Using config_str = moons
my test [0.0]
delta =  0.0
NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
Set parameter WLSAccessID
Set parameter WLSSecret
Set parameter LicenseID to value 2512068
Academic license 2512068 - for non-commercial use only - registered to sh___@mail.ustc.edu.cn
open file successfully.
Data Points:
(1.53185, -0.181498)
(0.91214, 0.196149)
(0.611138, 0.845364)
(0.512654, 1.00743)
(0.989351, 0.152667)
(1.82681, -0.0104592)
(-0.141351, 0.945408)
(-0.0103401, 0.322211)
(2.00806, -0.0342631)
(0.922233, -0.536971)
(0.232796, 0.415857)
(-0.260771, 1.05303)
(1.05251, -0.49579)
(0.922208, 0.108597)
(0.541746, -0.440715)
(0.992592, -0.395543)
(-0.956249, 0.305663)
(-0.0969088, 0.260381)
(2.00321, 0.302369)
(1.42522, -0.482703)
(-0.556882, 0.592596)
(0.37384, -0.457116)
(0.915152, -0.600658)
(0.0685635, -0.114837)
(1.03722, -0.378166)
(0.695912, 0.964328)
(0.0251569, 0.479779)
(1.86506, 0.146026)
(2.0278, 0.451455)
(-0.835041, 0.423008)
(1.91848, 0.0859929)
(0.26201, -0.0343864)
(0.285578, -0.252555)
(1.48874, -0.284132)
(0.746397, 0.46168)
(0.0189145, -0.0462073)
(-1.17507, 0.0260735)
(0.521454, 0.807786)
(1.8827, 0.55646)
(-0.312485, 0.890253)
(1.01468, 0.341591)
(-0.878574, 0.67205)
(1.54628, -0.246648)
(0.662451, 0.789451)
(0.918467, 0.528656)
(-0.577279, 0.952149)
(-0.439945, 0.875922)
(-0.951655, 0.614165)
(0.941433, -0.490953)
(0.931921, 0.108027)
(1.91937, 0.312563)
(0.189892, 0.0850484)
(1.47989, -0.27702)
(1.38126, -0.335466)
(-0.747688, 0.903713)
(-0.681137, 0.838568)
(0.385644, 0.853983)
(0.898171, 0.577981)
(-0.735971, 0.484879)
(-1.04934, 0.53106)
(0.100016, 0.363823)
(0.606671, 0.748011)
(0.463516, -0.257547)
(0.948413, -0.438419)
(1.91487, 0.452713)
(-0.713119, 0.734679)
(0.277839, 0.996426)
(-0.874206, 0.409884)
(0.634026, 0.922919)
(0.28153, 0.0378633)
(0.0412851, 1.08213)
(0.818816, -0.527948)
(0.60545, 0.703587)
(0.372785, 0.862807)
(-0.0559988, 0.192733)
(-0.52154, 0.89415)
(0.0470624, 1.04461)
(-1.03581, 0.220555)
(1.02469, -0.342603)
(1.25378, -0.314619)
(-0.649686, 0.731667)
(0.027708, 0.00659442)
(-0.0728613, 0.452136)
(1.4055, -0.438135)
(1.96316, 0.335403)
(1.0385, -0.0650097)
(0.112261, -0.0267982)
(-0.216881, 0.864907)
(-0.970618, 0.48264)
(1.16692, -0.370917)
(2.03596, 0.450752)
(0.490512, 0.795305)
(0.876889, 0.379117)
(-0.903719, 0.13187)
(0.951471, 0.454005)
(0.356648, -0.175389)
(1.75784, -0.119695)
(-0.135989, 0.501781)

