This function is used when the user created the models and evaluated them on a dataset x and later on, he got new observations and wants to predict the target value for them. The `predict_new()` function quickly normalizes their format, like a subset of columns that were deleted for the models and makes predictions. It is strongly advised that the new dataset shouldn't have any missing values.
predict_new(train_out, data, verbose = TRUE)The output of the `train()` function.
A dataset with the same format as the one used in `train()` function, but with new observations.
A logical value, if set to TRUE, provides all information about the process, if FALSE gives none.
A list of predictions.
data(lisbon)
lisbon_train <- lisbon[1:200, ]
lisbon_new <- lisbon[201:246, ]
out <- train(lisbon_train, 'Price', verbose = FALSE)
preds <- predict_new(out, lisbon_new)
preds
#> $ranger_model
#> [1] 871253.0 427142.9 382587.8 709802.1 458485.4 1015209.3 345861.6
#> [8] 536147.1 352022.6 377409.6 918831.4 419788.5 294052.3 516316.5
#> [15] 724808.8 744794.8 512967.4 433608.4 508261.5 495013.3 533399.5
#> [22] 535579.2 527416.5 295050.2 792472.5 535075.2 339495.3 343007.7
#> [29] 310420.3 375399.7 332928.2 538699.4 480719.5 476726.9 470624.1
#> [36] 969609.1 341982.2 876693.6 365636.4 546217.3 366473.9 376226.3
#> [43] 516417.3 459597.6 795025.3 443994.5
#>
#> $xgboost_model
#> [1] 622825.9 277683.8 318482.8 552897.0 335186.6 590938.8 263968.0 469506.6
#> [9] 272111.2 294926.4 880792.2 258966.4 197011.1 498647.9 552897.0 451580.2
#> [17] 454743.7 398708.4 460387.1 332922.4 459798.3 469506.6 495002.9 215728.4
#> [25] 658395.8 468342.5 299552.6 265084.0 212588.1 277683.8 267146.4 368435.4
#> [33] 420256.3 420256.3 420256.3 882791.1 282124.8 827665.9 288110.1 508150.4
#> [41] 276577.5 320290.6 498647.9 429986.2 529892.1 396400.8
#>
#> $decision_tree_model
#> [1] 1049571.4 195018.2 195018.2 1049571.4 560642.9 722674.2 309000.0
#> [8] 395181.8 195018.2 309000.0 722674.2 195018.2 309000.0 560642.9
#> [15] 1049571.4 722674.2 560642.9 395181.8 395181.8 395181.8 395181.8
#> [22] 560642.9 560642.9 195018.2 722674.2 560642.9 195018.2 195018.2
#> [29] 195018.2 195018.2 195018.2 395181.8 560642.9 395181.8 395181.8
#> [36] 912500.0 309000.0 722674.2 309000.0 395181.8 309000.0 195018.2
#> [43] 395181.8 395181.8 1049571.4 395181.8
#>
#> $lightgbm_model
#> [1] 761311.1 209011.3 207970.5 781287.7 307859.0 639103.7 141062.3
#> [8] 627511.6 190961.5 221635.9 950389.1 189839.6 253381.4 408062.8
#> [15] 781287.7 410452.3 601289.6 229680.8 313442.5 335200.5 295204.0
#> [22] 608500.4 486414.6 292773.0 610240.2 525420.6 186528.6 161682.3
#> [29] 299220.2 209011.3 174701.3 358725.9 358725.9 358725.9 358725.9
#> [36] 1670111.3 218043.9 865279.7 317952.9 267193.5 238572.8 161829.2
#> [43] 408062.8 313442.5 507112.1 235102.7
#>
#> $ranger_RS_1
#> [1] 953115.4 393193.3 385911.7 695756.8 446100.1 1095257.8 356890.5
#> [8] 538401.4 343758.9 365827.3 905751.4 401333.4 337398.5 492281.3
#> [15] 704406.0 732777.5 501729.8 419233.6 503133.9 459484.4 525878.5
