#Boosting_iteration Training Set Deviance Test Set Deviance 1 102381.222112 93403.3875528 2 101839.951198 92962.8311375 3 101304.05774 92531.512554 4 100773.441354 92099.7470484 5 100248.096519 91677.0493629 6 99727.924372 91253.8998618 7 99212.919963 90839.6512476 8 98702.9859245 90424.9463217 9 98198.1178615 90018.9783716 10 97698.2198771 89612.5499986 11 97203.2881152 89214.6976574 12 96713.17738 88817.7369085 13 96227.8323939 88427.6876194 14 95747.0719819 88040.9781726 15 95270.9833929 87658.4703879 16 94799.3532377 87279.6154806 17 94332.2879159 86905.8377259 18 93869.560836 86532.4953091 19 93411.239325 86164.9932573 20 92957.1547108 85800.4618351 21 92507.3914738 85441.3460803 22 92061.7028129 85082.5451327 23 91620.3196609 84729.4987401 24 91182.9260987 84380.5543085 25 90749.671935 84032.0507363 26 90320.4397094 83687.3969341 27 89895.2665564 83349.8747379 28 89473.9585941 83009.5799623 29 89056.6427776 82675.9919011 30 88643.1810028 82346.1422216 31 88232.5491115 82018.4588597 32 87829.6896523 81698.0377524 33 87430.8487161 81380.8534622 34 87030.4163503 81061.9111038 35 86638.4068887 80750.2038299 36 86244.6749278 80437.8640251 37 85859.4066109 80131.5633427 38 85477.9813456 79828.3574885 39 85093.6240135 79519.7108433 40 84718.7277755 79221.7443556 41 84340.7690569 78922.003862 42 83972.3231463 78629.2095736 43 83607.5524837 78339.3743434 44 83238.4603222 78046.4418956 45 82879.926703 77761.6020601 46 82517.0534467 77470.2874788 47 82164.6602537 77190.3737541 48 81815.7821827 76913.2895856 49 81461.4591417 76632.3789793 50 81112.1146063 76351.6161457 51 80771.3994332 76083.9563566 52 80434.7122139 75816.6729896 53 80091.4663227 75544.3705808 54 79759.7466946 75283.873048 55 79422.3257614 75017.4503915 56 79089.5308536 74750.4124014 57 78763.8742265 74486.9408797 58 78442.6152124 74232.6861083 59 78118.5006311 73972.4045389 60 77800.4125209 73717.839772 61 77478.4006322 73462.5396913 62 77162.2014417 73209.0431091 63 76853.8507311 72964.9210056 64 76542.9377321 72716.2327638 65 76238.2067706 72469.8379655 66 75928.4975664 72225.5678768 67 75628.1151866 71986.2095453 68 75323.4579081 71744.9449531 69 75024.6183201 71505.4971203 70 74731.4279802 71272.1447187 71 74440.2743572 71037.2419667 72 74144.9417151 70802.1790346 73 73855.0934442 70569.7827281 74 73564.5763226 70337.2323202 75 73279.9281167 70107.0150369 76 72999.9636448 69883.2159035 77 72716.3337468 69659.7253505 78 72437.8569156 69436.5480262 79 72162.1761303 69216.5725723 80 71890.6374952 69000.8431244 81 71615.4914351 68780.1771545 82 71345.8641489 68563.9104321 83 71071.2965855 68348.3767216 84 70804.7785659 68138.1221145 85 70544.0997999 67927.9921334 86 70280.10528 67718.2611323 87 70022.607927 67512.2721639 88 69760.2589062 67301.6666553 89 69508.5185856 67099.6002117 90 69246.7805902 66893.1920106 91 68998.5982906 66693.2677909 92 68745.9214266 66492.5289914 93 68496.0237413 66292.6971881 94 68251.7118174 66098.0775765 95 68009.1809401 65902.8266663 96 67759.2197899 65705.8732552 97 67520.3531482 65516.0642752 98 67282.3292545 65323.7436265 99 67041.3938429 65130.4625198 100 66808.1867986 64943.097358 101 66569.0891605 64754.3262429 