Executing Clustering Algorithm: Swap
    ....Leaf n=1 <38> sm=[   1.8827  0.55646 ] ss=3.85421
    ...Split cd=1 cv=0.5565 nd=7 sm=[    13.75    2.862 ] ss=28.24
    .......Leaf n=1 <28> sm=[    2.028   0.4515 ] ss=4.316
    ......Split cd=1 cv=0.4515 nd=2 sm=[    4.064   0.9022 ] ss=8.664
    .......Leaf n=1 <90> sm=[    2.036   0.4508 ] ss=4.348
    .....Split cd=1 cv=0.3986 nd=5 sm=[     9.95    1.853 ] ss=20.52
    .......Leaf n=1 <84> sm=[    1.963   0.3354 ] ss=3.967
    ......Split cd=1 cv=0.3197 nd=3 sm=[    5.886   0.9503 ] ss=11.85
    ........Leaf n=1 <18> sm=[    2.003   0.3024 ] ss=4.104
    .......Split cd=0 cv= 1.975 nd=2 sm=[    3.923   0.6149 ] ss=7.886
    ........Leaf n=1 <50> sm=[    1.919   0.3126 ] ss=3.782
    ....Split cd=0 cv= 1.915 nd=6 sm=[    11.86    2.305 ] ss=24.39
    .....Leaf n=1 <64> sm=[    1.915   0.4527 ] ss=3.872
    ..Split cd=0 cv= 1.233 nd=22 sm=[    24.49    13.19 ] ss=44.13
    .....Leaf n=1 <25> sm=[   0.6959   0.9643 ] ss=1.414
    ....Split cd=0 cv=0.6959 nd=9 sm=[     5.34    7.584 ] ss=9.683
    .......Leaf n=1 <68> sm=[    0.634   0.9229 ] ss=1.254
    ......Split cd=0 cv=0.5632 nd=2 sm=[    1.147     1.93 ] ss=2.532
    .......Leaf n=1 <3> sm=[   0.5127    1.007 ] ss=1.278
    .....Split cd=1 cv=0.8718 nd=8 sm=[    4.644     6.62 ] ss=8.268
    .........Leaf n=1 <43> sm=[   0.6625   0.7895 ] ss=1.062
    ........Split cd=0 cv=0.6295 nd=2 sm=[    1.274    1.635 ] ss=2.15
    .........Leaf n=1 <2> sm=[   0.6111   0.8454 ] ss=1.088
    .......Split cd=1 cv=0.7666 nd=4 sm=[    2.486    3.086 ] ss=3.939
    .........Leaf n=1 <61> sm=[   0.6067    0.748 ] ss=0.9276
    ........Split cd=0 cv=0.6067 nd=2 sm=[    1.212    1.452 ] ss=1.789
    .........Leaf n=1 <72> sm=[   0.6054   0.7036 ] ss=0.8616
    ......Split cd=0 cv=0.5632 nd=6 sm=[    3.498     4.69 ] ss=5.737
    ........Leaf n=1 <37> sm=[   0.5215   0.8078 ] ss=0.9244
    .......Split cd=1 cv=0.7953 nd=2 sm=[    1.012    1.603 ] ss=1.798
    ........Leaf n=1 <91> sm=[   0.4905   0.7953 ] ss=0.8731
    ...Split cd=1 cv=0.6614 nd=15 sm=[    10.75    10.33 ] ss=15.89
    .......Leaf n=1 <94> sm=[   0.9515    0.454 ] ss=1.111
    ......Split cd=0 cv=0.9515 nd=3 sm=[    2.768    1.561 ] ss=3.375
    ........Leaf n=1 <57> sm=[   0.8982    0.578 ] ss=1.141
    .......Split cd=1 cv=0.5563 nd=2 sm=[    1.817    1.107 ] ss=2.264
    ........Leaf n=1 <44> sm=[   0.9185   0.5287 ] ss=1.123
    .....Split cd=1 cv=0.4511 nd=5 sm=[     4.66    2.281 ] ss=5.434
    .......Leaf n=1 <40> sm=[    1.015   0.3416 ] ss=1.146
    ......Split cd=0 cv= 1.015 nd=2 sm=[    1.892   0.7207 ] ss=2.059
    .......Leaf n=1 <92> sm=[   0.8769   0.3791 ] ss=0.9127
    ....Split cd=0 cv=0.8318 nd=6 sm=[    5.406    2.743 ] ss=6.204
    .....Leaf n=1 <34> sm=[   0.7464   0.4617 ] ss=0.7703
    .Split cd=1 cv=0.2407 nd=52 sm=[       61    5.921 ] ss=96.66
    .......Leaf n=1 <30> sm=[    1.918  0.08599 ] ss=3.688
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.784    0.232 ] ss=7.188
    .......Leaf n=1 <27> sm=[    1.865    0.146 ] ss=3.5
    .....Split cd=1 cv=0.03039 nd=4 sm=[    7.618   0.1873 ] ss=14.56
    .......Leaf n=1 <8> sm=[    2.008 -0.03426 ] ss=4.033
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.835 -0.04472 ] ss=7.371
    .......Leaf n=1 <5> sm=[    1.827 -0.01046 ] ss=3.337
    ....Split cd=0 cv= 1.758 nd=5 sm=[    9.376   0.0676 ] ss=17.66
    .....Leaf n=1 <96> sm=[    1.758  -0.1197 ] ss=3.104
    ...Split cd=1 cv= -0.18 nd=13 sm=[    20.89   -2.493 ] ss=35.18
    .....Leaf n=1 <42> sm=[    1.546  -0.2466 ] ss=2.452
    ....Split cd=0 cv= 1.546 nd=8 sm=[    11.51    -2.56 ] ss=17.52
    .........Leaf n=1 <0> sm=[    1.532  -0.1815 ] ss=2.38
    ........Split cd=0 cv=  1.48 nd=2 sm=[    3.012  -0.4585 ] ss=4.646
    .........Leaf n=1 <52> sm=[     1.48   -0.277 ] ss=2.267
    .......Split cd=1 cv=-0.2841 nd=3 sm=[      4.5  -0.7426 ] ss=6.943
    ........Leaf n=1 <33> sm=[    1.489  -0.2841 ] ss=2.297
    ......Split cd=0 cv=  1.39 nd=5 sm=[    7.136   -1.393 ] ss=10.63
    ........Leaf n=1 <79> sm=[    1.254  -0.3146 ] ss=1.671
    .......Split cd=1 cv=-0.3146 nd=2 sm=[    2.635  -0.6501 ] ss=3.691
    ........Leaf n=1 <53> sm=[    1.381  -0.3355 ] ss=2.02
    .....Split cd=1 cv=-0.3903 nd=7 sm=[    9.966   -2.314 ] ss=15.07
    .......Leaf n=1 <19> sm=[    1.425  -0.4827 ] ss=2.264
    ......Split cd=0 cv= 1.406 nd=2 sm=[    2.831  -0.9208 ] ss=4.432
    .......Leaf n=1 <83> sm=[    1.406  -0.4381 ] ss=2.167
    ..Split cd=0 cv= 1.233 nd=30 sm=[    36.51   -7.268 ] ss=52.53
    .......Leaf n=1 <4> sm=[   0.9894   0.1527 ] ss=1.002
    ......Split cd=0 cv=0.9894 nd=3 sm=[    2.843   0.3693 ] ss=2.745
    ........Leaf n=1 <13> sm=[   0.9222   0.1086 ] ss=0.8623
    .......Split cd=1 cv=0.1086 nd=2 sm=[    1.854   0.2166 ] ss=1.742
    ........Leaf n=1 <49> sm=[   0.9319    0.108 ] ss=0.8801
    .....Split cd=1 cv=0.03039 nd=4 sm=[    3.882   0.3043 ] ss=3.827
    ......Leaf n=1 <85> sm=[    1.039 -0.06501 ] ss=1.083
    ....Split cd=0 cv=0.9121 nd=5 sm=[    4.794   0.5004 ] ss=4.698
    .....Leaf n=1 <1> sm=[   0.9121   0.1961 ] ss=0.8705
    ...Split cd=1 cv= -0.18 nd=17 sm=[    15.62   -4.776 ] ss=17.35
    ........Leaf n=1 <89> sm=[    1.167  -0.3709 ] ss=1.499
    .......Split cd=1 cv=-0.3709 nd=2 sm=[    2.204  -0.7491 ] ss=2.718
    ........Leaf n=1 <24> sm=[    1.037  -0.3782 ] ss=1.219
    ......Split cd=0 cv= 1.033 nd=3 sm=[    3.229   -1.092 ] ss=3.885
    .......Leaf n=1 <78> sm=[    1.025  -0.3426 ] ss=1.167
    .....Split cd=1 cv=-0.3903 nd=9 sm=[    9.001    -4.05 ] ss=10.94
    .......Leaf n=1 <12> sm=[    1.053  -0.4958 ] ss=1.354
    ......Split cd=0 cv= 1.033 nd=6 sm=[    5.772   -2.958 ] ss=7.051
    ..........Leaf n=1 <15> sm=[   0.9926  -0.3955 ] ss=1.142
    .........Split cd=1 cv=-0.4384 nd=2 sm=[    1.941   -0.834 ] ss=2.233
    ..........Leaf n=1 <63> sm=[   0.9484  -0.4384 ] ss=1.092
    ........Split cd=0 cv=0.9414 nd=3 sm=[    2.882   -1.325 ] ss=3.361
    .........Leaf n=1 <48> sm=[   0.9414   -0.491 ] ss=1.127
    .......Split cd=1 cv=-0.4955 nd=5 sm=[     4.72   -2.463 ] ss=5.698
    .........Leaf n=1 <9> sm=[   0.9222   -0.537 ] ss=1.139
    ........Split cd=0 cv=0.9222 nd=2 sm=[    1.837   -1.138 ] ss=2.337
    .........Leaf n=1 <22> sm=[   0.9152  -0.6007 ] ss=1.198
    ....Split cd=0 cv=0.8318 nd=12 sm=[    10.83   -5.276 ] ss=12.66
    ......Leaf n=1 <62> sm=[   0.4635  -0.2575 ] ss=0.2812
    .....Split cd=1 cv=-0.3903 nd=3 sm=[    1.824   -1.226 ] ss=1.718
    .......Leaf n=1 <71> sm=[   0.8188  -0.5279 ] ss=0.9492
    ......Split cd=0 cv=0.6311 nd=2 sm=[    1.361  -0.9687 ] ss=1.437
    .......Leaf n=1 <14> sm=[   0.5417  -0.4407 ] ss=0.4877
    Split cd=0 cv=0.4304 nd=98 sm=[     47.9    27.35 ] ss=128.2
    .......Leaf n=1 <66> sm=[   0.2778   0.9964 ] ss=1.07
    ......Split cd=0 cv=0.2298 nd=3 sm=[   0.3662    3.123 ] ss=3.336
    ........Leaf n=1 <70> sm=[  0.04129    1.082 ] ss=1.173
    .......Split cd=1 cv= 1.045 nd=2 sm=[  0.08835    2.127 ] ss=2.266
    ........Leaf n=1 <76> sm=[  0.04706    1.045 ] ss=1.093
    .....Split cd=1 cv=0.8718 nd=5 sm=[    1.125     4.84 ] ss=5.098
    .......Leaf n=1 <56> sm=[   0.3856    0.854 ] ss=0.878
    ......Split cd=0 cv=0.3728 nd=2 sm=[   0.7584    1.717 ] ss=1.761
    .......Leaf n=1 <73> sm=[   0.3728   0.8628 ] ss=0.8834
    ....Split cd=0 cv=0.02906 nd=9 sm=[   0.1931    8.594 ] ss=8.874
