imbalanced.data.generator: Synthetic imbalanced data generator
In hyperSMURF: Hyper-Ensemble Smote Undersampled Random Forests
Description
Usage
Arguments
Value
Examples
Description
A variable number of minority and majority class examples are generated. All the features of the majority class are distributed according
to a Gaussian distribution with mean=0 and sd=1. Of the overall n.features, n.inf. features of the minority class are distributed according to a gaussian centered in 1 with standard deviation sd.
Usage
1
2
imbalanced.data.generator(n.pos=100, n.neg=2000,
n.features=10, n.inf.features=2, sd=1, seed=0)
Arguments
n.pos
number of positive (minority class) examples (def. 100)
n.neg
number of negative (majority class) examples (def. 2000)
n.features
total number of features (def. 10)
n.inf.features
number of informative features (def. 2)
sd
standard deviation of the informative features (def.1)
seed
initialization seed for the random number generator. If 0 (def) current clock time is used.
Value
A list with two elements:
data
the matrix of the synthetic data having pos+n.neg rows and n.features columns
labels
a factor with the labels of he examples: 1 for minority and 0 for majority class
Examples
1
imbalanced.data.generator(n.pos=10, n.neg=200, n.features=6, n.inf.features=2, sd=1)
Example output
Warning message:
replacing previous import 'BBmisc::isFALSE' by 'backports::isFALSE' when loading 'ParamHelpers'
$data
[,1] [,2] [,3] [,4] [,5]
[1,] 1.64142013 0.746458696 -0.09532830 -0.5865651991 -0.272277445
[2,] -0.99733357 0.364282244 -1.73034178 -1.6102755314 2.533622032
[3,] 1.47814525 1.027871643 -0.10829227 -0.4180125904 0.151649422
[4,] 1.05920467 0.110961976 -0.66466657 -0.0550719756 0.097649491
[5,] 1.23275516 3.127996614 0.25572761 0.6284659519 -0.706252845
[6,] 0.12043182 1.089054926 -0.67042419 -0.0406544633 -0.653501042
[7,] -0.04960087 0.855736207 1.78945128 0.2766594619 2.025229487
[8,] 1.92217476 -0.896964326 -0.49850725 1.0682661485 0.747311655
[9,] 1.45281249 -0.530859566 -2.41865798 -1.2454477176 1.453842333
[10,] -0.04405661 -0.264389629 1.72845000 -1.1017575027 -0.377555019
[11,] -0.99677657 -0.094296372 1.31099582 0.0847377941 0.825681662
[12,] -0.29187512 1.433444881 0.81825110 -0.8321844038 1.676733166
[13,] 0.61790098 -0.438614197 -1.68255006 2.3212908736 -1.436833199
[14,] -1.18245652 -0.233450011 -1.05187553 0.7094089945 -1.607600469
[15,] -1.60067811 -0.113656005 0.87536989 0.4575599633 -0.515953244
[16,] -0.54882407 0.600601804 0.01958170 0.4579367412 -1.528107997
[17,] -1.84064948 0.254649291 -0.44876056 0.7540548452 0.430372976
[18,] -0.74697667 0.215089304 -0.90437813 -0.2979153656 1.558408524
[19,] -0.76653662 0.109648922 0.85079701 -1.6474718830 1.959661261
[20,] 1.16107569 1.166862646 -0.98643040 -1.3644093520 0.397070399
[21,] 2.37019444 -0.319255840 -0.33524119 1.0021738450 -1.095959454
[22,] 0.89468712 0.894438324 -0.30009126 1.6801041389 1.270143867
[23,] -0.36538760 0.598426936 -0.34887898 0.9406185487 -2.918676972
[24,] 0.63778856 1.766691858 1.51590367 0.1095047509 0.266531334
[25,] 0.91511475 -1.644902265 0.60276973 1.9301522009 -0.420349460
[26,] -0.61152142 -1.545418451 1.77727065 -0.5771583966 -0.005975419
[27,] -0.89467366 -0.036260914 0.10995109 3.4635432066 0.028533508
[28,] 1.04208236 -0.456160127 0.21109905 -0.0463313706 0.042280329
[29,] -0.47547202 -0.264616170 0.51850215 0.7316062516 -1.007622847
[30,] -1.26914213 -0.107716519 0.65207414 1.9006135233 1.606234242
[31,] 1.39561465 -0.247744147 0.33544159 -0.0370309053 0.066739977
[32,] -1.11808616 -0.899845512 0.28659611 -0.4395591241 1.270203442
[33,] 0.57571060 -1.992912360 0.61824703 -0.0703858584 -0.892066567
[34,] 0.07937599 -0.860024810 0.22942453 -0.5610017687 0.176772705
[35,] -0.94893680 0.413152212 0.80102666 2.2188450103 -0.154428653
[36,] -1.87435900 0.158848474 0.21137895 0.6159880887 0.186825649
[37,] -0.50738522 0.229092819 -0.48501276 -0.9091218687 0.409931593
[38,] -0.59721371 -0.964008106 -1.31343294 -1.2260737128 -1.402931033
[39,] -0.75562874 -1.624758512 -0.99869582 -1.0536089881 0.993039503
[40,] -1.09876472 -0.432185789 0.83236680 -1.0303782286 -0.427647042
[41,] -0.01085331 -0.406405639 0.45463133 -0.4463784920 2.464812139
[42,] 0.56173769 -1.569081662 0.98595698 -1.6921663780 -0.042278755
[43,] 1.05851683 0.527539331 -1.27810713 1.6822107108 0.669853797
[44,] -0.76727297 0.591753845 0.83600738 -1.0585693229 -0.590492774
[45,] 0.72206816 -0.359563822 -1.77562108 0.1624747532 -0.412613261
[46,] -1.46653923 1.773695764 0.05035463 0.2898696197 -1.701013749
[47,] 1.09247548 0.504417126 -0.11443998 0.5036785254 1.042345630
[48,] -0.77630911 -0.735949102 0.25169053 -0.6674833526 -0.883217847
[49,] 0.01123620 -1.918683114 0.52975947 -1.5021990461 -1.755709690
[50,] 0.45910063 -0.210933286 1.69495610 0.7383917804 1.332138650
[51,] 0.74555185 -1.324077149 -0.30413722 -1.4747405922 1.338968614
[52,] -0.26151198 0.583958537 -0.14592157 -1.4608778639 -0.821490397
[53,] -0.95357855 -0.904869956 -1.82882723 -0.5485806827 -1.315444284
