820 lines
24 KiB
Text
820 lines
24 KiB
Text
% This Fundamental Clustering Problems Suite (FCPS) may serve as a minimal test for new invented cluster algorithms.
|
|
%
|
|
% Every new invented algorithm should at least cluster the FCPS correctly.
|
|
%
|
|
% The data sets may be used as long as the following citation is referenced in any publication
|
|
% concering any of this data:
|
|
%
|
|
% Alfred Ultsch, Clustering with SOM: U*C, in Proc. Workshop on Self Organizing Feature Maps ,pp 31-37 Paris 2005.
|
|
%
|
|
% main problem: different variances and linear not separable
|
|
%
|
|
@relation atom
|
|
|
|
@ATTRIBUTE x REAL
|
|
@ATTRIBUTE y REAL
|
|
@ATTRIBUTE z REAL
|
|
@ATTRIBUTE class {1,2}
|
|
|
|
@data
|
|
-4.82249,-50.40217,4.020861,1
|
|
-44.46012,20.96467,-11.49206,1
|
|
50.00102,0.7807481,9.13446,1
|
|
-41.69908,-22.31006,16.31412,1
|
|
4.425242,-4.666664,50.22374,1
|
|
27.26058,23.38604,35.06772,1
|
|
-19.988,-6.638056,45.86818,1
|
|
47.5704,-1.571324,15.8721,1
|
|
41.8764,10.83021,24.64421,1
|
|
15.85935,14.686,44.09609,1
|
|
-33.77252,-36.60115,3.766672,1
|
|
3.218305,-44.84079,22.52914,1
|
|
4.31406,-2.829593,-50.04402,1
|
|
22.7331,-33.76487,28.55148,1
|
|
5.453126,4.356794,48.95405,1
|
|
6.473627,49.40687,0.3539394,1
|
|
-21.38691,44.32754,-9.408566,1
|
|
34.33926,-11.68791,34.82704,1
|
|
-2.538081,-40.3518,29.40645,1
|
|
14.16785,-35.62283,-32.61538,1
|
|
33.07119,-28.15823,-23.45108,1
|
|
-45.86114,2.049557,21.06677,1
|
|
-45.06056,16.24832,15.40648,1
|
|
11.35568,-8.953778,-49.02086,1
|
|
26.94642,-32.28738,25.70605,1
|
|
23.97626,43.49894,8.875034,1
|
|
-22.61322,1.12052,43.846,1
|
|
-46.64605,13.00358,14.79079,1
|
|
-43.8916,-18.32661,19.00224,1
|
|
-7.45989,-12.62892,-48.4261,1
|
|
48.77461,-10.88641,-0.9436041,1
|
|
-45.7206,-20.06,-9.225777,1
|
|
-31.63734,-22.73955,31.27342,1
|
|
-42.95419,22.21346,11.99868,1
|
|
0.7238982,-0.5390864,50.49664,1
|
|
-36.67465,-11.73224,31.75296,1
|
|
-26.96182,-42.71378,-4.202611,1
|
|
-12.54398,-44.17073,17.12193,1
|
|
-3.791277,10.2348,47.8953,1
|
|
-2.104881,-2.757672,49.14903,1
|
|
15.93932,-40.4724,22.66677,1
|
|
20.82794,22.35719,38.69671,1
|
|
34.87016,27.49711,20.86706,1
|
|
7.022449,10.49432,-48.06278,1
|
|
16.93301,-46.36226,-10.05664,1
|
|
48.95567,-9.864451,0.3758181,1
|
|
-10.47965,-23.89419,43.89176,1
|
|
-3.377526,-43.36406,-23.22464,1
|
|
-17.27796,39.43855,24.45212,1
|
|
-20.78939,44.21985,3.80786,1
|
|
19.70845,-23.33272,-40.17329,1
|
|
-18.0635,-12.48334,-45.34063,1
|
|
11.00464,28.33156,-39.06953,1
|
|
-12.04288,-35.05996,-33.67099,1
|
|
-5.762872,35.68634,34.41024,1
|
|
32.77245,-26.81582,-27.31609,1
|
|
4.349359,-15.73848,-46.58156,1
|
|
-37.4316,-13.33147,-29.36227,1
|
|
1.095149,-28.95145,41.19409,1
|
|
20.81152,-45.09924,6.71862,1
|
|
-16.63654,40.85904,23.28948,1
|
|
-49.46474,-9.365017,4.165513,1
|
|
-32.93833,37.47076,5.488567,1
|
|
-34.69399,-13.47161,-33.68293,1
|
|
-1.700924,3.878389,-50.18907,1
|
|
9.342566,-48.16571,5.786603,1
|
|
-0.7621773,0.242945,50.54068,1
|
|
-22.53897,-1.074838,-45.07567,1
|
|
-43.22574,-19.92554,-14.80758,1
|
|
0.146423,-2.590253,-49.4474,1
|
|
35.09462,35.27068,3.152403,1
|
|
-13.35171,-41.21441,25.29178,1
|
|
5.15683,16.4838,-46.40707,1
|
|
17.57125,-27.34733,37.69288,1
|
|
40.25838,21.12824,-22.4371,1
|
|
39.77912,-27.23688,-13.81376,1
|
|
-10.20641,12.49038,47.36394,1
|
|
-28.97766,-9.167267,-40.12533,1
|
|
5.347855,9.703275,48.8182,1
|
|
-29.34843,-29.73358,-27.20795,1
|
|
7.751599,-1.21041,48.48497,1
|
|
-20.17439,34.00705,-29.97805,1
|
|
-1.591191,-9.64301,-48.89731,1