    .......Leaf n=1 <6> sm=[  -0.1414   0.9454 ] ss=0.9138
    ......Split cd=0 cv=-0.1716 nd=3 sm=[  -0.7146    2.889 ] ss=2.981
    ........Leaf n=1 <11> sm=[  -0.2608    1.053 ] ss=1.177
    .......Split cd=1 cv= 0.977 nd=2 sm=[  -0.5733    1.943 ] ss=2.067
    ........Leaf n=1 <39> sm=[  -0.3125   0.8903 ] ss=0.8902
    .....Split cd=1 cv=0.8718 nd=4 sm=[  -0.9315    3.754 ] ss=3.776
    ......Leaf n=1 <87> sm=[  -0.2169   0.8649 ] ss=0.7951
    ...Split cd=1 cv=0.6614 nd=16 sm=[    0.235    11.39 ] ss=10.13
    ......Leaf n=1 <10> sm=[   0.2328   0.4159 ] ss=0.2271
    .....Split cd=1 cv=0.4159 nd=2 sm=[   0.3328   0.7797 ] ss=0.3695
    ......Leaf n=1 <60> sm=[      0.1   0.3638 ] ss=0.1424
    ....Split cd=0 cv=0.02906 nd=7 sm=[  0.04187    2.796 ] ss=1.261
    ........Leaf n=1 <26> sm=[  0.02516   0.4798 ] ss=0.2308
    .......Split cd=1 cv=0.4798 nd=2 sm=[  -0.0477   0.9319 ] ss=0.4406
    ........Leaf n=1 <82> sm=[ -0.07286   0.4521 ] ss=0.2097
    ......Split cd=0 cv=-0.136 nd=3 sm=[  -0.1837    1.434 ] ss=0.7108
    .......Leaf n=1 <97> sm=[   -0.136   0.5018 ] ss=0.2703
    .....Split cd=1 cv=0.4511 nd=5 sm=[  -0.2909    2.016 ] ss=0.8919
    .......Leaf n=1 <7> sm=[ -0.01034   0.3222 ] ss=0.1039
    ......Split cd=0 cv=-0.09691 nd=2 sm=[  -0.1072   0.5826 ] ss=0.1811
    .......Leaf n=1 <17> sm=[ -0.09691   0.2604 ] ss=0.07719
    ..Split cd=0 cv=-0.3723 nd=32 sm=[    -11.9    21.84 ] ss=27.27
    ........Leaf n=1 <75> sm=[  -0.5215   0.8942 ] ss=1.072
    .......Split cd=1 cv=0.8942 nd=2 sm=[  -0.9615     1.77 ] ss=2.032
    ........Leaf n=1 <46> sm=[  -0.4399   0.8759 ] ss=0.9608
    ......Split cd=0 cv=-0.573 nd=4 sm=[   -2.286    3.626 ] ss=4.648
    ........Leaf n=1 <45> sm=[  -0.5773   0.9521 ] ss=1.24
    .......Split cd=1 cv=0.9521 nd=2 sm=[   -1.325    1.856 ] ss=2.616
    ........Leaf n=1 <54> sm=[  -0.7477   0.9037 ] ss=1.376
    .....Split cd=1 cv=0.8718 nd=7 sm=[    -4.33    5.931 ] ss=7.821
    .......Leaf n=1 <80> sm=[  -0.6497   0.7317 ] ss=0.9574
    ......Split cd=0 cv=-0.6497 nd=3 sm=[   -2.044    2.305 ] ss=3.173
    ........Leaf n=1 <55> sm=[  -0.6811   0.8386 ] ss=1.167
    .......Split cd=1 cv=0.7666 nd=2 sm=[   -1.394    1.573 ] ss=2.215
    ........Leaf n=1 <65> sm=[  -0.7131   0.7347 ] ss=1.048
    ....Split cd=0 cv=-0.7737 nd=8 sm=[   -5.209    6.603 ] ss=9.044
    .....Leaf n=1 <41> sm=[  -0.8786   0.6721 ] ss=1.224
    ...Split cd=1 cv=0.6614 nd=16 sm=[   -12.14    10.45 ] ss=17.14
    ......Leaf n=1 <20> sm=[  -0.5569   0.5926 ] ss=0.6613
    .....Split cd=1 cv=0.4849 nd=2 sm=[   -1.293    1.077 ] ss=1.438
    ......Leaf n=1 <58> sm=[   -0.736   0.4849 ] ss=0.7768
    ....Split cd=0 cv=-0.7737 nd=8 sm=[    -6.93    3.844 ] ss=8.095
    ........Leaf n=1 <47> sm=[  -0.9517   0.6142 ] ss=1.283
    .......Split cd=1 cv=0.5563 nd=2 sm=[   -1.922    1.097 ] ss=2.458
    ........Leaf n=1 <88> sm=[  -0.9706   0.4826 ] ss=1.175
    ......Split cd=0 cv=-0.9744 nd=3 sm=[   -2.972    1.628 ] ss=3.841
    .......Leaf n=1 <59> sm=[   -1.049   0.5311 ] ss=1.383
    .....Split cd=1 cv=0.4511 nd=6 sm=[   -5.637    2.766 ] ss=6.657
    ........Leaf n=1 <29> sm=[   -0.835    0.423 ] ss=0.8762
    .......Split cd=1 cv=0.4099 nd=2 sm=[   -1.709   0.8329 ] ss=1.808
    ........Leaf n=1 <67> sm=[  -0.8742   0.4099 ] ss=0.9322
    ......Split cd=0 cv=-0.9562 nd=3 sm=[   -2.665    1.139 ] ss=2.816
    .......Leaf n=1 <16> sm=[  -0.9562   0.3057 ] ss=1.008
    .Split cd=1 cv=0.2407 nd=46 sm=[    -13.1    21.43 ] ss=31.53
    .......Leaf n=1 <69> sm=[   0.2815  0.03786 ] ss=0.08069
    ......Split cd=0 cv=0.2298 nd=2 sm=[   0.4714   0.1229 ] ss=0.124
    .......Leaf n=1 <51> sm=[   0.1899  0.08505 ] ss=0.04329
    .....Split cd=1 cv=0.03039 nd=6 sm=[    1.271  -0.2285 ] ss=0.383
    ........Leaf n=1 <31> sm=[    0.262 -0.03439 ] ss=0.06983
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.6187  -0.2098 ] ss=0.2278
    ........Leaf n=1 <95> sm=[   0.3566  -0.1754 ] ss=0.158
    ......Split cd=0 cv=0.2298 nd=4 sm=[   0.7995  -0.3514 ] ss=0.259
    ........Leaf n=1 <86> sm=[   0.1123  -0.0268 ] ss=0.01332
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.1808  -0.1416 ] ss=0.03121
    ........Leaf n=1 <23> sm=[  0.06856  -0.1148 ] ss=0.01789
    ....Split cd=0 cv=0.02906 nd=9 sm=[    1.262 -0.07538 ] ss=0.4266
    ......Leaf n=1 <74> sm=[   -0.056   0.1927 ] ss=0.04028
    .....Split cd=1 cv=0.03039 nd=3 sm=[ -0.009376   0.1531 ] ss=0.04359
    .......Leaf n=1 <81> sm=[  0.02771 0.006594 ] ss=0.0008112
    ......Split cd=0 cv=0.01891 nd=2 sm=[  0.04662 -0.03961 ] ss=0.003304
    .......Leaf n=1 <35> sm=[  0.01891 -0.04621 ] ss=0.002493
    ...Split cd=1 cv= -0.18 nd=11 sm=[    1.921   -0.785 ] ss=0.9206
    .....Leaf n=1 <21> sm=[   0.3738  -0.4571 ] ss=0.3487
    ....Split cd=0 cv=0.2856 nd=2 sm=[   0.6594  -0.7097 ] ss=0.4941
    .....Leaf n=1 <32> sm=[   0.2856  -0.2526 ] ss=0.1453
    ..Split cd=0 cv=-0.3723 nd=14 sm=[   -1.194  -0.4066 ] ss=4.258
    .....Leaf n=1 <93> sm=[  -0.9037   0.1319 ] ss=0.8341
    ....Split cd=0 cv=-0.9037 nd=2 sm=[    -1.94   0.3524 ] ss=1.956
    .....Leaf n=1 <77> sm=[   -1.036   0.2206 ] ss=1.122
    ...Split cd=1 cv=0.02607 nd=3 sm=[   -3.115   0.3785 ] ss=3.337
    ....Leaf n=1 <36> sm=[   -1.175  0.02607 ] ss=1.381
================
open file successfully.
Data Points:
(1.53185, -0.181498)
(0.91214, 0.196149)
(0.611138, 0.845364)
(0.512654, 1.00743)
(0.989351, 0.152667)
(1.82681, -0.0104592)
(-0.141351, 0.945408)
(-0.0103401, 0.322211)
(2.00806, -0.0342631)
(0.922233, -0.536971)
(0.232796, 0.415857)
(-0.260771, 1.05303)
(1.05251, -0.49579)
(0.922208, 0.108597)
(0.541746, -0.440715)
(0.992592, -0.395543)
(-0.956249, 0.305663)
(-0.0969088, 0.260381)
(2.00321, 0.302369)
(1.42522, -0.482703)
(-0.556882, 0.592596)
(0.37384, -0.457116)
(0.915152, -0.600658)
(0.0685635, -0.114837)
(1.03722, -0.378166)
(0.695912, 0.964328)
(0.0251569, 0.479779)
(1.86506, 0.146026)
(2.0278, 0.451455)
(-0.835041, 0.423008)
(1.91848, 0.0859929)
(0.26201, -0.0343864)
(0.285578, -0.252555)
(1.48874, -0.284132)
(0.746397, 0.46168)
(0.0189145, -0.0462073)
(-1.17507, 0.0260735)
(0.521454, 0.807786)
(1.8827, 0.55646)
(-0.312485, 0.890253)
(1.01468, 0.341591)
(-0.878574, 0.67205)
(1.54628, -0.246648)
(0.662451, 0.789451)
(0.918467, 0.528656)
(-0.577279, 0.952149)
(-0.439945, 0.875922)
(-0.951655, 0.614165)
(0.941433, -0.490953)
(0.931921, 0.108027)
(1.91937, 0.312563)
(0.189892, 0.0850484)
(1.47989, -0.27702)
(1.38126, -0.335466)
(-0.747688, 0.903713)
(-0.681137, 0.838568)
(0.385644, 0.853983)
(0.898171, 0.577981)
(-0.735971, 0.484879)
(-1.04934, 0.53106)
(0.100016, 0.363823)
(0.606671, 0.748011)
(0.463516, -0.257547)
(0.948413, -0.438419)
(1.91487, 0.452713)
(-0.713119, 0.734679)
(0.277839, 0.996426)
(-0.874206, 0.409884)
(0.634026, 0.922919)
(0.28153, 0.0378633)
(0.0412851, 1.08213)
(0.818816, -0.527948)
(0.60545, 0.703587)
(0.372785, 0.862807)
(-0.0559988, 0.192733)
(-0.52154, 0.89415)
(0.0470624, 1.04461)
(-1.03581, 0.220555)
(1.02469, -0.342603)
(1.25378, -0.314619)
(-0.649686, 0.731667)
(0.027708, 0.00659442)
(-0.0728613, 0.452136)
(1.4055, -0.438135)
(1.96316, 0.335403)
(1.0385, -0.0650097)
(0.112261, -0.0267982)
(-0.216881, 0.864907)
(-0.970618, 0.48264)
(1.16692, -0.370917)
(2.03596, 0.450752)
(0.490512, 0.795305)
(0.876889, 0.379117)
(-0.903719, 0.13187)
(0.951471, 0.454005)
(0.356648, -0.175389)
(1.75784, -0.119695)
(-0.135989, 0.501781)