[54,] -0.24734054 -0.005173707 -0.16111180 0.2525091325 -0.921201629
[55,] -1.09617630 -0.180844368 -0.14133060 -0.8017992152 -0.572168159
[56,] 0.48667811 -0.287038870 0.17078087 -0.8378568816 0.915114981
[57,] -1.35838062 1.259329850 0.30759831 -0.8167880573 -1.149880135
[58,] 0.57576716 -0.676223363 -0.05997951 1.2586514988 -0.214010676
[59,] -0.19512723 0.887560483 0.76009143 0.0006109371 -1.762623313
[60,] 0.72563925 -0.515382931 0.07660755 -0.7182530180 -0.013486549
[61,] -0.88726455 -0.518558274 1.06942277 0.1815369603 -0.864133314
[62,] -0.56891685 0.698852486 1.71480823 0.2144948233 0.287437746
[63,] -0.62843950 -2.107366814 0.13597193 -1.4774811701 -1.223501583
[64,] -0.20609688 0.763030898 0.82474138 -0.7540611641 -0.510526408
[65,] -0.75174199 -1.166963155 -0.73587976 -0.5258970328 1.726038699
[66,] 0.14167440 1.849512945 0.90340848 -1.0905384317 0.757842792
[67,] 0.72518172 -2.411763312 0.03246475 1.8695481082 0.568412133
[68,] -0.14651923 1.276573308 -0.50199245 2.0893445670 -1.597595378
[69,] 0.66019181 0.284805311 0.59668159 -0.9663842349 -0.867640871
[70,] -0.78618352 -1.628238267 -0.02143948 -0.7094872040 1.087105515
[71,] 0.33260832 -1.323485172 -0.31710162 -0.0017341268 -0.071210010
[72,] -0.02263363 1.707511758 0.64447730 -0.3230372463 0.271210589
[73,] 0.83962110 0.602914205 0.90238888 1.4706543106 -0.971589478
[74,] -0.17024706 -0.155520838 -2.37654520 0.3674522344 -1.183444111
[75,] -0.08848368 0.422649869 1.52799751 0.3147324998 0.926635993
[76,] -2.18978184 -0.198315370 -1.29390246 0.1117956160 -1.000984071
[77,] -0.20321294 -0.557234344 1.04108425 0.4175800573 1.072864781
[78,] 0.56277708 0.099209644 0.04340539 0.5331651541 -0.298071925
[79,] 0.96766040 -0.323607723 -0.30308130 -1.3645895495 0.202103837
[80,] -2.14047958 -0.908416991 -0.35427136 -0.7098447917 -1.512745997
[81,] -2.01007058 0.070783168 0.07348495 0.3438656599 1.850260708
[82,] 0.54799177 0.541733432 -1.50962909 0.7475318411 0.811711516
[83,] -1.97627226 1.796934914 0.21524162 0.1416491127 0.724399916
[84,] -1.44301692 0.129222724 -0.64719293 -1.0080179472 0.722413076
[85,] 1.44920381 -0.614344515 -0.27877075 0.5487865767 0.799817675
[86,] 1.76047682 0.582162799 -1.28263502 -0.7806078995 -0.649600679
[87,] -1.20371305 0.499516819 0.02240628 -0.1338047909 -0.091632221
[88,] -0.80314676 -1.198800049 -1.15190098 -1.6865783852 -1.031327149
[89,] 0.97958553 1.390852278 -1.40843881 1.3579866937 0.425935123
[90,] 0.76210799 -0.416118303 -0.17936216 -1.1380784741 -0.388974701
[91,] -2.25109467 -0.116007179 -0.22262504 0.5924374004 -0.468295307
[92,] -0.84234570 1.734008384 -0.13391978 1.1756511972 -1.026837934
[93,] 0.52745825 0.720670518 0.42613416 -0.0865558901 -0.660179794
[94,] -0.34437107 -0.554645198 0.74760102 -0.0773050853 -0.917414910
[95,] 0.96466698 0.904779816 -0.65951334 0.6241789958 -2.407848684
[96,] 1.16475246 0.500332217 0.73288600 -0.8207948702 0.985250859
[97,] -0.41054707 0.686207196 0.83667086 0.3537485743 -0.058006633
[98,] 0.57912292 0.494146540 1.48679173 -1.6903903425 -0.273119273
[99,] -0.92353222 0.796641425 0.70275462 -0.1503419820 0.848452529
[100,] 0.63633769 -0.875643445 0.71019171 1.8789319749 0.601135314
[101,] -1.22907474 -0.459773723 0.29926760 -0.2097483893 0.073091215
[102,] -1.08743776 0.127606007 0.87214516 0.3727335418 1.167165159
[103,] 0.53305913 0.648906495 -0.80895075 0.9538341945 0.777354527
[104,] -2.42498077 0.135507311 0.25751633 1.2742336674 0.857738829
[105,] 0.05525479 1.307569397 0.05913492 1.4782006311 1.312918478
[106,] -0.43664715 -0.406968286 -0.94710507 0.0099750291 1.162421198
[107,] -0.74286941 2.114066696 -0.68495274 1.3031729694 -1.021148340
[108,] 2.87339810 0.616369785 -0.76177385 -0.2492656655 -0.131759320
[109,] 0.53994711 1.284612835 -2.51154216 0.0129001603 -0.812050643
[110,] -1.94071631 -1.286819518 1.98357283 -1.9294947172 -1.149620564
[111,] 0.43378890 0.651306009 0.75565278 -0.6300268125 -0.296496814
[112,] 1.35735064 0.060900993 -0.23947559 1.6479577497 -0.790944358
[113,] -1.39742698 0.509504254 -2.23430747 0.0239546872 0.470246304
[114,] 1.25831942 0.556026905 0.46699865 -0.7061251082 -0.832702004
[115,] -0.54220498 0.171525048 -1.17631810 1.1309680005 -0.162244808
[116,] 0.88950775 0.129707435 0.18721301 -0.5238537907 -0.423875089
[117,] 0.57923674 0.307463590 0.93543301 0.0167707279 -2.431290841
[118,] 0.59713648 0.431363809 0.22356446 1.0402541676 0.074140186
[119,] 0.39810976 1.883155396 -0.24710932 2.0512565400 0.256917998
[120,] -0.33847250 -0.610914908 -1.04153762 1.8190838882 0.107748732
[121,] -0.52726785 -0.026199932 0.19801210 1.9070740467 0.330945184
[122,] -2.20970328 -0.729011638 -0.62032668 -0.0830650141 -0.613550956
[123,] 2.01660405 0.227909699 0.09495129 -1.0461819881 -0.528208340
[124,] 0.58416229 0.810832442 -1.08092229 0.5396240607 -0.434216701
[125,] 0.81586685 -0.021745695 0.06903654 -1.1484992147 -0.426568697
[126,] -1.78930696 -0.416365282 -0.75608074 0.5400661982 0.107303198
[127,] -0.76601261 0.063411812 0.47401636 0.3792781145 -0.256220518