#> [22] 527359.8 508460.5 329275.0 769356.4 513858.3 374132.2 352433.6
#> [29] 321506.3 375011.2 346280.9 514645.0 469788.7 459361.2 457505.7
#> [36] 951203.8 368730.3 853883.1 382876.5 545657.9 367464.9 371119.2
#> [43] 492281.3 506807.5 830235.3 489293.5
#>
#> $ranger_RS_2
#> [1] 897566.3 395400.4 362707.7 731759.9 444126.0 1116887.5 350062.1
#> [8] 511173.8 328237.1 376007.9 859493.2 397868.0 318678.2 490428.6
#> [15] 731138.6 792013.3 497769.2 429435.4 466039.7 494994.2 499172.3
#> [22] 512722.7 493179.9 310770.8 773727.1 520060.5 357519.5 363821.9
#> [29] 303273.8 357317.3 323038.1 581758.4 480430.0 474841.9 476077.4
#> [36] 903108.2 385274.0 871412.8 342329.5 538645.1 376096.1 366892.6
#> [43] 490428.6 442930.6 828416.8 439961.2
#>
#> $ranger_RS_3
#> [1] 864085.2 413950.0 373226.4 708139.0 449984.2 945573.6 333638.6 515805.2
#> [9] 346378.9 360804.9 874798.9 411899.3 327512.5 481037.3 734312.5 718132.5
#> [17] 500394.5 425408.9 487001.6 480926.4 523928.6 524006.4 483414.5 320813.7
#> [25] 812882.0 496273.8 338925.0 333580.6 331588.9 377593.9 343504.6 511393.6
#> [33] 469558.6 450207.8 449238.2 934849.3 349659.1 898172.8 351232.9 535058.7
#> [41] 341589.4 372962.4 481037.3 464888.9 745354.3 437089.8
#>
#> $ranger_RS_4
#> [1] 867043.4 522067.7 495008.0 654476.1 502045.4 790089.1 480942.0 536549.5
#> [9] 480942.0 480942.0 743752.2 517696.1 462618.5 508537.4 654476.1 762387.6
#> [17] 499832.8 497945.6 543171.1 536549.5 543382.7 544507.8 508537.4 462618.5
#> [25] 739983.0 520242.1 476681.7 476681.7 462618.5 492146.8 487775.2 560398.4
#> [33] 531966.3 502045.4 502045.4 764933.6 475542.2 746161.6 481077.0 564981.6
#> [41] 480942.0 480942.0 508537.4 599919.8 774470.4 589198.4
#>
#> $ranger_RS_5
#> [1] 837674.0 368151.1 336052.1 687724.9 438857.2 1034615.5 327719.4
#> [8] 499236.5 335693.8 364111.8 924623.6 367136.5 285037.3 489232.1
#> [15] 692931.2 672691.8 496602.2 417315.7 465431.3 472769.3 487162.3
#> [22] 519634.1 507964.2 281877.8 768843.1 502758.9 333607.5 320438.1
#> [29] 293066.2 332941.0 311056.2 521855.8 455333.5 454137.3 447152.2
#> [36] 948070.8 347055.0 850188.4 353382.8 514806.1 338788.7 355234.0
#> [43] 489232.1 442478.8 745360.9 455437.5
#>
#> $ranger_RS_6
#> [1] 893508.7 351148.1 347031.3 735682.4 400423.1 973197.5 299770.4 529544.6
#> [9] 310045.5 321777.5 854930.7 350988.1 323386.5 429933.1 732233.0 755790.1
#> [17] 468732.5 373597.3 435437.8 419595.2 457121.1 533657.1 436226.6 284705.6
#> [25] 773744.7 460429.1 306461.6 304161.3 291470.5 338746.9 298337.8 516027.5
#> [33] 449145.9 416539.1 416539.1 884602.5 325884.3 911450.5 307211.5 519822.2
#> [41] 308088.8 341983.0 429933.1 442044.4 819964.9 404722.7
#>
#> $ranger_RS_7
#> [1] 912893.5 387608.5 357248.9 682710.4 420718.7 1123608.6 300894.1
#> [8] 488119.3 306129.7 330629.0 946493.9 393710.0 268180.0 497538.8
#> [15] 688751.4 696859.0 513575.7 395650.3 481955.4 454725.3 497928.8
#> [22] 499238.9 526931.7 257021.9 787115.9 514661.1 301904.0 292465.2
#> [29] 265441.5 332884.0 295447.3 470034.4 439949.1 417708.1 413964.9
