#Boosting_iteration Training Set Deviance Test Set Deviance 1 97584.6373457 89543.3911528 2 92753.9167638 85618.9540349 3 88365.7010007 82128.0490609 4 84364.5108409 78935.8575112 5 80752.8593996 76066.9017205 6 77430.9803715 73411.1201729 7 74265.3271059 70913.2764854 8 71376.0362646 68596.8304588 9 68727.9296422 66466.4803511 10 66273.546552 64507.5576075 11 64021.1283657 62716.4757125 12 61859.5732822 61035.1669901 13 59943.1819434 59521.8424227 14 58160.1411066 58090.3467091 15 56459.0753077 56724.5284942 16 54855.4514084 55447.2201146 17 53465.2621231 54362.4015057 18 52115.2965281 53306.9751259 19 50834.6497902 52281.1012224 20 49698.0313173 51383.4269935 21 48553.1591561 50477.1755097 22 47490.9235056 49626.0037035 23 46523.6951705 48869.33551 24 45548.2820626 48116.6583665 25 44694.6354657 47424.0127866 26 43868.0059141 46772.685855 27 43080.9762235 46195.5827313 28 42328.520048 45607.6346266 29 41615.557132 45069.0251453 30 40929.3431478 44513.6582186 31 40287.5533119 44022.5502298 32 39691.9592311 43581.304706 33 39130.485255 43129.6910924 34 38612.3819017 42739.0851772 35 38081.1638882 42349.6784669 36 37585.4901123 42006.2972781 37 37125.6979951 41632.0481875 38 36692.5505312 41310.8151309 39 36282.3093137 40976.1694432 40 35884.0483486 40688.9684688 41 35489.4615344 40409.866347 42 35148.6521577 40171.0915442 43 34780.3159283 39902.2142628 44 34468.2343407 39641.2524958 45 34156.8894335 39430.7037657 46 33880.3783682 39228.9646122 47 33593.8920715 39037.02052 48 33313.0269291 38835.3793237 49 33017.0709627 38648.9334144 50 32789.7111158 38474.9150355 51 32585.8875184 38329.9473149 52 32352.2225931 38171.5464534 53 32111.791412 38011.2781576 54 31906.4571404 37844.2871809 55 31694.4175365 37699.2318157 56 31507.3136445 37564.8256037 57 31323.2424886 37426.5455501 58 31138.5313983 37308.6248654 59 30974.0250393 37176.5896558 60 30823.5540133 37058.9965168 61 30668.6313668 36952.570595 62 30534.2145983 36844.9591768 63 30384.1640039 36752.2492827 64 30249.0044032 36663.9132036 65 30114.6392762 36565.689741 66 29986.9331833 36469.8920341 67 29858.0020495 36373.3827732 68 29740.2127548 36307.2544505 69 29627.6530771 36234.0634433 70 29476.3175741 36139.2639582 71 29374.0706859 36047.3294241 72 29269.7812516 35993.3035685 73 29176.8149554 35912.8635271 74 29047.5102639 35842.5311493 75 28966.5689587 35776.5833651 76 28846.5964919 35714.8535973 77 28767.9834217 35651.7836744 78 28689.9981907 35598.036444 79 28604.5537897 35535.1751495 80 28525.005122 35485.6496647 81 28424.5095812 35427.6428906 82 28346.2579605 35385.7708943 83 28277.1063896 35326.488126 84 28182.3596701 35277.25701 85 28067.3645375 35233.7838156 86 27984.7030186 35196.1727385 87 27922.4411866 35154.4115256 88 27864.8530376 35119.7632096 89 27802.6163043 35085.891692 90 27655.4440003 35055.7039111 91 27574.1080581 35017.1028951 92 27506.0280649 34967.3637224 93 27459.1433034 34938.762088 94 27403.7471334 34903.1874619 95 27342.7901815 34854.9587819 96 27215.198307 34840.2824973 97 27150.5126226 34804.2294121 98 27107.4618696 34765.8354318 99 27068.5264527 34738.7873512 100 27004.8358752 34712.3881825 101 26961.6247707 34685.5439266 102 