[128,] 1.21708819 0.272097627 1.75029922 -0.5308910445 -1.139580515
[129,] -0.52940296 -0.482413038 -0.50699787 0.5827566249 -1.916447187
[130,] 1.24519374 0.300246732 1.72000552 -1.2223711246 -0.029472933
[131,] 0.85787718 -0.559302386 -0.64146830 0.9944891952 -0.516694972
[132,] 0.91130171 -0.731226604 1.06583963 -0.4620052997 -0.142323004
[133,] -1.24994871 -0.046532138 -0.15957055 0.3812929669 0.398551902
[134,] -0.98835791 1.495700145 0.43731231 1.1422017764 -0.895196028
[135,] -0.37962275 0.516505390 2.61812094 1.1906425698 -1.008583120
[136,] 0.61826735 -0.630807571 1.51836010 1.8564013014 0.533918409
[137,] 0.04137933 0.826986033 -0.09187907 1.2499801050 0.437885615
[138,] 2.61931271 2.967475020 0.56089136 -0.4622697105 -0.125818837
[139,] 0.93175993 -0.012241822 -2.23405268 -1.3408892862 0.817958081
[140,] -1.49049598 -0.578156092 0.38455137 0.8243427429 -1.706149365
[141,] 1.77412219 1.454139102 -0.45382229 -0.2384411276 0.147950823
[142,] -0.56003390 -1.777156166 0.94168162 -0.8092344788 0.235740764
[143,] 0.74546799 0.146733036 0.49841965 -0.2940031271 0.454303693
[144,] -0.16245099 -1.923125244 1.01002992 2.1064922653 -0.693298151
[145,] 0.26793715 -0.061472796 0.71954400 -0.9760776987 0.632551524
[146,] -0.18228727 0.399000238 1.17095212 1.1591370801 -0.155527813
[147,] -2.36157906 -1.169250119 1.81565651 0.2888273154 -1.447301342
[148,] -0.97130941 0.578570995 -0.75006056 0.8788426774 0.269877909
[149,] 0.72824212 0.521809777 -0.66244429 -1.5915812320 -1.764257415
[150,] -0.82918578 1.661986127 -0.88013758 -0.6269626895 -0.614375900
[151,] 0.49080339 -1.185950918 -1.79786543 -1.5459557047 -0.253428901
[152,] -1.33130116 -2.787382783 -0.99880946 -1.2351860876 0.848115996
[153,] -0.90815034 0.530999361 0.78708717 -0.2038395520 -0.067331018
[154,] 1.13399789 -0.017811109 -0.16038995 0.3438575517 0.080211387
[155,] -0.45319777 -1.298711996 0.39773368 -0.8246658789 -0.152889784
[156,] 1.15878481 0.271252096 0.82144314 -0.2722400577 -0.751641602
[157,] -1.17541002 -0.528937827 1.52597539 0.6344647765 -1.141969458
[158,] -0.17472901 0.259177734 -0.52578378 -0.5161890091 -0.592771481
[159,] 1.31307221 0.244034669 0.08159466 0.5273276799 -0.463402822
[160,] -0.43256329 -1.416883963 0.11933022 0.6849297050 -1.639179115
[161,] 0.66527189 -0.478102450 -0.78397476 0.5265109516 -0.126554395
[162,] 0.57543110 1.193647578 -1.78244078 -1.5840328419 1.055705295
[163,] -2.00451415 -0.799324771 -0.86442922 -0.4502492434 0.474487633
[164,] 0.41927711 1.822793128 0.39358579 1.2034881901 0.679544768
[165,] -1.07963593 -0.805121771 0.51684369 1.7343857392 0.225016600
[166,] -0.06660564 0.361029374 -1.10698095 1.6120340381 -0.737923391
[167,] 0.51009924 1.057632114 0.54383116 0.1386672451 -0.377072659
[168,] -0.88861297 -0.176400253 -0.95009343 0.9082608869 -0.979707378
[169,] -1.43447827 1.142190355 0.43035704 -0.3677746425 0.299887283
[170,] -0.79395636 0.978735953 0.18642537 0.8191157387 0.972164362
[171,] -0.09741062 -0.175822853 -1.04379814 -0.0964965718 -0.880741378
[172,] -0.67703508 -1.713098954 -0.29174928 -0.0810008387 -0.140194644
[173,] 0.74776253 -0.525241837 -0.06772721 1.8111839053 -1.323333816
[174,] 0.39260396 -0.481316401 0.67138926 -0.4933500160 -1.397000137
[175,] -0.90925431 -0.265932889 1.86396367 -0.1254468903 -0.973043153
[176,] 0.86407336 0.728412026 -0.81058818 -0.6226298090 0.102888235
[177,] -0.34631378 0.292287628 0.96994098 0.0350593299 -0.604600003
[178,] 0.50069698 -2.005993149 0.98238308 -0.8263798050 0.651857506
[179,] -0.38639715 -0.021725770 0.63489827 -2.1800659811 -1.381593408
[180,] 0.64502550 -0.496087256 1.36052216 0.8357801912 0.019863797
[181,] -0.08212461 0.041062245 -0.20933863 0.3966273309 -0.094472109
[182,] 1.43428628 -1.367793804 -0.07486797 -1.9289284219 1.349313659
[183,] 0.22054246 0.192400844 -1.26243084 -0.5829721311 0.419070153
[184,] 0.57252159 -0.802148609 0.13843020 0.4344036831 -0.018696587
[185,] -0.58891297 1.103463703 -1.43582156 -1.6490414864 -1.036332768
[186,] -0.49378291 1.010386102 -1.68119425 -0.1399820407 0.625633266
[187,] 0.99564385 -0.078633580 0.14760646 1.2309273173 -0.206213996
[188,] 0.46244129 0.828531633 -0.28274479 1.1180883754 0.234472816
[189,] -1.10200424 -1.286060202 -0.17604080 0.0135922168 0.652353187
[190,] -0.46112835 -0.539136998 0.40657373 0.7996501071 0.413676521
[191,] -0.78191530 -0.583956346 0.75698176 -0.2258460690 -0.685512508
[192,] 1.32175900 -0.853417754 0.50361002 1.4105656780 1.103856896
[193,] 0.44129164 0.708264706 1.62936176 0.3489934997 1.077392285
[194,] -0.55990860 0.556818062 1.65531559 -0.3375143240 1.039425664
[195,] -1.48615246 -0.532554476 0.07630033 0.5508489519 -0.739718119
[196,] -0.90600839 -0.474987130 0.17216912 -1.9641155366 -2.008390191
[197,] -2.96506403 1.294710141 -1.12666126 -0.1538057453 -0.524893648
[198,] -0.38910719 -1.161146543 1.84974291 -0.8264552358 -0.995544679
[199,] -2.24229560 0.437707041 -2.23070673 -1.9991645558 -1.361299843
[200,] -0.66330646 0.861101955 -2.38955394 1.5591481299 -0.519900317
[201,] 1.55291708 -1.751456629 -0.18596543 -1.3921358992 -0.610760858