|
|
-47.99001,-3.734926,-13.51071,1
|
|
-31.08115,22.26071,-31.88627,1
|
|
-24.65025,-38.61415,20.05759,1
|
|
2.615159,23.41465,44.5257,1
|
|
29.87216,-38.8878,3.377874,1
|
|
-22.57602,-14.56696,-41.73751,1
|
|
7.257201,14.53641,47.57259,1
|
|
28.67004,41.82245,4.503478,1
|
|
-44.33257,-11.93141,21.89896,1
|
|
12.6086,14.71034,45.88678,1
|
|
34.84005,33.95954,-10.87016,1
|
|
0.6930852,47.70752,15.27311,1
|
|
-40.55072,10.0782,-27.85772,1
|
|
36.46811,25.91996,-22.74993,1
|
|
46.04884,-18.70015,-9.746982,1
|
|
-11.2556,14.99203,46.56661,1
|
|
-26.34762,28.01287,31.83715,1
|
|
27.7089,-31.65224,27.68707,1
|
|
4.957815,2.793576,49.31642,1
|
|
12.02478,-30.42038,-37.49503,1
|
|
-33.9034,33.37337,13.62383,1
|
|
-0.6913066,50.59888,-3.136346,1
|
|
-21.28546,31.15772,32.29716,1
|
|
5.779592,-4.921898,49.71489,1
|
|
47.65302,2.013214,17.81435,1
|
|
-11.25033,-32.35077,36.86448,1
|
|
-26.76125,38.64196,-17.24929,1
|
|
48.96192,-13.58528,-0.6522584,1
|
|
-41.06392,-8.996117,25.71,1
|
|
-26.52002,-41.99598,-8.558903,1
|
|
-38.85771,31.28569,9.822041,1
|
|
-2.515191,-46.94446,-15.17955,1
|
|
6.50394,-8.794935,-48.28183,1
|
|
14.96289,-9.978585,46.97517,1
|
|
-2.025608,0.04964101,50.5298,1
|
|
40.88566,16.21842,-24.76219,1
|
|
-14.3098,16.65692,45.46714,1
|
|
-3.27665,50.2128,6.63532,1
|
|
-27.98439,12.86504,-39.89967,1
|
|
-44.5204,20.09092,-11.79887,1
|
|
-30.49969,16.16691,-35.79538,1
|
|
-13.12977,44.15611,-17.2343,1
|
|
15.69404,46.58119,-10.78499,1
|
|
4.421565,-0.4555505,49.46495,1
|
|
28.2317,-31.7384,24.18817,1
|
|
-22.90543,-40.52252,18.15122,1
|
|
10.99909,33.17303,36.23688,1
|
|
47.35365,-16.80534,2.047461,1
|
|
-33.60902,-31.43792,20.79608,1
|
|
1.020812,-2.477213,50.5857,1
|
|
-25.79635,6.522167,43.05138,1
|
|
-2.533395,4.720672,-49.26161,1
|
|
38.90562,11.80128,30.41467,1
|
|
-8.89362,-44.05494,20.70422,1
|
|
-36.85225,-10.28442,-31.86347,1
|
|
-44.43241,0.7083098,22.80296,1
|
|
-17.25394,22.097,41.54161,1
|
|
-6.064972,-16.46601,-46.84798,1
|
|
47.50892,-11.84642,7.375438,1
|
|
19.13517,40.67304,-23.05783,1
|
|
-17.02271,11.34864,-45.25962,1
|
|
44.37608,-18.80899,-15.02566,1
|
|
-2.487963,0.9622863,-50.34179,1
|
|
21.9998,-43.85001,5.786808,1
|
|
12.12234,-28.15303,39.30494,1
|
|
-31.38082,27.30521,-29.55518,1
|
|
-14.69619,-45.58635,-14.8987,1
|
|
-1.570841,-1.131274,-50.39623,1
|
|
23.83922,16.03683,40.23738,1
|
|
10.23427,-1.183003,-48.35214,1
|
|
17.72995,-39.4835,-25.10024,1
|
|
-23.2807,-29.6062,-31.71901,1
|
|
-22.85635,-43.16858,9.428436,1
|
|
19.38618,40.13338,-24.0397,1
|
|
8.098991,-8.90821,-49.00687,1
|
|
32.80908,-34.0526,15.72066,1
|
|
-6.456641,1.122958,-50.14607,1
|
|
10.61215,9.583215,-48.09697,1
|
|
28.89482,35.19984,20.01794,1
|
|
6.838639,2.594893,48.91467,1
|
|
16.24363,13.01361,-44.43923,1
|
|
33.33504,8.206512,-35.21809,1
|
|
15.09552,41.48158,24.88161,1
|
|
16.69818,-44.23849,17.47795,1
|
|
-0.3559351,-1.865036,50.10813,1
|
|
-38.98961,-9.487279,-28.06464,1
|
|
-43.20009,-24.29032,-1.564957,1
|
|
-30.52187,20.42487,33.02506,1
|
|
23.48271,-34.72635,28.37988,1
|
|
12.52884,28.36919,-40.08085,1
|
|
7.496297,27.39054,-41.32372,1
|
|
-11.35721,-32.35619,-37.36999,1
|
|
-8.301093,8.04872,47.99522,1
|
|
-32.83114,-34.61644,15.94803,1
|
|
34.09921,-30.94227,-18.8846,1
|
|
21.62079,-5.983094,44.65717,1
|
|
3.491038,-5.590563,-49.57293,1
|
|
-39.16634,-30.02453,-9.61393,1
|
|
-48.47684,-0.9443744,-8.961936,1
|
|
18.24831,-31.17883,-33.83826,1
|
|
20.80812,-27.43795,35.95826,1
|
|
-48.67136,-10.729,3.423902,1
|
|
6.568269,44.86672,21.62113,1
|
|
-6.752613,4.428355,49.64736,1