26918.4246397 34658.294203 103 26876.9650925 34621.5122344 104 26821.6862568 34592.6388513 105 26789.2280834 34572.170675 106 26743.4771138 34530.7594723 107 26705.0538121 34502.5933795 108 26656.4589307 34480.1617943 109 26614.9157396 34451.0575122 110 26566.7008741 34409.9832576 111 26515.1823982 34380.9680973 112 26480.4121555 34352.4926261 113 26439.0081282 34327.509096 114 26409.7497748 34314.5513196 115 26378.7153138 34293.1530085 116 26285.4583211 34313.4531561 117 26255.0128399 34289.7724668 118 26211.3236995 34270.9632385 119 26162.277647 34250.6551111 120 26128.1843145 34230.4840952 121 26088.947476 34214.6388449 122 26059.7353484 34193.299306 123 26021.7970811 34179.3804255 124 25997.8624604 34171.5895049 125 25959.241731 34151.162408 126 25929.7196047 34134.8136268 127 25903.0374077 34116.918747 128 25873.6237686 34086.4353524 129 25799.0340142 34132.3397139 130 25764.627208 34097.3954717 131 25729.4997911 34071.6195182 132 25701.1504428 34057.3187587 133 25668.882287 34045.5221053 134 25641.351847 34027.7916746 135 25606.990187 34011.722735 136 25585.8749021 33997.3776551 137 25557.5606443 33978.2749297 138 25535.5006284 33961.7382519 139 25506.3698312 33949.0436989 140 25442.5754607 34015.2270861 141 25421.8387147 34006.3005166 142 25363.8813725 33995.2709273 143 25339.9387268 33974.7480438 144 25312.5968792 33963.1296953 145 25281.288089 33948.5199708 146 25227.8440877 34000.8654133 147 25199.9032112 33980.667966 148 25178.86168 33965.5256871 149 25152.0890904 33947.5077846 150 25134.2016699 33941.3330955 151 25105.6662286 33919.843889 152 25088.4860335 33913.0677767 153 25062.4485347 33900.9414792 154 25015.966055 33988.1936863 155 24988.470241 33977.0969832 156 24959.7932446 33960.4452559 157 24936.7103072 33950.1884976 158 24909.5559595 33935.2864644 159 24882.9768156 33913.8068379 160 24863.7812583 33901.8229416 161 24847.9921356 33896.2758807 162 24833.4807839 33882.7324451 163 24813.6904999 33874.2951001 164 24793.5502579 33858.524457 165 24770.7968038 33836.6466224 166 24751.5063814 33825.5334638 167 24734.2751594 33812.5178078 168 24713.0238399 33798.9986218 169 24674.6996647 33891.8880948 170 24649.9785128 33871.7192279 171 24627.3462634 33863.5034287 172 24612.2211205 33851.1731401 173 24589.6958504 33845.0420193 174 24568.3525638 33829.2219725 175 24549.8074275 33822.5649356 176 24515.573894 33920.562586 177 24496.8994572 33910.3484778 178 24481.1187167 33896.4125873 179 24463.1409104 33892.0886198 180 24438.5738168 33875.265276 181 24416.7701354 33862.3165532 182 24399.6925643 33855.5186726 183 24383.4791576 33849.191251 184 24363.1880518 33836.8733073 185 24346.6341527 33828.6465342 186 24330.5531283 33815.8796012 187 24301.1041605 33914.6749575 188 24288.9391475 33910.8018231 189 24273.5378423 33897.2755688 190 24257.9881744 33892.9869473 191 24243.9516016 33888.1640209 192 24229.3462216 33878.5636457 193 24214.7083819 33871.767269 194 24197.7069071 33858.8137237 195 24183.8547709 33850.1765583 196 24167.5676432 33841.5353602 197 24151.2899365 33832.8244946 198 24130.7424995 33818.5095767 199 24113.7934918 33810.4422909 200 24099.3146796 33799.0421768 201 24077.8602797 33806.9968263 