[202,] -1.41420233 -0.877990445 -0.76073356 -3.1112955799 1.112977952
[203,] 1.47265033 1.302952301 -0.22287512 1.2352005266 1.220011056
[204,] 0.96228827 -0.175390389 0.41039056 0.2673023822 -0.901548311
[205,] 1.24854849 -0.144634537 -0.43368359 -0.4022977637 -0.650103619
[206,] -0.27452070 -0.291527471 0.41887052 -0.0541474920 0.088735444
[207,] -0.85933452 0.445644460 0.46664866 0.3372315785 1.045243561
[208,] 0.54412967 0.533203450 0.45629678 1.3005905329 0.353551071
[209,] 0.91101401 -0.547788555 -0.55985443 0.9806290319 -0.750938438
[210,] 0.77991696 2.167973572 0.13434418 -1.6147701402 -0.031744592
[,6]
[1,] 0.617649847
[2,] -0.001476702
[3,] 0.733995360
[4,] -1.098334138
[5,] -1.358075874
[6,] 0.417055028
[7,] -0.583692056
[8,] 0.020208592
[9,] -1.003251911
[10,] 0.735188117
[11,] 0.047710963
[12,] 1.240975878
[13,] 0.556567275
[14,] -2.080639361
[15,] -0.941481274
[16,] 0.704180423
[17,] 1.570232235
[18,] 0.830801361
[19,] 0.458286699
[20,] 0.029086559
[21,] -0.555812550
[22,] 0.189597988
[23,] 0.212897245
[24,] 0.448476815
[25,] -0.520492860
[26,] 0.304138627
[27,] -0.392928372
[28,] 0.652509151
[29,] -0.326832330
[30,] -0.316615791
[31,] -1.062690030
[32,] -0.081160792
[33,] -0.026685660
[34,] -1.239968460
[35,] -0.652223228
[36,] 2.389294426
[37,] 0.242294738
[38,] -0.333764251
[39,] 0.933569650
[40,] -0.954798695
[41,] 0.725549404
[42,] -0.394278707
[43,] -0.538105516
[44,] -0.324823638
[45,] 0.070664491
[46,] -1.331851731
[47,] 1.260667539
[48,] 0.781270821
[49,] -1.261218264
[50,] 0.002185915
[51,] 0.039837549
[52,] -0.341435763
[53,] 0.235286066
[54,] 1.244923167
[55,] 1.578299269
[56,] -0.929747155
[57,] -0.073591803
[58,] -0.447459012
[59,] -0.200166193
[60,] 0.392556312
[61,] 0.815501773
[62,] 0.759179211
[63,] -0.569817915
[64,] -1.418186352
[65,] -0.024774698
[66,] 0.510270607
[67,] 0.172037310
[68,] -0.074909067
[69,] -1.052295367
[70,] 0.271705902
[71,] -0.606613269
[72,] 1.115988253
[73,] 0.378886925
[74,] -1.060312845
[75,] -0.254216509
[76,] 0.383310618
[77,] 0.062163804
[78,] -0.711050945
[79,] -0.014919546
[80,] 1.047253005
[81,] -1.678888480
[82,] -1.767514249
[83,] 0.256064053
[84,] 1.335181985
[85,] -1.697587009
[86,] 1.620608078
[87,] -1.090585427
[88,] 0.916933442
[89,] -0.046608540
[90,] 1.314605051
[91,] -0.712790811
[92,] -1.450938729
[93,] -0.289933571
[94,] 0.746003603
[95,] 0.303819373
[96,] -1.240066048
[97,] -0.253824176
[98,] -1.754441357
[99,] -1.315595711
[100,] -0.979748453
[101,] 0.459036883
[102,] 1.460140961
[103,] 0.543181791
[104,] -0.495812530
[105,] 0.669695548
[106,] 1.494375532
[107,] -1.155989429
[108,] 0.189149552
[109,] 2.047385951
[110,] 0.510628690
[111,] 2.009384774
[112,] 0.324771469
[113,] -0.349619898
[114,] -0.969355537
[115,] -0.073984493
[116,] 0.531714610
[117,] -0.096911741
[118,] -1.481746974
[119,] -1.386121929
[120,] 0.155962896
[121,] 1.348179261
[122,] 0.709347020
[123,] 0.203971624
[124,] -0.550750350
[125,] 0.425182010
[126,] -1.194195920
[127,] 2.180608134
[128,] -0.037445364
[129,] 1.737337149
[130,] -0.596756226
[131,] 2.336363906
[132,] 0.227479098
[133,] 0.990957004
[134,] 0.952090232
[135,] -0.308271260
[136,] 1.007277735
[137,] -1.749469689
[138,] -0.988392759
[139,] -0.580153575
[140,] 0.565106365
[141,] -0.146504667
[142,] -0.186475693
[143,] -0.672535994
[144,] -0.262270335
[145,] 1.586290235
[146,] 0.573973857
[147,] -1.978989786
[148,] 0.078778781
[149,] -0.392687054
[150,] 0.211897237
[151,] -0.282020260
[152,] 2.073985474
[153,] -0.611368072
[154,] -1.191541112
[155,] 0.176667706
[156,] 0.641037959
[157,] -1.309254462
[158,] 1.604857368
[159,] 0.391401406
[160,] -1.048169942
[161,] -0.366597144
[162,] -0.028499928
[163,] 0.315170453
[164,] -2.463185218
[165,] 0.489253331
[166,] -0.547334783
[167,] 0.883547106
[168,] -0.971822360
[169,] -1.786892529
[170,] 0.269187631
[171,] 0.251456614
[172,] -0.846510570
[173,] -0.761586633
[174,] -2.004888602
[175,] -1.102923667
[176,] -0.603861116
[177,] 2.135885920
[178,] 2.016662834
[179,] -2.068585548
[180,] 1.526065326
[181,] -0.933227208
[182,] 0.765975453
[183,] 0.307533585
[184,] 2.033360530
[185,] 1.056216941
[186,] -0.842509361
[187,] 0.041436278
[188,] 1.155871510
[189,] -2.396290423
[190,] -0.349101292
[191,] 0.611862324
[192,] 1.825892497
[193,] 0.044516795
[194,] -0.418916291
[195,] 0.712191494
[196,] 0.044479597
[197,] -0.290716053
[198,] -1.852390449
[199,] 0.035503095
[200,] 0.713815755
[201,] -0.207208376
[202,] 0.990674553
[203,] -0.740045337
[204,] 0.645253477
[205,] 0.097458847
[206,] 1.580288439
[207,] -0.804491485
[208,] 1.518934903
[209,] -1.427611413
[210,] 0.651318615
$labels
[1] 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[38] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[75] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[112] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[149] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[186] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Levels: 1 0
hyperSMURF documentation built on May 2, 2019, 9:20 a.m.
