#Boosting_iteration Training Set Deviance Test Set Deviance 1 763018.774021 706882.829017 2 752784.187851 698855.453753 3 742753.269945 690989.769439 4 732921.894285 683289.275129 5 723283.693949 675734.97673 6 713837.227847 668339.6611 7 704576.332048 661084.462082 8 695494.067863 654077.435151 9 686588.114671 647101.471741 10 677852.109903 640382.645005 11 669285.444452 633673.332041 12 660882.147712 627212.213564 13 652589.850548 620771.731759 14 644505.160702 614552.973277 15 636525.822519 608359.957405 16 628701.236446 602284.411505 17 621027.073533 596233.949847 18 613502.674265 590403.287495 19 606149.014682 584748.299488 20 598904.722432 579079.952673 21 591824.987828 573472.665921 22 584881.609752 568028.799366 23 578057.492708 562838.126105 24 571371.960871 557534.147458 25 564801.265854 552555.830209 26 558331.572418 547523.314129 27 552013.002555 542515.998408 28 545816.496876 537651.382551 29 539715.048119 533025.450414 30 533579.010804 528347.045615 31 527711.876808 523697.773878 32 521795.854931 519190.10623 33 516102.54056 514748.788725 34 510399.145071 510405.926028 35 504877.69606 506169.193773 36 499374.936265 501981.085266 37 494045.418253 497846.249147 38 488734.160017 493798.743142 39 483591.336242 489846.724462 40 478465.568952 485939.315104 41 473427.438358 481975.443464 42 468574.242289 478306.41658 43 463718.115676 474607.279216 44 459001.540795 470950.85683 45 454305.141535 467254.106808 46 449761.850347 463811.771088 47 445231.596918 460365.749133 48 440814.956314 456973.768201 49 436442.362175 453660.498464 50 432181.2578 450389.688458 51 427959.105392 447191.570636 52 423853.553693 444029.42564 53 419735.680254 440937.684161 54 415714.281055 437762.419462 55 411800.703152 434770.779135 56 407891.244595 431834.145577 57 404140.064088 429000.689217 58 400339.155147 426102.616528 59 396681.353676 423282.523652 60 392973.923677 420489.268744 61 389470.111969 417838.863782 62 385938.418444 415186.603742 63 382516.935936 412546.514101 64 379079.400924 409933.93785 65 375783.394251 407398.254785 66 372431.953955 404879.541553 67 369254.66698 402496.412551 68 366059.949213 400113.535463 69 362890.874326 397731.912848 70 359841.260931 395384.87081 71 356796.157172 393099.482786 72 353872.20756 390891.668163 73 350894.258222 388658.25653 74 348047.25775 386462.221206 75 345159.106898 384286.736703 76 342427.336549 382226.406413 77 339697.871447 380172.379095 78 337039.714453 378143.176349 79 334339.157488 376140.961609 80 331783.571152 374228.611128 81 329191.103923 372298.491892 82 326698.264896 370398.697955 83 324161.661521 368487.668129 84 321751.32087 366672.586772 85 319307.192393 364866.764074 86 316881.286809 363073.22777 87 314608.092838 361385.629234 88 312314.326287 359669.20222 89 310091.988534 357977.879702 90 307788.541253 356251.787371 91 305568.997401 354586.709846 92 303343.621126 352933.398983 93 301275.021027 351383.416298 94 299124.50184 349788.929327 95 297101.886589 348268.781311 96 295040.845486 346745.816484 97 292992.635618 345227.062218 98 290984.97511 343740.875052 99 289106.365706 342335.052986 100 287164.733862 340886.912668 101 285246.639882 339456.222694 102 283437.49467 338096.559169 103 281588.33316 336720.42086 104 279773.448223 335347.098182 105 277986.3644 334016.577753 106 276219.251584 332701.280918 107 274558.562637 331468.270514 108 272856.599042 330190.131065 109 271184.026642 328926.065098 110 269539.383001 327703.718839 111 267965.725235 326481.454912 112 266374.797978 325280.320609 113 264801.441312 324129.142755 114 263262.656375 322979.473253 115 261699.542659 321835.773385 116 260224.851522 320706.471438 117 258724.313802 319517.524359 118 257262.748981 318455.356574 119 255811.93175 317303.955795 120 254399.329447 316249.109645 121 252970.433972 315189.1604 122 251584.176291 314086.772059 123 250248.133011 313092.241487 124 248909.538153 312017.154256 125 247565.403745 311020.945253 126 246278.386682 310057.806068 