202 24065.3435037 33803.8139699 203 24044.6115776 33789.7182834 204 24024.3243752 33780.763881 205 24006.2146575 33769.3234263 206 23992.7957495 33763.2917141 207 23968.2852643 33739.9218747 208 23950.8548639 33729.2263554 209 23936.5214688 33722.9771999 210 23923.4748117 33716.0562879 211 23907.9028258 33707.0227674 212 23890.9540611 33700.0611717 213 23868.0588102 33673.2995997 214 23852.0934115 33667.3501014 215 23833.7976636 33658.7995696 216 23821.4546804 33649.2259362 217 23798.8738472 33745.3536299 218 23783.0797688 33738.6589004 219 23770.60187 33733.2579664 220 23758.0684229 33723.9817569 221 23748.6606467 33717.6565401 222 23734.5357685 33711.5526507 223 23721.4096668 33705.9065547 224 23706.6560745 33696.2533668 225 23692.0465523 33693.3551094 226 23678.4965692 33687.7369615 227 23663.5138357 33674.3415544 228 23650.9291436 33672.1466504 229 23635.9901399 33662.5470426 230 23624.6910434 33655.7982049 231 23613.4889273 33652.0507149 232 23604.6734293 33649.1413032 233 23593.610658 33644.6712019 234 23580.4796515 33636.4108119 235 23566.9826799 33631.4244081 236 23552.1499596 33623.2807609 237 23539.1089053 33615.4733513 238 23524.8589266 33605.9843057 239 23504.9047667 33585.7001591 240 23493.838749 33577.3656649 241 23480.6145222 33566.6055559 242 23467.1459852 33556.69473 243 23454.3329254 33550.4482542 244 23442.0047264 33543.3167162 245 23432.1889232 33537.6208167 246 23421.4010024 33533.3721289 247 23409.9865118 33517.1967862 248 23397.4674966 33512.6540012 249 23381.9438227 33505.375754 250 23368.4724211 33498.5953717 251 23350.9357918 33474.211611 252 23334.2963753 33463.2611532 253 23318.3011639 33456.7245721 254 23308.0744181 33452.5256608 255 23294.2527094 33443.5699598 256 23284.7316502 33435.5632845 257 23264.4037911 33460.3615194 258 23251.6976976 33450.5694241 259 23239.2732552 33446.657996 260 23229.7218617 33439.3995871 261 23217.6371382 33428.8298582 262 23206.8775459 33424.8882344 263 23197.3555317 33419.8816876 264 23184.1781495 33413.4738171 265 23174.3241924 33403.7585255 266 23164.3175274 33401.0889778 267 23155.2286062 33397.8166045 268 23146.4278016 33392.6843164 269 23134.9671962 33384.6282534 270 23123.9456558 33377.889422 271 23110.7442898 33370.7113825 272 23102.0512241 33367.5306693 273 23090.3929515 33361.4058486 274 23078.1947823 33353.6883403 275 23068.9413469 33350.1934178 276 23059.4013418 33347.299584 277 23048.9334827 33344.3023236 278 23039.3719797 33339.0742441 279 23027.1586546 33334.4918571 280 23017.259019 33330.1887751 281 23006.872948 33322.4549945 282 22997.3463193 33309.9056432 283 22989.1865896 33303.6088065 284 22977.9575087 33292.7233304 285 22967.1256526 33285.1427158 286 22952.6991639 33278.0704818 287 22936.8198537 33263.7581123 288 22921.9967891 33251.7563935 289 22911.5996326 33246.3988397 290 22901.5856045 33242.1212228 291 22891.3263264 33235.9865732 292 22879.3439651 33233.7022004 293 22871.6335046 33226.1276358 294 22861.8968324 33221.9169274 295 22849.5175802 33215.7177518 296 22838.5790896 33204.4238779 297 22829.1314791 33197.262258 298 22821.4545665 33192.8286415 299 22813.938999 33190.3070712 300 22804.1931373 33182.1382483 301 22792.0874502 