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Description Usage Arguments Value Examples
Description
A variable number of minority and majority class examples are generated. All the features of the majority class are distributed according to a Gaussian distribution with mean=0 and sd=1. Of the overall n.features, n.inf. features of the minority class are distributed according to a gaussian centered in 1 with standard deviation sd.
Usage
1 2 | imbalanced.data.generator(n.pos=100, n.neg=2000,
n.features=10, n.inf.features=2, sd=1, seed=0)
|
Arguments
n.pos |
number of positive (minority class) examples (def. 100) |
n.neg |
number of negative (majority class) examples (def. 2000) |
n.features |
total number of features (def. 10) |
n.inf.features |
number of informative features (def. 2) |
sd |
standard deviation of the informative features (def.1) |
seed |
initialization seed for the random number generator. If 0 (def) current clock time is used. |
Value
A list with two elements:
data |
the matrix of the synthetic data having pos+n.neg rows and n.features columns |
labels |
a factor with the labels of he examples: 1 for minority and 0 for majority class |
Examples
1 | imbalanced.data.generator(n.pos=10, n.neg=200, n.features=6, n.inf.features=2, sd=1)
|
Example output
Warning message:
replacing previous import 'BBmisc::isFALSE' by 'backports::isFALSE' when loading 'ParamHelpers'
$data
[,1] [,2] [,3] [,4] [,5]
[1,] 1.64142013 0.746458696 -0.09532830 -0.5865651991 -0.272277445
[2,] -0.99733357 0.364282244 -1.73034178 -1.6102755314 2.533622032
[3,] 1.47814525 1.027871643 -0.10829227 -0.4180125904 0.151649422
[4,] 1.05920467 0.110961976 -0.66466657 -0.0550719756 0.097649491
[5,] 1.23275516 3.127996614 0.25572761 0.6284659519 -0.706252845
[6,] 0.12043182 1.089054926 -0.67042419 -0.0406544633 -0.653501042
[7,] -0.04960087 0.855736207 1.78945128 0.2766594619 2.025229487
[8,] 1.92217476 -0.896964326 -0.49850725 1.0682661485 0.747311655
[9,] 1.45281249 -0.530859566 -2.41865798 -1.2454477176 1.453842333
[10,] -0.04405661 -0.264389629 1.72845000 -1.1017575027 -0.377555019
[11,] -0.99677657 -0.094296372 1.31099582 0.0847377941 0.825681662
[12,] -0.29187512 1.433444881 0.81825110 -0.8321844038 1.676733166
[13,] 0.61790098 -0.438614197 -1.68255006 2.3212908736 -1.436833199
[14,] -1.18245652 -0.233450011 -1.05187553 0.7094089945 -1.607600469
[15,] -1.60067811 -0.113656005 0.87536989 0.4575599633 -0.515953244
[16,] -0.54882407 0.600601804 0.01958170 0.4579367412 -1.528107997
[17,] -1.84064948 0.254649291 -0.44876056 0.7540548452 0.430372976
[18,] -0.74697667 0.215089304 -0.90437813 -0.2979153656 1.558408524
[19,] -0.76653662 0.109648922 0.85079701 -1.6474718830 1.959661261
[20,] 1.16107569 1.166862646 -0.98643040 -1.3644093520 0.397070399
[21,] 2.37019444 -0.319255840 -0.33524119 1.0021738450 -1.095959454
[22,] 0.89468712 0.894438324 -0.30009126 1.6801041389 1.270143867
[23,] -0.36538760 0.598426936 -0.34887898 0.9406185487 -2.918676972
[24,] 0.63778856 1.766691858 1.51590367 0.1095047509 0.266531334
[25,] 0.91511475 -1.644902265 0.60276973 1.9301522009 -0.420349460
[26,] -0.61152142 -1.545418451 1.77727065 -0.5771583966 -0.005975419
[27,] -0.89467366 -0.036260914 0.10995109 3.4635432066 0.028533508
[28,] 1.04208236 -0.456160127 0.21109905 -0.0463313706 0.042280329
[29,] -0.47547202 -0.264616170 0.51850215 0.7316062516 -1.007622847
[30,] -1.26914213 -0.107716519 0.65207414 1.9006135233 1.606234242
[31,] 1.39561465 -0.247744147 0.33544159 -0.0370309053 0.066739977
[32,] -1.11808616 -0.899845512 0.28659611 -0.4395591241 1.270203442
[33,] 0.57571060 -1.992912360 0.61824703 -0.0703858584 -0.892066567
[34,] 0.07937599 -0.860024810 0.22942453 -0.5610017687 0.176772705
[35,] -0.94893680 0.413152212 0.80102666 2.2188450103 -0.154428653
[36,] -1.87435900 0.158848474 0.21137895 0.6159880887 0.186825649
[37,] -0.50738522 0.229092819 -0.48501276 -0.9091218687 0.409931593
[38,] -0.59721371 -0.964008106 -1.31343294 -1.2260737128 -1.402931033
[39,] -0.75562874 -1.624758512 -0.99869582 -1.0536089881 0.993039503
[40,] -1.09876472 -0.432185789 0.83236680 -1.0303782286 -0.427647042
[41,] -0.01085331 -0.406405639 0.45463133 -0.4463784920 2.464812139
[42,] 0.56173769 -1.569081662 0.98595698 -1.6921663780 -0.042278755
[43,] 1.05851683 0.527539331 -1.27810713 1.6822107108 0.669853797
[44,] -0.76727297 0.591753845 0.83600738 -1.0585693229 -0.590492774
[45,] 0.72206816 -0.359563822 -1.77562108 0.1624747532 -0.412613261
[46,] -1.46653923 1.773695764 0.05035463 0.2898696197 -1.701013749
[47,] 1.09247548 0.504417126 -0.11443998 0.5036785254 1.042345630
[48,] -0.77630911 -0.735949102 0.25169053 -0.6674833526 -0.883217847
[49,] 0.01123620 -1.918683114 0.52975947 -1.5021990461 -1.755709690
[50,] 0.45910063 -0.210933286 1.69495610 0.7383917804 1.332138650
[51,] 0.74555185 -1.324077149 -0.30413722 -1.4747405922 1.338968614
[52,] -0.26151198 0.583958537 -0.14592157 -1.4608778639 -0.821490397
[53,] -0.95357855 -0.904869956 -1.82882723 -0.5485806827 -1.315444284
[54,] -0.24734054 -0.005173707 -0.16111180 0.2525091325 -0.921201629
