Using config_str = balanced_cluto
my test [0.0]
delta =  0.0
NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
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:
(171.96, 314.65)
(530.934, 91.579)
(95.789, 414.043)
(513.425, 247.72)
(32.723, 86.389)
(353.396, 329.17)
(153.805, 420.488)
(179.727, 378.364)
(231.64, 272.95)
(84.956, 163.597)
(559.947, 344.313)
(14.943, 109.986)
(440.871, 141.204)
(645.991, 76.436)
(630.33, 266.55)
(500.649, 230.05)
(529.25, 73.03)
(543.334, 219.389)
(609.56, 258.666)
(137.962, 179.734)
(377.823, 211.262)
(641.493, 439.113)
(326.165, 420.513)
(328.472, 320.504)
(309.29, 68.687)
(163.652, 340.605)
(183.525, 168.171)
(98.283, 102.789)
(166.847, 365.966)
(159.43, 101.157)
(328.436, 316.801)
(553.131, 214.033)
(168.784, 250.097)
(394.307, 300.814)
(425.878, 402.697)
(153.13, 172.988)
(536.098, 149.819)
(80.111, 156.644)
(458.37, 86.005)
(322.343, 352.631)
(388.292, 399.643)
(279.95, 94.095)
(448.946, 86.545)
(478.958, 208.883)
(240.717, 178.755)
(632.079, 229.301)
(303.837, 435.479)
(83.285, 151.258)
(663.551, 333.265)
(79.41, 312.385)
(103.896, 387.175)
(86.697, 31.889)
(444.002, 73.804)
(251.889, 83.329)
(627.927, 153.175)
(174.304, 142.115)
(175.568, 353.932)
(498.238, 126.197)
(345.291, 376.266)
(628.52, 171.49)
(485.224, 67.012)
(97.547, 439.267)
(490.594, 237.163)
(349.054, 360.609)
(573.663, 462.705)
(453.443, 320.855)
(247.395, 254.466)
(513.937, 70.571)
(249.168, 93.963)
(160.354, 157.72)
(355.113, 102.17)
(459.782, 369.416)
(319.169, 378.124)
(551.846, 125.895)
(239.977, 274.036)
(297.236, 250.665)
(333.834, 319.083)
(400.29, 403.583)
(58.445, 146.64)
(565.244, 304.849)
(523.702, 126.337)
(474.831, 206.715)
(170.83, 311.777)
(643.435, 254.826)
(540.005, 377.291)
(372.116, 336.997)
(512.989, 248.855)
(160.618, 408.389)
(320.494, 340.692)
(170.934, 404.887)
(522.895, 318.709)
(191.511, 346.678)
(115.486, 177.085)
(233.244, 267.004)
(316.462, 69.966)
(320.544, 334.019)
(38.412, 102.886)
(509.416, 134.11)
(117.548, 402.827)
(123.22, 338.794)

Executing Clustering Algorithm: Swap
    .....Leaf n=1 <21> sm=[  641.493  439.113 ] ss=604333
    ....Split cd=0 cv= 582.5 nd=3 sm=[     1755     1279 ] ss=1.581e+06
    ......Leaf n=1 <64> sm=[    573.7    462.7 ] ss=5.432e+05
    .....Split cd=1 cv= 408.9 nd=2 sm=[     1114      840 ] ss=9.771e+05
    ......Leaf n=1 <84> sm=[      540    377.3 ] ss=4.34e+05
    ...Split cd=1 cv=   355 nd=12 sm=[     6977     3857 ] ss=5.388e+06
    ......Leaf n=1 <48> sm=[    663.6    333.3 ] ss=5.514e+05
    .....Split cd=1 cv= 301.1 nd=4 sm=[     2547     1113 ] ss=1.937e+06
    ........Leaf n=1 <14> sm=[    630.3    266.5 ] ss=4.684e+05
    .......Split cd=1 cv= 266.5 nd=2 sm=[     1274    521.4 ] ss=9.473e+05
    ........Leaf n=1 <83> sm=[    643.4    254.8 ] ss=4.789e+05
    ......Split cd=0 cv=   623 nd=3 sm=[     1883      780 ] ss=1.386e+06
    .......Leaf n=1 <18> sm=[    609.6    258.7 ] ss=4.385e+05
    ....Split cd=0 cv= 582.5 nd=9 sm=[     5221     2578 ] ss=3.807e+06
    ........Leaf n=1 <10> sm=[    559.9    344.3 ] ss=4.321e+05
    .......Split cd=1 cv= 328.1 nd=2 sm=[     1125    649.2 ] ss=8.445e+05
    ........Leaf n=1 <79> sm=[    565.2    304.8 ] ss=4.124e+05
    ......Split cd=0 cv= 541.9 nd=3 sm=[     1648    967.9 ] ss=1.22e+06
    .......Leaf n=1 <90> sm=[    522.9    318.7 ] ss=3.75e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     2675     1464 ] ss=1.87e+06
    .......Leaf n=1 <3> sm=[    513.4    247.7 ] ss=3.25e+05
    ......Split cd=0 cv= 513.4 nd=2 sm=[     1026    496.6 ] ss=6.501e+05
    .......Leaf n=1 <86> sm=[      513    248.9 ] ss=3.251e+05
    ..Split cd=0 cv= 501.4 nd=22 sm=[ 1.092e+04     7457 ] ss=8.266e+06
    ......Leaf n=1 <34> sm=[    425.9    402.7 ] ss=3.435e+05
    .....Split cd=1 cv= 402.7 nd=2 sm=[    885.7    772.1 ] ss=6.914e+05
    ......Leaf n=1 <71> sm=[    459.8    369.4 ] ss=3.479e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2369     2312 ] ss=1.838e+06
    ......Leaf n=1 <77> sm=[    400.3    403.6 ] ss=3.231e+05
    .....Split cd=1 cv= 403.6 nd=4 sm=[     1483     1540 ] ss=1.146e+06
    .......Leaf n=1 <40> sm=[    388.3    399.6 ] ss=3.105e+05
    ......Split cd=0 cv= 379.8 nd=3 sm=[     1083     1137 ] ss=8.232e+05
    ........Leaf n=1 <58> sm=[    345.3    376.3 ] ss=2.608e+05
    .......Split cd=1 cv= 376.3 nd=2 sm=[    694.3    736.9 ] ss=5.127e+05
    ........Leaf n=1 <63> sm=[    349.1    360.6 ] ss=2.519e+05