|
|
-44.87937,10.24572,18.68548,1
|
|
-35.09465,-16.77224,32.60057,1
|
|
-24.77118,-42.13846,-12.20059,1
|
|
29.18215,35.27971,20.0137,1
|
|
0.9745382,-1.076707,49.32918,1
|
|
-41.6554,-16.53109,22.05314,1
|
|
24.75164,43.64613,3.542096,1
|
|
-46.88357,17.48583,-2.534842,1
|
|
13.39536,10.85655,46.0423,1
|
|
11.16815,-2.346825,-48.95842,1
|
|
20.26882,-33.53818,30.6549,1
|
|
23.55002,-3.955634,-44.27267,1
|
|
-19.29657,-46.71972,-7.68587,1
|
|
35.46157,-22.90718,-25.87966,1
|
|
-46.48111,13.37205,-14.28129,1
|
|
-28.49779,22.64155,34.17736,1
|
|
24.69414,-38.03717,-22.43411,1
|
|
-24.70609,-16.40013,-41.74278,1
|
|
20.02143,-4.044525,-44.81512,1
|
|
-2.168572,48.94227,6.657756,1
|
|
-31.92266,5.88428,-37.10368,1
|
|
15.04082,-30.53569,-35.32828,1
|
|
-5.382507,2.117309,49.83157,1
|
|
19.26804,-45.46831,-3.429013,1
|
|
30.95699,34.95664,-16.28408,1
|
|
-16.55415,-17.9403,43.40404,1
|
|
-17.59724,4.095142,45.98448,1
|
|
36.35111,-34.58334,-0.95707,1
|
|
40.0404,-22.59247,-21.29191,1
|
|
-9.102509,-2.622652,-48.89323,1
|
|
-26.14375,31.42785,-27.50999,1
|
|
-21.7382,33.06834,31.3796,1
|
|
31.98738,-36.17371,11.84347,1
|
|
18.59285,-43.36289,-15.83322,1
|
|
-3.811619,5.949773,49.23386,1
|
|
49.76361,0.04336323,3.636998,1
|
|
26.83767,-6.235159,-42.08913,1
|
|
-3.206753,-40.77514,28.55627,1
|
|
-44.50087,1.440294,-22.84606,1
|
|
15.59361,-24.10409,-41.79011,1
|
|
-25.90782,9.968161,-41.97255,1
|
|
9.414464,-47.31675,-8.793803,1
|
|
-44.87765,-15.92584,12.69684,1
|
|
14.20206,-44.84281,17.31598,1
|
|
-22.17526,42.26628,14.5148,1
|
|
-19.8821,-32.87743,32.40931,1
|
|
-7.091579,37.44145,32.20222,1
|
|
2.3646,7.391677,48.66939,1
|
|
38.44342,22.12334,25.31603,1
|
|
2.365793,0.8129662,-50.1924,1
|
|
29.318,-29.17177,-28.00311,1
|
|
41.60221,3.430297,27.88026,1
|
|
14.27009,7.708516,-47.86103,1
|
|
17.78474,46.87565,1.343949,1
|
|
-30.60782,19.16917,-34.75742,1
|
|
-35.13651,-34.40076,12.50067,1
|
|
38.15176,1.3047,-30.47795,1
|
|
39.68217,20.87902,22.40266,1
|
|
33.49055,-13.76336,-34.23562,1
|
|
-46.07051,14.35748,11.63906,1
|
|
20.13949,-13.85247,-44.29513,1
|
|
-14.16664,37.641,29.96453,1
|
|
5.311071,1.981352,49.42998,1
|
|
-27.91478,3.326468,40.03162,1
|
|
-48.79479,-7.853357,7.005214,1
|
|
6.928665,38.10239,-33.10926,1
|
|
-33.92357,-24.50821,-27.33945,1
|
|
-46.46928,-20.22653,-1.50004,1
|
|
-25.74115,33.7682,-26.11377,1
|
|
-11.62565,-21.11612,44.55823,1
|
|
46.17046,12.95738,13.59058,1
|
|
-27.06898,39.63657,-16.8676,1
|
|
8.794248,3.027069,49.47441,1
|
|
-4.247651,8.789343,-49.0567,1
|
|
-0.8666983,-28.31705,-41.55359,1
|
|
-10.67849,12.457,-46.94552,1
|
|
41.50206,-28.7027,-4.970166,1
|
|
-6.271647,-25.36591,-43.41453,1
|
|
25.29207,-28.03253,-32.76368,1
|
|
-21.24144,-30.16006,-34.22664,1
|
|
10.36366,-9.062661,48.69894,1
|
|
36.28288,35.08028,-4.018332,1
|
|
-28.14774,-33.01025,27.13286,1
|
|
-6.204708,-4.217845,49.81495,1
|
|
-5.061931,-45.69232,-18.42893,1
|
|
16.2768,-21.03139,41.71322,1
|
|
2.083891,5.838801,50.16167,1
|
|
18.29273,-43.5623,17.23676,1
|
|
4.772465,-6.594583,-48.75218,1
|
|
3.675565,-32.59256,-38.73641,1
|
|
-27.68478,34.71555,-24.40825,1
|
|
-23.7102,8.074168,42.35586,1
|
|
-28.65841,-15.43324,-37.15577,1
|
|
-14.10338,-5.827681,-48.74629,1
|
|
-1.673709,12.11732,-47.82571,1
|
|
10.2283,43.29045,-21.3484,1
|
|
-3.916615,-1.481448,-50.59212,1
|
|
-3.65934,-50.46101,1.383157,1
|
|
-15.41431,-14.20952,45.30973,1
|
|
23.12736,14.88019,42.09711,1
|
|
22.19725,28.39519,34.92551,1
|
|
-43.62921,-8.788146,20.91679,1
|
|
-6.123117,-10.98347,47.53668,1
|
|