#> [36] 998798.1 304372.2 835378.4 333026.5 497092.9 304377.6 341107.2
#> [43] 497538.8 436456.4 728303.3 420439.9
#>
#> $ranger_RS_8
#> [1] 892866.2 386492.3 362563.7 704331.2 453090.5 1102717.2 322777.4
#> [8] 507332.9 338399.7 343503.4 878342.7 387937.1 295821.8 476279.9
#> [15] 697134.9 731370.5 492933.2 417552.7 492012.2 484767.4 511067.8
#> [22] 514150.3 479579.6 300420.9 823106.9 505442.3 333765.0 321189.9
#> [29] 303379.6 352229.2 310429.8 559950.7 464120.1 441803.9 443126.9
#> [36] 923184.4 338257.2 864650.7 349603.3 573662.4 327956.3 360844.5
#> [43] 476279.9 471764.7 779717.5 432278.3
#>
#> $ranger_RS_9
#> [1] 962248.1 404771.3 330340.0 699198.7 467284.7 1002511.6 353646.7
#> [8] 526374.2 338219.7 345140.3 852709.6 390296.9 358381.1 519341.3
#> [15] 715954.5 688644.7 520343.2 480682.1 495794.6 462500.0 515523.8
#> [22] 561718.1 522294.6 360280.1 733703.3 550329.4 381394.8 338089.3
#> [29] 366103.4 379800.4 338219.7 508475.8 467124.3 494195.7 491498.8
#> [36] 940965.2 397933.3 896214.5 417180.9 573673.1 352508.9 391196.5
#> [43] 519341.3 487542.3 760540.2 485503.4
#>
#> $ranger_RS_10
#> [1] 985291.7 453222.0 406528.1 735009.4 486069.5 1012724.4 379365.2
#> [8] 563724.9 387664.6 399713.3 938757.2 448906.9 358143.3 534499.8
#> [15] 753593.9 805538.8 554264.5 455937.9 528506.9 523934.1 554533.3
#> [22] 561417.4 549201.0 358617.0 808066.2 556603.7 381621.4 374628.4
#> [29] 375203.8 406569.9 381808.2 586534.3 516263.0 507102.6 505305.7
#> [36] 954637.1 391090.0 865874.4 395818.9 563118.7 387188.5 398150.7
#> [43] 534499.8 509349.2 875387.4 474634.7
#>
#> $xgboost_RS_1
#> [1] 160320.69 43485.59 43485.59 124421.69 88234.16 160320.69 43485.59
#> [8] 88234.16 43485.59 43485.59 160320.69 43485.59 43485.59 88234.16
#> [15] 124421.69 124421.69 88234.16 88234.16 88234.16 88234.16 88234.16
#> [22] 88234.16 88234.16 43485.59 160320.69 88234.16 43485.59 43485.59
#> [29] 43485.59 43485.59 43485.59 88234.16 88234.16 88234.16 88234.16
#> [36] 160320.69 43485.59 160320.69 43485.59 88234.16 43485.59 43485.59
#> [43] 88234.16 88234.16 124421.69 88234.16
#>
#> $xgboost_RS_2
#> [1] 452354.0 164056.7 218567.8 462079.2 275510.3 597598.5 164056.7 366803.6
#> [9] 164056.7 218567.8 597598.5 164056.7 164056.7 366803.6 462079.2 370785.9
#> [17] 366803.6 275510.3 275510.3 275510.3 275510.3 366803.6 366803.6 164056.7
#> [25] 597598.5 366803.6 164056.7 164056.7 164056.7 164056.7 164056.7 370785.9
#> [33] 275510.3 275510.3 275510.3 597598.5 186698.1 597598.5 186698.1 370785.9
#> [41] 164056.7 218567.8 366803.6 275510.3 316834.7 275510.3
#>
#> $xgboost_RS_3
#> [1] 430398.6 117136.0 117136.0 322701.6 236993.5 430398.6 117136.0 236993.5
#> [9] 117136.0 117136.0 430398.6 117136.0 117136.0 236993.5 322701.6 322701.6
#> [17] 236993.5 236993.5 236993.5 236993.5 236993.5 236993.5 236993.5 117136.0
#> [25] 430398.6 236993.5 117136.0 117136.0 117136.0 117136.0 117136.0 236993.5
#> [33] 236993.5 236993.5 236993.5 430398.6 117136.0 430398.6 117136.0 236993.5
#> [41] 117136.0 117136.0 236993.5 236993.5 322701.6 236993.5