    ...Split cd=1 cv=   355 nd=10 sm=[     3942     3600 ] ss=2.877e+06
    .....Leaf n=1 <65> sm=[    453.4    320.9 ] ss=3.086e+05
    ....Split cd=0 cv= 420.3 nd=4 sm=[     1573     1288 ] ss=1.04e+06
    .......Leaf n=1 <85> sm=[    372.1      337 ] ss=2.52e+05
    ......Split cd=0 cv= 372.1 nd=2 sm=[    725.5    666.2 ] ss=4.853e+05
    .......Leaf n=1 <5> sm=[    353.4    329.2 ] ss=2.332e+05
    .....Split cd=1 cv= 301.1 nd=3 sm=[     1120      967 ] ss=7.312e+05
    ......Leaf n=1 <33> sm=[    394.3    300.8 ] ss=2.46e+05
    .Split cd=1 cv= 247.3 nd=47 sm=[ 2.37e+04 1.107e+04 ] ss=1.553e+07
    ......Leaf n=1 <45> sm=[    632.1    229.3 ] ss=4.521e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1889      554 ] ss=1.294e+06
    .......Leaf n=1 <59> sm=[    628.5    171.5 ] ss=4.244e+05
    ......Split cd=0 cv= 627.9 nd=2 sm=[     1256    324.7 ] ss=8.422e+05
    .......Leaf n=1 <54> sm=[    627.9    153.2 ] ss=4.178e+05
    ....Split cd=0 cv= 582.5 nd=6 sm=[     3521     1137 ] ss=2.299e+06
    .......Leaf n=1 <31> sm=[    553.1      214 ] ss=3.518e+05
    ......Split cd=0 cv= 543.3 nd=2 sm=[     1096    433.4 ] ss=6.951e+05
    .......Leaf n=1 <17> sm=[    543.3    219.4 ] ss=3.433e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1633    583.2 ] ss=1.005e+06
    ......Leaf n=1 <36> sm=[    536.1    149.8 ] ss=3.098e+05
    ...Split cd=1 cv= 139.6 nd=13 sm=[     7326     1835 ] ss=4.455e+06
    .....Leaf n=1 <13> sm=[      646    76.44 ] ss=4.231e+05
    ....Split cd=0 cv= 582.5 nd=7 sm=[     3805      698 ] ss=2.156e+06
    .......Leaf n=1 <73> sm=[    551.8    125.9 ] ss=3.204e+05
    ......Split cd=0 cv= 541.9 nd=4 sm=[     2116    477.9 ] ss=1.178e+06
    .........Leaf n=1 <80> sm=[    523.7    126.3 ] ss=2.902e+05
    ........Split cd=0 cv= 521.7 nd=2 sm=[     1033    260.4 ] ss=5.677e+05
    .........Leaf n=1 <97> sm=[    509.4    134.1 ] ss=2.775e+05
    .......Split cd=1 cv= 112.7 nd=3 sm=[     1564      352 ] ss=8.58e+05
    ........Leaf n=1 <1> sm=[    530.9    91.58 ] ss=2.903e+05
    .....Split cd=1 cv= 85.74 nd=6 sm=[     3159    621.5 ] ss=1.733e+06
    .......Leaf n=1 <16> sm=[    529.2    73.03 ] ss=2.854e+05
    ......Split cd=0 cv= 529.2 nd=2 sm=[     1043    143.6 ] ss=5.546e+05
    .......Leaf n=1 <67> sm=[    513.9    70.57 ] ss=2.691e+05
    ..Split cd=0 cv= 501.4 nd=25 sm=[ 1.278e+04     3612 ] ss=7.269e+06
    .........Leaf n=1 <62> sm=[    490.6    237.2 ] ss=2.969e+05
    ........Split cd=1 cv= 233.8 nd=2 sm=[    991.2    467.2 ] ss=6.005e+05
    .........Leaf n=1 <15> sm=[    500.6    230.1 ] ss=3.036e+05
    .......Split cd=1 cv= 220.4 nd=3 sm=[     1470    676.1 ] ss=8.735e+05
    ........Leaf n=1 <43> sm=[      479    208.9 ] ss=2.73e+05
    ......Split cd=0 cv= 474.8 nd=4 sm=[     1945    882.8 ] ss=1.142e+06
    .......Leaf n=1 <81> sm=[    474.8    206.7 ] ss=2.682e+05
    .....Split cd=1 cv= 193.4 nd=5 sm=[     2386     1024 ] ss=1.356e+06
    ......Leaf n=1 <12> sm=[    440.9    141.2 ] ss=2.143e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2764     1235 ] ss=1.543e+06
    .....Leaf n=1 <20> sm=[    377.8    211.3 ] ss=1.874e+05
    ...Split cd=1 cv= 139.6 nd=12 sm=[     5454     1777 ] ss=2.813e+06
    .......Leaf n=1 <57> sm=[    498.2    126.2 ] ss=2.642e+05
    ......Split cd=0 cv= 460.9 nd=3 sm=[     1406    298.7 ] ss=6.907e+05
    ........Leaf n=1 <42> sm=[    448.9    86.54 ] ss=2.09e+05
    .......Split cd=1 cv= 86.54 nd=2 sm=[    907.3    172.5 ] ss=4.265e+05
    ........Leaf n=1 <38> sm=[    458.4       86 ] ss=2.175e+05
    .....Split cd=1 cv= 85.74 nd=5 sm=[     2335    439.6 ] ss=1.133e+06
    .......Leaf n=1 <60> sm=[    485.2    67.01 ] ss=2.399e+05
    ......Split cd=0 cv= 460.9 nd=2 sm=[    929.2    140.8 ] ss=4.425e+05
    .......Leaf n=1 <52> sm=[      444     73.8 ] ss=2.026e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2690    541.7 ] ss=1.27e+06
    .....Leaf n=1 <70> sm=[    355.1    102.2 ] ss=1.365e+05
    Split cd=0 cv= 339.2 nd=100 sm=[ 3.365e+04 2.454e+04 ] ss=2.203e+07
    .......Leaf n=1 <22> sm=[    326.2    420.5 ] ss=2.832e+05
    ......Split cd=0 cv= 303.8 nd=2 sm=[      630      856 ] ss=5.652e+05
    .......Leaf n=1 <46> sm=[    303.8    435.5 ] ss=2.82e+05
    .....Split cd=1 cv= 408.9 nd=3 sm=[    949.2     1234 ] ss=8.1e+05
    ......Leaf n=1 <72> sm=[    319.2    378.1 ] ss=2.448e+05
    ....Split cd=0 cv= 258.2 nd=4 sm=[     1129     1612 ] ss=9.855e+05
    .....Leaf n=1 <7> sm=[    179.7    378.4 ] ss=1.755e+05