127 244983.923007 309001.773096 128 243764.062937 308068.814833 129 242524.716517 307084.378705 130 241287.476888 306177.894799 131 240097.250261 305227.120369 132 238914.786407 304357.753033 133 237763.765251 303487.293515 134 236602.453987 302534.949264 135 235485.839705 301642.992113 136 234373.738843 300730.684617 137 233295.908064 299856.661969 138 232218.888367 299034.651733 139 231171.348958 298198.195145 140 230124.028437 297343.887967 141 229112.645933 296525.59882 142 228094.241518 295779.390304 143 227116.358229 295038.776175 144 226126.278333 294233.738632 145 225167.06572 293432.410153 146 224224.271736 292716.419471 147 223274.984135 291933.601256 148 222375.488058 291235.652164 149 221471.68703 290496.214239 150 220563.154821 289811.906906 151 219687.833039 289148.750435 152 218800.870047 288436.462751 153 217934.965534 287771.422168 154 217102.630456 287096.646135 155 216276.755446 286484.191972 156 215460.135758 285797.890894 157 214632.41278 285105.911998 158 213844.916412 284503.965577 159 213031.221298 283887.528981 160 212263.822664 283328.678088 161 211488.023364 282702.119431 162 210670.561321 282109.081794 163 209919.08192 281535.0414 164 209171.573112 280889.218455 165 208426.097968 280366.684013 166 207690.891415 279765.463929 167 206996.441179 279258.520988 168 206295.983871 278699.433751 169 205606.34493 278173.781576 170 204910.365632 277665.660841 171 204228.603165 277093.608375 172 203553.612701 276525.57937 173 202916.692365 276069.681924 174 202216.158619 275562.982489 175 201575.422832 275020.992261 176 200931.709778 274571.071355 177 200319.592069 274086.710747 178 199728.227992 273652.521969 179 199123.51708 273161.28402 180 198534.864966 272640.679094 181 197947.135606 272118.093209 182 197354.243869 271689.392795 183 196767.39189 271201.415891 184 196221.341374 270793.602131 185 195647.176291 270382.195257 186 195111.061702 269910.979542 187 194546.243682 269497.07759 188 194012.522174 269064.131228 189 193456.666873 268633.737805 190 192920.402396 268251.029873 191 192374.901421 267805.364072 192 191883.150918 267448.23301 193 191357.441319 267034.277526 194 190869.455059 266629.304903 195 190353.402606 266221.322622 196 189856.164027 265863.214429 197 189368.246586 265516.593905 198 188844.04567 265142.344881 199 188355.571737 264755.690802 200 187876.086674 264375.322517 201 187405.519733 264006.966833 202 186956.190682 263591.172084 203 186530.733872 263273.895882 204 186074.012062 262907.191732 205 185630.851679 262537.58252 206 185190.887305 262185.837116 207 184752.379295 261842.37792 208 184314.508902 261528.14472 209 183896.527818 261233.692981 210 183473.946588 260898.976244 211 183060.015212 260599.999666 212 182655.785181 260265.223542 213 182249.278135 259952.250448 214 181857.927758 259665.758656 215 181471.767321 259360.302596 216 181082.264281 259084.168021 217 180696.394063 258778.144719 218 180335.889759 258512.657603 219 179973.11856 258229.427397 220 179599.152519 257939.450919 221 179241.538277 257673.39208 222 178869.937074 257406.810625 223 178518.381226 257123.994069 224 178165.293931 256843.591457 225 177825.299086 256550.248279 226 177478.555136 256274.563253 227 177128.280858 256014.235399 228 176795.370671 255751.492626 229 176444.574562 255495.850541 230 176128.913566 255235.63996 231 175799.443159 254991.740492 232 175489.195265 254725.349091 233 175173.581578 254474.332199 234 174859.164134 254224.081444 235 174539.970894 253981.34813 236 174225.864103 253757.072378 237 173925.887918 253507.582584 238 173638.001936 253249.889982 239 173339.028201 253029.099913 240 173049.980644 252798.909402 241 172773.740667 252557.413244 242 172470.809183 252321.10791 243 172171.189978 252098.061356 244 171897.207493 251880.890191 245 171620.533327 251648.685184 246 171360.860919 251457.41163 247 171105.28013 251248.057327 248 170824.950138 251056.140434 249 170546.129209 250838.531291 250 170295.012213 250653.141863 251 170038.535711 