Executing Clustering Algorithm: Swap
    ....Leaf n=1 <38> sm=[   1.8827  0.55646 ] ss=3.85421
    ...Split cd=1 cv=0.5565 nd=7 sm=[    13.75    2.862 ] ss=28.24
    .......Leaf n=1 <28> sm=[    2.028   0.4515 ] ss=4.316
    ......Split cd=1 cv=0.4515 nd=2 sm=[    4.064   0.9022 ] ss=8.664
    .......Leaf n=1 <90> sm=[    2.036   0.4508 ] ss=4.348
    .....Split cd=1 cv=0.3986 nd=5 sm=[     9.95    1.853 ] ss=20.52
    .......Leaf n=1 <84> sm=[    1.963   0.3354 ] ss=3.967
    ......Split cd=1 cv=0.3197 nd=3 sm=[    5.886   0.9503 ] ss=11.85
    ........Leaf n=1 <18> sm=[    2.003   0.3024 ] ss=4.104
    .......Split cd=0 cv= 1.975 nd=2 sm=[    3.923   0.6149 ] ss=7.886
    ........Leaf n=1 <50> sm=[    1.919   0.3126 ] ss=3.782
    ....Split cd=0 cv= 1.915 nd=6 sm=[    11.86    2.305 ] ss=24.39
    .....Leaf n=1 <64> sm=[    1.915   0.4527 ] ss=3.872
    ..Split cd=0 cv= 1.233 nd=22 sm=[    24.49    13.19 ] ss=44.13
    .....Leaf n=1 <25> sm=[   0.6959   0.9643 ] ss=1.414
    ....Split cd=0 cv=0.6959 nd=9 sm=[     5.34    7.584 ] ss=9.683
    .......Leaf n=1 <68> sm=[    0.634   0.9229 ] ss=1.254
    ......Split cd=0 cv=0.5632 nd=2 sm=[    1.147     1.93 ] ss=2.532
    .......Leaf n=1 <3> sm=[   0.5127    1.007 ] ss=1.278
    .....Split cd=1 cv=0.8718 nd=8 sm=[    4.644     6.62 ] ss=8.268
    .........Leaf n=1 <43> sm=[   0.6625   0.7895 ] ss=1.062
    ........Split cd=0 cv=0.6295 nd=2 sm=[    1.274    1.635 ] ss=2.15
    .........Leaf n=1 <2> sm=[   0.6111   0.8454 ] ss=1.088
    .......Split cd=1 cv=0.7666 nd=4 sm=[    2.486    3.086 ] ss=3.939
    .........Leaf n=1 <61> sm=[   0.6067    0.748 ] ss=0.9276
    ........Split cd=0 cv=0.6067 nd=2 sm=[    1.212    1.452 ] ss=1.789
    .........Leaf n=1 <72> sm=[   0.6054   0.7036 ] ss=0.8616
    ......Split cd=0 cv=0.5632 nd=6 sm=[    3.498     4.69 ] ss=5.737
    ........Leaf n=1 <37> sm=[   0.5215   0.8078 ] ss=0.9244
    .......Split cd=1 cv=0.7953 nd=2 sm=[    1.012    1.603 ] ss=1.798
    ........Leaf n=1 <91> sm=[   0.4905   0.7953 ] ss=0.8731
    ...Split cd=1 cv=0.6614 nd=15 sm=[    10.75    10.33 ] ss=15.89
    .......Leaf n=1 <94> sm=[   0.9515    0.454 ] ss=1.111
    ......Split cd=0 cv=0.9515 nd=3 sm=[    2.768    1.561 ] ss=3.375
    ........Leaf n=1 <57> sm=[   0.8982    0.578 ] ss=1.141
    .......Split cd=1 cv=0.5563 nd=2 sm=[    1.817    1.107 ] ss=2.264
    ........Leaf n=1 <44> sm=[   0.9185   0.5287 ] ss=1.123
    .....Split cd=1 cv=0.4511 nd=5 sm=[     4.66    2.281 ] ss=5.434
    .......Leaf n=1 <40> sm=[    1.015   0.3416 ] ss=1.146
    ......Split cd=0 cv= 1.015 nd=2 sm=[    1.892   0.7207 ] ss=2.059
    .......Leaf n=1 <92> sm=[   0.8769   0.3791 ] ss=0.9127
    ....Split cd=0 cv=0.8318 nd=6 sm=[    5.406    2.743 ] ss=6.204
    .....Leaf n=1 <34> sm=[   0.7464   0.4617 ] ss=0.7703
    .Split cd=1 cv=0.2407 nd=52 sm=[       61    5.921 ] ss=96.66
    .......Leaf n=1 <30> sm=[    1.918  0.08599 ] ss=3.688
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.784    0.232 ] ss=7.188
    .......Leaf n=1 <27> sm=[    1.865    0.146 ] ss=3.5
    .....Split cd=1 cv=0.03039 nd=4 sm=[    7.618   0.1873 ] ss=14.56
    .......Leaf n=1 <8> sm=[    2.008 -0.03426 ] ss=4.033
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.835 -0.04472 ] ss=7.371
    .......Leaf n=1 <5> sm=[    1.827 -0.01046 ] ss=3.337
    ....Split cd=0 cv= 1.758 nd=5 sm=[    9.376   0.0676 ] ss=17.66
    .....Leaf n=1 <96> sm=[    1.758  -0.1197 ] ss=3.104
    ...Split cd=1 cv= -0.18 nd=13 sm=[    20.89   -2.493 ] ss=35.18
    .....Leaf n=1 <42> sm=[    1.546  -0.2466 ] ss=2.452
    ....Split cd=0 cv= 1.546 nd=8 sm=[    11.51    -2.56 ] ss=17.52
    .........Leaf n=1 <0> sm=[    1.532  -0.1815 ] ss=2.38
    ........Split cd=0 cv=  1.48 nd=2 sm=[    3.012  -0.4585 ] ss=4.646
    .........Leaf n=1 <52> sm=[     1.48   -0.277 ] ss=2.267
    .......Split cd=1 cv=-0.2841 nd=3 sm=[      4.5  -0.7426 ] ss=6.943
    ........Leaf n=1 <33> sm=[    1.489  -0.2841 ] ss=2.297
    ......Split cd=0 cv=  1.39 nd=5 sm=[    7.136   -1.393 ] ss=10.63
    ........Leaf n=1 <79> sm=[    1.254  -0.3146 ] ss=1.671
    .......Split cd=1 cv=-0.3146 nd=2 sm=[    2.635  -0.6501 ] ss=3.691
    ........Leaf n=1 <53> sm=[    1.381  -0.3355 ] ss=2.02
    .....Split cd=1 cv=-0.3903 nd=7 sm=[    9.966   -2.314 ] ss=15.07
    .......Leaf n=1 <19> sm=[    1.425  -0.4827 ] ss=2.264
    ......Split cd=0 cv= 1.406 nd=2 sm=[    2.831  -0.9208 ] ss=4.432
    .......Leaf n=1 <83> sm=[    1.406  -0.4381 ] ss=2.167
    ..Split cd=0 cv= 1.233 nd=30 sm=[    36.51   -7.268 ] ss=52.53
    .......Leaf n=1 <4> sm=[   0.9894   0.1527 ] ss=1.002
    ......Split cd=0 cv=0.9894 nd=3 sm=[    2.843   0.3693 ] ss=2.745
    ........Leaf n=1 <13> sm=[   0.9222   0.1086 ] ss=0.8623
    .......Split cd=1 cv=0.1086 nd=2 sm=[    1.854   0.2166 ] ss=1.742
    ........Leaf n=1 <49> sm=[   0.9319    0.108 ] ss=0.8801
    .....Split cd=1 cv=0.03039 nd=4 sm=[    3.882   0.3043 ] ss=3.827
    ......Leaf n=1 <85> sm=[    1.039 -0.06501 ] ss=1.083
    ....Split cd=0 cv=0.9121 nd=5 sm=[    4.794   0.5004 ] ss=4.698
    .....Leaf n=1 <1> sm=[   0.9121   0.1961 ] ss=0.8705
    ...Split cd=1 cv= -0.18 nd=17 sm=[    15.62   -4.776 ] ss=17.35
    ........Leaf n=1 <89> sm=[    1.167  -0.3709 ] ss=1.499
    .......Split cd=1 cv=-0.3709 nd=2 sm=[    2.204  -0.7491 ] ss=2.718
    ........Leaf n=1 <24> sm=[    1.037  -0.3782 ] ss=1.219
    ......Split cd=0 cv= 1.033 nd=3 sm=[    3.229   -1.092 ] ss=3.885
    .......Leaf n=1 <78> sm=[    1.025  -0.3426 ] ss=1.167
    .....Split cd=1 cv=-0.3903 nd=9 sm=[    9.001    -4.05 ] ss=10.94
    .......Leaf n=1 <12> sm=[    1.053  -0.4958 ] ss=1.354
    ......Split cd=0 cv= 1.033 nd=6 sm=[    5.772   -2.958 ] ss=7.051
    ..........Leaf n=1 <15> sm=[   0.9926  -0.3955 ] ss=1.142
    .........Split cd=1 cv=-0.4384 nd=2 sm=[    1.941   -0.834 ] ss=2.233
    ..........Leaf n=1 <63> sm=[   0.9484  -0.4384 ] ss=1.092
    ........Split cd=0 cv=0.9414 nd=3 sm=[    2.882   -1.325 ] ss=3.361
    .........Leaf n=1 <48> sm=[   0.9414   -0.491 ] ss=1.127
    .......Split cd=1 cv=-0.4955 nd=5 sm=[     4.72   -2.463 ] ss=5.698
    .........Leaf n=1 <9> sm=[   0.9222   -0.537 ] ss=1.139
    ........Split cd=0 cv=0.9222 nd=2 sm=[    1.837   -1.138 ] ss=2.337
    .........Leaf n=1 <22> sm=[   0.9152  -0.6007 ] ss=1.198
    ....Split cd=0 cv=0.8318 nd=12 sm=[    10.83   -5.276 ] ss=12.66
    ......Leaf n=1 <62> sm=[   0.4635  -0.2575 ] ss=0.2812
    .....Split cd=1 cv=-0.3903 nd=3 sm=[    1.824   -1.226 ] ss=1.718
    .......Leaf n=1 <71> sm=[   0.8188  -0.5279 ] ss=0.9492
    ......Split cd=0 cv=0.6311 nd=2 sm=[    1.361  -0.9687 ] ss=1.437
    .......Leaf n=1 <14> sm=[   0.5417  -0.4407 ] ss=0.4877
    Split cd=0 cv=0.4304 nd=98 sm=[     47.9    27.35 ] ss=128.2
    .......Leaf n=1 <66> sm=[   0.2778   0.9964 ] ss=1.07
    ......Split cd=0 cv=0.2298 nd=3 sm=[   0.3662    3.123 ] ss=3.336
    ........Leaf n=1 <70> sm=[  0.04129    1.082 ] ss=1.173
    .......Split cd=1 cv= 1.045 nd=2 sm=[  0.08835    2.127 ] ss=2.266
    ........Leaf n=1 <76> sm=[  0.04706    1.045 ] ss=1.093
    .....Split cd=1 cv=0.8718 nd=5 sm=[    1.125     4.84 ] ss=5.098
    .......Leaf n=1 <56> sm=[   0.3856    0.854 ] ss=0.878
    ......Split cd=0 cv=0.3728 nd=2 sm=[   0.7584    1.717 ] ss=1.761
    .......Leaf n=1 <73> sm=[   0.3728   0.8628 ] ss=0.8834
    ....Split cd=0 cv=0.02906 nd=9 sm=[   0.1931    8.594 ] ss=8.874