15.07826,45.03738,-16.53673,1
|
|
-35.32299,-19.63147,30.21394,1
|
|
-28.18722,36.92129,-17.21705,1
|
|
-11.91392,-17.66227,-45.26736,1
|
|
-26.40349,41.55071,8.600806,1
|
|
30.85129,-3.649354,38.53956,1
|
|
-38.55605,-3.145174,30.59207,1
|
|
1.118891,-26.31832,-41.69631,1
|
|
-32.91517,-21.91888,-32.06323,1
|
|
0.7997207,-1.614539,49.20648,1
|
|
2.548724,5.762376,50.24814,1
|
|
-17.6683,-11.11593,-46.2383,1
|
|
23.21439,4.272787,-44.92996,1
|
|
43.24806,18.23998,-17.74841,1
|
|
-18.89171,4.005896,-45.73183,1
|
|
6.317842,-5.627168,-50.04882,1
|
|
-2.02899,12.3768,-47.26368,1
|
|
4.811247,-2.576305,49.32997,1
|
|
-22.83097,-5.172263,-44.96045,1
|
|
-10.96187,44.4455,20.04965,1
|
|
-40.77551,-3.840934,28.09662,1
|
|
-2.422117,-0.4205238,-49.94691,1
|
|
-4.763024,-24.28322,43.34423,1
|
|
-1.692692,-22.40035,44.05213,1
|
|
-40.13388,-23.88943,14.24961,1
|
|
-42.20175,-14.22269,21.99311,1
|
|
-49.02459,-3.948233,4.017968,1
|
|
12.23806,-9.352941,46.67156,1
|
|
29.34727,-2.915915,-41.25044,1
|
|
10.49566,-40.20741,28.20718,1
|
|
-1.676561,-1.926316,-50.43314,1
|
|
-44.47906,19.08395,16.20009,1
|
|
42.65319,23.04041,15.27074,1
|
|
-15.96402,38.35168,-27.47054,1
|
|
-43.91615,25.51323,-5.422202,1
|
|
13.50486,-26.76754,-39.62078,1
|
|
-16.50981,-34.14365,33.08603,1
|
|
30.2339,28.53781,28.49641,1
|
|
7.178304,-15.8783,47.62733,1
|
|
-14.43792,-38.43511,29.94253,1
|
|
-27.2406,-20.58386,37.23562,1
|
|
-37.56518,24.63804,-20.95346,1
|
|
-1.183901,12.50498,49.26622,1
|
|
46.7896,-5.428576,13.04613,1
|
|
-13.2169,-3.617789,49.09214,1
|
|
14.313,45.24936,-19.42335,1
|
|
-12.53725,-6.122769,-48.20183,1
|
|
14.4142,5.507587,-48.08541,1
|
|
24.72322,-36.96659,-23.56403,1
|
|
11.93249,10.63697,47.17158,1
|
|
43.47521,3.129027,24.45635,1
|
|
-28.55507,-38.59994,-17.70492,1
|
|
-17.6162,39.166,-27.34132,1
|
|
-14.66631,47.50269,7.730248,1
|
|
0.7349299,22.86023,45.28497,1
|
|
5.590621,-3.165642,-49.04724,1
|
|
1.801536,-10.81482,-49.2775,1
|
|
39.10788,-31.22524,-9.286197,1
|
|
16.43955,-38.30058,28.88626,1
|
|
37.26142,24.40814,-21.32443,1
|
|
-26.56257,-9.801281,41.74282,1
|
|
-4.503966,-1.384816,-49.21838,1
|
|
-27.8525,-17.26728,-37.13444,1
|
|
-4.881838,-0.8021143,50.04124,1
|
|
-44.20992,12.75119,19.74027,1
|
|
-36.51986,18.76769,28.56282,1
|
|
-29.10923,28.74427,29.49907,1
|
|
0.7703682,13.37954,-47.96614,1
|
|
10.06615,5.934258,49.29639,1
|
|
-20.505,-29.27766,34.81064,1
|
|
4.140492,7.276366,-49.53939,1
|
|
-11.08649,10.98255,-48.64085,1
|
|
14.27564,30.85341,37.31859,1
|
|
9.463121,38.41169,30.69383,1
|
|
-21.24122,-41.14747,-18.88702,1
|
|
48.54252,8.97072,2.144794,1
|
|
-25.95555,7.511405,40.59191,1
|
|
-5.926018,-8.151059,48.5188,1
|
|
43.22695,17.74809,-19.63619,1
|
|
22.50138,-32.4333,-31.44645,1
|
|
-1.676615,-19.41668,45.2155,1
|
|
-11.84379,-3.100888,-48.7344,1
|
|
10.12314,-35.97861,33.17212,1
|
|
-5.88182,-2.488278,49.388,1
|
|
4.442041,13.9605,-48.2819,1
|
|
-47.06148,-12.1271,14.46822,1
|
|
6.110267,48.82202,-2.239585,1
|
|
40.88596,21.04953,20.69693,1
|
|
14.90146,47.77287,7.962387,1
|
|
48.04972,17.27542,-1.823311,1
|
|
-22.02923,-44.69981,-5.498068,1
|
|
-38.88169,-27.00149,15.16309,1
|
|
-37.48659,33.50115,-7.571599,1
|
|
-14.29629,-14.51095,-46.20447,1
|
|
43.32907,13.10979,-20.56149,1
|
|
-32.87598,-11.18051,36.63614,1
|
|
45.57623,10.69727,-16.31074,1
|
|
-27.99436,12.55625,40.24353,1
|
|
15.24113,14.0065,46.0521,1
|
|
43.90917,1.319353,22.99316,1
|
|
40.11679,-26.44239,-14.69514,1
|
|
35.23984,2.785888,-35.64861,1
|
|
9.095878,-43.90266,-23.68047,1
|
|
23.85557,-14.64062,-41.78517,1