33170.4331528 302 22782.5317372 33163.3540856 303 22773.1410746 33159.9310175 304 22764.9595408 33158.5306053 305 22754.4206451 33156.0258074 306 22745.44886 33149.5042988 307 22734.761822 33140.1283274 308 22720.7534761 33127.2729622 309 22712.8628646 33126.2465193 310 22705.0685213 33122.9903401 311 22695.7208151 33123.4849361 312 22685.919338 33118.0890725 313 22676.0768202 33112.1336122 314 22665.5561354 33104.816885 315 22652.8308773 33092.4368007 316 22644.6365169 33089.7242001 317 22637.6989664 33085.652936 318 22624.7384079 33077.1568296 319 22615.8184603 33071.9319652 320 22602.199365 33070.7501335 321 22592.5286124 33066.2318874 322 22584.4776145 33062.7732364 323 22575.8515629 33056.6562778 324 22566.8039186 33048.2230848 325 22556.1892602 33043.125881 326 22548.3587084 33040.0357355 327 22542.0911016 33038.6415656 328 22532.3858076 33035.4720294 329 22524.7430617 33031.4528493 330 22514.3812515 33029.874436 331 22504.8957951 33026.8621119 332 22497.1872307 33025.1182365 333 22490.2187841 33021.4240779 334 22481.8433664 33016.8513635 335 22472.3615887 33013.2555689 336 22463.7355851 33008.6014359 337 22455.921865 33005.7089787 338 22449.3584161 33003.6018812 339 22438.076043 32996.6614702 340 22430.4590875 32989.8182061 341 22422.0863678 32983.9236301 342 22413.8062381 32978.9028583 343 22404.0474045 32970.5431273 344 22394.9684676 32966.6239435 345 22387.8893965 32962.6084024 346 22379.5613952 32955.308326 347 22372.516177 32950.7832303 348 22365.6939955 32946.6857429 349 22360.52195 32945.1561539 350 22352.4269577 32942.0271735 351 22345.2435528 32938.6665371 352 22336.4190446 32934.4898192 353 22327.9421102 32930.8964038 354 22320.7104971 32924.8627023 355 22313.412115 32920.780593 356 22304.1247997 32916.1586182 357 22294.8848592 32908.6764745 358 22285.0332615 32903.2746369 359 22278.9826688 32902.1180954 360 22267.1651634 32896.1873804 361 22259.2099492 32892.1459687 362 22250.9200236 32886.07582 363 22242.4549026 32878.3988897 364 22235.3298333 32873.3492412 365 22225.7055718 32863.0248105 366 22217.3219171 32858.4814437 367 22209.8430149 32851.9477627 368 22199.1990701 32846.2198404 369 22190.8315884 32844.4301811 370 22183.8991866 32842.6341816 371 22174.7061477 32835.1749042 372 22166.136753 32828.4709481 373 22157.5730486 32827.632091 374 22150.2789635 32824.3128884 375 22141.6068267 32819.4868506 376 22136.1287996 32818.2795026 377 22128.0875312 32817.8535321 378 22117.2299778 32814.9192462 379 22111.5911654 32812.1113297 380 22104.56022 32809.4736 381 22091.9967731 32808.3133186 382 22085.9930089 32804.6781761 383 22077.0394858 32799.829616 384 22070.4748899 32798.1364642 385 22058.9197027 32795.6872486 386 22050.3757986 32793.6773312 387 22044.6075615 32791.3476836 388 22037.0911047 32787.5199021 389 22032.1773941 32787.6913187 390 22024.9490761 32785.3385217 391 22018.8163126 32781.4744487 392 22014.5413632 32779.570229 393 22010.2387518 32777.504941 394 22002.2579228 32771.6268791 395 21992.8784977 32769.6374053 396 21985.4269787 32770.3547262 397 21979.5810724 32766.0453214 398 21974.1904576 32764.0845851 399 21967.4696218 32758.277906 400 21961.5970186 32756.1877548 401 