#>
#> $xgboost_RS_4
#> [1] 426509.0 140553.2 140553.2 345197.4 189764.4 300314.1 140553.2 244540.3
#> [9] 140553.2 140553.2 426509.0 140553.2 108273.1 244540.3 345197.4 290421.4
#> [17] 244540.3 189764.4 189764.4 189764.4 189764.4 244540.3 244540.3 108273.1
#> [25] 426509.0 244540.3 140553.2 140553.2 108273.1 140553.2 140553.2 164226.5
#> [33] 189764.4 189764.4 189764.4 426509.0 140553.2 426509.0 140553.2 290421.4
#> [41] 140553.2 140553.2 244540.3 189764.4 345197.4 189764.4
#>
#> $xgboost_RS_5
#> [1] 426509.0 140553.2 140553.2 345197.4 189764.4 300314.1 140553.2 244540.3
#> [9] 140553.2 140553.2 426509.0 140553.2 108273.1 244540.3 345197.4 290421.4
#> [17] 244540.3 189764.4 189764.4 189764.4 189764.4 244540.3 244540.3 108273.1
#> [25] 426509.0 244540.3 140553.2 140553.2 108273.1 140553.2 140553.2 164226.5
#> [33] 189764.4 189764.4 189764.4 426509.0 140553.2 426509.0 140553.2 290421.4
#> [41] 140553.2 140553.2 244540.3 189764.4 345197.4 189764.4
#>
#> $xgboost_RS_6
#> [1] 629176.1 197482.2 197482.2 449681.1 320196.1 629176.1 197482.2 320196.1
#> [9] 197482.2 197482.2 629176.1 197482.2 197482.2 320196.1 449681.1 449681.1
#> [17] 320196.1 320196.1 320196.1 320196.1 320196.1 320196.1 320196.1 197482.2
#> [25] 629176.1 320196.1 197482.2 197482.2 197482.2 197482.2 197482.2 449681.1
#> [33] 320196.1 320196.1 320196.1 629176.1 197482.2 629176.1 197482.2 449681.1
#> [41] 197482.2 197482.2 320196.1 320196.1 449681.1 320196.1
#>
#> $xgboost_RS_7
#> [1] 452354.0 164056.7 218567.8 462079.2 275510.3 597598.5 164056.7 366803.6
#> [9] 164056.7 218567.8 597598.5 164056.7 164056.7 366803.6 462079.2 370785.9
#> [17] 366803.6 275510.3 275510.3 275510.3 275510.3 366803.6 366803.6 164056.7
#> [25] 597598.5 366803.6 164056.7 164056.7 164056.7 164056.7 164056.7 370785.9
#> [33] 275510.3 275510.3 275510.3 597598.5 186698.1 597598.5 186698.1 370785.9
#> [41] 164056.7 218567.8 366803.6 275510.3 316834.7 275510.3
#>
#> $xgboost_RS_8
#> [1] 452354.0 164056.7 217018.8 462079.2 273961.3 597598.5 164056.7 365254.6
#> [9] 164056.7 217018.8 597598.5 164056.7 164056.7 365254.6 462079.2 370785.9
#> [17] 365254.6 273961.3 273961.3 273961.3 273961.3 365254.6 365254.6 164056.7
#> [25] 597598.5 365254.6 164056.7 164056.7 164056.7 164056.7 164056.7 370785.9
#> [33] 273961.3 273961.3 273961.3 597598.5 186698.1 597598.5 186698.1 370785.9
#> [41] 164056.7 217018.8 365254.6 273961.3 316834.7 273961.3
#>
#> $xgboost_RS_9
#> [1] 426509.0 140553.2 140553.2 345197.4 189764.4 300314.1 140553.2 244540.3
#> [9] 140553.2 140553.2 426509.0 140553.2 108273.1 244540.3 345197.4 290421.4
#> [17] 244540.3 189764.4 189764.4 189764.4 189764.4 244540.3 244540.3 108273.1
#> [25] 426509.0 244540.3 140553.2 140553.2 108273.1 140553.2 140553.2 164226.5
#> [33] 189764.4 189764.4 189764.4 426509.0 140553.2 426509.0 140553.2 290421.4
#> [41] 140553.2 140553.2 244540.3 189764.4 345197.4 189764.4
#>
#> $xgboost_RS_10
#> [1] 163847.75 51002.20 51002.20 107029.89 72243.28 163847.75 51002.20
#> [8] 107029.89 51002.20 51002.20 163847.75 51002.20 33266.60 107029.89