|
|
16.40414,-37.68288,27.68875,1
|
|
25.97567,31.85128,27.67197,1
|
|
3.486008,35.42002,-36.70013,1
|
|
15.33379,46.17612,14.36294,1
|
|
-10.78011,-7.045256,49.25292,1
|
|
8.018622,-1.023863,-49.54882,1
|
|
0.6857508,0.882203,-0.8854096,2
|
|
0.211911,2.566241,4.355553,2
|
|
2.439457,2.259743,3.084992,2
|
|
5.971988,1.003704,2.859852,2
|
|
-2.646234,-2.439604,4.711721,2
|
|
-1.080572,1.800438,-3.650148,2
|
|
-0.1465547,1.11926,0.6701577,2
|
|
1.994454,1.20906,1.886642,2
|
|
-3.052135,5.57863,3.890948,2
|
|
1.801007,0.04444109,1.405029,2
|
|
2.314274,-1.492039,0.4027197,2
|
|
-0.5953394,-1.798263,3.080695,2
|
|
2.154614,-3.375758,1.969941,2
|
|
3.472002,-6.171456,4.908502,2
|
|
7.372167,-1.635844,-1.170528,2
|
|
3.706295,-2.422915,2.789299,2
|
|
-3.93839,0.2432051,2.127694,2
|
|
-4.051334,-0.99387,-0.4394743,2
|
|
-0.8531086,1.039651,2.009814,2
|
|
-2.838916,-4.764276,-0.6343368,2
|
|
0.4749569,-1.280334,2.969757,2
|
|
-1.474658,3.5688,-1.376201,2
|
|
1.969728,3.915431,0.7574453,2
|
|
-0.939271,0.8140218,-4.359775,2
|
|
7.361267,-1.438232,0.4968328,2
|
|
2.010779,-1.53542,-0.6623068,2
|
|
0.2196354,7.214851,0.48745,2
|
|
0.3656419,5.426153,-1.8866,2
|
|
-2.273953,-0.4099031,-4.951911,2
|
|
-2.389804,-4.922831,1.633307,2
|
|
5.022775,-1.923718,-2.293836,2
|
|
6.548579,5.189726,2.173688,2
|
|
-1.363253,1.107519,-1.807876,2
|
|
-4.743645,0.6285966,-4.060351,2
|
|
-1.009205,0.8447483,-4.389114,2
|
|
1.64609,2.341043,5.935584,2
|
|
-1.91998,-0.9656597,-2.265899,2
|
|
3.395606,0.3341458,-3.703464,2
|
|
-3.118424,-0.8117026,-2.579345,2
|
|
2.699059,1.217836,3.775685,2
|
|
2.336222,4.177088,2.855681,2
|
|
-1.838001,-2.447912,3.127455,2
|
|
2.208435,-2.749863,-0.4662627,2
|
|
-2.247011,-1.219582,1.979178,2
|
|
-3.249057,1.615225,-1.808627,2
|
|
3.699544,-2.479789,-1.165336,2
|
|
-2.78142,2.796381,-0.6005492,2
|
|
1.187184,2.394058,-0.3659764,2
|
|
2.643978,-1.123777,5.55275,2
|
|
3.735515,-5.618837,1.988665,2
|
|
-3.583686,-0.2521519,-3.036507,2
|
|
2.129532,-4.943742,3.97886,2
|
|
-2.315981,-0.7033198,-1.306295,2
|
|
-0.2686535,1.509548,1.798599,2
|
|
-0.1068473,-2.140609,0.6526674,2
|
|
2.333638,2.643679,2.12281,2
|
|
2.219055,1.809333,-5.719382,2
|
|
0.7201211,-1.480367,3.346304,2
|
|
1.64071,4.98128,-0.3555101,2
|
|
-3.731598,-0.2800017,-3.759777,2
|
|
1.011045,0.9160681,-1.268644,2
|
|
-1.954354,1.419827,-2.185898,2
|
|
0.2046087,3.442643,4.993592,2
|
|
-8.378955,-2.165526,-4.408032,2
|
|
-0.7973953,-2.390583,-4.636713,2
|
|
5.478362,0.1766405,-3.420528,2
|
|
0.5565598,2.612871,0.4986837,2
|
|
-0.8348679,-2.317563,-0.947733,2
|
|
0.2320126,1.858847,-1.703241,2
|
|
-1.565779,2.008856,-2.741294,2
|
|
1.08985,1.484981,-2.12336,2
|
|
0.9376637,-1.428467,5.058846,2
|
|
5.681549,3.124042,6.992235,2
|
|
-1.441338,-0.1767457,-1.848403,2
|
|
1.792972,5.29798,0.820409,2
|
|
-1.91641,-2.142672,0.2845976,2
|
|
0.5039803,-3.089233,-0.501618,2
|
|
-0.4613391,2.884551,3.511664,2
|
|
-1.269224,-8.448683,-7.718695,2
|
|
-0.8178036,-0.2487775,-1.335382,2
|
|
-4.664956,-5.306959,1.427103,2
|
|
0.9845514,2.496533,1.895965,2
|
|
-2.999286,-3.242489,-1.2514,2
|
|
2.959275,0.9715286,2.344441,2
|
|
-4.944213,-0.9660186,-0.9989044,2
|
|
-1.252367,-3.982138,0.8584992,2
|
|
-0.7713222,-2.160952,0.1872395,2
|
|
3.049083,3.75736,5.195643,2
|
|
-8.909048,5.340831,-4.324626,2
|
|
-2.245051,2.96762,4.807449,2
|
|
2.437466,-5.246342,4.554155,2
|
|
3.570202,-1.469213,0.5396938,2
|
|
-5.331455,8.447442,1.338667,2
|
|
-0.4750815,-3.71395,4.108761,2
|
|
1.883331,-3.156272,-0.276337,2
|
|
-2.739164,-2.16784,4.028964,2