    ...Split cd=1 cv=   355 nd=16 sm=[     4524     5262 ] ss=3.099e+06
    .........Leaf n=1 <39> sm=[    322.3    352.6 ] ss=2.283e+05
    ........Split cd=1 cv= 341.5 nd=2 sm=[    642.9    686.7 ] ss=4.426e+05
    .........Leaf n=1 <95> sm=[    320.5      334 ] ss=2.143e+05
    .......Split cd=1 cv= 328.1 nd=5 sm=[     1634     1643 ] ss=1.075e+06
    ..........Leaf n=1 <76> sm=[    333.8    319.1 ] ss=2.133e+05
    .........Split cd=0 cv= 329.9 nd=2 sm=[    662.3    639.6 ] ss=4.239e+05
    ..........Leaf n=1 <23> sm=[    328.5    320.5 ] ss=2.106e+05
    ........Split cd=1 cv= 316.8 nd=3 sm=[    990.7    956.4 ] ss=6.321e+05
    .........Leaf n=1 <30> sm=[    328.4    316.8 ] ss=2.082e+05
    ......Split cd=0 cv= 320.5 nd=6 sm=[     1954     1984 ] ss=1.293e+06
    .......Leaf n=1 <88> sm=[    320.5    340.7 ] ss=2.188e+05
    .....Split cd=1 cv= 301.1 nd=7 sm=[     2251     2234 ] ss=1.445e+06
    ......Leaf n=1 <75> sm=[    297.2    250.7 ] ss=1.512e+05
    ....Split cd=0 cv= 258.2 nd=12 sm=[     3395     3650 ] ss=2.114e+06
    ......Leaf n=1 <91> sm=[    191.5    346.7 ] ss=1.569e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     1144     1415 ] ss=6.694e+05
    ........Leaf n=1 <74> sm=[      240      274 ] ss=1.327e+05
    .......Split cd=1 cv=   274 nd=3 sm=[    720.6    795.5 ] ss=3.843e+05
    .........Leaf n=1 <93> sm=[    233.2      267 ] ss=1.257e+05
    ........Split cd=1 cv= 260.7 nd=2 sm=[    480.6    521.5 ] ss=2.517e+05
    .........Leaf n=1 <66> sm=[    247.4    254.5 ] ss=1.26e+05
    ......Split cd=0 cv= 231.6 nd=4 sm=[    952.3     1068 ] ss=5.125e+05
    .......Leaf n=1 <8> sm=[    231.6      273 ] ss=1.282e+05
    ..Split cd=0 cv= 177.1 nd=31 sm=[     6644 1.073e+04 ] ss=5.446e+06
    .......Leaf n=1 <6> sm=[    153.8    420.5 ] ss=2.005e+05
    ......Split cd=0 cv= 136.6 nd=2 sm=[    251.4    859.8 ] ss=4.029e+05
    .......Leaf n=1 <61> sm=[    97.55    439.3 ] ss=2.025e+05
    .....Split cd=1 cv= 408.9 nd=7 sm=[    971.2     2829 ] ss=1.287e+06
    .........Leaf n=1 <89> sm=[    170.9    404.9 ] ss=1.932e+05
    ........Split cd=0 cv= 160.6 nd=2 sm=[    331.6    813.3 ] ss=3.857e+05
    .........Leaf n=1 <87> sm=[    160.6    408.4 ] ss=1.926e+05
    .......Split cd=1 cv= 381.9 nd=3 sm=[    498.4     1179 ] ss=5.475e+05
    ........Leaf n=1 <28> sm=[    166.8      366 ] ss=1.618e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    719.8     1969 ] ss=8.843e+05
    ........Leaf n=1 <98> sm=[    117.5    402.8 ] ss=1.761e+05
    .......Split cd=1 cv= 387.2 nd=2 sm=[    221.4      790 ] ss=3.368e+05
    ........Leaf n=1 <50> sm=[    103.9    387.2 ] ss=1.607e+05
    ....Split cd=0 cv= 96.02 nd=8 sm=[     1067     3243 ] ss=1.468e+06
    .....Leaf n=1 <2> sm=[    95.79      414 ] ss=1.806e+05
    ...Split cd=1 cv=   355 nd=15 sm=[     2120     5465 ] ss=2.347e+06
    .........Leaf n=1 <56> sm=[    175.6    353.9 ] ss=1.561e+05
    ........Split cd=0 cv= 163.7 nd=2 sm=[    339.2    694.5 ] ss=2.989e+05
    .........Leaf n=1 <25> sm=[    163.7    340.6 ] ss=1.428e+05
    .......Split cd=1 cv= 328.1 nd=4 sm=[      682     1321 ] ss=5.538e+05
    .........Leaf n=1 <0> sm=[      172    314.6 ] ss=1.286e+05
    ........Split cd=0 cv= 170.8 nd=2 sm=[    342.8    626.4 ] ss=2.55e+05
    .........Leaf n=1 <82> sm=[    170.8    311.8 ] ss=1.264e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    805.2     1660 ] ss=6.838e+05
    .......Leaf n=1 <99> sm=[    123.2    338.8 ] ss=1.3e+05
    .....Split cd=1 cv= 301.1 nd=6 sm=[      974     1910 ] ss=7.748e+05
    ......Leaf n=1 <32> sm=[    168.8    250.1 ] ss=9.104e+04
    ....Split cd=0 cv= 96.02 nd=7 sm=[     1053     2222 ] ss=8.787e+05
    .....Leaf n=1 <49> sm=[    79.41    312.4 ] ss=1.039e+05
    .Split cd=1 cv= 247.3 nd=53 sm=[     9954 1.347e+04 ] ss=6.499e+06
    .....Leaf n=1 <44> sm=[    240.7    178.8 ] ss=8.99e+04
    ....Split cd=0 cv= 240.7 nd=2 sm=[    424.2    346.9 ] ss=1.519e+05
    .....Leaf n=1 <26> sm=[    183.5    168.2 ] ss=6.196e+04
    ...Split cd=1 cv= 139.6 nd=7 sm=[     1831      757 ] ss=5.858e+05
    ......Leaf n=1 <41> sm=[      280     94.1 ] ss=8.723e+04
    .....Split cd=1 cv= 85.74 nd=3 sm=[    905.7    232.7 ] ss=2.926e+05
    .......Leaf n=1 <94> sm=[    316.5    69.97 ] ss=1.05e+05
    ......Split cd=0 cv= 309.3 nd=2 sm=[    625.8    138.7 ] ss=2.054e+05
    .......Leaf n=1 <24> sm=[    309.3    68.69 ] ss=1.004e+05