102 66334.8878587 64568.0271543 103 66106.5723379 64387.063958 104 65882.0411184 64208.5042636 105 65657.9904177 64029.2973401 106 65429.4332338 63846.0555847 107 65211.2071341 63670.8632356 108 64983.217205 63489.1700706 109 64762.9401351 63313.3354052 110 64545.2691728 63139.5586516 111 64325.47335 62963.1451392 112 64113.6306943 62794.8889351 113 63900.9883448 62625.0028721 114 63683.2328598 62455.5575768 115 63473.9531969 62289.9373084 116 63266.1465873 62124.3669918 117 63062.6490369 61963.4628311 118 62850.9253218 61796.1501145 119 62648.1439854 61636.0151611 120 62447.01599 61476.1039151 121 62243.8134753 61315.4370536 122 62046.0968823 61157.9074605 123 61852.104464 61004.4106548 124 61656.5204999 60847.8957736 125 61455.351395 60688.226397 126 61263.6401721 60536.8288903 127 61072.5641711 60386.1735867 128 60872.988595 60225.4414603 129 60687.6114505 60078.3164987 130 60502.363329 59929.5090827 131 60318.0903586 59783.3040091 132 60127.0865539 59634.9796191 133 59944.2236051 59488.6785141 134 59766.1238578 59348.1162617 135 59579.3030297 59198.7028632 136 59401.7916841 59058.9375616 137 59225.922311 58919.5568692 138 59049.6565862 58778.7660961 139 58868.3737037 58634.4640074 140 58698.4373983 58498.2346017 141 58520.891144 58354.4368292 142 58343.6461945 58214.3793847 143 58175.5934691 58081.4782424 144 58006.4073462 57944.2226241 145 57834.0731693 57804.5204715 146 57669.7440345 57672.2483975 147 57495.4602852 57537.3845137 148 57327.0970378 57399.667364 149 57164.1591833 57269.9190003 150 57006.4684199 57143.1149801 151 56840.0061841 57010.2694649 152 56676.2677604 56878.8544752 153 56517.7189777 56751.106784 154 56354.784516 56626.4241047 155 56200.850783 56502.7777678 156 56036.9653484 56371.7212653 157 55884.6676939 56251.2603369 158 55728.2332977 56125.9310602 159 55568.4889548 55998.9022782 160 55420.0739454 55879.8447043 161 55262.2222595 55753.7338509 162 55108.4449827 55633.0525965 163 54960.6035918 55513.5279648 164 54818.2346158 55400.6720771 165 54666.7585286 55281.5516134 166 54519.2046303 55164.7393221 167 54378.1327081 55051.1057338 168 54235.4927011 54935.8919789 169 54086.3194937 54817.6502617 170 53938.76049 54700.4779736 171 53801.6455509 54588.3499435 172 53655.843039 54472.1199665 173 53512.9477837 54362.9371728 174 53375.7270977 54254.6802286 175 53244.1433396 54149.7642921 176 53102.3515802 54038.3360832 177 52961.8939182 53927.8653727 178 52833.0887232 53822.5004582 179 52697.8470959 53714.811135 180 52568.4633443 53610.3385589 181 52433.0631182 53507.1194372 182 52301.6306475 53403.564759 183 52175.5444241 53303.1925492 184 52047.8551433 53200.3334251 185 51914.9866484 53095.947331 186 51786.4153571 52994.5363202 187 51663.816425 52893.8196538 188 51534.8295153 52793.5283721 189 51412.4108109 52697.033483 190 51283.7666551 52595.568164 191 51164.8489731 52503.3177524 192 51041.6378083 52405.9256447 193 50915.9477326 52308.6039917 194 50800.7988172 52215.2069583 195 50682.4194569 52120.0319717 196 50563.2815155 52026.1941494 197 50442.8137623 51933.7948412 198 50329.1755155 51843.5080212 199 50215.8772529 51752.3013427 200 50093.17122 51656.451522 201 49974.1370938 51564.6260636 