[55,] -1.09617630 -0.180844368 -0.14133060 -0.8017992152 -0.572168159
[56,] 0.48667811 -0.287038870 0.17078087 -0.8378568816 0.915114981
[57,] -1.35838062 1.259329850 0.30759831 -0.8167880573 -1.149880135
[58,] 0.57576716 -0.676223363 -0.05997951 1.2586514988 -0.214010676
[59,] -0.19512723 0.887560483 0.76009143 0.0006109371 -1.762623313
[60,] 0.72563925 -0.515382931 0.07660755 -0.7182530180 -0.013486549
[61,] -0.88726455 -0.518558274 1.06942277 0.1815369603 -0.864133314
[62,] -0.56891685 0.698852486 1.71480823 0.2144948233 0.287437746
[63,] -0.62843950 -2.107366814 0.13597193 -1.4774811701 -1.223501583
[64,] -0.20609688 0.763030898 0.82474138 -0.7540611641 -0.510526408
[65,] -0.75174199 -1.166963155 -0.73587976 -0.5258970328 1.726038699
[66,] 0.14167440 1.849512945 0.90340848 -1.0905384317 0.757842792
[67,] 0.72518172 -2.411763312 0.03246475 1.8695481082 0.568412133
[68,] -0.14651923 1.276573308 -0.50199245 2.0893445670 -1.597595378
[69,] 0.66019181 0.284805311 0.59668159 -0.9663842349 -0.867640871
[70,] -0.78618352 -1.628238267 -0.02143948 -0.7094872040 1.087105515
[71,] 0.33260832 -1.323485172 -0.31710162 -0.0017341268 -0.071210010
[72,] -0.02263363 1.707511758 0.64447730 -0.3230372463 0.271210589
[73,] 0.83962110 0.602914205 0.90238888 1.4706543106 -0.971589478
[74,] -0.17024706 -0.155520838 -2.37654520 0.3674522344 -1.183444111
[75,] -0.08848368 0.422649869 1.52799751 0.3147324998 0.926635993
[76,] -2.18978184 -0.198315370 -1.29390246 0.1117956160 -1.000984071
[77,] -0.20321294 -0.557234344 1.04108425 0.4175800573 1.072864781
[78,] 0.56277708 0.099209644 0.04340539 0.5331651541 -0.298071925
[79,] 0.96766040 -0.323607723 -0.30308130 -1.3645895495 0.202103837
[80,] -2.14047958 -0.908416991 -0.35427136 -0.7098447917 -1.512745997
[81,] -2.01007058 0.070783168 0.07348495 0.3438656599 1.850260708
[82,] 0.54799177 0.541733432 -1.50962909 0.7475318411 0.811711516
[83,] -1.97627226 1.796934914 0.21524162 0.1416491127 0.724399916
[84,] -1.44301692 0.129222724 -0.64719293 -1.0080179472 0.722413076
[85,] 1.44920381 -0.614344515 -0.27877075 0.5487865767 0.799817675
[86,] 1.76047682 0.582162799 -1.28263502 -0.7806078995 -0.649600679
[87,] -1.20371305 0.499516819 0.02240628 -0.1338047909 -0.091632221
[88,] -0.80314676 -1.198800049 -1.15190098 -1.6865783852 -1.031327149
[89,] 0.97958553 1.390852278 -1.40843881 1.3579866937 0.425935123
[90,] 0.76210799 -0.416118303 -0.17936216 -1.1380784741 -0.388974701
[91,] -2.25109467 -0.116007179 -0.22262504 0.5924374004 -0.468295307
[92,] -0.84234570 1.734008384 -0.13391978 1.1756511972 -1.026837934
[93,] 0.52745825 0.720670518 0.42613416 -0.0865558901 -0.660179794
[94,] -0.34437107 -0.554645198 0.74760102 -0.0773050853 -0.917414910
[95,] 0.96466698 0.904779816 -0.65951334 0.6241789958 -2.407848684
[96,] 1.16475246 0.500332217 0.73288600 -0.8207948702 0.985250859
[97,] -0.41054707 0.686207196 0.83667086 0.3537485743 -0.058006633
[98,] 0.57912292 0.494146540 1.48679173 -1.6903903425 -0.273119273
[99,] -0.92353222 0.796641425 0.70275462 -0.1503419820 0.848452529
[100,] 0.63633769 -0.875643445 0.71019171 1.8789319749 0.601135314
[101,] -1.22907474 -0.459773723 0.29926760 -0.2097483893 0.073091215
[102,] -1.08743776 0.127606007 0.87214516 0.3727335418 1.167165159
[103,] 0.53305913 0.648906495 -0.80895075 0.9538341945 0.777354527
[104,] -2.42498077 0.135507311 0.25751633 1.2742336674 0.857738829
[105,] 0.05525479 1.307569397 0.05913492 1.4782006311 1.312918478
[106,] -0.43664715 -0.406968286 -0.94710507 0.0099750291 1.162421198
[107,] -0.74286941 2.114066696 -0.68495274 1.3031729694 -1.021148340
[108,] 2.87339810 0.616369785 -0.76177385 -0.2492656655 -0.131759320
[109,] 0.53994711 1.284612835 -2.51154216 0.0129001603 -0.812050643
[110,] -1.94071631 -1.286819518 1.98357283 -1.9294947172 -1.149620564
[111,] 0.43378890 0.651306009 0.75565278 -0.6300268125 -0.296496814
[112,] 1.35735064 0.060900993 -0.23947559 1.6479577497 -0.790944358
[113,] -1.39742698 0.509504254 -2.23430747 0.0239546872 0.470246304
[114,] 1.25831942 0.556026905 0.46699865 -0.7061251082 -0.832702004
[115,] -0.54220498 0.171525048 -1.17631810 1.1309680005 -0.162244808
[116,] 0.88950775 0.129707435 0.18721301 -0.5238537907 -0.423875089
[117,] 0.57923674 0.307463590 0.93543301 0.0167707279 -2.431290841
[118,] 0.59713648 0.431363809 0.22356446 1.0402541676 0.074140186
[119,] 0.39810976 1.883155396 -0.24710932 2.0512565400 0.256917998
[120,] -0.33847250 -0.610914908 -1.04153762 1.8190838882 0.107748732
[121,] -0.52726785 -0.026199932 0.19801210 1.9070740467 0.330945184
[122,] -2.20970328 -0.729011638 -0.62032668 -0.0830650141 -0.613550956
[123,] 2.01660405 0.227909699 0.09495129 -1.0461819881 -0.528208340
[124,] 0.58416229 0.810832442 -1.08092229 0.5396240607 -0.434216701
[125,] 0.81586685 -0.021745695 0.06903654 -1.1484992147 -0.426568697
[126,] -1.78930696 -0.416365282 -0.75608074 0.5400661982 0.107303198
[127,] -0.76601261 0.063411812 0.47401636 0.3792781145 -0.256220518
[128,] 1.21708819 0.272097627 1.75029922 -0.5308910445 -1.139580515
[129,] -0.52940296 -0.482413038 -0.50699787 0.5827566249 -1.916447187
