Generate three clusters of data points with optional noise.
Source:R/clustering.R
three_clust_diff_dist.RdThis function generates three clusters of data points along with optional noise.
Arguments
- n
Total number of data points to generate, should be a multiple of three.
- num_dims
Number of dimensions for each data point.
- num_noise
Number of additional noise dimensions to add to the data.
- min_n
Minimum value for the noise added to the data.
- max_n
Maximum value for the noise added to the data.
Examples
set.seed(20240412)
three_clust_diff_dist(
n = 150, num_dims = 7, num_noise = 4, min_n = -0.05,
max_n = 0.05
)
#> [,1] [,2] [,3] [,4] [,5]
#> [1,] 1.31776542 2.518759e+00 -1.85375269 -1.26478804 0.3742474090
#> [2,] -0.64215864 2.415200e-01 1.22846119 1.42112767 -0.7094525428
#> [3,] -1.29205633 1.087724e+00 0.19619270 -3.25512761 -2.6980107273
#> [4,] 1.28481192 -6.058001e-01 -0.24347578 0.03920695 0.6070894325
#> [5,] 0.37750101 1.149371e+00 2.80074196 -0.78693252 -1.0740123669
#> [6,] -0.15414403 -3.117244e-01 -1.10634541 -1.05129798 -0.2766678320
#> [7,] -1.53212609 1.757253e-01 0.89436126 -0.13062107 -0.8740353806
#> [8,] 0.39068303 -1.440703e+00 0.80430281 -0.21874566 -0.7786403967
#> [9,] -0.46446764 -1.000813e+00 -0.05941675 -0.66099202 -0.1163250336
#> [10,] 2.97923939 -1.098109e-01 0.47995348 0.60480246 0.3480936761
#> [11,] 0.36208825 2.311786e-01 -1.02815347 0.40659882 0.1768020291
#> [12,] -0.02178079 5.401011e-01 0.87531808 0.54813103 0.3456633048
#> [13,] 0.25381815 1.871959e-01 -1.21891581 0.98715260 -0.0328435813
#> [14,] -0.07235334 -3.588870e-01 0.13951356 1.61994869 0.8429954414
#> [15,] -0.50962033 -1.258695e+00 -0.82867179 -0.41511572 -0.6572750459
#> [16,] 0.38011146 5.017002e-01 0.16256823 0.46588014 1.8879919733
#> [17,] -0.31163667 1.570077e+00 0.67729261 0.09399589 0.9822722288
#> [18,] 0.34093740 5.695432e-01 1.05389569 0.16045935 0.4770100225
#> [19,] 0.40795937 8.080527e-01 1.01222747 -1.50224119 -1.3184811640
#> [20,] 0.98013776 6.601062e-01 1.68562886 1.07995819 0.1119199568
#> [21,] 1.33750733 -4.969000e-01 -0.05649640 -2.68578408 0.1662179123
#> [22,] -0.99702040 -3.481735e-01 -1.13134545 -0.40615679 -1.5246710544
#> [23,] -0.15122674 8.292891e-01 -0.43845544 1.38809682 1.0049624937
#> [24,] -1.32763833 2.906811e-01 1.80682282 -0.36760678 -0.1874665552
#> [25,] 0.34765139 1.170144e+00 0.06960019 -0.12698011 -1.4586827245
#> [26,] 0.37224577 -1.269298e+00 -0.03660224 0.01806813 -1.6045039864
#> [27,] 0.11038148 2.736923e-01 0.17516878 -1.00866677 -0.3164936390
#> [28,] 0.13569629 8.033855e-02 1.14691373 -0.04426141 0.0762963957
#> [29,] -0.87850811 1.317551e+00 -1.16623130 -0.39525897 -0.2365843199
#> [30,] 1.25457960 4.646965e-01 -0.36329571 -0.01764468 -0.1798278646
#> [31,] -0.19569676 8.047572e-01 -1.71681432 0.86710798 0.0861116234
#> [32,] -0.89547223 -1.409614e+00 0.58941725 1.01339748 -0.5646681601