    ....Split cd=0 cv= 258.2 nd=5 sm=[     1407      410 ] ss=4.34e+05
    ......Leaf n=1 <68> sm=[    249.2    93.96 ] ss=7.091e+04
    .....Split cd=1 cv= 85.74 nd=2 sm=[    501.1    177.3 ] ss=1.413e+05
    ......Leaf n=1 <53> sm=[    251.9    83.33 ] ss=7.039e+04
    ..Split cd=0 cv= 177.1 nd=22 sm=[     3310     2740 ] ss=1.053e+06
    ......Leaf n=1 <19> sm=[      138    179.7 ] ss=5.134e+04
    .....Split cd=1 cv= 179.7 nd=5 sm=[    741.2    829.6 ] ss=2.506e+05
    .........Leaf n=1 <69> sm=[    160.4    157.7 ] ss=5.059e+04
    ........Split cd=1 cv= 157.7 nd=2 sm=[    334.7    299.8 ] ss=1.012e+05
    .........Leaf n=1 <55> sm=[    174.3    142.1 ] ss=5.058e+04
    .......Split cd=0 cv= 156.8 nd=3 sm=[    487.8    472.8 ] ss=1.545e+05
    ........Leaf n=1 <35> sm=[    153.1      173 ] ss=5.337e+04
    ......Split cd=0 cv= 136.6 nd=4 sm=[    603.3    649.9 ] ss=1.992e+05
    .......Leaf n=1 <92> sm=[    115.5    177.1 ] ss=4.47e+04
    ....Split cd=0 cv= 96.02 nd=9 sm=[     1048     1448 ] ss=3.702e+05
    ......Leaf n=1 <9> sm=[    84.96    163.6 ] ss=3.398e+04
    .....Split cd=1 cv= 163.6 nd=4 sm=[    306.8    618.1 ] ss=1.197e+05
    ........Leaf n=1 <47> sm=[    83.29    151.3 ] ss=2.982e+04
    .......Split cd=0 cv= 80.11 nd=2 sm=[    163.4    307.9 ] ss=6.077e+04
    ........Leaf n=1 <37> sm=[    80.11    156.6 ] ss=3.096e+04
    ......Split cd=0 cv= 58.45 nd=3 sm=[    221.8    454.5 ] ss=8.569e+04
    .......Leaf n=1 <78> sm=[    58.45    146.6 ] ss=2.492e+04
    ...Split cd=1 cv= 139.6 nd=15 sm=[     1479     1983 ] ss=4.676e+05
    ......Leaf n=1 <27> sm=[    98.28    102.8 ] ss=2.023e+04
    .....Split cd=1 cv= 101.2 nd=2 sm=[    257.7    203.9 ] ss=5.588e+04
    ......Leaf n=1 <29> sm=[    159.4    101.2 ] ss=3.565e+04
    ....Split cd=0 cv= 96.02 nd=6 sm=[    430.5    535.1 ] ss=9.732e+04
    .......Leaf n=1 <96> sm=[    38.41    102.9 ] ss=1.206e+04
    ......Split cd=0 cv= 38.41 nd=3 sm=[    86.08    299.3 ] ss=3.292e+04
    ........Leaf n=1 <11> sm=[    14.94      110 ] ss=1.232e+04
    .......Split cd=1 cv=   110 nd=2 sm=[    47.67    196.4 ] ss=2.085e+04
    ........Leaf n=1 <4> sm=[    32.72    86.39 ] ss=8534
    .....Split cd=1 cv= 85.74 nd=4 sm=[    172.8    331.2 ] ss=4.145e+04
    ......Leaf n=1 <51> sm=[     86.7    31.89 ] ss=8533
================
open file successfully.
Data Points:
(171.96, 314.65)
(530.934, 91.579)
(95.789, 414.043)
(513.425, 247.72)
(32.723, 86.389)
(353.396, 329.17)
(153.805, 420.488)
(179.727, 378.364)
(231.64, 272.95)
(84.956, 163.597)
(559.947, 344.313)
(14.943, 109.986)
(440.871, 141.204)
(645.991, 76.436)
(630.33, 266.55)
(500.649, 230.05)
(529.25, 73.03)
(543.334, 219.389)
(609.56, 258.666)
(137.962, 179.734)
(377.823, 211.262)
(641.493, 439.113)
(326.165, 420.513)
(328.472, 320.504)
(309.29, 68.687)
(163.652, 340.605)
(183.525, 168.171)
(98.283, 102.789)
(166.847, 365.966)
(159.43, 101.157)
(328.436, 316.801)
(553.131, 214.033)
(168.784, 250.097)
(394.307, 300.814)
(425.878, 402.697)
(153.13, 172.988)
(536.098, 149.819)
(80.111, 156.644)
(458.37, 86.005)
(322.343, 352.631)
(388.292, 399.643)
(279.95, 94.095)
(448.946, 86.545)
(478.958, 208.883)
(240.717, 178.755)
(632.079, 229.301)
(303.837, 435.479)
(83.285, 151.258)
(663.551, 333.265)
(79.41, 312.385)
(103.896, 387.175)
(86.697, 31.889)
(444.002, 73.804)
(251.889, 83.329)
(627.927, 153.175)
(174.304, 142.115)
(175.568, 353.932)
(498.238, 126.197)
(345.291, 376.266)
(628.52, 171.49)
(485.224, 67.012)
(97.547, 439.267)
(490.594, 237.163)
(349.054, 360.609)
(573.663, 462.705)
(453.443, 320.855)
(247.395, 254.466)
(513.937, 70.571)
(249.168, 93.963)
(160.354, 157.72)
(355.113, 102.17)
(459.782, 369.416)
(319.169, 378.124)
(551.846, 125.895)
(239.977, 274.036)
(297.236, 250.665)
(333.834, 319.083)
(400.29, 403.583)
(58.445, 146.64)
(565.244, 304.849)
(523.702, 126.337)
(474.831, 206.715)
(170.83, 311.777)
(643.435, 254.826)
(540.005, 377.291)
(372.116, 336.997)
(512.989, 248.855)
(160.618, 408.389)
(320.494, 340.692)
(170.934, 404.887)
(522.895, 318.709)
(191.511, 346.678)
(115.486, 177.085)
(233.244, 267.004)
(316.462, 69.966)
(320.544, 334.019)
(38.412, 102.886)
(509.416, 134.11)
(117.548, 402.827)
(123.22, 338.794)

Executing Clustering Algorithm: Swap
    .....Leaf n=1 <21> sm=[  641.493  439.113 ] ss=604333
    ....Split cd=0 cv= 582.5 nd=3 sm=[     1755     1279 ] ss=1.581e+06
    ......Leaf n=1 <64> sm=[    573.7    462.7 ] ss=5.432e+05
    .....Split cd=1 cv= 408.9 nd=2 sm=[     1114      840 ] ss=9.771e+05