[130,] 1.24519374 0.300246732 1.72000552 -1.2223711246 -0.029472933
[131,] 0.85787718 -0.559302386 -0.64146830 0.9944891952 -0.516694972
[132,] 0.91130171 -0.731226604 1.06583963 -0.4620052997 -0.142323004
[133,] -1.24994871 -0.046532138 -0.15957055 0.3812929669 0.398551902
[134,] -0.98835791 1.495700145 0.43731231 1.1422017764 -0.895196028
[135,] -0.37962275 0.516505390 2.61812094 1.1906425698 -1.008583120
[136,] 0.61826735 -0.630807571 1.51836010 1.8564013014 0.533918409
[137,] 0.04137933 0.826986033 -0.09187907 1.2499801050 0.437885615
[138,] 2.61931271 2.967475020 0.56089136 -0.4622697105 -0.125818837
[139,] 0.93175993 -0.012241822 -2.23405268 -1.3408892862 0.817958081
[140,] -1.49049598 -0.578156092 0.38455137 0.8243427429 -1.706149365
[141,] 1.77412219 1.454139102 -0.45382229 -0.2384411276 0.147950823
[142,] -0.56003390 -1.777156166 0.94168162 -0.8092344788 0.235740764
[143,] 0.74546799 0.146733036 0.49841965 -0.2940031271 0.454303693
[144,] -0.16245099 -1.923125244 1.01002992 2.1064922653 -0.693298151
[145,] 0.26793715 -0.061472796 0.71954400 -0.9760776987 0.632551524
[146,] -0.18228727 0.399000238 1.17095212 1.1591370801 -0.155527813
[147,] -2.36157906 -1.169250119 1.81565651 0.2888273154 -1.447301342
[148,] -0.97130941 0.578570995 -0.75006056 0.8788426774 0.269877909
[149,] 0.72824212 0.521809777 -0.66244429 -1.5915812320 -1.764257415
[150,] -0.82918578 1.661986127 -0.88013758 -0.6269626895 -0.614375900
[151,] 0.49080339 -1.185950918 -1.79786543 -1.5459557047 -0.253428901
[152,] -1.33130116 -2.787382783 -0.99880946 -1.2351860876 0.848115996
[153,] -0.90815034 0.530999361 0.78708717 -0.2038395520 -0.067331018
[154,] 1.13399789 -0.017811109 -0.16038995 0.3438575517 0.080211387
[155,] -0.45319777 -1.298711996 0.39773368 -0.8246658789 -0.152889784
[156,] 1.15878481 0.271252096 0.82144314 -0.2722400577 -0.751641602
[157,] -1.17541002 -0.528937827 1.52597539 0.6344647765 -1.141969458
[158,] -0.17472901 0.259177734 -0.52578378 -0.5161890091 -0.592771481
[159,] 1.31307221 0.244034669 0.08159466 0.5273276799 -0.463402822
[160,] -0.43256329 -1.416883963 0.11933022 0.6849297050 -1.639179115
[161,] 0.66527189 -0.478102450 -0.78397476 0.5265109516 -0.126554395
[162,] 0.57543110 1.193647578 -1.78244078 -1.5840328419 1.055705295
[163,] -2.00451415 -0.799324771 -0.86442922 -0.4502492434 0.474487633
[164,] 0.41927711 1.822793128 0.39358579 1.2034881901 0.679544768
[165,] -1.07963593 -0.805121771 0.51684369 1.7343857392 0.225016600
[166,] -0.06660564 0.361029374 -1.10698095 1.6120340381 -0.737923391
[167,] 0.51009924 1.057632114 0.54383116 0.1386672451 -0.377072659
[168,] -0.88861297 -0.176400253 -0.95009343 0.9082608869 -0.979707378
[169,] -1.43447827 1.142190355 0.43035704 -0.3677746425 0.299887283
[170,] -0.79395636 0.978735953 0.18642537 0.8191157387 0.972164362
[171,] -0.09741062 -0.175822853 -1.04379814 -0.0964965718 -0.880741378
[172,] -0.67703508 -1.713098954 -0.29174928 -0.0810008387 -0.140194644
[173,] 0.74776253 -0.525241837 -0.06772721 1.8111839053 -1.323333816
[174,] 0.39260396 -0.481316401 0.67138926 -0.4933500160 -1.397000137
[175,] -0.90925431 -0.265932889 1.86396367 -0.1254468903 -0.973043153
[176,] 0.86407336 0.728412026 -0.81058818 -0.6226298090 0.102888235
[177,] -0.34631378 0.292287628 0.96994098 0.0350593299 -0.604600003
[178,] 0.50069698 -2.005993149 0.98238308 -0.8263798050 0.651857506
[179,] -0.38639715 -0.021725770 0.63489827 -2.1800659811 -1.381593408
[180,] 0.64502550 -0.496087256 1.36052216 0.8357801912 0.019863797
[181,] -0.08212461 0.041062245 -0.20933863 0.3966273309 -0.094472109
[182,] 1.43428628 -1.367793804 -0.07486797 -1.9289284219 1.349313659
[183,] 0.22054246 0.192400844 -1.26243084 -0.5829721311 0.419070153
[184,] 0.57252159 -0.802148609 0.13843020 0.4344036831 -0.018696587
[185,] -0.58891297 1.103463703 -1.43582156 -1.6490414864 -1.036332768
[186,] -0.49378291 1.010386102 -1.68119425 -0.1399820407 0.625633266
[187,] 0.99564385 -0.078633580 0.14760646 1.2309273173 -0.206213996
[188,] 0.46244129 0.828531633 -0.28274479 1.1180883754 0.234472816
[189,] -1.10200424 -1.286060202 -0.17604080 0.0135922168 0.652353187
[190,] -0.46112835 -0.539136998 0.40657373 0.7996501071 0.413676521
[191,] -0.78191530 -0.583956346 0.75698176 -0.2258460690 -0.685512508
[192,] 1.32175900 -0.853417754 0.50361002 1.4105656780 1.103856896
[193,] 0.44129164 0.708264706 1.62936176 0.3489934997 1.077392285
[194,] -0.55990860 0.556818062 1.65531559 -0.3375143240 1.039425664
[195,] -1.48615246 -0.532554476 0.07630033 0.5508489519 -0.739718119
[196,] -0.90600839 -0.474987130 0.17216912 -1.9641155366 -2.008390191
[197,] -2.96506403 1.294710141 -1.12666126 -0.1538057453 -0.524893648
[198,] -0.38910719 -1.161146543 1.84974291 -0.8264552358 -0.995544679
[199,] -2.24229560 0.437707041 -2.23070673 -1.9991645558 -1.361299843
[200,] -0.66330646 0.861101955 -2.38955394 1.5591481299 -0.519900317
[201,] 1.55291708 -1.751456629 -0.18596543 -1.3921358992 -0.610760858
[202,] -1.41420233 -0.877990445 -0.76073356 -3.1112955799 1.112977952
[203,] 1.47265033 1.302952301 -0.22287512 1.2352005266 1.220011056
[204,] 0.96228827 -0.175390389 0.41039056 0.2673023822 -0.901548311