#> [33,] 0.36261837 8.251067e-02 -0.18806377 0.06035644 -0.9361258474
#> [34,] 0.66789796 3.281640e-01 1.06077068 -1.47305103 0.2277917159
#> [35,] 0.27089658 1.422732e-01 -0.56004944 -1.86998429 -0.1778697963
#> [36,] -0.42460261 -8.191148e-01 2.26132992 -1.10338833 0.6954385209
#> [37,] -0.21678152 -5.732680e-01 1.64106216 -0.80004882 0.7044163235
#> [38,] 1.00030819 -3.528816e-01 -0.10110520 -1.53002929 -1.5376298701
#> [39,] 0.54672259 1.950913e+00 0.95273404 -0.81126146 0.1117561164
#> [40,] -0.87667248 1.657808e+00 1.08345957 -0.50958487 1.8207524374
#> [41,] -0.63083642 -8.457127e-01 -1.10921339 -0.24610479 -0.7065635329
#> [42,] -1.24992306 -8.924483e-01 -1.06290240 1.10981918 1.6248401399
#> [43,] 1.90618125 1.004218e+00 -0.60235762 -0.13545753 -0.3091883899
#> [44,] 1.26734149 -4.222816e-01 0.08723732 0.15344166 0.9820494324
#> [45,] -1.26698095 -8.881600e-01 -0.91298464 0.48944414 -0.2720288435
#> [46,] 0.80728113 -5.185633e-01 -2.88099249 -1.40087570 1.7813951155
#> [47,] -0.17772803 -2.804738e-01 -0.14787024 0.27864422 0.5329313378
#> [48,] 1.09853842 -1.165127e+00 -0.75016680 -0.86039010 0.5723157398
#> [49,] 0.32993219 -5.329412e-01 -0.46940140 -0.10218612 0.1296947477
#> [50,] 0.70586598 1.271920e+00 1.90291080 0.98326380 -1.5310246290
#> [51,] 9.18409764 -3.568029e-01 1.06960190 0.99075162 0.9577609963
#> [52,] 9.14090037 -7.514903e-01 -0.74231963 -1.14624391 0.3252229615
#> [53,] 8.84994945 -6.732295e-01 -1.08058524 0.78760273 -0.0678428576
#> [54,] 10.91731904 1.776775e+00 -0.47290249 0.38774472 0.6913809719
#> [55,] 10.73101557 6.430436e-01 0.09612179 -0.73466187 -0.5637098676
#> [56,] 11.26106838 -1.400956e-01 -0.93495145 0.92920848 -1.0279571113
#> [57,] 9.06170351 1.525287e+00 1.06221428 0.25790760 -0.1894826617
#> [58,] 11.49351734 6.051725e-01 -1.62756968 -0.23601985 0.5642801869
#> [59,] 9.41201151 1.615340e+00 -1.08496242 0.36500145 0.4486977171
#> [60,] 8.35822094 -6.437751e-01 -0.09128764 -0.63030432 1.3986649687
#> [61,] 10.20328578 -2.419653e+00 -0.85941315 0.59074187 -0.8837868527
#> [62,] 10.63091669 1.630073e-01 -1.11356064 -0.12328239 0.9663841764
#> [63,] 8.21326080 -1.014585e+00 -0.23126989 -0.04125274 -1.1924407387
#> [64,] 10.10707481 6.163477e-01 -0.77767403 -1.75527616 -0.2105711704
#> [65,] 8.48158503 -4.308625e-03 -0.69663200 1.31925111 0.0009358841
#> [66,] 10.79505423 -6.347211e-01 0.12907914 -0.03462962 -0.4941604747
#> [67,] 8.64400551 -2.104941e+00 -0.29477063 -0.06347348 0.6655462871
#> [68,] 11.30196363 5.096046e-01 0.52017540 2.83883124 -0.0531421842
#> [69,] 9.50016902 6.609159e-01 -0.13348941 -0.46264207 -2.4961099700
#> [70,] 9.82600847 5.499856e-02 -0.50680048 1.15801659 -0.2669197209
#> [71,] 8.96937563 -6.176911e-01 -0.67046573 -0.54615670 -1.2240962028
#> [72,] 9.62103777 1.127895e+00 0.64019608 -0.91259786 1.0450283491
#> [73,] 10.88339398 -1.341959e+00 -0.49318492 1.24155111 -0.7315958295
#> [74,] 10.32975938 8.615079e-01 1.71891939 -1.24182669 -0.1923923478