|
|
-2.519814,2.893383,-0.4491906,2
|
|
-1.098556,0.8500788,3.755042,2
|
|
-0.3814715,-1.471878,0.1484236,2
|
|
-1.5088,-1.957367,5.239964,2
|
|
0.2953837,-2.565544,-0.9065145,2
|
|
-1.455601,-6.507712,4.234516,2
|
|
2.96581,3.029429,-0.8210273,2
|
|
0.8941062,0.5047947,5.316243,2
|
|
-3.648411,1.566411,-2.752217,2
|
|
3.746515,-0.2427881,1.873371,2
|
|
-2.732619,-0.6682261,1.204702,2
|
|
-0.2979396,-1.464379,2.052028,2
|
|
5.084834,-2.734686,-2.0445,2
|
|
3.668543,-4.129444,4.510403,2
|
|
-5.234294,3.376536,-0.6287515,2
|
|
3.107282,3.157263,6.564192,2
|
|
1.263883,-2.273074,-4.73078,2
|
|
2.00673,-2.901646,0.6389323,2
|
|
1.564927,-4.635948,1.472271,2
|
|
-3.443766,2.671811,1.964837,2
|
|
-2.077176,-0.2060344,-2.148921,2
|
|
-0.1978189,-5.25484,0.6407388,2
|
|
1.598787,-1.150763,-3.813669,2
|
|
0.4937305,4.184748,4.076734,2
|
|
3.559815,2.683231,2.792635,2
|
|
-0.6070062,-5.26743,0.588055,2
|
|
-3.069798,2.921481,-0.5057467,2
|
|
2.220496,-2.960297,0.8268571,2
|
|
-5.838797,-1.188735,2.010014,2
|
|
-0.6767248,6.614396,1.235549,2
|
|
-0.3961536,3.213444,0.2725466,2
|
|
-1.1085,0.6563444,6.065778,2
|
|
-4.336126,-3.231944,2.012579,2
|
|
1.178765,-1.87288,5.814973,2
|
|
-1.941379,3.33113,-4.327779,2
|
|
0.008128069,-2.517313,1.125482,2
|
|
-2.782534,1.211172,-2.595866,2
|
|
-4.770282,4.453332,0.07458127,2
|
|
-0.1336568,0.6202189,-0.32682,2
|
|
-1.622752,-2.685083,-5.697222,2
|
|
-0.3926941,4.582314,-4.972728,2
|
|
2.893812,-2.772849,-5.58111,2
|
|
3.761822,0.8375366,-4.955896,2
|
|
-2.369809,-2.616509,-7.701871,2
|
|
-5.248944,-3.318315,-3.850369,2
|
|
-2.023955,0.7932941,-1.456168,2
|
|
3.669015,-0.5903276,4.991294,2
|
|
0.2142926,1.114604,-0.31111,2
|
|
-1.982968,-5.70245,-1.89499,2
|
|
-1.08896,3.611339,5.93066,2
|
|
5.491744,1.489262,1.99605,2
|
|
1.164466,-2.593486,-0.1723508,2
|
|
-1.88978,-1.130378,-0.8064836,2
|
|
2.958213,0.4932887,0.07846496,2
|
|
-0.9527743,0.5318725,2.529607,2
|
|
-2.405642,-3.759512,0.4742506,2
|
|
0.7097337,0.376005,-4.582812,2
|
|
1.251169,-0.1649526,-0.6668503,2
|
|
2.691934,-0.9034802,-0.2830244,2
|
|
4.414724,-0.7328438,1.092509,2
|
|
-7.025569,2.261951,-2.417861,2
|
|
1.927051,-2.068123,1.137463,2
|
|
-1.533714,-0.9314605,-0.5769305,2
|
|
2.379856,2.53336,0.4722709,2
|
|
1.10753,-6.067991,-0.7688389,2
|
|
5.523097,1.682912,6.283408,2
|
|
1.362398,0.5113904,-3.999202,2
|
|
-3.165903,0.4347524,2.51412,2
|
|
6.387508,-5.439273,2.975141,2
|
|
-1.6154,-4.144359,1.790375,2
|
|
0.2982882,3.111602,2.430254,2
|
|
-3.233665,3.61911,1.689588,2
|
|
-0.7221485,0.7000583,0.4187103,2
|
|
-3.18231,-2.673871,2.962733,2
|
|
0.4880486,-3.86234,-4.926924,2
|
|
0.885876,-1.35837,-0.2320844,2
|
|
4.419872,4.162047,4.27028,2
|
|
0.9427458,3.3255,0.7980857,2
|
|
1.900041,2.055249,-1.364739,2
|
|
0.4523788,-1.555019,-3.398596,2
|
|
2.935812,-3.739588,-2.435971,2
|
|
-4.997471,1.60936,0.5343553,2
|
|
1.78273,-0.2305766,-4.50473,2
|
|
2.675553,-0.4205683,3.787978,2
|
|
0.7521032,3.92692,-2.773507,2
|
|
-2.070227,0.9194031,1.280686,2
|
|
1.02425,-1.369198,4.671225,2
|
|
-6.092107,2.777138,-2.133764,2
|
|
3.000736,-3.304323,0.7796639,2
|
|
0.5838262,1.68413,-2.425544,2
|
|
5.67912,-0.1005359,-0.1784475,2
|
|
-1.041584,-2.543006,3.109204,2
|
|
0.4323519,-0.9002614,3.187455,2
|
|
2.434593,-1.362968,2.652755,2
|
|
1.559262,2.826316,-2.99732,2
|
|
7.163709,1.958183,4.835092,2
|
|
-0.101938,3.17642,2.543033,2
|
|
-2.628153,-0.253563,4.995124,2
|
|
-0.3906383,-0.4021129,2.899176,2
|
|
3.883383,2.395423,-0.1284234,2
|
|
-0.1072219,-2.04261,-0.05659407,2
|
|
-0.1192542,0.9417715,1.702334,2