250437.009312 252 169782.181196 250248.34016 253 169518.497063 250046.014454 254 169278.229501 249852.326292 255 169033.909808 249658.024149 256 168780.512592 249460.156858 257 168526.35512 249261.839628 258 168280.714252 249049.808102 259 168047.566847 248852.683811 260 167822.838257 248664.623048 261 167584.686309 248485.335253 262 167360.755032 248295.627954 263 167144.609289 248133.019957 264 166914.618725 247954.057361 265 166681.188896 247773.72582 266 166467.601881 247618.313101 267 166246.105463 247446.210931 268 166040.819297 247273.893719 269 165827.588681 247103.621065 270 165623.882545 246941.199704 271 165414.80042 246765.066509 272 165197.857158 246600.992128 273 165004.391547 246436.70555 274 164800.675801 246278.948093 275 164608.23952 246114.885639 276 164408.136485 245964.41553 277 164216.566198 245788.915661 278 164030.576767 245640.392379 279 163849.495612 245491.528233 280 163659.225193 245344.691274 281 163444.418661 245183.763553 282 163270.596792 245048.984431 283 163089.865247 244908.978729 284 162916.065624 244760.083296 285 162722.430547 244614.758091 286 162543.476741 244482.460041 287 162377.66852 244340.840048 288 162215.067915 244214.667817 289 162019.769312 244066.141414 290 161850.512367 243931.327901 291 161684.053777 243800.667295 292 161521.512304 243660.695564 293 161366.504452 243528.448252 294 161182.551392 243397.628562 295 161026.061648 243272.872624 296 160862.576435 243155.281185 297 160673.930743 243017.3809 298 160523.472829 242887.138007 299 160369.876259 242765.132942 300 160197.812589 242643.99464 301 160040.222907 242543.957182 302 159883.333578 242426.41473 303 159739.274121 242312.934122 304 159599.269163 242191.170482 305 159436.298533 242077.154697 306 159301.182223 241963.5285 307 159153.343896 241854.121856 308 159006.470886 241753.51392 309 158862.80657 241626.328679 310 158732.54849 241533.553022 311 158600.06293 241435.090298 312 158448.308992 241331.128996 313 158311.981535 241216.58653 314 158181.713296 241120.332212 315 158058.645089 241012.772775 316 157913.54665 240909.078849 317 157794.469172 240803.121856 318 157670.088007 240709.73954 319 157552.360387 240626.497934 320 157410.153147 240534.474972 321 157283.891991 240418.146512 322 157158.928221 240325.923515 323 157036.049 240212.467573 324 156923.458771 240114.66968 325 156813.746662 240017.688629 326 156698.078143 239931.169362 327 156577.082693 239843.613024 328 156454.449139 239733.471283 329 156335.193521 239638.469779 330 156207.689206 239550.583738 331 156109.191527 239459.514341 332 155994.61858 239380.55541 333 155887.592729 239302.39783 334 155774.879407 239233.531312 335 155660.490397 239129.296791 336 155550.286812 239054.041157 337 155431.914841 238974.301182 338 155340.780307 238886.069813 339 155237.490539 238806.553876 340 155129.894312 238741.664582 341 155015.63935 238662.87536 342 154921.141724 238580.922152 343 154824.19544 238513.485089 344 154725.361337 238423.776195 345 154632.330638 238342.811519 346 154532.37385 238269.8892 347 154432.403154 238208.076322 348 154338.010956 238135.689537 349 154232.160937 238065.134535 350 154135.633064 238005.382577 351 154048.390145 237931.212284 352 153951.337455 237861.814987 353 153860.496996 237775.30388 354 153778.575692 237689.361816 355 153678.479769 237618.565236 356 153588.21612 237557.618245 357 153501.581403 237491.478804 358 153416.019273 237412.394217 359 153303.897366 237342.82783 360 153212.256591 237259.164925 361 153140.274351 237205.031792 362 153059.065862 237155.657249 363 152971.193348 237082.524901 364 152884.126908 237013.394402 365 152797.017593 236933.758546 366 152691.041053 236869.537743 367 152609.985844 236811.828548 368 152525.903623 236734.850217 369 152423.201182 236673.749498 370 152345.647534 236594.740558 371 152263.947705 236529.723077 372 152187.33037 236478.548239 373 152107.179661 236405.000014 374 152015.50862 236347.334616 375 151948.217742 236273.783852 376 