#> [75,] 8.88612791 1.017134e+00 -1.45871520 0.37291896 0.5589554187
#> [76,] 8.83693374 8.547226e-02 -0.26015390 -0.54903289 0.3440633341
#> [77,] 9.72982975 2.782857e-01 -0.46239084 1.23962998 -0.6151790883
#> [78,] 9.88924460 5.755904e-01 -0.83088338 1.08112593 2.1188470158
#> [79,] 9.83274327 -1.574677e+00 -0.58612260 -2.05287050 1.1264190543
#> [80,] 12.61687313 2.597974e+00 1.00729041 -0.97559678 0.1259205617
#> [81,] 9.75101732 -3.990989e-01 -1.70102570 0.69410665 0.9879903361
#> [82,] 11.28296252 -4.220198e-01 -0.76609835 -0.72483790 -1.1463377392
#> [83,] 9.85685332 -2.072662e+00 0.54730413 0.54391142 -0.0365983249
#> [84,] 10.20371593 1.812266e-01 -1.40699610 0.13228204 -1.2936261616
#> [85,] 10.11989067 6.447639e-01 1.89822210 -0.69795674 0.3840011799
#> [86,] 8.90337525 -1.432477e+00 0.93033721 0.09610427 1.9132326731
#> [87,] 9.39057379 5.214822e-01 1.80585662 0.41859006 0.1723712919
#> [88,] 11.07792551 -6.197096e-01 0.55811928 -0.14041617 -0.9780641500
#> [89,] 10.14578287 9.158488e-01 0.39793331 -1.24367806 -1.4332648175
#> [90,] 9.74271493 8.910413e-01 0.72572200 0.62579125 -0.4286249220
#> [91,] 10.29303095 3.901533e-01 1.50586513 -0.72937741 0.4372471487
#> [92,] 10.20883406 -5.682941e-01 0.15040459 -1.50293132 -0.8023827994
#> [93,] 8.59998860 -1.211355e+00 -0.31862273 -1.97645703 -1.5052685199
#> [94,] 9.85841932 -6.783993e-01 -1.34953487 -1.15160617 0.1750359599
#> [95,] 9.62338584 -5.229855e-01 1.51622384 1.16446132 -0.8355854632
#> [96,] 9.94356798 1.315725e+00 0.11599080 0.04254069 1.1089939192
#> [97,] 10.62739951 -1.591715e+00 0.14945202 -0.26853925 -2.0982864312
#> [98,] 10.48132049 1.382210e+00 -0.85817223 0.23202649 0.3086705127
#> [99,] 11.02637067 2.180603e-01 -0.85882555 -0.71517839 0.3208197103
#> [100,] 10.99137620 -3.857370e-01 -0.29017795 0.48558076 -0.3965175012
#> [101,] 50.69663813 -1.710523e+00 -0.35470760 1.22187360 0.6634110908
#> [102,] 51.58753482 2.255251e-01 -0.31016750 -0.29219493 -0.2285120407
#> [103,] 50.79599173 -5.453890e-01 0.10296669 -0.05381596 -0.3556388089
#> [104,] 50.20641936 1.382573e+00 -0.02581438 1.14936904 0.7116233387
#> [105,] 50.02519359 -1.699227e+00 -0.58947499 0.65947365 -1.0514494571
#> [106,] 49.69997529 -4.505332e-01 -0.96313334 -0.92573299 -0.4991291317
#> [107,] 47.38092298 -1.478195e+00 0.12095458 -1.31217766 -1.7471356779
#> [108,] 49.72711044 -5.063198e-01 -1.22796433 0.03889702 -0.6922318198
#> [109,] 51.07692394 -4.984257e-01 -0.70298333 -1.36741940 -0.9596941788
#> [110,] 48.09267844 1.196466e+00 -1.02547741 1.97490548 -0.3084846082
#> [111,] 47.83980712 1.093573e-01 -0.35615932 1.95372719 0.1623481510
#> [112,] 50.31743120 -1.238861e+00 1.41587657 1.90844265 0.5622499111
#> [113,] 50.47233500 -1.105677e-01 1.46896176 0.10602155 1.3060820759
#> [114,] 50.70973536 7.601924e-01 0.30732427 1.50140835 -0.3878979787
#> [115,] 50.53170236 1.275880e+00 0.96892293 -0.34477555 0.6035411834