#> [15] 107029.89 72243.28 107029.89 72243.28 72243.28 72243.28 72243.28
#> [22] 107029.89 107029.89 33266.60 163847.75 107029.89 51002.20 51002.20
#> [29] 33266.60 51002.20 51002.20 72243.28 72243.28 72243.28 72243.28
#> [36] 163847.75 51002.20 163847.75 51002.20 72243.28 51002.20 51002.20
#> [43] 107029.89 72243.28 107029.89 72243.28
#>
#> $decision_tree_RS_1
#> [1] 1049571.4 309000.0 309000.0 1049571.4 395181.8 722674.2 195018.2
#> [8] 395181.8 195018.2 195018.2 722674.2 309000.0 195018.2 560642.9
#> [15] 1049571.4 722674.2 395181.8 395181.8 395181.8 560642.9 560642.9
#> [22] 395181.8 560642.9 195018.2 722674.2 560642.9 195018.2 195018.2
#> [29] 195018.2 309000.0 195018.2 560642.9 395181.8 395181.8 560642.9
#> [36] 912500.0 195018.2 722674.2 195018.2 395181.8 309000.0 309000.0
#> [43] 560642.9 395181.8 1049571.4 560642.9
#>
#> $decision_tree_RS_2
#> [1] 1049571.4 195018.2 195018.2 1049571.4 560642.9 722674.2 309000.0
#> [8] 395181.8 195018.2 195018.2 722674.2 309000.0 309000.0 395181.8
#> [15] 1049571.4 722674.2 395181.8 395181.8 395181.8 395181.8 560642.9
#> [22] 395181.8 560642.9 195018.2 722674.2 395181.8 195018.2 195018.2
#> [29] 309000.0 309000.0 309000.0 560642.9 395181.8 560642.9 395181.8
#> [36] 912500.0 195018.2 722674.2 309000.0 395181.8 309000.0 195018.2
#> [43] 560642.9 395181.8 1049571.4 560642.9
#>
#> $decision_tree_RS_3
#> [1] 1049571.4 195018.2 195018.2 1049571.4 395181.8 722674.2 195018.2
#> [8] 395181.8 195018.2 195018.2 722674.2 195018.2 309000.0 560642.9
#> [15] 1049571.4 722674.2 560642.9 395181.8 395181.8 395181.8 395181.8
#> [22] 395181.8 395181.8 195018.2 722674.2 395181.8 195018.2 309000.0
#> [29] 195018.2 195018.2 195018.2 395181.8 395181.8 560642.9 395181.8
#> [36] 912500.0 195018.2 722674.2 309000.0 395181.8 195018.2 309000.0
#> [43] 395181.8 560642.9 1049571.4 560642.9
#>
#> $decision_tree_RS_4
#> [1] 1049571.4 195018.2 195018.2 1049571.4 395181.8 722674.2 195018.2
#> [8] 560642.9 309000.0 309000.0 722674.2 195018.2 195018.2 560642.9
#> [15] 1049571.4 722674.2 560642.9 395181.8 395181.8 560642.9 560642.9
#> [22] 395181.8 395181.8 195018.2 722674.2 395181.8 309000.0 195018.2
#> [29] 195018.2 309000.0 195018.2 395181.8 395181.8 395181.8 560642.9
#> [36] 912500.0 195018.2 722674.2 195018.2 560642.9 309000.0 195018.2
#> [43] 395181.8 560642.9 1049571.4 395181.8
#>
#> $decision_tree_RS_5
#> [1] 1049571.4 195018.2 195018.2 1049571.4 560642.9 722674.2 309000.0
#> [8] 395181.8 195018.2 195018.2 722674.2 309000.0 195018.2 395181.8
#> [15] 1049571.4 722674.2 395181.8 560642.9 395181.8 395181.8 560642.9
#> [22] 395181.8 560642.9 309000.0 722674.2 395181.8 195018.2 309000.0
#> [29] 309000.0 309000.0 195018.2 395181.8 395181.8 395181.8 395181.8
#> [36] 912500.0 309000.0 722674.2 309000.0 560642.9 309000.0 309000.0
#> [43] 560642.9 560642.9 1049571.4 560642.9
#>
#> $decision_tree_RS_6
#> [1] 1049571.4 309000.0 195018.2 1049571.4 395181.8 722674.2 195018.2
#> [8] 395181.8 195018.2 195018.2 722674.2 195018.2 195018.2 560642.9
#> [15] 1049571.4 722674.2 395181.8 560642.9 395181.8 395181.8 395181.8