151876.973489 236223.886012 377 151801.720304 236161.019259 378 151725.51113 236089.384508 379 151630.491933 236035.424541 380 151559.391564 235977.653383 381 151489.051521 235915.16962 382 151417.252947 235854.963531 383 151344.48807 235785.454517 384 151277.658118 235720.547621 385 151212.100822 235674.754373 386 151140.918002 235620.568062 387 151072.52035 235565.421765 388 151003.13993 235501.353406 389 150935.600008 235436.160333 390 150873.358337 235392.751149 391 150801.080732 235344.536969 392 150718.043853 235296.340887 393 150659.927818 235219.975343 394 150590.15209 235174.17892 395 150523.731193 235124.150971 396 150458.789796 235063.651469 397 150390.279855 234990.7419 398 150328.344519 234930.711506 399 150271.247454 234889.935138 400 150204.152262 234830.311999 401 150129.31911 234791.966982 402 150069.120101 234729.262542 403 149999.840423 234686.975026 404 149941.330822 234630.716443 405 149881.09103 234574.57702 406 149809.676364 234538.012154 407 149752.09331 234477.893177 408 149699.429645 234440.543458 409 149639.969349 234377.272949 410 149583.676327 234326.473349 411 149515.009149 234291.73151 412 149458.049581 234237.886241 413 149400.586437 234176.640764 414 149344.493516 234123.921959 415 149294.183045 234082.627217 416 149237.937212 234031.301583 417 149185.311431 233973.182883 418 149124.425065 233933.522671 419 149059.825206 233904.215179 420 149001.773051 233867.491277 421 148943.977546 233806.456032 422 148890.092953 233738.973798 423 148837.776409 233691.084832 424 148775.610519 233660.961212 425 148723.214945 233596.082667 426 148667.618836 233537.04991 427 148617.175735 233489.635418 428 148568.600366 233452.218222 429 148514.955804 233418.55738 430 148461.451677 233361.390876 431 148411.292137 233321.496098 432 148352.545448 233298.521343 433 148303.686109 233216.680378 434 148256.050582 233172.914644 435 148200.160959 233137.215938 436 148149.012367 233082.2507 437 148101.965331 233003.543835 438 148059.812473 232967.123353 439 148010.326894 232936.298873 440 147966.024934 232890.600282 441 147912.821609 232856.701336 442 147867.76305 232779.34494 443 147823.291955 232737.247179 444 147775.113676 232685.041075 445 147732.09475 232650.062581 446 147688.970123 232618.698498 447 147649.64186 232584.721753 448 147605.415881 232547.002762 449 147559.761799 232514.785146 450 147513.894248 232467.043647 451 147472.087127 232428.458196 452 147426.942923 232386.053874 453 147386.5058 232342.868033 454 147342.798925 232315.972058 455 147305.961033 232281.148834 456 147264.989892 232209.791909 457 147217.430529 232179.673741 458 147174.063247 232131.992275 459 147132.801424 232077.355322 460 147093.538121 232042.336833 461 147053.236175 232008.84181 462 147011.296211 231966.238104 463 146965.867098 231935.59159 464 146927.451475 231872.260628 465 146887.206476 231843.788179 466 146851.21321 231806.541185 467 146805.970239 231764.705694 468 146765.848902 231720.1129 469 146727.358223 231668.389987 470 146690.639551 231633.465375 471 146657.612841 231606.71357 472 146618.657808 231571.493564 473 146575.9691 231540.901923 474 146535.156546 231506.858145 475 146503.234014 231478.000384 476 146466.105028 231451.741704 477 146434.256153 231421.130193 478 146395.281273 231377.60747 479 146354.468641 231336.790075 480 146319.921963 231278.140869 481 146284.284476 231252.990387 482 146247.646474 231220.084861 483 146207.180459 231191.147839 484 146173.693487 231164.135762 485 146136.518727 231122.765343 486 146101.826332 231100.836162 487 146060.841184 231067.324389 488 146028.179326 231011.046604 489 145989.189695 230963.651773 490 145955.90624 230940.069234 491 145917.354408 230912.415446 492 145885.770101 230852.587805 493 145851.407157 230819.499745 494 145813.836013 230780.59983 495 145776.474448 230764.742093 496 145741.482926 230723.769484 497 145704.303661 230678.279356 498 145674.958415 230662.475042 499 145642.98964 230642.523201 500 145615.555663 230615.676974