#> [116,] 50.24789689 -7.444199e-01 1.45925548 1.64603792 0.0028051758
#> [117,] 51.41507790 -1.770175e+00 -0.48586949 -0.37346310 -2.2851614624
#> [118,] 50.23895792 -7.869870e-01 0.22992404 1.10957139 -0.3941407679
#> [119,] 51.68941547 -2.116944e-02 -0.01644311 0.15852576 0.5467078562
#> [120,] 51.10747957 -3.454935e-01 -0.52101090 1.13265562 1.4749959860
#> [121,] 49.49991065 -7.134455e-01 -0.50636150 0.74242927 0.0244960757
#> [122,] 49.24369435 -1.291203e+00 0.58935694 0.96739381 0.2366314179
#> [123,] 51.41121163 3.737334e-01 -0.83618890 -0.89848940 1.8481408976
#> [124,] 51.06409707 -8.232048e-01 -0.21506517 -1.81666822 -0.2206273680
#> [125,] 48.75220593 1.658248e+00 0.35294427 -0.42902620 -0.1707835837
#> [126,] 50.40901016 1.167237e+00 1.17681429 -0.98794168 0.0958144168
#> [127,] 50.13030393 1.386960e+00 0.81102927 -0.61709655 -0.0541721669
#> [128,] 50.53596672 8.283560e-01 -0.11397341 1.29876681 0.6048036327
#> [129,] 50.68245983 -1.309286e+00 0.83382841 -0.45999188 0.2193538507
#> [130,] 49.55394509 -2.448510e-01 1.08608631 -0.10522716 1.6126686063
#> [131,] 49.06426852 -1.370963e+00 0.47798741 0.93787772 -1.1037794335
#> [132,] 51.00776448 3.066630e-01 2.50429682 -0.59122024 -0.0087458078
#> [133,] 51.20798861 1.308100e+00 -1.72303521 0.65776316 -0.2347085366
#> [134,] 50.98388805 -1.687133e+00 0.58381393 0.67574519 -0.6904383968
#> [135,] 49.72646611 -4.127677e-01 0.45011670 3.26899970 -0.0726797508
#> [136,] 48.49904911 9.799784e-01 0.06593084 0.69625594 -0.2222135910
#> [137,] 50.17860423 3.568273e+00 1.81977978 0.01951456 -1.2208925318
#> [138,] 49.56234259 -9.382244e-01 0.95628055 0.32330831 -1.3113881272
#> [139,] 48.66347058 1.395693e+00 0.59592939 1.41994529 -0.4259739955
#> [140,] 50.63361175 -8.097545e-01 0.35644751 0.75726362 0.7634773523
#> [141,] 50.58683856 6.814301e-01 0.17691364 -0.64108086 -0.8156474184
#> [142,] 48.89298040 9.717303e-01 0.35283187 -0.88495954 -0.4587061735
#> [143,] 49.53712247 -8.605036e-01 -1.02938114 -0.41751060 0.0266629837
#> [144,] 48.52408556 -1.171053e+00 -0.35075130 -2.63365600 0.1522987628
#> [145,] 50.11265711 -3.623071e-05 0.87202523 0.17162533 0.1607421974
#> [146,] 50.90022285 4.639439e-01 -0.04328609 0.25696382 -0.2828802881
#> [147,] 48.30608553 1.040177e-01 -1.25244530 -0.40728307 -0.6878854907
#> [148,] 50.49327785 1.849556e+00 -1.19020105 0.36447300 -0.2098288464
#> [149,] 50.36801908 6.393509e-01 0.86879893 0.92420494 0.4933220134
#> [150,] 49.77643708 -6.297742e-01 -0.09255716 -0.65509917 1.2475554032
#> [,6] [,7] [,8] [,9] [,10]
#> [1,] -0.24811091 -0.309828911 -0.0116275290 -0.0287596528 -1.636529e-02
#> [2,] -0.94519467 -1.122884387 0.0112091000 0.0148003248 2.224537e-03
#> [3,] 0.86664607 -1.687780308 0.0418783873 0.0270577303 -1.341185e-02
#> [4,] 0.47871207 1.139767500 -0.0026603673 0.0345774974 -1.857520e-02
#> [5,] -0.32608382 1.038649878 -0.0372542120 -0.0293564787 -4.569429e-02
