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 1.6132308328524232
 the cost is  39.34392347889824
final LP of our method
 the cost is  42.512512789369204





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  64.41486496222154



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  50.83965656625047




 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 1.541987038217485
 the cost is  39.12425289304909
final LP of our method
 the cost is  40.69716225420117





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  59.212719025128635



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  49.55379394931342




 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 1.637354537844658
 the cost is  39.082710581378535
final LP of our method
 the cost is  39.779779545110856





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  57.30114227305977



NIPS 19:
the size of clean data is  (98, 2)
the number of colors is 2
baseline cost
 the cost is  48.65037720243905




 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 1.6443489016965032
 the cost is  39.215077412417116
final LP of our method
 the cost is  39.73818741261447





the size of clean data is  (98, 2)
the number of colors is 2
ORL21 method
 the cost is  54.494041579903694