|
|
3.157758,6.460398,1.723977,2
|
|
-1.069912,-4.775348,-0.5309079,2
|
|
0.9268324,-1.526029,2.561712,2
|
|
-5.233704,1.543572,1.690739,2
|
|
1.346109,-0.6676131,1.038503,2
|
|
-0.4786681,0.9935639,5.359561,2
|
|
-5.96451,1.18326,1.039251,2
|
|
3.520877,2.827412,1.394628,2
|
|
-0.3073581,-1.381675,0.8638124,2
|
|
6.663724,-4.448422,-0.4128964,2
|
|
2.440755,0.9170853,-3.450819,2
|
|
-0.4248996,-3.142687,1.902546,2
|
|
3.57414,1.412587,-2.627693,2
|
|
2.338076,0.4267432,0.6204286,2
|
|
3.992547,2.48695,-5.598168,2
|
|
-2.135379,5.741222,-1.835949,2
|
|
0.4561528,-3.983706,-1.965915,2
|
|
-0.04466124,5.381961,-3.093469,2
|
|
-1.072438,-0.4053225,0.480652,2
|
|
-1.243867,0.2260037,-2.649767,2
|
|
-6.9719,4.324254,3.454194,2
|
|
-1.045548,-0.7897105,0.8969957,2
|
|
-4.256829,-2.068193,-9.482627,2
|
|
2.331976,0.4673227,6.728412,2
|
|
-7.84659,-3.365855,4.087282,2
|
|
7.247825,-5.909715,0.1985459,2
|
|
-2.862248,-1.491997,-5.196373,2
|
|
-4.388342,-0.7993243,-2.754379,2
|
|
-1.772414,0.6946711,2.124064,2
|
|
0.5285532,-2.032989,1.22282,2
|
|
-5.245003,0.7892834,1.581749,2
|
|
4.011352,-1.813788,-4.592192,2
|
|
4.892448,1.673377,4.018903,2
|
|
-3.268758,1.771743,-2.803739,2
|
|
-1.123781,-1.262322,-3.809484,2
|
|
-2.486274,0.7246917,-1.663949,2
|
|
1.940859,1.538409,-0.4857599,2
|
|
-3.653413,-1.548443,4.179189,2
|
|
-6.041536,1.60262,1.428917,2
|
|
5.747879,1.361524,-1.805949,2
|
|
-0.05869537,0.7790818,-0.7710062,2
|
|
2.588932,-6.165571,-0.8774029,2
|
|
-1.372604,7.19394,1.915906,2
|
|
5.653621,3.988551,0.8513711,2
|
|
-2.839539,5.249275,0.2103143,2
|
|
-0.2039446,2.354881,-4.474215,2
|
|
0.8025108,-0.4010434,-2.571119,2
|
|
-1.976681,3.0932,1.741864,2
|
|
-0.1680746,3.427764,1.397416,2
|
|
5.311834,-2.229388,3.549359,2
|
|
2.651291,1.682682,-0.08112159,2
|
|
6.933685,-1.508769,-2.521124,2
|
|
3.978823,2.386428,-1.487218,2
|
|
2.377309,2.137458,1.055532,2
|
|
-0.2128159,2.122509,-0.05893863,2
|
|
1.875357,2.307338,-5.183204,2
|
|
-1.00294,1.979053,1.874058,2
|
|
2.502218,-0.3992083,1.815174,2
|
|
4.493396,1.024049,-0.9673014,2
|
|
0.115232,-0.8651327,5.024885,2
|
|
0.9802681,1.890776,1.681311,2
|
|
1.080192,-0.6882419,1.869857,2
|
|
2.075016,-0.8435984,5.010691,2
|
|
1.10094,1.799926,-0.3689422,2
|
|
3.789117,-4.632595,-2.691217,2
|
|
5.257907,9.103975,4.565313,2
|
|
0.1882316,-3.904892,-1.993112,2
|
|
1.943879,2.012915,-0.2442778,2
|
|
2.075994,-0.6257136,-0.04690891,2
|
|
5.309885,-1.799667,1.16103,2
|
|
1.448928,-7.414156,-3.728217,2
|
|
1.283893,-1.23663,4.567132,2
|
|
2.076752,-1.890981,2.146421,2
|
|
-2.522585,-0.6111432,2.253856,2
|
|
7.864556,1.761767,-1.679441,2
|
|
-2.84233,-4.885815,0.503043,2
|
|
3.009396,-1.065114,2.164222,2
|
|
-3.273504,-4.6652,-1.130332,2
|
|
-0.4807812,1.587906,-4.548273,2
|
|
-2.226771,-2.733694,2.805205,2
|
|
-0.003118659,-3.95916,-1.407079,2
|
|
-3.284969,1.824634,2.734507,2
|
|
3.733898,4.388027,1.083598,2
|
|
-0.8347441,-2.18729,1.229859,2
|
|
3.033981,-1.222419,3.969822,2
|
|
1.155672,3.858163,2.60495,2
|
|
3.358897,-1.027027,-0.6343606,2
|
|
-3.88689,-5.18949,-1.789037,2
|
|
0.7883284,5.584366,0.6578878,2
|
|
0.808499,0.8842943,-0.6877014,2
|
|
-3.239599,0.07157519,-2.635429,2
|
|
-4.040467,-4.133659,-0.4718874,2
|
|
-4.40666,1.116417,1.309244,2
|
|
2.177722,-2.906242,-0.5382854,2
|
|
-0.5423036,2.754569,-2.56561,2
|
|
-4.680035,6.311411,-0.9817531,2
|
|
0.3397221,-4.130182,-1.01588,2
|
|
-2.569937,1.606615,0.4930642,2
|
|
-0.008597723,2.775126,3.716914,2
|
|
-0.4032857,-0.2865252,0.9624962,2
|
|
-0.7338297,4.09292,1.401296,2
|
|