    ......Leaf n=1 <84> sm=[      540    377.3 ] ss=4.34e+05
    ...Split cd=1 cv=   355 nd=12 sm=[     6977     3857 ] ss=5.388e+06
    ......Leaf n=1 <48> sm=[    663.6    333.3 ] ss=5.514e+05
    .....Split cd=1 cv= 301.1 nd=4 sm=[     2547     1113 ] ss=1.937e+06
    ........Leaf n=1 <14> sm=[    630.3    266.5 ] ss=4.684e+05
    .......Split cd=1 cv= 266.5 nd=2 sm=[     1274    521.4 ] ss=9.473e+05
    ........Leaf n=1 <83> sm=[    643.4    254.8 ] ss=4.789e+05
    ......Split cd=0 cv=   623 nd=3 sm=[     1883      780 ] ss=1.386e+06
    .......Leaf n=1 <18> sm=[    609.6    258.7 ] ss=4.385e+05
    ....Split cd=0 cv= 582.5 nd=9 sm=[     5221     2578 ] ss=3.807e+06
    ........Leaf n=1 <10> sm=[    559.9    344.3 ] ss=4.321e+05
    .......Split cd=1 cv= 328.1 nd=2 sm=[     1125    649.2 ] ss=8.445e+05
    ........Leaf n=1 <79> sm=[    565.2    304.8 ] ss=4.124e+05
    ......Split cd=0 cv= 541.9 nd=3 sm=[     1648    967.9 ] ss=1.22e+06
    .......Leaf n=1 <90> sm=[    522.9    318.7 ] ss=3.75e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     2675     1464 ] ss=1.87e+06
    .......Leaf n=1 <3> sm=[    513.4    247.7 ] ss=3.25e+05
    ......Split cd=0 cv= 513.4 nd=2 sm=[     1026    496.6 ] ss=6.501e+05
    .......Leaf n=1 <86> sm=[      513    248.9 ] ss=3.251e+05
    ..Split cd=0 cv= 501.4 nd=22 sm=[ 1.092e+04     7457 ] ss=8.266e+06
    ......Leaf n=1 <34> sm=[    425.9    402.7 ] ss=3.435e+05
    .....Split cd=1 cv= 402.7 nd=2 sm=[    885.7    772.1 ] ss=6.914e+05
    ......Leaf n=1 <71> sm=[    459.8    369.4 ] ss=3.479e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2369     2312 ] ss=1.838e+06
    ......Leaf n=1 <77> sm=[    400.3    403.6 ] ss=3.231e+05
    .....Split cd=1 cv= 403.6 nd=4 sm=[     1483     1540 ] ss=1.146e+06
    .......Leaf n=1 <40> sm=[    388.3    399.6 ] ss=3.105e+05
    ......Split cd=0 cv= 379.8 nd=3 sm=[     1083     1137 ] ss=8.232e+05
    ........Leaf n=1 <58> sm=[    345.3    376.3 ] ss=2.608e+05
    .......Split cd=1 cv= 376.3 nd=2 sm=[    694.3    736.9 ] ss=5.127e+05
    ........Leaf n=1 <63> sm=[    349.1    360.6 ] ss=2.519e+05
    ...Split cd=1 cv=   355 nd=10 sm=[     3942     3600 ] ss=2.877e+06
    .....Leaf n=1 <65> sm=[    453.4    320.9 ] ss=3.086e+05
    ....Split cd=0 cv= 420.3 nd=4 sm=[     1573     1288 ] ss=1.04e+06
    .......Leaf n=1 <85> sm=[    372.1      337 ] ss=2.52e+05
    ......Split cd=0 cv= 372.1 nd=2 sm=[    725.5    666.2 ] ss=4.853e+05
    .......Leaf n=1 <5> sm=[    353.4    329.2 ] ss=2.332e+05
    .....Split cd=1 cv= 301.1 nd=3 sm=[     1120      967 ] ss=7.312e+05
    ......Leaf n=1 <33> sm=[    394.3    300.8 ] ss=2.46e+05
    .Split cd=1 cv= 247.3 nd=47 sm=[ 2.37e+04 1.107e+04 ] ss=1.553e+07
    ......Leaf n=1 <45> sm=[    632.1    229.3 ] ss=4.521e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1889      554 ] ss=1.294e+06
    .......Leaf n=1 <59> sm=[    628.5    171.5 ] ss=4.244e+05
    ......Split cd=0 cv= 627.9 nd=2 sm=[     1256    324.7 ] ss=8.422e+05
    .......Leaf n=1 <54> sm=[    627.9    153.2 ] ss=4.178e+05
    ....Split cd=0 cv= 582.5 nd=6 sm=[     3521     1137 ] ss=2.299e+06
    .......Leaf n=1 <31> sm=[    553.1      214 ] ss=3.518e+05
    ......Split cd=0 cv= 543.3 nd=2 sm=[     1096    433.4 ] ss=6.951e+05
    .......Leaf n=1 <17> sm=[    543.3    219.4 ] ss=3.433e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1633    583.2 ] ss=1.005e+06
    ......Leaf n=1 <36> sm=[    536.1    149.8 ] ss=3.098e+05
    ...Split cd=1 cv= 139.6 nd=13 sm=[     7326     1835 ] ss=4.455e+06
    .....Leaf n=1 <13> sm=[      646    76.44 ] ss=4.231e+05
    ....Split cd=0 cv= 582.5 nd=7 sm=[     3805      698 ] ss=2.156e+06
    .......Leaf n=1 <73> sm=[    551.8    125.9 ] ss=3.204e+05
    ......Split cd=0 cv= 541.9 nd=4 sm=[     2116    477.9 ] ss=1.178e+06
    .........Leaf n=1 <80> sm=[    523.7    126.3 ] ss=2.902e+05
    ........Split cd=0 cv= 521.7 nd=2 sm=[     1033    260.4 ] ss=5.677e+05
    .........Leaf n=1 <97> sm=[    509.4    134.1 ] ss=2.775e+05
    .......Split cd=1 cv= 112.7 nd=3 sm=[     1564      352 ] ss=8.58e+05
    ........Leaf n=1 <1> sm=[    530.9    91.58 ] ss=2.903e+05
    .....Split cd=1 cv= 85.74 nd=6 sm=[     3159    621.5 ] ss=1.733e+06
    .......Leaf n=1 <16> sm=[    529.2    73.03 ] ss=2.854e+05
    ......Split cd=0 cv= 529.2 nd=2 sm=[     1043    143.6 ] ss=5.546e+05
    .......Leaf n=1 <67> sm=[    513.9    70.57 ] ss=2.691e+05