21953.1868793 32756.8089845 402 21946.3874028 32752.4625666 403 21940.5554161 32748.2576449 404 21933.7646572 32746.0065997 405 21926.9508573 32741.643623 406 21921.5484771 32739.8047927 407 21909.7223187 32731.271075 408 21903.3745213 32728.8650565 409 21894.3187534 32729.2406878 410 21887.1807482 32726.3678861 411 21881.4891018 32718.978597 412 21875.4123575 32714.8252249 413 21870.0381482 32712.1371468 414 21862.8245536 32709.2874524 415 21855.5114375 32705.2305459 416 21847.4535123 32700.3937357 417 21840.9940495 32700.2293689 418 21831.7718639 32744.7192263 419 21827.0813272 32743.303554 420 21820.8787209 32740.2199324 421 21814.4262367 32736.2001536 422 21808.7269598 32734.3959288 423 21801.1775666 32729.7396609 424 21795.3374569 32726.2149562 425 21790.2423526 32721.6299282 426 21784.5234165 32719.8731488 427 21777.6534791 32715.303334 428 21770.7913769 32711.7272173 429 21762.9730061 32707.1808732 430 21753.8341681 32698.7337994 431 21746.4301312 32695.5456389 432 21740.0179567 32693.6989724 433 21733.3084514 32696.7004531 434 21728.2904901 32693.6544638 435 21722.2304295 32691.9105219 436 21715.0812198 32689.8692233 437 21708.5499857 32687.504846 438 21702.8286055 32683.7635049 439 21697.8379187 32682.3583671 440 21689.262077 32681.0430391 441 21681.3846495 32678.8166819 442 21674.0362772 32674.3371062 443 21669.1059944 32670.7228835 444 21663.2225812 32667.0688253 445 21656.7037869 32667.3081719 446 21651.9247802 32663.2477545 447 21645.9956151 32661.2104881 448 21641.2631545 32662.7699227 449 21635.9906236 32659.3174514 450 21630.2605103 32653.1755651 451 21622.1797861 32645.6213151 452 21616.8011524 32644.1628438 453 21609.6597238 32642.4823289 454 21605.2093863 32641.3940318 455 21599.0937462 32637.06408 456 21592.6532654 32631.6199167 457 21586.1893583 32629.61233 458 21579.1732443 32623.7959779 459 21572.6751462 32620.8157031 460 21568.001424 32620.5160529 461 21557.7213398 32613.2177059 462 21551.085014 32611.7080861 463 21543.9164258 32602.4573247 464 21538.3689165 32600.4710617 465 21531.5230534 32598.7678964 466 21524.3949812 32593.1644321 467 21517.5466323 32592.7984781 468 21512.6122404 32588.5668746 469 21505.0355402 32585.8833792 470 21500.0305506 32586.5449718 471 21494.3353161 32585.0790445 472 21487.9327892 32581.7590784 473 21482.2063482 32581.220506 474 21475.3748524 32575.284167 475 21468.3461807 32568.5257771 476 21463.2441763 32563.9061372 477 21456.4832696 32560.8929218 478 21451.3725305 32557.1711956 479 21445.4867402 32557.3143173 480 21440.1151425 32556.3448383 481 21436.2380893 32555.3526817 482 21430.2179102 32554.6217119 483 21425.24706 32554.4355808 484 21418.424881 32552.9972765 485 21413.1588372 32549.8444565 486 21406.667708 32549.1161397 487 21401.1357115 32552.6433644 488 21395.1938586 32547.6870274 489 21387.9944782 32545.3483895 490 21382.4029841 32546.2988832 491 21378.1402548 32544.7712565 492 21369.3700686 32540.4810609 493 21364.6487355 32539.3148827 494 21359.3565487 32536.2871357 495 21352.6907103 32532.7185772 496 21347.7354141 32532.2109134 497 21343.67209 32531.0141527 498 21337.1954869 32532.0192058 499 21332.5416429 32528.6962092 500 21326.7512005 32525.2184374