955269 32206.2008457 403 18105.9717872 32203.6107755 404 18100.0318332 32202.5670947 405 18090.3878984 32192.9639404 406 18079.6694438 32201.5286645 407 18069.8760342 32200.409875 408 18062.8677928 32204.7256042 409 18058.7723536 32200.5717139 410 18041.5641668 32215.2307644 411 18030.4154323 32221.8332682 412 18024.7612973 32216.7395069 413 18019.3130164 32209.0216271 414 18011.2255171 32228.2459803 415 18009.8026807 32229.6295664 416 18003.8058888 32237.0901498 417 17996.7087226 32239.4255767 418 17989.0936107 32238.4738187 419 17978.8536928 32230.5765506 420 17966.7708074 32225.0180292 421 17956.2908943 32224.5953869 422 17948.1028144 32215.1275985 423 17946.0797356 32214.8892802 424 17943.7203775 32214.4812363 425 17935.657827 32213.5869206 426 17928.8055697 32213.7099567 427 17921.0853646 32215.2239268 428 17913.3379351 32213.5962562 429 17904.7148534 32219.3905965 430 17891.0474688 32212.6772443 431 17885.0275676 32216.8408079 432 17877.4569509 32221.5668466 433 17869.3273142 32220.1063392 434 17860.7333954 32222.0804405 435 17851.3294498 32223.677687 436 17844.7131021 32221.6042704 437 17838.3796787 32226.5318159 438 17830.2153076 32228.9273462 439 17816.5424245 32230.449252 440 17809.5798233 32231.2088922 441 17803.703448 32235.0579465 442 17795.8623871 32231.8353662 443 17785.3410696 32231.8059784 444 17777.0873695 32232.7785811 445 17768.8018442 32224.9003201 446 17761.6637871 32220.8543914 447 17751.5359248 32222.7162606 448 17743.1631161 32222.8525229 449 17734.8322156 32221.4921738 450 17728.8302053 32230.5294408 451 17722.2545962 32226.6867051 452 17715.7069109 32229.1882885 453 17708.7944092 32226.5785262 454 17702.5037142 32227.3245349 455 17694.1354507 32242.0575545 456 17687.637205 32239.363809 457 17681.6136508 32244.8704038 458 17671.8632427 32243.0419247 459 17663.3913357 32235.9724138 460 17656.4970475 32232.339182 461 17650.9647654 32229.271219 462 17644.2542295 32229.909303 463 17639.0815747 32229.2868484 464 17632.4664646 32230.2341535 465 17626.5653253 32227.2252448 466 17618.2062337 32225.7435539 467 17608.9379985 32222.8769649 468 17598.5817089 32217.2247371 469 17590.4079709 32217.8061544 470 17580.0331979 32217.0786149 471 17572.9943061 32222.6378062 472 17566.8823324 32220.9288897 473 17561.329327 32215.6768556 474 17553.0767714 32212.1689972 475 17546.3156429 32209.531849 476 17535.889006 32210.8347239 477 17524.9842735 32205.1822324 478 17514.609773 32207.8581117 479 17508.2865783 32210.8047015 480 17501.9126177 32209.5064879 481 17495.201407 32207.2432009 482 17488.7653675 32199.2062959 483 17484.6711389 32199.1114296 484 17478.8917996 32204.0421048 485 17468.9493253 32201.1012572 486 17461.6202189 32201.0338815 487 17454.0466926 32198.5956917 488 17446.54122 32197.7396849 489 17439.7402604 32198.1569007 490 17433.4292371 32196.9344971 491 17426.8761539 32193.1166352 492 17412.5129686 32201.3086949 493 17406.3414915 32204.1729914 494 17399.5714724 32209.4998795 495 17393.3161864 32215.9251457 496 17382.7035764 32214.8775423 497 17376.0828722 32221.1378442 498 17375.7043987 32220.5189367 499 17369.0816674 32220.9296386 500 17364.7335155 32213.6311727