    ..Split cd=0 cv= 501.4 nd=25 sm=[ 1.278e+04     3612 ] ss=7.269e+06
    .........Leaf n=1 <62> sm=[    490.6    237.2 ] ss=2.969e+05
    ........Split cd=1 cv= 233.8 nd=2 sm=[    991.2    467.2 ] ss=6.005e+05
    .........Leaf n=1 <15> sm=[    500.6    230.1 ] ss=3.036e+05
    .......Split cd=1 cv= 220.4 nd=3 sm=[     1470    676.1 ] ss=8.735e+05
    ........Leaf n=1 <43> sm=[      479    208.9 ] ss=2.73e+05
    ......Split cd=0 cv= 474.8 nd=4 sm=[     1945    882.8 ] ss=1.142e+06
    .......Leaf n=1 <81> sm=[    474.8    206.7 ] ss=2.682e+05
    .....Split cd=1 cv= 193.4 nd=5 sm=[     2386     1024 ] ss=1.356e+06
    ......Leaf n=1 <12> sm=[    440.9    141.2 ] ss=2.143e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2764     1235 ] ss=1.543e+06
    .....Leaf n=1 <20> sm=[    377.8    211.3 ] ss=1.874e+05
    ...Split cd=1 cv= 139.6 nd=12 sm=[     5454     1777 ] ss=2.813e+06
    .......Leaf n=1 <57> sm=[    498.2    126.2 ] ss=2.642e+05
    ......Split cd=0 cv= 460.9 nd=3 sm=[     1406    298.7 ] ss=6.907e+05
    ........Leaf n=1 <42> sm=[    448.9    86.54 ] ss=2.09e+05
    .......Split cd=1 cv= 86.54 nd=2 sm=[    907.3    172.5 ] ss=4.265e+05
    ........Leaf n=1 <38> sm=[    458.4       86 ] ss=2.175e+05
    .....Split cd=1 cv= 85.74 nd=5 sm=[     2335    439.6 ] ss=1.133e+06
    .......Leaf n=1 <60> sm=[    485.2    67.01 ] ss=2.399e+05
    ......Split cd=0 cv= 460.9 nd=2 sm=[    929.2    140.8 ] ss=4.425e+05
    .......Leaf n=1 <52> sm=[      444     73.8 ] ss=2.026e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2690    541.7 ] ss=1.27e+06
    .....Leaf n=1 <70> sm=[    355.1    102.2 ] ss=1.365e+05
    Split cd=0 cv= 339.2 nd=100 sm=[ 3.365e+04 2.454e+04 ] ss=2.203e+07
    .......Leaf n=1 <22> sm=[    326.2    420.5 ] ss=2.832e+05
    ......Split cd=0 cv= 303.8 nd=2 sm=[      630      856 ] ss=5.652e+05
    .......Leaf n=1 <46> sm=[    303.8    435.5 ] ss=2.82e+05
    .....Split cd=1 cv= 408.9 nd=3 sm=[    949.2     1234 ] ss=8.1e+05
    ......Leaf n=1 <72> sm=[    319.2    378.1 ] ss=2.448e+05
    ....Split cd=0 cv= 258.2 nd=4 sm=[     1129     1612 ] ss=9.855e+05
    .....Leaf n=1 <7> sm=[    179.7    378.4 ] ss=1.755e+05
    ...Split cd=1 cv=   355 nd=16 sm=[     4524     5262 ] ss=3.099e+06
    .........Leaf n=1 <39> sm=[    322.3    352.6 ] ss=2.283e+05
    ........Split cd=1 cv= 341.5 nd=2 sm=[    642.9    686.7 ] ss=4.426e+05
    .........Leaf n=1 <95> sm=[    320.5      334 ] ss=2.143e+05
    .......Split cd=1 cv= 328.1 nd=5 sm=[     1634     1643 ] ss=1.075e+06
    ..........Leaf n=1 <76> sm=[    333.8    319.1 ] ss=2.133e+05
    .........Split cd=0 cv= 329.9 nd=2 sm=[    662.3    639.6 ] ss=4.239e+05
    ..........Leaf n=1 <23> sm=[    328.5    320.5 ] ss=2.106e+05
    ........Split cd=1 cv= 316.8 nd=3 sm=[    990.7    956.4 ] ss=6.321e+05
    .........Leaf n=1 <30> sm=[    328.4    316.8 ] ss=2.082e+05
    ......Split cd=0 cv= 320.5 nd=6 sm=[     1954     1984 ] ss=1.293e+06
    .......Leaf n=1 <88> sm=[    320.5    340.7 ] ss=2.188e+05
    .....Split cd=1 cv= 301.1 nd=7 sm=[     2251     2234 ] ss=1.445e+06
    ......Leaf n=1 <75> sm=[    297.2    250.7 ] ss=1.512e+05
    ....Split cd=0 cv= 258.2 nd=12 sm=[     3395     3650 ] ss=2.114e+06
    ......Leaf n=1 <91> sm=[    191.5    346.7 ] ss=1.569e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     1144     1415 ] ss=6.694e+05
    ........Leaf n=1 <74> sm=[      240      274 ] ss=1.327e+05
    .......Split cd=1 cv=   274 nd=3 sm=[    720.6    795.5 ] ss=3.843e+05
    .........Leaf n=1 <93> sm=[    233.2      267 ] ss=1.257e+05
    ........Split cd=1 cv= 260.7 nd=2 sm=[    480.6    521.5 ] ss=2.517e+05
    .........Leaf n=1 <66> sm=[    247.4    254.5 ] ss=1.26e+05
    ......Split cd=0 cv= 231.6 nd=4 sm=[    952.3     1068 ] ss=5.125e+05
    .......Leaf n=1 <8> sm=[    231.6      273 ] ss=1.282e+05
    ..Split cd=0 cv= 177.1 nd=31 sm=[     6644 1.073e+04 ] ss=5.446e+06
    .......Leaf n=1 <6> sm=[    153.8    420.5 ] ss=2.005e+05
    ......Split cd=0 cv= 136.6 nd=2 sm=[    251.4    859.8 ] ss=4.029e+05
    .......Leaf n=1 <61> sm=[    97.55    439.3 ] ss=2.025e+05
    .....Split cd=1 cv= 408.9 nd=7 sm=[    971.2     2829 ] ss=1.287e+06
    .........Leaf n=1 <89> sm=[    170.9    404.9 ] ss=1.932e+05
    ........Split cd=0 cv= 160.6 nd=2 sm=[    331.6    813.3 ] ss=3.857e+05
    .........Leaf n=1 <87> sm=[    160.6    408.4 ] ss=1.926e+05
    .......Split cd=1 cv= 381.9 nd=3 sm=[    498.4     1179 ] ss=5.475e+05