    .......Leaf n=1 <6> sm=[  -0.1414   0.9454 ] ss=0.9138
    ......Split cd=0 cv=-0.1716 nd=3 sm=[  -0.7146    2.889 ] ss=2.981
    ........Leaf n=1 <11> sm=[  -0.2608    1.053 ] ss=1.177
    .......Split cd=1 cv= 0.977 nd=2 sm=[  -0.5733    1.943 ] ss=2.067
    ........Leaf n=1 <39> sm=[  -0.3125   0.8903 ] ss=0.8902
    .....Split cd=1 cv=0.8718 nd=4 sm=[  -0.9315    3.754 ] ss=3.776
    ......Leaf n=1 <87> sm=[  -0.2169   0.8649 ] ss=0.7951
    ...Split cd=1 cv=0.6614 nd=16 sm=[    0.235    11.39 ] ss=10.13
    ......Leaf n=1 <10> sm=[   0.2328   0.4159 ] ss=0.2271
    .....Split cd=1 cv=0.4159 nd=2 sm=[   0.3328   0.7797 ] ss=0.3695
    ......Leaf n=1 <60> sm=[      0.1   0.3638 ] ss=0.1424
    ....Split cd=0 cv=0.02906 nd=7 sm=[  0.04187    2.796 ] ss=1.261
    ........Leaf n=1 <26> sm=[  0.02516   0.4798 ] ss=0.2308
    .......Split cd=1 cv=0.4798 nd=2 sm=[  -0.0477   0.9319 ] ss=0.4406
    ........Leaf n=1 <82> sm=[ -0.07286   0.4521 ] ss=0.2097
    ......Split cd=0 cv=-0.136 nd=3 sm=[  -0.1837    1.434 ] ss=0.7108
    .......Leaf n=1 <97> sm=[   -0.136   0.5018 ] ss=0.2703
    .....Split cd=1 cv=0.4511 nd=5 sm=[  -0.2909    2.016 ] ss=0.8919
    .......Leaf n=1 <7> sm=[ -0.01034   0.3222 ] ss=0.1039
    ......Split cd=0 cv=-0.09691 nd=2 sm=[  -0.1072   0.5826 ] ss=0.1811
    .......Leaf n=1 <17> sm=[ -0.09691   0.2604 ] ss=0.07719
    ..Split cd=0 cv=-0.3723 nd=32 sm=[    -11.9    21.84 ] ss=27.27
    ........Leaf n=1 <75> sm=[  -0.5215   0.8942 ] ss=1.072
    .......Split cd=1 cv=0.8942 nd=2 sm=[  -0.9615     1.77 ] ss=2.032
    ........Leaf n=1 <46> sm=[  -0.4399   0.8759 ] ss=0.9608
    ......Split cd=0 cv=-0.573 nd=4 sm=[   -2.286    3.626 ] ss=4.648
    ........Leaf n=1 <45> sm=[  -0.5773   0.9521 ] ss=1.24
    .......Split cd=1 cv=0.9521 nd=2 sm=[   -1.325    1.856 ] ss=2.616
    ........Leaf n=1 <54> sm=[  -0.7477   0.9037 ] ss=1.376
    .....Split cd=1 cv=0.8718 nd=7 sm=[    -4.33    5.931 ] ss=7.821
    .......Leaf n=1 <80> sm=[  -0.6497   0.7317 ] ss=0.9574
    ......Split cd=0 cv=-0.6497 nd=3 sm=[   -2.044    2.305 ] ss=3.173
    ........Leaf n=1 <55> sm=[  -0.6811   0.8386 ] ss=1.167
    .......Split cd=1 cv=0.7666 nd=2 sm=[   -1.394    1.573 ] ss=2.215
    ........Leaf n=1 <65> sm=[  -0.7131   0.7347 ] ss=1.048
    ....Split cd=0 cv=-0.7737 nd=8 sm=[   -5.209    6.603 ] ss=9.044
    .....Leaf n=1 <41> sm=[  -0.8786   0.6721 ] ss=1.224
    ...Split cd=1 cv=0.6614 nd=16 sm=[   -12.14    10.45 ] ss=17.14
    ......Leaf n=1 <20> sm=[  -0.5569   0.5926 ] ss=0.6613
    .....Split cd=1 cv=0.4849 nd=2 sm=[   -1.293    1.077 ] ss=1.438
    ......Leaf n=1 <58> sm=[   -0.736   0.4849 ] ss=0.7768
    ....Split cd=0 cv=-0.7737 nd=8 sm=[    -6.93    3.844 ] ss=8.095
    ........Leaf n=1 <47> sm=[  -0.9517   0.6142 ] ss=1.283
    .......Split cd=1 cv=0.5563 nd=2 sm=[   -1.922    1.097 ] ss=2.458
    ........Leaf n=1 <88> sm=[  -0.9706   0.4826 ] ss=1.175
    ......Split cd=0 cv=-0.9744 nd=3 sm=[   -2.972    1.628 ] ss=3.841
    .......Leaf n=1 <59> sm=[   -1.049   0.5311 ] ss=1.383
    .....Split cd=1 cv=0.4511 nd=6 sm=[   -5.637    2.766 ] ss=6.657
    ........Leaf n=1 <29> sm=[   -0.835    0.423 ] ss=0.8762
    .......Split cd=1 cv=0.4099 nd=2 sm=[   -1.709   0.8329 ] ss=1.808
    ........Leaf n=1 <67> sm=[  -0.8742   0.4099 ] ss=0.9322
    ......Split cd=0 cv=-0.9562 nd=3 sm=[   -2.665    1.139 ] ss=2.816
    .......Leaf n=1 <16> sm=[  -0.9562   0.3057 ] ss=1.008
    .Split cd=1 cv=0.2407 nd=46 sm=[    -13.1    21.43 ] ss=31.53
    .......Leaf n=1 <69> sm=[   0.2815  0.03786 ] ss=0.08069
    ......Split cd=0 cv=0.2298 nd=2 sm=[   0.4714   0.1229 ] ss=0.124
    .......Leaf n=1 <51> sm=[   0.1899  0.08505 ] ss=0.04329
    .....Split cd=1 cv=0.03039 nd=6 sm=[    1.271  -0.2285 ] ss=0.383
    ........Leaf n=1 <31> sm=[    0.262 -0.03439 ] ss=0.06983
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.6187  -0.2098 ] ss=0.2278
    ........Leaf n=1 <95> sm=[   0.3566  -0.1754 ] ss=0.158
    ......Split cd=0 cv=0.2298 nd=4 sm=[   0.7995  -0.3514 ] ss=0.259
    ........Leaf n=1 <86> sm=[   0.1123  -0.0268 ] ss=0.01332
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.1808  -0.1416 ] ss=0.03121
    ........Leaf n=1 <23> sm=[  0.06856  -0.1148 ] ss=0.01789
    ....Split cd=0 cv=0.02906 nd=9 sm=[    1.262 -0.07538 ] ss=0.4266
    ......Leaf n=1 <74> sm=[   -0.056   0.1927 ] ss=0.04028
    .....Split cd=1 cv=0.03039 nd=3 sm=[ -0.009376   0.1531 ] ss=0.04359
    .......Leaf n=1 <81> sm=[  0.02771 0.006594 ] ss=0.0008112
    ......Split cd=0 cv=0.01891 nd=2 sm=[  0.04662 -0.03961 ] ss=0.003304
    .......Leaf n=1 <35> sm=[  0.01891 -0.04621 ] ss=0.002493
    ...Split cd=1 cv= -0.18 nd=11 sm=[    1.921   -0.785 ] ss=0.9206
    .....Leaf n=1 <21> sm=[   0.3738  -0.4571 ] ss=0.3487
    ....Split cd=0 cv=0.2856 nd=2 sm=[   0.6594  -0.7097 ] ss=0.4941
    .....Leaf n=1 <32> sm=[   0.2856  -0.2526 ] ss=0.1453
    ..Split cd=0 cv=-0.3723 nd=14 sm=[   -1.194  -0.4066 ] ss=4.258
    .....Leaf n=1 <93> sm=[  -0.9037   0.1319 ] ss=0.8341
    ....Split cd=0 cv=-0.9037 nd=2 sm=[    -1.94   0.3524 ] ss=1.956
    .....Leaf n=1 <77> sm=[   -1.036   0.2206 ] ss=1.122
    ...Split cd=1 cv=0.02607 nd=3 sm=[   -3.115   0.3785 ] ss=3.337
    ....Leaf n=1 <36> sm=[   -1.175  0.02607 ] ss=1.381
================
open file successfully.
Data Points:
(1.53185, -0.181498)
(0.91214, 0.196149)
(0.611138, 0.845364)
(0.512654, 1.00743)
(0.989351, 0.152667)
(1.82681, -0.0104592)
(-0.141351, 0.945408)
(-0.0103401, 0.322211)
(2.00806, -0.0342631)
(0.922233, -0.536971)
(0.232796, 0.415857)
(-0.260771, 1.05303)
(1.05251, -0.49579)
(0.922208, 0.108597)
(0.541746, -0.440715)
(0.992592, -0.395543)
(-0.956249, 0.305663)
(-0.0969088, 0.260381)
(2.00321, 0.302369)
(1.42522, -0.482703)
(-0.556882, 0.592596)
(0.37384, -0.457116)
(0.915152, -0.600658)
(0.0685635, -0.114837)
(1.03722, -0.378166)
(0.695912, 0.964328)
(0.0251569, 0.479779)
(1.86506, 0.146026)
(2.0278, 0.451455)
(-0.835041, 0.423008)
(1.91848, 0.0859929)
(0.26201, -0.0343864)
(0.285578, -0.252555)
(1.48874, -0.284132)
(0.746397, 0.46168)
(0.0189145, -0.0462073)
(-1.17507, 0.0260735)
(0.521454, 0.807786)
(1.8827, 0.55646)
(-0.312485, 0.890253)
(1.01468, 0.341591)
(-0.878574, 0.67205)
(1.54628, -0.246648)
(0.662451, 0.789451)
(0.918467, 0.528656)
(-0.577279, 0.952149)
(-0.439945, 0.875922)
(-0.951655, 0.614165)
(0.941433, -0.490953)
(0.931921, 0.108027)
(1.91937, 0.312563)
(0.189892, 0.0850484)
(1.47989, -0.27702)
(1.38126, -0.335466)
(-0.747688, 0.903713)
(-0.681137, 0.838568)
(0.385644, 0.853983)
(0.898171, 0.577981)
(-0.735971, 0.484879)
(-1.04934, 0.53106)
(0.100016, 0.363823)
(0.606671, 0.748011)
(0.463516, -0.257547)
(0.948413, -0.438419)
(1.91487, 0.452713)
(-0.713119, 0.734679)
(0.277839, 0.996426)
(-0.874206, 0.409884)
(0.634026, 0.922919)
(0.28153, 0.0378633)
(0.0412851, 1.08213)
(0.818816, -0.527948)
(0.60545, 0.703587)
(0.372785, 0.862807)
(-0.0559988, 0.192733)
(-0.52154, 0.89415)
(0.0470624, 1.04461)
(-1.03581, 0.220555)
(1.02469, -0.342603)
(1.25378, -0.314619)
(-0.649686, 0.731667)
(0.027708, 0.00659442)
(-0.0728613, 0.452136)
(1.4055, -0.438135)
(1.96316, 0.335403)
(1.0385, -0.0650097)
(0.112261, -0.0267982)
(-0.216881, 0.864907)
(-0.970618, 0.48264)
(1.16692, -0.370917)
(2.03596, 0.450752)
(0.490512, 0.795305)
(0.876889, 0.379117)
(-0.903719, 0.13187)
(0.951471, 0.454005)
(0.356648, -0.175389)
(1.75784, -0.119695)
(-0.135989, 0.501781)