#> [22] 395181.8 560642.9 195018.2 722674.2 395181.8 195018.2 309000.0
#> [29] 309000.0 309000.0 195018.2 395181.8 395181.8 395181.8 560642.9
#> [36] 912500.0 195018.2 722674.2 309000.0 395181.8 195018.2 309000.0
#> [43] 395181.8 395181.8 1049571.4 395181.8
#>
#> $decision_tree_RS_7
#> [1] 1049571.4 309000.0 195018.2 1049571.4 560642.9 722674.2 195018.2
#> [8] 560642.9 195018.2 309000.0 722674.2 195018.2 195018.2 560642.9
#> [15] 1049571.4 722674.2 395181.8 395181.8 395181.8 560642.9 395181.8
#> [22] 560642.9 395181.8 309000.0 722674.2 560642.9 195018.2 195018.2
#> [29] 195018.2 195018.2 195018.2 560642.9 560642.9 395181.8 395181.8
#> [36] 912500.0 195018.2 722674.2 195018.2 560642.9 195018.2 195018.2
#> [43] 560642.9 560642.9 1049571.4 560642.9
#>
#> $decision_tree_RS_8
#> [1] 1049571.4 309000.0 195018.2 1049571.4 395181.8 722674.2 195018.2
#> [8] 395181.8 195018.2 195018.2 722674.2 195018.2 195018.2 395181.8
#> [15] 1049571.4 722674.2 560642.9 395181.8 395181.8 395181.8 395181.8
#> [22] 395181.8 560642.9 195018.2 722674.2 395181.8 309000.0 309000.0
#> [29] 195018.2 195018.2 309000.0 395181.8 560642.9 395181.8 560642.9
#> [36] 912500.0 309000.0 722674.2 195018.2 395181.8 195018.2 309000.0
#> [43] 560642.9 560642.9 1049571.4 560642.9
#>
#> $decision_tree_RS_9
#> [1] 1049571.4 309000.0 195018.2 1049571.4 395181.8 722674.2 195018.2
#> [8] 395181.8 309000.0 195018.2 722674.2 195018.2 195018.2 560642.9
#> [15] 1049571.4 722674.2 395181.8 560642.9 560642.9 395181.8 395181.8
#> [22] 395181.8 395181.8 309000.0 722674.2 395181.8 195018.2 195018.2
#> [29] 195018.2 309000.0 195018.2 560642.9 560642.9 395181.8 560642.9
#> [36] 912500.0 195018.2 722674.2 195018.2 395181.8 195018.2 195018.2
#> [43] 560642.9 560642.9 1049571.4 395181.8
#>
#> $decision_tree_RS_10
#> [1] 1049571.4 195018.2 309000.0 1049571.4 395181.8 722674.2 309000.0
#> [8] 395181.8 195018.2 195018.2 722674.2 195018.2 309000.0 395181.8
#> [15] 1049571.4 722674.2 395181.8 560642.9 560642.9 395181.8 560642.9
#> [22] 560642.9 395181.8 195018.2 722674.2 395181.8 309000.0 309000.0
#> [29] 195018.2 195018.2 309000.0 560642.9 395181.8 395181.8 560642.9
#> [36] 912500.0 309000.0 722674.2 195018.2 395181.8 195018.2 309000.0
#> [43] 395181.8 395181.8 1049571.4 395181.8
#>
#> $lightgbm_RS_1
#> [1] 593943.4 251562.2 225028.0 704192.8 295634.0 565289.9 117118.9
#> [8] 661816.5 173984.4 232505.0 1197920.4 245408.2 155916.0 430531.0
#> [15] 704192.8 255269.9 548471.7 214119.0 387379.8 383299.9 349062.7
#> [22] 639250.4 493782.3 234487.1 522579.9 537410.7 258245.8 197433.2
#> [29] 251948.9 238004.0 135363.0 389185.0 389185.0 355065.9 355065.9
#> [36] 2859077.8 224740.4 818411.8 332624.5 240434.0 311769.2 141705.4
#> [43] 430531.0 370258.8 257503.0 187964.2
#>
#> $lightgbm_RS_2
#> [1] 708227.4 191288.9 208343.4 763704.9 309768.9 613737.6 109721.2
#> [8] 624700.7 176714.7 224250.9 1013972.5 172747.7 231328.0 423478.4
#> [15] 763704.9 376900.4 590029.2 219598.6 322599.8 361474.5 302807.3