    ........Leaf n=1 <28> sm=[    166.8      366 ] ss=1.618e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    719.8     1969 ] ss=8.843e+05
    ........Leaf n=1 <98> sm=[    117.5    402.8 ] ss=1.761e+05
    .......Split cd=1 cv= 387.2 nd=2 sm=[    221.4      790 ] ss=3.368e+05
    ........Leaf n=1 <50> sm=[    103.9    387.2 ] ss=1.607e+05
    ....Split cd=0 cv= 96.02 nd=8 sm=[     1067     3243 ] ss=1.468e+06
    .....Leaf n=1 <2> sm=[    95.79      414 ] ss=1.806e+05
    ...Split cd=1 cv=   355 nd=15 sm=[     2120     5465 ] ss=2.347e+06
    .........Leaf n=1 <56> sm=[    175.6    353.9 ] ss=1.561e+05
    ........Split cd=0 cv= 163.7 nd=2 sm=[    339.2    694.5 ] ss=2.989e+05
    .........Leaf n=1 <25> sm=[    163.7    340.6 ] ss=1.428e+05
    .......Split cd=1 cv= 328.1 nd=4 sm=[      682     1321 ] ss=5.538e+05
    .........Leaf n=1 <0> sm=[      172    314.6 ] ss=1.286e+05
    ........Split cd=0 cv= 170.8 nd=2 sm=[    342.8    626.4 ] ss=2.55e+05
    .........Leaf n=1 <82> sm=[    170.8    311.8 ] ss=1.264e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    805.2     1660 ] ss=6.838e+05
    .......Leaf n=1 <99> sm=[    123.2    338.8 ] ss=1.3e+05
    .....Split cd=1 cv= 301.1 nd=6 sm=[      974     1910 ] ss=7.748e+05
    ......Leaf n=1 <32> sm=[    168.8    250.1 ] ss=9.104e+04
    ....Split cd=0 cv= 96.02 nd=7 sm=[     1053     2222 ] ss=8.787e+05
    .....Leaf n=1 <49> sm=[    79.41    312.4 ] ss=1.039e+05
    .Split cd=1 cv= 247.3 nd=53 sm=[     9954 1.347e+04 ] ss=6.499e+06
    .....Leaf n=1 <44> sm=[    240.7    178.8 ] ss=8.99e+04
    ....Split cd=0 cv= 240.7 nd=2 sm=[    424.2    346.9 ] ss=1.519e+05
    .....Leaf n=1 <26> sm=[    183.5    168.2 ] ss=6.196e+04
    ...Split cd=1 cv= 139.6 nd=7 sm=[     1831      757 ] ss=5.858e+05
    ......Leaf n=1 <41> sm=[      280     94.1 ] ss=8.723e+04
    .....Split cd=1 cv= 85.74 nd=3 sm=[    905.7    232.7 ] ss=2.926e+05
    .......Leaf n=1 <94> sm=[    316.5    69.97 ] ss=1.05e+05
    ......Split cd=0 cv= 309.3 nd=2 sm=[    625.8    138.7 ] ss=2.054e+05
    .......Leaf n=1 <24> sm=[    309.3    68.69 ] ss=1.004e+05
    ....Split cd=0 cv= 258.2 nd=5 sm=[     1407      410 ] ss=4.34e+05
    ......Leaf n=1 <68> sm=[    249.2    93.96 ] ss=7.091e+04
    .....Split cd=1 cv= 85.74 nd=2 sm=[    501.1    177.3 ] ss=1.413e+05
    ......Leaf n=1 <53> sm=[    251.9    83.33 ] ss=7.039e+04
    ..Split cd=0 cv= 177.1 nd=22 sm=[     3310     2740 ] ss=1.053e+06
    ......Leaf n=1 <19> sm=[      138    179.7 ] ss=5.134e+04
    .....Split cd=1 cv= 179.7 nd=5 sm=[    741.2    829.6 ] ss=2.506e+05
    .........Leaf n=1 <69> sm=[    160.4    157.7 ] ss=5.059e+04
    ........Split cd=1 cv= 157.7 nd=2 sm=[    334.7    299.8 ] ss=1.012e+05
    .........Leaf n=1 <55> sm=[    174.3    142.1 ] ss=5.058e+04
    .......Split cd=0 cv= 156.8 nd=3 sm=[    487.8    472.8 ] ss=1.545e+05
    ........Leaf n=1 <35> sm=[    153.1      173 ] ss=5.337e+04
    ......Split cd=0 cv= 136.6 nd=4 sm=[    603.3    649.9 ] ss=1.992e+05
    .......Leaf n=1 <92> sm=[    115.5    177.1 ] ss=4.47e+04
    ....Split cd=0 cv= 96.02 nd=9 sm=[     1048     1448 ] ss=3.702e+05
    ......Leaf n=1 <9> sm=[    84.96    163.6 ] ss=3.398e+04
    .....Split cd=1 cv= 163.6 nd=4 sm=[    306.8    618.1 ] ss=1.197e+05
    ........Leaf n=1 <47> sm=[    83.29    151.3 ] ss=2.982e+04
    .......Split cd=0 cv= 80.11 nd=2 sm=[    163.4    307.9 ] ss=6.077e+04
    ........Leaf n=1 <37> sm=[    80.11    156.6 ] ss=3.096e+04
    ......Split cd=0 cv= 58.45 nd=3 sm=[    221.8    454.5 ] ss=8.569e+04
    .......Leaf n=1 <78> sm=[    58.45    146.6 ] ss=2.492e+04
    ...Split cd=1 cv= 139.6 nd=15 sm=[     1479     1983 ] ss=4.676e+05
    ......Leaf n=1 <27> sm=[    98.28    102.8 ] ss=2.023e+04
    .....Split cd=1 cv= 101.2 nd=2 sm=[    257.7    203.9 ] ss=5.588e+04
    ......Leaf n=1 <29> sm=[    159.4    101.2 ] ss=3.565e+04
    ....Split cd=0 cv= 96.02 nd=6 sm=[    430.5    535.1 ] ss=9.732e+04
    .......Leaf n=1 <96> sm=[    38.41    102.9 ] ss=1.206e+04
    ......Split cd=0 cv= 38.41 nd=3 sm=[    86.08    299.3 ] ss=3.292e+04
    ........Leaf n=1 <11> sm=[    14.94      110 ] ss=1.232e+04
    .......Split cd=1 cv=   110 nd=2 sm=[    47.67    196.4 ] ss=2.085e+04
    ........Leaf n=1 <4> sm=[    32.72    86.39 ] ss=8534
    .....Split cd=1 cv= 85.74 nd=4 sm=[    172.8    331.2 ] ss=4.145e+04
    ......Leaf n=1 <51> sm=[     86.7    31.89 ] ss=8533
================
open file successfully.