[205,] 1.24854849 -0.144634537 -0.43368359 -0.4022977637 -0.650103619
[206,] -0.27452070 -0.291527471 0.41887052 -0.0541474920 0.088735444
[207,] -0.85933452 0.445644460 0.46664866 0.3372315785 1.045243561
[208,] 0.54412967 0.533203450 0.45629678 1.3005905329 0.353551071
[209,] 0.91101401 -0.547788555 -0.55985443 0.9806290319 -0.750938438
[210,] 0.77991696 2.167973572 0.13434418 -1.6147701402 -0.031744592
[,6]
[1,] 0.617649847
[2,] -0.001476702
[3,] 0.733995360
[4,] -1.098334138
[5,] -1.358075874
[6,] 0.417055028
[7,] -0.583692056
[8,] 0.020208592
[9,] -1.003251911
[10,] 0.735188117
[11,] 0.047710963
[12,] 1.240975878
[13,] 0.556567275
[14,] -2.080639361
[15,] -0.941481274
[16,] 0.704180423
[17,] 1.570232235
[18,] 0.830801361
[19,] 0.458286699
[20,] 0.029086559
[21,] -0.555812550
[22,] 0.189597988
[23,] 0.212897245
[24,] 0.448476815
[25,] -0.520492860
[26,] 0.304138627
[27,] -0.392928372
[28,] 0.652509151
[29,] -0.326832330
[30,] -0.316615791
[31,] -1.062690030
[32,] -0.081160792
[33,] -0.026685660
[34,] -1.239968460
[35,] -0.652223228
[36,] 2.389294426
[37,] 0.242294738
[38,] -0.333764251
[39,] 0.933569650
[40,] -0.954798695
[41,] 0.725549404
[42,] -0.394278707
[43,] -0.538105516
[44,] -0.324823638
[45,] 0.070664491
[46,] -1.331851731
[47,] 1.260667539
[48,] 0.781270821
[49,] -1.261218264
[50,] 0.002185915
[51,] 0.039837549
[52,] -0.341435763
[53,] 0.235286066
[54,] 1.244923167
[55,] 1.578299269
[56,] -0.929747155
[57,] -0.073591803
[58,] -0.447459012
[59,] -0.200166193
[60,] 0.392556312
[61,] 0.815501773
[62,] 0.759179211
[63,] -0.569817915
[64,] -1.418186352
[65,] -0.024774698
[66,] 0.510270607
[67,] 0.172037310
[68,] -0.074909067
[69,] -1.052295367
[70,] 0.271705902
[71,] -0.606613269
[72,] 1.115988253
[73,] 0.378886925
[74,] -1.060312845
[75,] -0.254216509
[76,] 0.383310618
[77,] 0.062163804
[78,] -0.711050945
[79,] -0.014919546
[80,] 1.047253005
[81,] -1.678888480
[82,] -1.767514249
[83,] 0.256064053
[84,] 1.335181985
[85,] -1.697587009
[86,] 1.620608078
[87,] -1.090585427
[88,] 0.916933442
[89,] -0.046608540
[90,] 1.314605051
[91,] -0.712790811
[92,] -1.450938729
[93,] -0.289933571
[94,] 0.746003603
[95,] 0.303819373
[96,] -1.240066048
[97,] -0.253824176
[98,] -1.754441357
[99,] -1.315595711
[100,] -0.979748453
[101,] 0.459036883
[102,] 1.460140961
[103,] 0.543181791
[104,] -0.495812530
[105,] 0.669695548
[106,] 1.494375532
[107,] -1.155989429
[108,] 0.189149552
[109,] 2.047385951
[110,] 0.510628690
[111,] 2.009384774
[112,] 0.324771469
[113,] -0.349619898
[114,] -0.969355537
[115,] -0.073984493
[116,] 0.531714610
[117,] -0.096911741
[118,] -1.481746974
[119,] -1.386121929
[120,] 0.155962896
[121,] 1.348179261
[122,] 0.709347020
[123,] 0.203971624
[124,] -0.550750350
[125,] 0.425182010
[126,] -1.194195920
[127,] 2.180608134
[128,] -0.037445364
[129,] 1.737337149
[130,] -0.596756226
[131,] 2.336363906
[132,] 0.227479098
[133,] 0.990957004
[134,] 0.952090232
[135,] -0.308271260
[136,] 1.007277735
[137,] -1.749469689
[138,] -0.988392759
[139,] -0.580153575
[140,] 0.565106365
[141,] -0.146504667
[142,] -0.186475693
[143,] -0.672535994
[144,] -0.262270335
[145,] 1.586290235
[146,] 0.573973857
[147,] -1.978989786
[148,] 0.078778781
[149,] -0.392687054
[150,] 0.211897237
[151,] -0.282020260
[152,] 2.073985474
[153,] -0.611368072
[154,] -1.191541112
[155,] 0.176667706
[156,] 0.641037959
[157,] -1.309254462
[158,] 1.604857368
[159,] 0.391401406
[160,] -1.048169942
[161,] -0.366597144
[162,] -0.028499928
[163,] 0.315170453
[164,] -2.463185218
[165,] 0.489253331
[166,] -0.547334783
[167,] 0.883547106
[168,] -0.971822360
[169,] -1.786892529
[170,] 0.269187631
[171,] 0.251456614
[172,] -0.846510570
[173,] -0.761586633
[174,] -2.004888602
[175,] -1.102923667
[176,] -0.603861116
[177,] 2.135885920
[178,] 2.016662834
[179,] -2.068585548
[180,] 1.526065326
[181,] -0.933227208
[182,] 0.765975453
[183,] 0.307533585
[184,] 2.033360530
[185,] 1.056216941
[186,] -0.842509361
[187,] 0.041436278
[188,] 1.155871510
[189,] -2.396290423
[190,] -0.349101292
[191,] 0.611862324
[192,] 1.825892497
[193,] 0.044516795
[194,] -0.418916291
[195,] 0.712191494
[196,] 0.044479597
[197,] -0.290716053
[198,] -1.852390449
[199,] 0.035503095
[200,] 0.713815755
[201,] -0.207208376
[202,] 0.990674553
[203,] -0.740045337
[204,] 0.645253477
[205,] 0.097458847
[206,] 1.580288439
[207,] -0.804491485
[208,] 1.518934903
[209,] -1.427611413
[210,] 0.651318615
$labels
[1] 1 1 1 1 1 1 1 1 1 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[38] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[75] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[112] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[149] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
[186] 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0
Levels: 1 0
R Package Documentation
Browse R Packages
We want your feedback!
Note that we can't provide technical support on individual packages. You should contact the package authors for that.
Embedding an R snippet on your website
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.