202 49863.6480247 51476.3981923 203 49745.9768982 51384.6432624 204 49629.080715 51296.3936864 205 49516.0954854 51209.1512602 206 49401.0998239 51121.0565636 207 49295.8946079 51036.2599869 208 49179.5162478 50945.5799384 209 49067.7910186 50856.1203829 210 48956.1158516 50768.4678 211 48851.8476358 50684.6856824 212 48738.6217352 50596.5540422 213 48627.9420533 50507.9375894 214 48525.8955675 50424.5591583 215 48416.9266443 50337.080046 216 48309.5202942 50253.7072483 217 48199.9855956 50167.8827512 218 48095.1406732 50084.0981106 219 47996.4622217 50004.9434635 220 47898.4018411 49927.4794276 221 47791.692607 49844.824981 222 47687.8746438 49761.6215562 223 47583.8352293 49683.2903593 224 47483.4243213 49603.1636704 225 47379.5385533 49523.0045615 226 47277.786034 49441.9429237 227 47179.529647 49363.5953394 228 47082.4484443 49289.6185615 229 46982.9183702 49210.3908146 230 46885.2094232 49137.0296856 231 46793.7962725 49062.5925263 232 46696.7870852 48987.3821828 233 46602.375358 48909.8728776 234 46504.0791324 48834.0659494 235 46408.4274582 48758.044699 236 46315.1433073 48684.4455911 237 46220.9958993 48609.6676862 238 46125.0847184 48534.4253109 239 46034.474772 48460.7515703 240 45948.1247176 48394.5502923 241 45855.8913046 48320.6437128 242 45765.6821825 48253.2406479 243 45672.42851 48182.4295602 244 45584.8544645 48110.4507913 245 45497.8229937 48044.5848063 246 45408.9572163 47977.2042659 247 45322.3237979 47909.2803892 248 45234.6351829 47839.8242344 249 45146.9246625 47769.6878576 250 45062.8261801 47701.3456763 251 44974.2659728 47634.3029855 252 44886.3029915 47569.0388703 253 44803.8924486 47504.1787692 254 44720.5535705 47441.5410984 255 44634.3057371 47376.322849 256 44552.1533019 47315.2347873 257 44468.7118604 47249.7094486 258 44386.3829416 47185.3795339 259 44307.1192876 47121.0844139 260 44227.0087396 47058.4845131 261 44143.9449211 46995.7572437 262 44063.328372 46933.6889371 263 43986.1861094 46871.1826915 264 43906.2321671 46808.5432239 265 43828.6922077 46747.6376157 266 43748.2817887 46687.0281618 267 43664.5010437 46618.8428949 268 43589.1945798 46563.0154732 269 43506.6915028 46495.8871995 270 43430.6121438 46435.9271068 271 43352.972744 46376.9929518 272 43278.5511577 46319.0371417 273 43202.983862 46260.0037316 274 43123.0027499 46194.9991258 275 43051.6223712 46137.3462341 276 42976.0610187 46080.6387009 277 42902.4092714 46026.2003126 278 42826.6391484 45967.3738226 279 42752.7986636 45911.4507289 280 42675.6816385 45848.8378027 281 42605.278057 45794.1727348 282 42533.9848979 45738.8298318 283 42460.2259881 45683.1844825 284 42385.0613767 45622.2073211 285 42315.5057793 45566.3475803 286 42247.7026703 45515.3364452 287 42177.0895782 45462.5348993 288 42107.1957088 45408.4926799 289 42034.5697957 45353.2314147 290 41962.1227192 45294.5340819 291 41893.6033147 45243.0281179 292 41827.2139476 45189.7979422 293 41756.4781775 45135.4401864 294 41687.4830981 45084.5931483 295 41619.2700691 45033.2347246 296 41552.9255037 44982.895345 297 41485.0053952 44929.6390615 298 41416.3071192 44877.5147086 299 41351.1719646 44824.3054692 300 41284.2093872 44773.9729673 301 41218.5364724 