#> [22] 630140.9 499312.7 263264.3 579407.7 536757.6 181128.3 161943.1
#> [29] 270241.1 191288.9 169972.4 368415.2 368415.2 368415.2 363515.9
#> [36] 1885881.6 230020.4 856542.3 323197.4 277483.8 241432.1 164627.4
#> [43] 423478.4 322599.8 441682.2 225511.4
#>
#> $lightgbm_RS_3
#> [1] 673698.0 200819.2 206904.4 756843.5 308255.2 557293.7 112051.3
#> [8] 611360.4 178876.3 239192.4 1034830.1 190512.6 219092.4 435365.1
#> [15] 756843.5 325974.6 586875.6 214458.3 332585.2 366494.8 313859.4
#> [22] 627096.6 504108.2 261992.2 526492.2 551091.0 215931.4 190423.0
#> [29] 274753.4 200819.2 164274.8 364693.3 364693.3 364693.3 364693.3
#> [36] 2053117.2 227717.3 809633.7 336197.3 253580.8 279963.2 149559.2
#> [43] 435365.1 332585.2 380840.6 224425.2
#>
#> $lightgbm_RS_4
#> [1] 837467.5 221635.1 242342.1 786822.1 345635.5 684462.7 215198.9
#> [8] 643326.9 234704.7 232035.5 972776.0 211328.5 301544.4 426260.6
#> [15] 786822.1 495919.3 653635.5 310321.4 349665.6 345635.5 339359.0
#> [22] 620389.1 472791.0 309433.4 676241.8 523306.8 260429.6 226703.7
#> [29] 322194.6 221635.1 220555.6 377569.7 377569.7 377569.7 377569.7
#> [36] 1388727.7 235430.2 916408.5 308413.1 306947.7 263969.6 198242.2
#> [43] 426260.6 349665.6 560380.9 310321.4
#>
#> $lightgbm_RS_5
#> [1] 778229.9 385084.2 402287.3 643751.1 490335.0 742375.3 385084.2 571665.0
#> [9] 385084.2 385084.2 754884.2 385084.2 374745.3 533359.2 643751.1 603175.0
#> [17] 566765.7 469437.4 490335.0 490335.0 495234.3 571665.0 566765.7 374745.3
#> [25] 742375.3 566765.7 385084.2 385084.2 374745.3 385084.2 385084.2 495234.3
#> [33] 495234.3 495234.3 490335.0 986319.1 374745.3 754884.2 385084.2 495234.3
#> [41] 385084.2 402287.3 533359.2 490335.0 603175.0 469437.4
#>
#> $lightgbm_RS_6
#> [1] 761311.1 209011.3 207970.5 781287.7 307859.0 639103.7 141062.3
#> [8] 627511.6 190961.5 221635.9 950389.1 189839.6 253381.4 408062.8
#> [15] 781287.7 410452.3 601289.6 229680.8 313442.5 335200.5 295204.0
#> [22] 608500.4 486414.6 292773.0 610240.2 525420.6 186528.6 161682.3
#> [29] 299220.2 209011.3 174701.3 358725.9 358725.9 358725.9 358725.9
#> [36] 1670111.3 218043.9 865279.7 317952.9 267193.5 238572.8 161829.2
#> [43] 408062.8 313442.5 507112.1 235102.7
#>
#> $lightgbm_RS_7
#> [1] 761311.1 209011.3 207970.5 781287.7 307859.0 639103.7 141062.3
#> [8] 627511.6 190961.5 221635.9 950389.1 189839.6 253381.4 408062.8
#> [15] 781287.7 410452.3 601289.6 229680.8 313442.5 335200.5 295204.0
#> [22] 608500.4 486414.6 292773.0 610240.2 525420.6 186528.6 161682.3
#> [29] 299220.2 209011.3 174701.3 358725.9 358725.9 358725.9 358725.9
#> [36] 1670111.3 218043.9 865279.7 317952.9 267193.5 238572.8 161829.2
#> [43] 408062.8 313442.5 507112.1 235102.7
#>
#> $lightgbm_RS_8
#> [1] 803291.5 218415.3 248472.1 778129.7 340160.9 643369.3 201774.2
#> [8] 641849.8 218938.9 214823.2 897644.3 201969.6 288172.2 403796.4
#> [15] 778129.7 485606.6 645322.3 299819.5 343753.0 336933.7 328979.4
#> [22] 634600.5 458650.9 320108.6 644230.8 512108.5 263809.3 197764.8
#> [29] 327085.4 218415.3 205800.6 359400.0 359400.0 359400.0 354500.7