Executing Clustering Algorithm: Swap
    ....Leaf n=1 <38> sm=[   1.8827  0.55646 ] ss=3.85421
    ...Split cd=1 cv=0.5565 nd=7 sm=[    13.75    2.862 ] ss=28.24
    .......Leaf n=1 <28> sm=[    2.028   0.4515 ] ss=4.316
    ......Split cd=1 cv=0.4515 nd=2 sm=[    4.064   0.9022 ] ss=8.664
    .......Leaf n=1 <90> sm=[    2.036   0.4508 ] ss=4.348
    .....Split cd=1 cv=0.3986 nd=5 sm=[     9.95    1.853 ] ss=20.52
    .......Leaf n=1 <84> sm=[    1.963   0.3354 ] ss=3.967
    ......Split cd=1 cv=0.3197 nd=3 sm=[    5.886   0.9503 ] ss=11.85
    ........Leaf n=1 <18> sm=[    2.003   0.3024 ] ss=4.104
    .......Split cd=0 cv= 1.975 nd=2 sm=[    3.923   0.6149 ] ss=7.886
    ........Leaf n=1 <50> sm=[    1.919   0.3126 ] ss=3.782
    ....Split cd=0 cv= 1.915 nd=6 sm=[    11.86    2.305 ] ss=24.39
    .....Leaf n=1 <64> sm=[    1.915   0.4527 ] ss=3.872
    ..Split cd=0 cv= 1.233 nd=22 sm=[    24.49    13.19 ] ss=44.13
    .....Leaf n=1 <25> sm=[   0.6959   0.9643 ] ss=1.414
    ....Split cd=0 cv=0.6959 nd=9 sm=[     5.34    7.584 ] ss=9.683
    .......Leaf n=1 <68> sm=[    0.634   0.9229 ] ss=1.254
    ......Split cd=0 cv=0.5632 nd=2 sm=[    1.147     1.93 ] ss=2.532
    .......Leaf n=1 <3> sm=[   0.5127    1.007 ] ss=1.278
    .....Split cd=1 cv=0.8718 nd=8 sm=[    4.644     6.62 ] ss=8.268
    .........Leaf n=1 <43> sm=[   0.6625   0.7895 ] ss=1.062
    ........Split cd=0 cv=0.6295 nd=2 sm=[    1.274    1.635 ] ss=2.15
    .........Leaf n=1 <2> sm=[   0.6111   0.8454 ] ss=1.088
    .......Split cd=1 cv=0.7666 nd=4 sm=[    2.486    3.086 ] ss=3.939
    .........Leaf n=1 <61> sm=[   0.6067    0.748 ] ss=0.9276
    ........Split cd=0 cv=0.6067 nd=2 sm=[    1.212    1.452 ] ss=1.789
    .........Leaf n=1 <72> sm=[   0.6054   0.7036 ] ss=0.8616
    ......Split cd=0 cv=0.5632 nd=6 sm=[    3.498     4.69 ] ss=5.737
    ........Leaf n=1 <37> sm=[   0.5215   0.8078 ] ss=0.9244
    .......Split cd=1 cv=0.7953 nd=2 sm=[    1.012    1.603 ] ss=1.798
    ........Leaf n=1 <91> sm=[   0.4905   0.7953 ] ss=0.8731
    ...Split cd=1 cv=0.6614 nd=15 sm=[    10.75    10.33 ] ss=15.89
    .......Leaf n=1 <94> sm=[   0.9515    0.454 ] ss=1.111
    ......Split cd=0 cv=0.9515 nd=3 sm=[    2.768    1.561 ] ss=3.375
    ........Leaf n=1 <57> sm=[   0.8982    0.578 ] ss=1.141
    .......Split cd=1 cv=0.5563 nd=2 sm=[    1.817    1.107 ] ss=2.264
    ........Leaf n=1 <44> sm=[   0.9185   0.5287 ] ss=1.123
    .....Split cd=1 cv=0.4511 nd=5 sm=[     4.66    2.281 ] ss=5.434
    .......Leaf n=1 <40> sm=[    1.015   0.3416 ] ss=1.146
    ......Split cd=0 cv= 1.015 nd=2 sm=[    1.892   0.7207 ] ss=2.059
    .......Leaf n=1 <92> sm=[   0.8769   0.3791 ] ss=0.9127
    ....Split cd=0 cv=0.8318 nd=6 sm=[    5.406    2.743 ] ss=6.204
    .....Leaf n=1 <34> sm=[   0.7464   0.4617 ] ss=0.7703
    .Split cd=1 cv=0.2407 nd=52 sm=[       61    5.921 ] ss=96.66
    .......Leaf n=1 <30> sm=[    1.918  0.08599 ] ss=3.688
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.784    0.232 ] ss=7.188
    .......Leaf n=1 <27> sm=[    1.865    0.146 ] ss=3.5
    .....Split cd=1 cv=0.03039 nd=4 sm=[    7.618   0.1873 ] ss=14.56
    .......Leaf n=1 <8> sm=[    2.008 -0.03426 ] ss=4.033
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.835 -0.04472 ] ss=7.371
    .......Leaf n=1 <5> sm=[    1.827 -0.01046 ] ss=3.337
    ....Split cd=0 cv= 1.758 nd=5 sm=[    9.376   0.0676 ] ss=17.66
    .....Leaf n=1 <96> sm=[    1.758  -0.1197 ] ss=3.104
    ...Split cd=1 cv= -0.18 nd=13 sm=[    20.89   -2.493 ] ss=35.18
    .....Leaf n=1 <42> sm=[    1.546  -0.2466 ] ss=2.452
    ....Split cd=0 cv= 1.546 nd=8 sm=[    11.51    -2.56 ] ss=17.52
    .........Leaf n=1 <0> sm=[    1.532  -0.1815 ] ss=2.38
    ........Split cd=0 cv=  1.48 nd=2 sm=[    3.012  -0.4585 ] ss=4.646
    .........Leaf n=1 <52> sm=[     1.48   -0.277 ] ss=2.267
    .......Split cd=1 cv=-0.2841 nd=3 sm=[      4.5  -0.7426 ] ss=6.943
    ........Leaf n=1 <33> sm=[    1.489  -0.2841 ] ss=2.297
    ......Split cd=0 cv=  1.39 nd=5 sm=[    7.136   -1.393 ] ss=10.63
    ........Leaf n=1 <79> sm=[    1.254  -0.3146 ] ss=1.671
    .......Split cd=1 cv=-0.3146 nd=2 sm=[    2.635  -0.6501 ] ss=3.691
    ........Leaf n=1 <53> sm=[    1.381  -0.3355 ] ss=2.02
    .....Split cd=1 cv=-0.3903 nd=7 sm=[    9.966   -2.314 ] ss=15.07
    .......Leaf n=1 <19> sm=[    1.425  -0.4827 ] ss=2.264
    ......Split cd=0 cv= 1.406 nd=2 sm=[    2.831  -0.9208 ] ss=4.432
    .......Leaf n=1 <83> sm=[    1.406  -0.4381 ] ss=2.167
    ..Split cd=0 cv= 1.233 nd=30 sm=[    36.51   -7.268 ] ss=52.53
    .......Leaf n=1 <4> sm=[   0.9894   0.1527 ] ss=1.002
    ......Split cd=0 cv=0.9894 nd=3 sm=[    2.843   0.3693 ] ss=2.745
    ........Leaf n=1 <13> sm=[   0.9222   0.1086 ] ss=0.8623
    .......Split cd=1 cv=0.1086 nd=2 sm=[    1.854   0.2166 ] ss=1.742
    ........Leaf n=1 <49> sm=[   0.9319    0.108 ] ss=0.8801
    .....Split cd=1 cv=0.03039 nd=4 sm=[    3.882   0.3043 ] ss=3.827
    ......Leaf n=1 <85> sm=[    1.039 -0.06501 ] ss=1.083
    ....Split cd=0 cv=0.9121 nd=5 sm=[    4.794   0.5004 ] ss=4.698
    .....Leaf n=1 <1> sm=[   0.9121   0.1961 ] ss=0.8705
    ...Split cd=1 cv= -0.18 nd=17 sm=[    15.62   -4.776 ] ss=17.35
    ........Leaf n=1 <89> sm=[    1.167  -0.3709 ] ss=1.499
    .......Split cd=1 cv=-0.3709 nd=2 sm=[    2.204  -0.7491 ] ss=2.718
    ........Leaf n=1 <24> sm=[    1.037  -0.3782 ] ss=1.219
    ......Split cd=0 cv= 1.033 nd=3 sm=[    3.229   -1.092 ] ss=3.885
    .......Leaf n=1 <78> sm=[    1.025  -0.3426 ] ss=1.167
    .....Split cd=1 cv=-0.3903 nd=9 sm=[    9.001    -4.05 ] ss=10.94
    .......Leaf n=1 <12> sm=[    1.053  -0.4958 ] ss=1.354
    ......Split cd=0 cv= 1.033 nd=6 sm=[    5.772   -2.958 ] ss=7.051
    ..........Leaf n=1 <15> sm=[   0.9926  -0.3955 ] ss=1.142
    .........Split cd=1 cv=-0.4384 nd=2 sm=[    1.941   -0.834 ] ss=2.233
    ..........Leaf n=1 <63> sm=[   0.9484  -0.4384 ] ss=1.092
    ........Split cd=0 cv=0.9414 nd=3 sm=[    2.882   -1.325 ] ss=3.361
    .........Leaf n=1 <48> sm=[   0.9414   -0.491 ] ss=1.127
    .......Split cd=1 cv=-0.4955 nd=5 sm=[     4.72   -2.463 ] ss=5.698
    .........Leaf n=1 <9> sm=[   0.9222   -0.537 ] ss=1.139
    ........Split cd=0 cv=0.9222 nd=2 sm=[    1.837   -1.138 ] ss=2.337
    .........Leaf n=1 <22> sm=[   0.9152  -0.6007 ] ss=1.198
    ....Split cd=0 cv=0.8318 nd=12 sm=[    10.83   -5.276 ] ss=12.66
    ......Leaf n=1 <62> sm=[   0.4635  -0.2575 ] ss=0.2812
    .....Split cd=1 cv=-0.3903 nd=3 sm=[    1.824   -1.226 ] ss=1.718
    .......Leaf n=1 <71> sm=[   0.8188  -0.5279 ] ss=0.9492
    ......Split cd=0 cv=0.6311 nd=2 sm=[    1.361  -0.9687 ] ss=1.437
    .......Leaf n=1 <14> sm=[   0.5417  -0.4407 ] ss=0.4877
    Split cd=0 cv=0.4304 nd=98 sm=[     47.9    27.35 ] ss=128.2
    .......Leaf n=1 <66> sm=[   0.2778   0.9964 ] ss=1.07
    ......Split cd=0 cv=0.2298 nd=3 sm=[   0.3662    3.123 ] ss=3.336
    ........Leaf n=1 <70> sm=[  0.04129    1.082 ] ss=1.173
    .......Split cd=1 cv= 1.045 nd=2 sm=[  0.08835    2.127 ] ss=2.266
    ........Leaf n=1 <76> sm=[  0.04706    1.045 ] ss=1.093
    .....Split cd=1 cv=0.8718 nd=5 sm=[    1.125     4.84 ] ss=5.098
    .......Leaf n=1 <56> sm=[   0.3856    0.854 ] ss=0.878
    ......Split cd=0 cv=0.3728 nd=2 sm=[   0.7584    1.717 ] ss=1.761
    .......Leaf n=1 <73> sm=[   0.3728   0.8628 ] ss=0.8834
    ....Split cd=0 cv=0.02906 nd=9 sm=[   0.1931    8.594 ] ss=8.874