44723.7764772 302 41150.9242711 44669.1448669 303 41084.3434193 44618.0942729 304 41021.6137362 44567.7042943 305 40957.4638632 44519.7298802 306 40892.9978781 44471.3445893 307 40828.1059091 44421.6251707 308 40762.3245756 44372.2312169 309 40699.9431783 44325.9013002 310 40635.4912009 44273.8898862 311 40572.206768 44225.0550476 312 40512.406104 44176.6730139 313 40451.1629785 44130.3027252 314 40389.6851269 44084.3375581 315 40325.8634848 44036.9779851 316 40264.3455705 43990.0893188 317 40205.5983142 43941.3021787 318 40142.9705331 43894.8607422 319 40083.8489816 43850.1509472 320 40023.785653 43804.712731 321 39964.8740631 43761.3814874 322 39904.7199366 43712.8701148 323 39844.4766477 43667.7755796 324 39788.2849926 43621.7470872 325 39731.215562 43578.3192035 326 39672.7624809 43532.9960809 327 39617.3732098 43487.0244356 328 39562.886785 43443.0650379 329 39505.9356831 43398.6995287 330 39447.08569 43356.3011951 331 39391.7931699 43315.1771344 332 39338.1037835 43270.6094387 333 39286.4933926 43230.6292651 334 39230.6567505 43187.9813764 335 39176.8116632 43145.8416781 336 39119.9133524 43103.8610617 337 39066.5234438 43064.21858 338 39010.2966516 43023.3955665 339 38958.8224807 42980.6444273 340 38907.5701878 42941.3292549 341 38855.4869375 42902.6867944 342 38803.1205592 42862.7624859 343 38751.4057467 42823.5677909 344 38699.552845 42785.5322656 345 38647.3263567 42746.00815 346 38593.3599058 42706.2850597 347 38544.299533 42664.2566579 348 38495.7488482 42626.0703625 349 38442.9492976 42588.8462191 350 38393.4611805 42550.3037265 351 38343.6967225 42513.8957973 352 38296.0433113 42473.2072354 353 38245.764229 42434.9809214 354 38194.0457782 42397.0000632 355 38145.7132668 42360.0203495 356 38097.9369741 42322.842622 357 38050.2446947 42286.9306451 358 38000.0298558 42251.6364735 359 37951.2519722 42214.4531485 360 37902.6903435 42178.9573428 361 37852.9392812 42142.49977 362 37807.0237849 42106.8270521 363 37759.6009638 42071.8591213 364 37713.4147618 42038.2118613 365 37663.1810601 42001.904983 366 37618.0001071 41967.3600381 367 37574.2347701 41929.8168044 368 37527.9381548 41896.0505579 369 37480.2339179 41861.3896801 370 37433.1256963 41828.4217519 371 37384.619146 41793.4685203 372 37340.5390713 41761.3199932 373 37296.1874842 41725.1965499 374 37253.0274845 41692.2287934 375 37206.8557078 41658.7373393 376 37161.3013858 41626.6841649 377 37117.968554 41590.6559531 378 37074.1632054 41557.9929247 379 37029.0440391 41524.9698777 380 36982.7741592 41491.7663755 381 36939.9441477 41460.8412235 382 36900.6069081 41431.5648794 383 36858.6196636 41397.758345 384 36817.7385942 41366.7278535 385 36774.0618382 41335.0108572 386 36729.2634216 41302.9534878 387 36688.6151312 41274.1556716 388 36647.4620451 41243.7469985 389 36604.3506207 41213.3999861 390 36561.8503079 41182.3575934 391 36521.7562863 41151.5477532 392 36481.6857874 41118.2226458 393 36441.3096095 41088.2726528 394 36402.5187555 41059.422219 395 36361.179452 41029.4807308 396 36320.0349511 41000.5961513 397 36281.0450192 40968.7026978 398 36241.7604395 40940.1740356 399 36199.8459068 40910.3665259 400 36159.6172198 40881.0450836 401 