#> [36] 1404367.8 220373.4 887064.9 298548.2 296904.4 229163.0 187097.8
#> [43] 403796.4 343753.0 576653.7 296592.3
#>
#> $lightgbm_RS_9
#> [1] 778229.9 385084.2 402287.3 643751.1 490335.0 742375.3 385084.2 571665.0
#> [9] 385084.2 385084.2 754884.2 385084.2 374745.3 533359.2 643751.1 603175.0
#> [17] 566765.7 469437.4 490335.0 490335.0 495234.3 571665.0 566765.7 374745.3
#> [25] 742375.3 566765.7 385084.2 385084.2 374745.3 385084.2 385084.2 495234.3
#> [33] 495234.3 495234.3 490335.0 986319.1 374745.3 754884.2 385084.2 495234.3
#> [41] 385084.2 402287.3 533359.2 490335.0 603175.0 469437.4
#>
#> $lightgbm_RS_10
#> [1] 837467.5 221635.1 242342.1 786822.1 345635.5 684462.7 215198.9
#> [8] 643326.9 234704.7 232035.5 972776.0 211328.5 301544.4 426260.6
#> [15] 786822.1 495919.3 653635.5 310321.4 349665.6 345635.5 339359.0
#> [22] 620389.1 472791.0 309433.4 676241.8 523306.8 260429.6 226703.7
#> [29] 322194.6 221635.1 220555.6 377569.7 377569.7 377569.7 377569.7
#> [36] 1388727.7 235430.2 916408.5 308413.1 306947.7 263969.6 198242.2
#> [43] 426260.6 349665.6 560380.9 310321.4
#>
#> $ranger_bayes
#> [1] 883808.1 357646.3 342488.7 678370.1 434316.7 988377.5 318518.3 480990.9
#> [9] 321720.9 333028.8 909177.5 359983.8 306973.3 498138.4 711139.4 717590.3
#> [17] 489344.6 409023.3 445127.1 440294.4 495977.4 485579.0 512590.6 303460.4
#> [25] 771706.5 516847.9 325489.8 307275.4 301436.9 335901.4 311184.7 474840.5
#> [33] 431455.4 421081.7 425270.2 975128.1 367614.7 815982.9 366146.6 491297.3
#> [41] 328473.3 332476.9 498138.4 462710.1 779501.2 454105.5
#>
#> $xgboost_bayes
#> [1] 705548.7 299250.2 252848.3 682319.5 294562.4 638772.8 267457.0
#> [8] 558879.1 233177.5 272977.4 1139620.1 259021.1 243005.1 525752.3
#> [15] 908681.2 355873.1 469589.9 307976.5 350621.3 283477.6 480625.7
#> [22] 588061.8 653536.5 230647.7 597018.9 552706.2 203937.7 215367.1
#> [29] 168924.6 228126.1 205987.7 432455.3 336445.5 336445.5 336445.5
#> [36] 1385546.6 349792.1 802391.1 401300.3 287542.4 258021.5 246165.4
#> [43] 525752.3 470309.4 674504.4 392735.0
#>
#> $decision_tree_bayes
#> [1] 1055875.0 309000.0 195018.2 445823.5 445823.5 729436.4 195018.2
#> [8] 445823.5 309000.0 309000.0 1055875.0 195018.2 195018.2 445823.5
#> [15] 445823.5 445823.5 445823.5 445823.5 445823.5 445823.5 445823.5
#> [22] 445823.5 445823.5 195018.2 729436.4 445823.5 195018.2 309000.0
#> [29] 195018.2 195018.2 309000.0 445823.5 445823.5 445823.5 445823.5
#> [36] 912500.0 309000.0 729436.4 195018.2 445823.5 309000.0 195018.2
#> [43] 445823.5 445823.5 445823.5 445823.5
#>
#> $lightgbm_bayes
#> [1] 744194.6 187683.9 213667.4 771566.2 314858.4 628322.8 114897.9
#> [8] 613825.8 195332.0 222044.2 989409.1 175379.7 227250.9 410680.7
#> [15] 771566.2 385735.6 576572.2 224600.9 308248.2 346900.2 297064.3
#> [22] 605626.9 479245.6 270777.0 599652.8 510752.6 165644.8 160303.6
#> [29] 279268.7 187683.9 175482.1 387829.1 387829.1 387829.1 380266.2
#> [36] 1757579.5 212367.2 855068.8 316487.5 259566.8 245358.3 152404.9
#> [43] 410680.7 308248.2 492070.2 228892.7
#>