#> [6,] 0.24316460 -1.939457832 -0.0433450281 0.0333989013 4.582746e-02
#> [7,] 1.39256372 1.701123210 0.0192403497 -0.0046153712 -3.455254e-02
#> [8,] -0.49045976 -0.390406045 -0.0338090247 0.0422258466 2.582430e-02
#> [9,] -0.19894611 -0.052424602 -0.0403875436 -0.0463215775 1.039657e-02
#> [10,] -0.79848101 0.267111358 0.0028063231 0.0228497851 -1.376949e-02
#> [11,] -0.76825427 -0.510641137 0.0298251742 0.0156579840 -4.073165e-02
#> [12,] -0.13026420 -0.281909472 0.0032823595 0.0339446843 4.847071e-02
#> [13,] -0.53236786 -0.417625372 -0.0024434743 0.0309171630 -2.970373e-02
#> [14,] 0.07170660 0.753780388 -0.0375077707 0.0162746326 6.991699e-05
#> [15,] 0.42300917 -0.980682498 0.0466357397 -0.0207092173 2.383065e-02
#> [16,] -0.53381767 0.529248919 0.0332118956 -0.0239421536 -4.223552e-02
#> [17,] -0.44348316 0.493036378 -0.0444718203 0.0009716894 1.261618e-02
#> [18,] 0.88880572 -1.256233083 -0.0162042385 -0.0274106946 4.623033e-02
#> [19,] 0.70598859 0.301425910 -0.0297408582 0.0380198223 -2.674662e-02
#> [20,] -0.90622907 -1.378956290 -0.0499447828 0.0485247135 4.767000e-02
#> [21,] -0.36663995 -1.093791351 -0.0132112680 -0.0179583907 -2.139238e-02
#> [22,] -1.88770405 -0.460690146 0.0102981293 -0.0171249152 6.776200e-03
#> [23,] 1.10850529 -0.408813868 0.0323907212 0.0204849507 2.578724e-02
#> [24,] 0.19772643 0.809735359 -0.0481277417 -0.0179980048 4.627391e-02
#> [25,] -0.96862054 0.203521657 0.0353159780 0.0350112810 4.988278e-03
#> [26,] 0.03688506 -0.707223727 -0.0290311078 0.0322723470 1.933860e-02
#> [27,] -1.04507740 -1.665458068 -0.0370387824 0.0409875852 -2.677462e-02
#> [28,] 0.72634748 1.202293405 -0.0270279932 -0.0472463219 -1.975191e-02
#> [29,] -1.07818655 0.592660374 -0.0415069370 -0.0134920967 4.798282e-02
#> [30,] -2.24259619 0.321025296 -0.0251418293 -0.0032567904 -7.112537e-03
#> [31,] 0.12305753 -0.632060284 0.0476042713 -0.0285329087 8.021953e-03
#> [32,] -0.22047577 0.030947571 -0.0041391176 -0.0335137849 4.239841e-03
#> [33,] 0.53009379 0.150700689 -0.0303798981 -0.0423664921 2.394034e-02
#> [34,] -0.85179755 1.763878698 0.0060540041 0.0134145463 3.145418e-03
#> [35,] 1.46843459 1.198040087 0.0210924581 0.0458375993 -2.163410e-02
#> [36,] -0.16787861 -1.548645722 -0.0330376656 0.0167461503 -2.126563e-03
#> [37,] -0.83602877 0.477990684 -0.0292480736 0.0239781460 2.195558e-02
#> [38,] 0.29181967 0.521615248 0.0435781101 -0.0402660282 3.284489e-03
#> [39,] 1.03478639 -1.422930125 0.0143819636 0.0194831758 4.787364e-02
#> [40,] 0.28129101 -0.558298819 0.0321920014 -0.0450241640 4.729554e-02
#> [41,] -0.04315316 0.501719943 0.0242666359 0.0295578158 -1.139702e-02
#> [42,] 0.23968569 -1.399559545 -0.0249976477 -0.0347286321 -1.521704e-02
#> [43,] 1.13173560 1.592338358 0.0177244761 0.0123693719 2.190798e-02
#> [44,] -0.35416030 -0.575564447 -0.0044021047 0.0065094367 -1.470256e-02
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