36116.0844722 40852.3234961 402 36077.5962418 40824.6796497 403 36039.8526476 40795.5353408 404 36003.0447723 40768.2771617 405 35966.2115434 40741.6905287 406 35925.5060794 40711.9050034 407 35888.5064904 40681.1262504 408 35848.466621 40652.7818723 409 35809.3741869 40625.4662075 410 35775.9627936 40600.1173208 411 35736.3924128 40571.2100573 412 35700.7555686 40544.131836 413 35662.4502355 40517.0710395 414 35621.6316966 40490.690768 415 35586.9319584 40465.0842233 416 35549.0504924 40434.5772526 417 35514.7254006 40405.8315127 418 35479.7287722 40380.8956263 419 35443.1055749 40355.9816706 420 35406.1947766 40329.9844391 421 35369.9653427 40303.950896 422 35332.6927781 40277.7749995 423 35298.5686177 40249.3887216 424 35264.709495 40225.3150843 425 35227.0150636 40197.2147412 426 35192.8791207 40173.2014871 427 35156.3701145 40146.5897355 428 35123.9885753 40119.0084842 429 35087.1687956 40090.901861 430 35051.866538 40062.488258 431 35017.0196257 40038.066954 432 34985.4900962 40014.464929 433 34949.5734472 39987.71297 434 34916.4331647 39963.5070353 435 34884.5851808 39940.2970823 436 34850.9900217 39916.3304144 437 34816.9896858 39888.9805734 438 34782.0633855 39862.331261 439 34748.9693463 39839.8483862 440 34718.4948608 39813.3528693 441 34682.5379175 39790.4052462 442 34649.5896967 39767.9000618 443 34615.5782721 39742.9341631 444 34582.8151755 39716.6000028 445 34548.5349915 39690.840068 446 34520.0424223 39669.245283 447 34490.6616038 39645.0214616 448 34457.5793606 39620.1480818 449 34425.5813183 39598.1619946 450 34393.8422228 39572.6582025 451 34364.5579613 39551.4158985 452 34335.1348942 39526.9466729 453 34304.0010335 39504.1049304 454 34271.3439886 39479.5860411 455 34242.4103547 39459.3312088 456 34210.7773635 39436.1603335 457 34180.2687382 39415.5043127 458 34151.9180372 39391.4629631 459 34121.4690042 39371.2680874 460 34091.2677391 39347.0208037 461 34058.8231298 39323.3907733 462 34029.2876537 39303.6886639 463 33998.361854 39281.2375556 464 33971.6733198 39261.6202799 465 33944.0872661 39238.6789026 466 33914.0624555 39216.1116171 467 33884.452001 39192.9870023 468 33854.2796888 39170.3627744 469 33827.4936633 39147.6393538 470 33797.4062909 39126.7604178 471 33764.6324498 39104.837785 472 33736.2824246 39081.7674839 473 33708.1021897 39061.406204 474 33678.3456625 39039.8441545 475 33650.6485447 39021.3007732 476 33619.0440365 38999.7618871 477 33593.0502385 38978.1371328 478 33568.4234715 38960.0161278 479 33536.9452609 38939.218671 480 33507.6222277 38918.6464923 481 33480.524593 38899.6622029 482 33453.5040821 38877.6818316 483 33424.6973389 38857.8831047 484 33399.6317673 38837.0274235 485 33369.0954999 38816.9076711 486 33341.1832468 38797.0059121 487 33314.8527609 38778.0705659 488 33288.6731031 38756.7799668 489 33258.7950622 38737.0244373 490 33232.8886575 38718.9377262 491 33205.297186 38700.0105998 492 33179.7394531 38683.0687133 493 33155.2149155 38663.1923979 494 33132.5082893 38646.0658761 495 33103.5082726 38627.0502723 496 33076.433999 38607.3532546 497 33051.396414 38586.9998481 498 33022.9103194 38568.3487459 499 32998.0433579 38547.7880472 500 32971.7098587 38529.7593748