    .......Leaf n=1 <6> sm=[  -0.1414   0.9454 ] ss=0.9138
    ......Split cd=0 cv=-0.1716 nd=3 sm=[  -0.7146    2.889 ] ss=2.981
    ........Leaf n=1 <11> sm=[  -0.2608    1.053 ] ss=1.177
    .......Split cd=1 cv= 0.977 nd=2 sm=[  -0.5733    1.943 ] ss=2.067
    ........Leaf n=1 <39> sm=[  -0.3125   0.8903 ] ss=0.8902
    .....Split cd=1 cv=0.8718 nd=4 sm=[  -0.9315    3.754 ] ss=3.776
    ......Leaf n=1 <87> sm=[  -0.2169   0.8649 ] ss=0.7951
    ...Split cd=1 cv=0.6614 nd=16 sm=[    0.235    11.39 ] ss=10.13
    ......Leaf n=1 <10> sm=[   0.2328   0.4159 ] ss=0.2271
    .....Split cd=1 cv=0.4159 nd=2 sm=[   0.3328   0.7797 ] ss=0.3695
    ......Leaf n=1 <60> sm=[      0.1   0.3638 ] ss=0.1424
    ....Split cd=0 cv=0.02906 nd=7 sm=[  0.04187    2.796 ] ss=1.261
    ........Leaf n=1 <26> sm=[  0.02516   0.4798 ] ss=0.2308
    .......Split cd=1 cv=0.4798 nd=2 sm=[  -0.0477   0.9319 ] ss=0.4406
    ........Leaf n=1 <82> sm=[ -0.07286   0.4521 ] ss=0.2097
    ......Split cd=0 cv=-0.136 nd=3 sm=[  -0.1837    1.434 ] ss=0.7108
    .......Leaf n=1 <97> sm=[   -0.136   0.5018 ] ss=0.2703
    .....Split cd=1 cv=0.4511 nd=5 sm=[  -0.2909    2.016 ] ss=0.8919
    .......Leaf n=1 <7> sm=[ -0.01034   0.3222 ] ss=0.1039
    ......Split cd=0 cv=-0.09691 nd=2 sm=[  -0.1072   0.5826 ] ss=0.1811
    .......Leaf n=1 <17> sm=[ -0.09691   0.2604 ] ss=0.07719
    ..Split cd=0 cv=-0.3723 nd=32 sm=[    -11.9    21.84 ] ss=27.27
    ........Leaf n=1 <75> sm=[  -0.5215   0.8942 ] ss=1.072
    .......Split cd=1 cv=0.8942 nd=2 sm=[  -0.9615     1.77 ] ss=2.032
    ........Leaf n=1 <46> sm=[  -0.4399   0.8759 ] ss=0.9608
    ......Split cd=0 cv=-0.573 nd=4 sm=[   -2.286    3.626 ] ss=4.648
    ........Leaf n=1 <45> sm=[  -0.5773   0.9521 ] ss=1.24
    .......Split cd=1 cv=0.9521 nd=2 sm=[   -1.325    1.856 ] ss=2.616
    ........Leaf n=1 <54> sm=[  -0.7477   0.9037 ] ss=1.376
    .....Split cd=1 cv=0.8718 nd=7 sm=[    -4.33    5.931 ] ss=7.821
    .......Leaf n=1 <80> sm=[  -0.6497   0.7317 ] ss=0.9574
    ......Split cd=0 cv=-0.6497 nd=3 sm=[   -2.044    2.305 ] ss=3.173
    ........Leaf n=1 <55> sm=[  -0.6811   0.8386 ] ss=1.167
    .......Split cd=1 cv=0.7666 nd=2 sm=[   -1.394    1.573 ] ss=2.215
    ........Leaf n=1 <65> sm=[  -0.7131   0.7347 ] ss=1.048
    ....Split cd=0 cv=-0.7737 nd=8 sm=[   -5.209    6.603 ] ss=9.044
    .....Leaf n=1 <41> sm=[  -0.8786   0.6721 ] ss=1.224
    ...Split cd=1 cv=0.6614 nd=16 sm=[   -12.14    10.45 ] ss=17.14
    ......Leaf n=1 <20> sm=[  -0.5569   0.5926 ] ss=0.6613
    .....Split cd=1 cv=0.4849 nd=2 sm=[   -1.293    1.077 ] ss=1.438
    ......Leaf n=1 <58> sm=[   -0.736   0.4849 ] ss=0.7768
    ....Split cd=0 cv=-0.7737 nd=8 sm=[    -6.93    3.844 ] ss=8.095
    ........Leaf n=1 <47> sm=[  -0.9517   0.6142 ] ss=1.283
    .......Split cd=1 cv=0.5563 nd=2 sm=[   -1.922    1.097 ] ss=2.458
    ........Leaf n=1 <88> sm=[  -0.9706   0.4826 ] ss=1.175
    ......Split cd=0 cv=-0.9744 nd=3 sm=[   -2.972    1.628 ] ss=3.841
    .......Leaf n=1 <59> sm=[   -1.049   0.5311 ] ss=1.383
    .....Split cd=1 cv=0.4511 nd=6 sm=[   -5.637    2.766 ] ss=6.657
    ........Leaf n=1 <29> sm=[   -0.835    0.423 ] ss=0.8762
    .......Split cd=1 cv=0.4099 nd=2 sm=[   -1.709   0.8329 ] ss=1.808
    ........Leaf n=1 <67> sm=[  -0.8742   0.4099 ] ss=0.9322
    ......Split cd=0 cv=-0.9562 nd=3 sm=[   -2.665    1.139 ] ss=2.816
    .......Leaf n=1 <16> sm=[  -0.9562   0.3057 ] ss=1.008
    .Split cd=1 cv=0.2407 nd=46 sm=[    -13.1    21.43 ] ss=31.53
    .......Leaf n=1 <69> sm=[   0.2815  0.03786 ] ss=0.08069
    ......Split cd=0 cv=0.2298 nd=2 sm=[   0.4714   0.1229 ] ss=0.124
    .......Leaf n=1 <51> sm=[   0.1899  0.08505 ] ss=0.04329
    .....Split cd=1 cv=0.03039 nd=6 sm=[    1.271  -0.2285 ] ss=0.383
    ........Leaf n=1 <31> sm=[    0.262 -0.03439 ] ss=0.06983
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.6187  -0.2098 ] ss=0.2278
    ........Leaf n=1 <95> sm=[   0.3566  -0.1754 ] ss=0.158
    ......Split cd=0 cv=0.2298 nd=4 sm=[   0.7995  -0.3514 ] ss=0.259
    ........Leaf n=1 <86> sm=[   0.1123  -0.0268 ] ss=0.01332
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.1808  -0.1416 ] ss=0.03121
    ........Leaf n=1 <23> sm=[  0.06856  -0.1148 ] ss=0.01789
    ....Split cd=0 cv=0.02906 nd=9 sm=[    1.262 -0.07538 ] ss=0.4266
    ......Leaf n=1 <74> sm=[   -0.056   0.1927 ] ss=0.04028
    .....Split cd=1 cv=0.03039 nd=3 sm=[ -0.009376   0.1531 ] ss=0.04359
    .......Leaf n=1 <81> sm=[  0.02771 0.006594 ] ss=0.0008112
    ......Split cd=0 cv=0.01891 nd=2 sm=[  0.04662 -0.03961 ] ss=0.003304
    .......Leaf n=1 <35> sm=[  0.01891 -0.04621 ] ss=0.002493
    ...Split cd=1 cv= -0.18 nd=11 sm=[    1.921   -0.785 ] ss=0.9206
    .....Leaf n=1 <21> sm=[   0.3738  -0.4571 ] ss=0.3487
    ....Split cd=0 cv=0.2856 nd=2 sm=[   0.6594  -0.7097 ] ss=0.4941
    .....Leaf n=1 <32> sm=[   0.2856  -0.2526 ] ss=0.1453
    ..Split cd=0 cv=-0.3723 nd=14 sm=[   -1.194  -0.4066 ] ss=4.258
    .....Leaf n=1 <93> sm=[  -0.9037   0.1319 ] ss=0.8341
    ....Split cd=0 cv=-0.9037 nd=2 sm=[    -1.94   0.3524 ] ss=1.956
    .....Leaf n=1 <77> sm=[   -1.036   0.2206 ] ss=1.122
    ...Split cd=1 cv=0.02607 nd=3 sm=[   -3.115   0.3785 ] ss=3.337
    ....Leaf n=1 <36> sm=[   -1.175  0.02607 ] ss=1.381
================
open file successfully.
Data Points:
(1.53185, -0.181498)
(0.91214, 0.196149)
(0.611138, 0.845364)
(0.512654, 1.00743)
(0.989351, 0.152667)
(1.82681, -0.0104592)
(-0.141351, 0.945408)
(-0.0103401, 0.322211)
(2.00806, -0.0342631)
(0.922233, -0.536971)
(0.232796, 0.415857)
(-0.260771, 1.05303)
(1.05251, -0.49579)
(0.922208, 0.108597)
(0.541746, -0.440715)
(0.992592, -0.395543)
(-0.956249, 0.305663)
(-0.0969088, 0.260381)
(2.00321, 0.302369)
(1.42522, -0.482703)
(-0.556882, 0.592596)
(0.37384, -0.457116)
(0.915152, -0.600658)
(0.0685635, -0.114837)
(1.03722, -0.378166)
(0.695912, 0.964328)
(0.0251569, 0.479779)
(1.86506, 0.146026)
(2.0278, 0.451455)
(-0.835041, 0.423008)
(1.91848, 0.0859929)
(0.26201, -0.0343864)
(0.285578, -0.252555)
(1.48874, -0.284132)
(0.746397, 0.46168)
(0.0189145, -0.0462073)
(-1.17507, 0.0260735)
(0.521454, 0.807786)
(1.8827, 0.55646)
(-0.312485, 0.890253)
(1.01468, 0.341591)
(-0.878574, 0.67205)
(1.54628, -0.246648)
(0.662451, 0.789451)
(0.918467, 0.528656)
(-0.577279, 0.952149)
(-0.439945, 0.875922)
(-0.951655, 0.614165)
(0.941433, -0.490953)
(0.931921, 0.108027)
(1.91937, 0.312563)
(0.189892, 0.0850484)
(1.47989, -0.27702)
(1.38126, -0.335466)
(-0.747688, 0.903713)
(-0.681137, 0.838568)
(0.385644, 0.853983)
(0.898171, 0.577981)
(-0.735971, 0.484879)
(-1.04934, 0.53106)
(0.100016, 0.363823)
(0.606671, 0.748011)
(0.463516, -0.257547)
(0.948413, -0.438419)
(1.91487, 0.452713)
(-0.713119, 0.734679)
(0.277839, 0.996426)
(-0.874206, 0.409884)
(0.634026, 0.922919)
(0.28153, 0.0378633)
(0.0412851, 1.08213)
(0.818816, -0.527948)
(0.60545, 0.703587)
(0.372785, 0.862807)
(-0.0559988, 0.192733)
(-0.52154, 0.89415)
(0.0470624, 1.04461)
(-1.03581, 0.220555)
(1.02469, -0.342603)
(1.25378, -0.314619)
(-0.649686, 0.731667)
(0.027708, 0.00659442)
(-0.0728613, 0.452136)
(1.4055, -0.438135)
(1.96316, 0.335403)
(1.0385, -0.0650097)
(0.112261, -0.0267982)
(-0.216881, 0.864907)
(-0.970618, 0.48264)
(1.16692, -0.370917)
(2.03596, 0.450752)
(0.490512, 0.795305)
(0.876889, 0.379117)
(-0.903719, 0.13187)
(0.951471, 0.454005)
(0.356648, -0.175389)
(1.75784, -0.119695)
(-0.135989, 0.501781)