-4.953256,1.546696,2.078953,2
|
|
-1.460271,1.317705,-2.201737,2
|
|
5.009099,-3.105473,-2.461173,2
|
|
-0.3860498,6.676989,2.408224,2
|
|
0.328537,3.946375,1.83699,2
|
|
2.975795,0.2422899,3.540576,2
|
|
-2.281982,5.795712,-1.732154,2
|
|
-0.7550154,-0.8253743,-5.0125,2
|
|
6.163693,4.126769,-1.222802,2
|
|
-3.508145,-5.291994,-1.61015,2
|
|
-0.5110323,0.5576283,-3.284502,2
|
|
1.432413,-2.198103,-5.593888,2
|
|
-0.4250549,-0.6164634,1.152038,2
|
|
-7.859106,-0.7170842,-1.403426,2
|
|
0.5771182,1.85594,-0.4034601,2
|
|
0.3978062,-1.407337,1.799775,2
|
|
5.946682,-2.297922,0.2049366,2
|
|
-0.05928309,-5.609141,-0.4828498,2
|
|
-1.098158,-6.583595,-2.11505,2
|
|
-2.428037,1.155442,0.835692,2
|
|
-1.454578,-1.356917,2.029918,2
|
|
4.839734,0.8496217,-1.849934,2
|
|
-2.983916,-0.6775176,-3.542804,2
|
|
2.804998,-1.118266,0.4963224,2
|
|
-0.8027642,4.263139,-0.9897301,2
|
|
-2.986948,3.252586,-3.716943,2
|
|
1.530625,-0.8581271,-2.522413,2
|
|
0.4877746,0.498832,-1.773278,2
|
|
1.95349,-1.73589,2.884817,2
|
|
0.8812891,-1.219495,5.764981,2
|
|
0.09317048,2.604835,-7.022606,2
|
|
-3.539404,2.428516,-1.240128,2
|
|
-3.932523,-4.912853,-4.865093,2
|
|
-2.675714,-2.196411,7.585623,2
|
|
0.9041734,5.937512,1.120111,2
|
|
-2.838529,4.076371,1.092288,2
|
|
-4.201611,0.06896203,-0.2639375,2
|
|
0.3715026,1.343751,-2.014508,2
|
|
-3.719853,-5.47899,1.188598,2
|
|
2.313993,1.973408,-1.766602,2
|
|
-1.62668,1.381789,3.044933,2
|
|
4.701603,3.080433,1.062939,2
|
|
-1.809786,0.5965799,-3.307109,2
|
|
-1.489649,0.3334515,2.058074,2
|
|
2.674433,-2.163165,4.663328,2
|
|
0.4177258,-3.090928,2.503891,2
|
|
-0.6343364,-2.428258,4.153797,2
|
|
1.670784,-5.532695,-0.8430021,2
|
|
-1.489334,0.5117131,-4.23929,2
|
|
2.002893,-4.335721,9.294327,2
|
|
0.4493406,-1.711912,-1.666487,2
|
|
4.622113,-1.718422,-0.6745686,2
|
|
0.485315,-5.637339,-0.4361569,2
|
|
3.700039,-3.555049,-4.383864,2
|
|
0.1042715,-0.1783742,1.789032,2
|
|
-3.441811,0.2308942,-2.150525,2
|
|
1.491339,-0.8376264,1.271982,2
|
|
-3.234402,-1.808231,-3.64934,2
|
|
2.080019,0.004774983,0.9140661,2
|
|
-5.49479,3.53491,1.142129,2
|
|
4.079701,5.265863,-2.058414,2
|
|
0.2758031,-0.1937169,1.107633,2
|
|
3.040441,-2.243949,1.626437,2
|
|
-0.144522,0.6527299,1.191218,2
|
|
3.293521,3.345644,-0.8037229,2
|
|
-3.870644,-1.555483,-0.2785294,2
|
|
1.729528,-3.898264,1.746642,2
|
|
0.8641051,-2.456077,3.835896,2
|
|
-0.9963443,3.907127,4.428097,2
|
|
-3.009908,0.08073034,-4.53522,2
|
|
4.185205,-0.9303026,0.6718949,2
|
|
3.853745,-3.348238,-4.482354,2
|
|
0.02009968,-2.239406,4.830845,2
|
|
0.522799,1.280249,-3.793303,2
|
|
2.095707,-0.7357503,3.758432,2
|
|
-4.656394,-0.6939252,-3.362514,2
|
|
2.41815,-3.682886,0.6882083,2
|
|
5.001428,4.521816,-3.55103,2
|
|
2.477508,-1.2386,-1.28846,2
|
|
4.748669,-2.637736,-0.9213919,2
|
|
-0.9674336,0.070325,-1.988711,2
|
|
-0.8809894,2.270787,2.039961,2
|
|
-5.681612,4.389901,5.012738,2
|
|
-2.243695,0.2096124,-3.017766,2
|
|
-3.906831,-4.972195,-0.03244618,2
|
|
3.321621,-0.5973437,0.4792704,2
|
|
0.8592244,3.654618,-1.711773,2
|
|
-4.422729,-1.650484,-0.338493,2
|
|
3.255994,-1.733413,2.384684,2
|
|
0.3683167,-0.6210239,2.452386,2
|
|
1.728795,0.4226163,0.07255092,2
|
|
7.14411,3.708753,-2.432959,2
|
|
-0.2977869,0.6195213,-0.5548628,2
|
|
-3.203857,-2.275129,-0.6945145,2
|
|
-1.565805,0.5209585,-0.08820235,2
|
|
-0.8787358,3.693478,1.758421,2
|
|
-1.531027,0.6816365,0.5432712,2
|
|
0.5007537,-1.848209,0.6056538,2
|
|
1.089574,-0.2464933,-3.355758,2
|
|
-1.907717,4.964502,2.098423,2
|
|
3.415463,4.529521,-1.617736,2
|
|
|