Executing Clustering Algorithm: Swap
    ....Leaf n=1 <38> sm=[   1.8827  0.55646 ] ss=3.85421
    ...Split cd=1 cv=0.5565 nd=7 sm=[    13.75    2.862 ] ss=28.24
    .......Leaf n=1 <28> sm=[    2.028   0.4515 ] ss=4.316
    ......Split cd=1 cv=0.4515 nd=2 sm=[    4.064   0.9022 ] ss=8.664
    .......Leaf n=1 <90> sm=[    2.036   0.4508 ] ss=4.348
    .....Split cd=1 cv=0.3986 nd=5 sm=[     9.95    1.853 ] ss=20.52
    .......Leaf n=1 <84> sm=[    1.963   0.3354 ] ss=3.967
    ......Split cd=1 cv=0.3197 nd=3 sm=[    5.886   0.9503 ] ss=11.85
    ........Leaf n=1 <18> sm=[    2.003   0.3024 ] ss=4.104
    .......Split cd=0 cv= 1.975 nd=2 sm=[    3.923   0.6149 ] ss=7.886
    ........Leaf n=1 <50> sm=[    1.919   0.3126 ] ss=3.782
    ....Split cd=0 cv= 1.915 nd=6 sm=[    11.86    2.305 ] ss=24.39
    .....Leaf n=1 <64> sm=[    1.915   0.4527 ] ss=3.872
    ..Split cd=0 cv= 1.233 nd=22 sm=[    24.49    13.19 ] ss=44.13
    .....Leaf n=1 <25> sm=[   0.6959   0.9643 ] ss=1.414
    ....Split cd=0 cv=0.6959 nd=9 sm=[     5.34    7.584 ] ss=9.683
    .......Leaf n=1 <68> sm=[    0.634   0.9229 ] ss=1.254
    ......Split cd=0 cv=0.5632 nd=2 sm=[    1.147     1.93 ] ss=2.532
    .......Leaf n=1 <3> sm=[   0.5127    1.007 ] ss=1.278
    .....Split cd=1 cv=0.8718 nd=8 sm=[    4.644     6.62 ] ss=8.268
    .........Leaf n=1 <43> sm=[   0.6625   0.7895 ] ss=1.062
    ........Split cd=0 cv=0.6295 nd=2 sm=[    1.274    1.635 ] ss=2.15
    .........Leaf n=1 <2> sm=[   0.6111   0.8454 ] ss=1.088
    .......Split cd=1 cv=0.7666 nd=4 sm=[    2.486    3.086 ] ss=3.939
    .........Leaf n=1 <61> sm=[   0.6067    0.748 ] ss=0.9276
    ........Split cd=0 cv=0.6067 nd=2 sm=[    1.212    1.452 ] ss=1.789
    .........Leaf n=1 <72> sm=[   0.6054   0.7036 ] ss=0.8616
    ......Split cd=0 cv=0.5632 nd=6 sm=[    3.498     4.69 ] ss=5.737
    ........Leaf n=1 <37> sm=[   0.5215   0.8078 ] ss=0.9244
    .......Split cd=1 cv=0.7953 nd=2 sm=[    1.012    1.603 ] ss=1.798
    ........Leaf n=1 <91> sm=[   0.4905   0.7953 ] ss=0.8731
    ...Split cd=1 cv=0.6614 nd=15 sm=[    10.75    10.33 ] ss=15.89
    .......Leaf n=1 <94> sm=[   0.9515    0.454 ] ss=1.111
    ......Split cd=0 cv=0.9515 nd=3 sm=[    2.768    1.561 ] ss=3.375
    ........Leaf n=1 <57> sm=[   0.8982    0.578 ] ss=1.141
    .......Split cd=1 cv=0.5563 nd=2 sm=[    1.817    1.107 ] ss=2.264
    ........Leaf n=1 <44> sm=[   0.9185   0.5287 ] ss=1.123
    .....Split cd=1 cv=0.4511 nd=5 sm=[     4.66    2.281 ] ss=5.434
    .......Leaf n=1 <40> sm=[    1.015   0.3416 ] ss=1.146
    ......Split cd=0 cv= 1.015 nd=2 sm=[    1.892   0.7207 ] ss=2.059
    .......Leaf n=1 <92> sm=[   0.8769   0.3791 ] ss=0.9127
    ....Split cd=0 cv=0.8318 nd=6 sm=[    5.406    2.743 ] ss=6.204
    .....Leaf n=1 <34> sm=[   0.7464   0.4617 ] ss=0.7703
    .Split cd=1 cv=0.2407 nd=52 sm=[       61    5.921 ] ss=96.66
    .......Leaf n=1 <30> sm=[    1.918  0.08599 ] ss=3.688
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.784    0.232 ] ss=7.188
    .......Leaf n=1 <27> sm=[    1.865    0.146 ] ss=3.5
    .....Split cd=1 cv=0.03039 nd=4 sm=[    7.618   0.1873 ] ss=14.56
    .......Leaf n=1 <8> sm=[    2.008 -0.03426 ] ss=4.033
    ......Split cd=0 cv= 1.897 nd=2 sm=[    3.835 -0.04472 ] ss=7.371
    .......Leaf n=1 <5> sm=[    1.827 -0.01046 ] ss=3.337
    ....Split cd=0 cv= 1.758 nd=5 sm=[    9.376   0.0676 ] ss=17.66
    .....Leaf n=1 <96> sm=[    1.758  -0.1197 ] ss=3.104
    ...Split cd=1 cv= -0.18 nd=13 sm=[    20.89   -2.493 ] ss=35.18
    .....Leaf n=1 <42> sm=[    1.546  -0.2466 ] ss=2.452
    ....Split cd=0 cv= 1.546 nd=8 sm=[    11.51    -2.56 ] ss=17.52
    .........Leaf n=1 <0> sm=[    1.532  -0.1815 ] ss=2.38
    ........Split cd=0 cv=  1.48 nd=2 sm=[    3.012  -0.4585 ] ss=4.646
    .........Leaf n=1 <52> sm=[     1.48   -0.277 ] ss=2.267
    .......Split cd=1 cv=-0.2841 nd=3 sm=[      4.5  -0.7426 ] ss=6.943
    ........Leaf n=1 <33> sm=[    1.489  -0.2841 ] ss=2.297
    ......Split cd=0 cv=  1.39 nd=5 sm=[    7.136   -1.393 ] ss=10.63
    ........Leaf n=1 <79> sm=[    1.254  -0.3146 ] ss=1.671
    .......Split cd=1 cv=-0.3146 nd=2 sm=[    2.635  -0.6501 ] ss=3.691
    ........Leaf n=1 <53> sm=[    1.381  -0.3355 ] ss=2.02
    .....Split cd=1 cv=-0.3903 nd=7 sm=[    9.966   -2.314 ] ss=15.07
    .......Leaf n=1 <19> sm=[    1.425  -0.4827 ] ss=2.264
    ......Split cd=0 cv= 1.406 nd=2 sm=[    2.831  -0.9208 ] ss=4.432
    .......Leaf n=1 <83> sm=[    1.406  -0.4381 ] ss=2.167
    ..Split cd=0 cv= 1.233 nd=30 sm=[    36.51   -7.268 ] ss=52.53
    .......Leaf n=1 <4> sm=[   0.9894   0.1527 ] ss=1.002
    ......Split cd=0 cv=0.9894 nd=3 sm=[    2.843   0.3693 ] ss=2.745
    ........Leaf n=1 <13> sm=[   0.9222   0.1086 ] ss=0.8623
    .......Split cd=1 cv=0.1086 nd=2 sm=[    1.854   0.2166 ] ss=1.742
    ........Leaf n=1 <49> sm=[   0.9319    0.108 ] ss=0.8801
    .....Split cd=1 cv=0.03039 nd=4 sm=[    3.882   0.3043 ] ss=3.827
    ......Leaf n=1 <85> sm=[    1.039 -0.06501 ] ss=1.083
    ....Split cd=0 cv=0.9121 nd=5 sm=[    4.794   0.5004 ] ss=4.698
    .....Leaf n=1 <1> sm=[   0.9121   0.1961 ] ss=0.8705
    ...Split cd=1 cv= -0.18 nd=17 sm=[    15.62   -4.776 ] ss=17.35
    ........Leaf n=1 <89> sm=[    1.167  -0.3709 ] ss=1.499
    .......Split cd=1 cv=-0.3709 nd=2 sm=[    2.204  -0.7491 ] ss=2.718
    ........Leaf n=1 <24> sm=[    1.037  -0.3782 ] ss=1.219
    ......Split cd=0 cv= 1.033 nd=3 sm=[    3.229   -1.092 ] ss=3.885
    .......Leaf n=1 <78> sm=[    1.025  -0.3426 ] ss=1.167
    .....Split cd=1 cv=-0.3903 nd=9 sm=[    9.001    -4.05 ] ss=10.94
    .......Leaf n=1 <12> sm=[    1.053  -0.4958 ] ss=1.354
    ......Split cd=0 cv= 1.033 nd=6 sm=[    5.772   -2.958 ] ss=7.051
    ..........Leaf n=1 <15> sm=[   0.9926  -0.3955 ] ss=1.142
    .........Split cd=1 cv=-0.4384 nd=2 sm=[    1.941   -0.834 ] ss=2.233
    ..........Leaf n=1 <63> sm=[   0.9484  -0.4384 ] ss=1.092
    ........Split cd=0 cv=0.9414 nd=3 sm=[    2.882   -1.325 ] ss=3.361
    .........Leaf n=1 <48> sm=[   0.9414   -0.491 ] ss=1.127
    .......Split cd=1 cv=-0.4955 nd=5 sm=[     4.72   -2.463 ] ss=5.698
    .........Leaf n=1 <9> sm=[   0.9222   -0.537 ] ss=1.139
    ........Split cd=0 cv=0.9222 nd=2 sm=[    1.837   -1.138 ] ss=2.337
    .........Leaf n=1 <22> sm=[   0.9152  -0.6007 ] ss=1.198
    ....Split cd=0 cv=0.8318 nd=12 sm=[    10.83   -5.276 ] ss=12.66
    ......Leaf n=1 <62> sm=[   0.4635  -0.2575 ] ss=0.2812
    .....Split cd=1 cv=-0.3903 nd=3 sm=[    1.824   -1.226 ] ss=1.718
    .......Leaf n=1 <71> sm=[   0.8188  -0.5279 ] ss=0.9492
    ......Split cd=0 cv=0.6311 nd=2 sm=[    1.361  -0.9687 ] ss=1.437
    .......Leaf n=1 <14> sm=[   0.5417  -0.4407 ] ss=0.4877
    Split cd=0 cv=0.4304 nd=98 sm=[     47.9    27.35 ] ss=128.2
    .......Leaf n=1 <66> sm=[   0.2778   0.9964 ] ss=1.07
    ......Split cd=0 cv=0.2298 nd=3 sm=[   0.3662    3.123 ] ss=3.336
    ........Leaf n=1 <70> sm=[  0.04129    1.082 ] ss=1.173
    .......Split cd=1 cv= 1.045 nd=2 sm=[  0.08835    2.127 ] ss=2.266
    ........Leaf n=1 <76> sm=[  0.04706    1.045 ] ss=1.093
    .....Split cd=1 cv=0.8718 nd=5 sm=[    1.125     4.84 ] ss=5.098
    .......Leaf n=1 <56> sm=[   0.3856    0.854 ] ss=0.878
    ......Split cd=0 cv=0.3728 nd=2 sm=[   0.7584    1.717 ] ss=1.761
    .......Leaf n=1 <73> sm=[   0.3728   0.8628 ] ss=0.8834
    ....Split cd=0 cv=0.02906 nd=9 sm=[   0.1931    8.594 ] ss=8.874
    .......Leaf n=1 <6> sm=[  -0.1414   0.9454 ] ss=0.9138
    ......Split cd=0 cv=-0.1716 nd=3 sm=[  -0.7146    2.889 ] ss=2.981
    ........Leaf n=1 <11> sm=[  -0.2608    1.053 ] ss=1.177
    .......Split cd=1 cv= 0.977 nd=2 sm=[  -0.5733    1.943 ] ss=2.067
    ........Leaf n=1 <39> sm=[  -0.3125   0.8903 ] ss=0.8902
    .....Split cd=1 cv=0.8718 nd=4 sm=[  -0.9315    3.754 ] ss=3.776
    ......Leaf n=1 <87> sm=[  -0.2169   0.8649 ] ss=0.7951
    ...Split cd=1 cv=0.6614 nd=16 sm=[    0.235    11.39 ] ss=10.13
    ......Leaf n=1 <10> sm=[   0.2328   0.4159 ] ss=0.2271
    .....Split cd=1 cv=0.4159 nd=2 sm=[   0.3328   0.7797 ] ss=0.3695
    ......Leaf n=1 <60> sm=[      0.1   0.3638 ] ss=0.1424
    ....Split cd=0 cv=0.02906 nd=7 sm=[  0.04187    2.796 ] ss=1.261
    ........Leaf n=1 <26> sm=[  0.02516   0.4798 ] ss=0.2308
    .......Split cd=1 cv=0.4798 nd=2 sm=[  -0.0477   0.9319 ] ss=0.4406
    ........Leaf n=1 <82> sm=[ -0.07286   0.4521 ] ss=0.2097
    ......Split cd=0 cv=-0.136 nd=3 sm=[  -0.1837    1.434 ] ss=0.7108
    .......Leaf n=1 <97> sm=[   -0.136   0.5018 ] ss=0.2703
    .....Split cd=1 cv=0.4511 nd=5 sm=[  -0.2909    2.016 ] ss=0.8919
    .......Leaf n=1 <7> sm=[ -0.01034   0.3222 ] ss=0.1039
    ......Split cd=0 cv=-0.09691 nd=2 sm=[  -0.1072   0.5826 ] ss=0.1811
    .......Leaf n=1 <17> sm=[ -0.09691   0.2604 ] ss=0.07719
    ..Split cd=0 cv=-0.3723 nd=32 sm=[    -11.9    21.84 ] ss=27.27
    ........Leaf n=1 <75> sm=[  -0.5215   0.8942 ] ss=1.072
    .......Split cd=1 cv=0.8942 nd=2 sm=[  -0.9615     1.77 ] ss=2.032
    ........Leaf n=1 <46> sm=[  -0.4399   0.8759 ] ss=0.9608
    ......Split cd=0 cv=-0.573 nd=4 sm=[   -2.286    3.626 ] ss=4.648
    ........Leaf n=1 <45> sm=[  -0.5773   0.9521 ] ss=1.24
    .......Split cd=1 cv=0.9521 nd=2 sm=[   -1.325    1.856 ] ss=2.616
    ........Leaf n=1 <54> sm=[  -0.7477   0.9037 ] ss=1.376
    .....Split cd=1 cv=0.8718 nd=7 sm=[    -4.33    5.931 ] ss=7.821
    .......Leaf n=1 <80> sm=[  -0.6497   0.7317 ] ss=0.9574
    ......Split cd=0 cv=-0.6497 nd=3 sm=[   -2.044    2.305 ] ss=3.173
    ........Leaf n=1 <55> sm=[  -0.6811   0.8386 ] ss=1.167
    .......Split cd=1 cv=0.7666 nd=2 sm=[   -1.394    1.573 ] ss=2.215
    ........Leaf n=1 <65> sm=[  -0.7131   0.7347 ] ss=1.048
    ....Split cd=0 cv=-0.7737 nd=8 sm=[   -5.209    6.603 ] ss=9.044
    .....Leaf n=1 <41> sm=[  -0.8786   0.6721 ] ss=1.224
    ...Split cd=1 cv=0.6614 nd=16 sm=[   -12.14    10.45 ] ss=17.14
    ......Leaf n=1 <20> sm=[  -0.5569   0.5926 ] ss=0.6613
    .....Split cd=1 cv=0.4849 nd=2 sm=[   -1.293    1.077 ] ss=1.438
    ......Leaf n=1 <58> sm=[   -0.736   0.4849 ] ss=0.7768
    ....Split cd=0 cv=-0.7737 nd=8 sm=[    -6.93    3.844 ] ss=8.095
    ........Leaf n=1 <47> sm=[  -0.9517   0.6142 ] ss=1.283
    .......Split cd=1 cv=0.5563 nd=2 sm=[   -1.922    1.097 ] ss=2.458
    ........Leaf n=1 <88> sm=[  -0.9706   0.4826 ] ss=1.175
    ......Split cd=0 cv=-0.9744 nd=3 sm=[   -2.972    1.628 ] ss=3.841
    .......Leaf n=1 <59> sm=[   -1.049   0.5311 ] ss=1.383
    .....Split cd=1 cv=0.4511 nd=6 sm=[   -5.637    2.766 ] ss=6.657
    ........Leaf n=1 <29> sm=[   -0.835    0.423 ] ss=0.8762
    .......Split cd=1 cv=0.4099 nd=2 sm=[   -1.709   0.8329 ] ss=1.808
    ........Leaf n=1 <67> sm=[  -0.8742   0.4099 ] ss=0.9322
    ......Split cd=0 cv=-0.9562 nd=3 sm=[   -2.665    1.139 ] ss=2.816
    .......Leaf n=1 <16> sm=[  -0.9562   0.3057 ] ss=1.008
    .Split cd=1 cv=0.2407 nd=46 sm=[    -13.1    21.43 ] ss=31.53
    .......Leaf n=1 <69> sm=[   0.2815  0.03786 ] ss=0.08069
    ......Split cd=0 cv=0.2298 nd=2 sm=[   0.4714   0.1229 ] ss=0.124
    .......Leaf n=1 <51> sm=[   0.1899  0.08505 ] ss=0.04329
    .....Split cd=1 cv=0.03039 nd=6 sm=[    1.271  -0.2285 ] ss=0.383
    ........Leaf n=1 <31> sm=[    0.262 -0.03439 ] ss=0.06983
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.6187  -0.2098 ] ss=0.2278
    ........Leaf n=1 <95> sm=[   0.3566  -0.1754 ] ss=0.158
    ......Split cd=0 cv=0.2298 nd=4 sm=[   0.7995  -0.3514 ] ss=0.259
    ........Leaf n=1 <86> sm=[   0.1123  -0.0268 ] ss=0.01332
    .......Split cd=1 cv=-0.07479 nd=2 sm=[   0.1808  -0.1416 ] ss=0.03121
    ........Leaf n=1 <23> sm=[  0.06856  -0.1148 ] ss=0.01789
    ....Split cd=0 cv=0.02906 nd=9 sm=[    1.262 -0.07538 ] ss=0.4266
    ......Leaf n=1 <74> sm=[   -0.056   0.1927 ] ss=0.04028
    .....Split cd=1 cv=0.03039 nd=3 sm=[ -0.009376   0.1531 ] ss=0.04359
    .......Leaf n=1 <81> sm=[  0.02771 0.006594 ] ss=0.0008112
    ......Split cd=0 cv=0.01891 nd=2 sm=[  0.04662 -0.03961 ] ss=0.003304
    .......Leaf n=1 <35> sm=[  0.01891 -0.04621 ] ss=0.002493
    ...Split cd=1 cv= -0.18 nd=11 sm=[    1.921   -0.785 ] ss=0.9206
    .....Leaf n=1 <21> sm=[   0.3738  -0.4571 ] ss=0.3487
    ....Split cd=0 cv=0.2856 nd=2 sm=[   0.6594  -0.7097 ] ss=0.4941
    .....Leaf n=1 <32> sm=[   0.2856  -0.2526 ] ss=0.1453
    ..Split cd=0 cv=-0.3723 nd=14 sm=[   -1.194  -0.4066 ] ss=4.258
    .....Leaf n=1 <93> sm=[  -0.9037   0.1319 ] ss=0.8341
    ....Split cd=0 cv=-0.9037 nd=2 sm=[    -1.94   0.3524 ] ss=1.956
    .....Leaf n=1 <77> sm=[   -1.036   0.2206 ] ss=1.122
    ...Split cd=1 cv=0.02607 nd=3 sm=[   -3.115   0.3785 ] ss=3.337
    ....Leaf n=1 <36> sm=[   -1.175  0.02607 ] ss=1.381
================
 the cost is  59.301181247692334




 out method
the size of clean data is  (98, 2)
the number of colors is 2
 the size of T is  394
the lp time 1.6172754997387528
 the cost is  39.31127321070829
final LP of our method
 the cost is  42.535968872068





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  61.92476810389968



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  50.80774965319258




 out method
the size of clean data is  (98, 2)
the number of colors is 2
 the size of T is  394
the lp time 1.540398015640676
 the cost is  39.20979792450255
final LP of our method
 the cost is  40.55703589906653





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  58.780485164168404



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  49.95834868590654




 out method
the size of clean data is  (98, 2)
the number of colors is 2
 the size of T is  394
the lp time 1.6148869134485722
 the cost is  39.39165810897153
final LP of our method
 the cost is  40.064452906246096





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  55.93249158953798



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  48.47264330736366




 out method
the size of clean data is  (98, 2)
the number of colors is 2
 the size of T is  394
the lp time 1.568129949271679
 the cost is  39.34016608270771
final LP of our method
 the cost is  39.6647519847234





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  54.38667829193968