Data Points:
(171.96, 314.65)
(530.934, 91.579)
(95.789, 414.043)
(513.425, 247.72)
(32.723, 86.389)
(353.396, 329.17)
(153.805, 420.488)
(179.727, 378.364)
(231.64, 272.95)
(84.956, 163.597)
(559.947, 344.313)
(14.943, 109.986)
(440.871, 141.204)
(645.991, 76.436)
(630.33, 266.55)
(500.649, 230.05)
(529.25, 73.03)
(543.334, 219.389)
(609.56, 258.666)
(137.962, 179.734)
(377.823, 211.262)
(641.493, 439.113)
(326.165, 420.513)
(328.472, 320.504)
(309.29, 68.687)
(163.652, 340.605)
(183.525, 168.171)
(98.283, 102.789)
(166.847, 365.966)
(159.43, 101.157)
(328.436, 316.801)
(553.131, 214.033)
(168.784, 250.097)
(394.307, 300.814)
(425.878, 402.697)
(153.13, 172.988)
(536.098, 149.819)
(80.111, 156.644)
(458.37, 86.005)
(322.343, 352.631)
(388.292, 399.643)
(279.95, 94.095)
(448.946, 86.545)
(478.958, 208.883)
(240.717, 178.755)
(632.079, 229.301)
(303.837, 435.479)
(83.285, 151.258)
(663.551, 333.265)
(79.41, 312.385)
(103.896, 387.175)
(86.697, 31.889)
(444.002, 73.804)
(251.889, 83.329)
(627.927, 153.175)
(174.304, 142.115)
(175.568, 353.932)
(498.238, 126.197)
(345.291, 376.266)
(628.52, 171.49)
(485.224, 67.012)
(97.547, 439.267)
(490.594, 237.163)
(349.054, 360.609)
(573.663, 462.705)
(453.443, 320.855)
(247.395, 254.466)
(513.937, 70.571)
(249.168, 93.963)
(160.354, 157.72)
(355.113, 102.17)
(459.782, 369.416)
(319.169, 378.124)
(551.846, 125.895)
(239.977, 274.036)
(297.236, 250.665)
(333.834, 319.083)
(400.29, 403.583)
(58.445, 146.64)
(565.244, 304.849)
(523.702, 126.337)
(474.831, 206.715)
(170.83, 311.777)
(643.435, 254.826)
(540.005, 377.291)
(372.116, 336.997)
(512.989, 248.855)
(160.618, 408.389)
(320.494, 340.692)
(170.934, 404.887)
(522.895, 318.709)
(191.511, 346.678)
(115.486, 177.085)
(233.244, 267.004)
(316.462, 69.966)
(320.544, 334.019)
(38.412, 102.886)
(509.416, 134.11)
(117.548, 402.827)
(123.22, 338.794)

Executing Clustering Algorithm: Swap
    .....Leaf n=1 <21> sm=[  641.493  439.113 ] ss=604333
    ....Split cd=0 cv= 582.5 nd=3 sm=[     1755     1279 ] ss=1.581e+06
    ......Leaf n=1 <64> sm=[    573.7    462.7 ] ss=5.432e+05
    .....Split cd=1 cv= 408.9 nd=2 sm=[     1114      840 ] ss=9.771e+05
    ......Leaf n=1 <84> sm=[      540    377.3 ] ss=4.34e+05
    ...Split cd=1 cv=   355 nd=12 sm=[     6977     3857 ] ss=5.388e+06
    ......Leaf n=1 <48> sm=[    663.6    333.3 ] ss=5.514e+05
    .....Split cd=1 cv= 301.1 nd=4 sm=[     2547     1113 ] ss=1.937e+06
    ........Leaf n=1 <14> sm=[    630.3    266.5 ] ss=4.684e+05
    .......Split cd=1 cv= 266.5 nd=2 sm=[     1274    521.4 ] ss=9.473e+05
    ........Leaf n=1 <83> sm=[    643.4    254.8 ] ss=4.789e+05
    ......Split cd=0 cv=   623 nd=3 sm=[     1883      780 ] ss=1.386e+06
    .......Leaf n=1 <18> sm=[    609.6    258.7 ] ss=4.385e+05
    ....Split cd=0 cv= 582.5 nd=9 sm=[     5221     2578 ] ss=3.807e+06
    ........Leaf n=1 <10> sm=[    559.9    344.3 ] ss=4.321e+05
    .......Split cd=1 cv= 328.1 nd=2 sm=[     1125    649.2 ] ss=8.445e+05
    ........Leaf n=1 <79> sm=[    565.2    304.8 ] ss=4.124e+05
    ......Split cd=0 cv= 541.9 nd=3 sm=[     1648    967.9 ] ss=1.22e+06
    .......Leaf n=1 <90> sm=[    522.9    318.7 ] ss=3.75e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     2675     1464 ] ss=1.87e+06
    .......Leaf n=1 <3> sm=[    513.4    247.7 ] ss=3.25e+05
    ......Split cd=0 cv= 513.4 nd=2 sm=[     1026    496.6 ] ss=6.501e+05
    .......Leaf n=1 <86> sm=[      513    248.9 ] ss=3.251e+05
    ..Split cd=0 cv= 501.4 nd=22 sm=[ 1.092e+04     7457 ] ss=8.266e+06
    ......Leaf n=1 <34> sm=[    425.9    402.7 ] ss=3.435e+05
    .....Split cd=1 cv= 402.7 nd=2 sm=[    885.7    772.1 ] ss=6.914e+05
    ......Leaf n=1 <71> sm=[    459.8    369.4 ] ss=3.479e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2369     2312 ] ss=1.838e+06
    ......Leaf n=1 <77> sm=[    400.3    403.6 ] ss=3.231e+05
    .....Split cd=1 cv= 403.6 nd=4 sm=[     1483     1540 ] ss=1.146e+06
    .......Leaf n=1 <40> sm=[    388.3    399.6 ] ss=3.105e+05
    ......Split cd=0 cv= 379.8 nd=3 sm=[     1083     1137 ] ss=8.232e+05
    ........Leaf n=1 <58> sm=[    345.3    376.3 ] ss=2.608e+05
    .......Split cd=1 cv= 376.3 nd=2 sm=[    694.3    736.9 ] ss=5.127e+05
    ........Leaf n=1 <63> sm=[    349.1    360.6 ] ss=2.519e+05
    ...Split cd=1 cv=   355 nd=10 sm=[     3942     3600 ] ss=2.877e+06
    .....Leaf n=1 <65> sm=[    453.4    320.9 ] ss=3.086e+05
    ....Split cd=0 cv= 420.3 nd=4 sm=[     1573     1288 ] ss=1.04e+06
    .......Leaf n=1 <85> sm=[    372.1      337 ] ss=2.52e+05
    ......Split cd=0 cv= 372.1 nd=2 sm=[    725.5    666.2 ] ss=4.853e+05
    .......Leaf n=1 <5> sm=[    353.4    329.2 ] ss=2.332e+05
    .....Split cd=1 cv= 301.1 nd=3 sm=[     1120      967 ] ss=7.312e+05
    ......Leaf n=1 <33> sm=[    394.3    300.8 ] ss=2.46e+05
    .Split cd=1 cv= 247.3 nd=47 sm=[ 2.37e+04 1.107e+04 ] ss=1.553e+07
    ......Leaf n=1 <45> sm=[    632.1    229.3 ] ss=4.521e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1889      554 ] ss=1.294e+06
    .......Leaf n=1 <59> sm=[    628.5    171.5 ] ss=4.244e+05
    ......Split cd=0 cv= 627.9 nd=2 sm=[     1256    324.7 ] ss=8.422e+05
    .......Leaf n=1 <54> sm=[    627.9    153.2 ] ss=4.178e+05
    ....Split cd=0 cv= 582.5 nd=6 sm=[     3521     1137 ] ss=2.299e+06
    .......Leaf n=1 <31> sm=[    553.1      214 ] ss=3.518e+05
    ......Split cd=0 cv= 543.3 nd=2 sm=[     1096    433.4 ] ss=6.951e+05
    .......Leaf n=1 <17> sm=[    543.3    219.4 ] ss=3.433e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1633    583.2 ] ss=1.005e+06
    ......Leaf n=1 <36> sm=[    536.1    149.8 ] ss=3.098e+05
    ...Split cd=1 cv= 139.6 nd=13 sm=[     7326     1835 ] ss=4.455e+06
    .....Leaf n=1 <13> sm=[      646    76.44 ] ss=4.231e+05
    ....Split cd=0 cv= 582.5 nd=7 sm=[     3805      698 ] ss=2.156e+06
    .......Leaf n=1 <73> sm=[    551.8    125.9 ] ss=3.204e+05
    ......Split cd=0 cv= 541.9 nd=4 sm=[     2116    477.9 ] ss=1.178e+06
    .........Leaf n=1 <80> sm=[    523.7    126.3 ] ss=2.902e+05
    ........Split cd=0 cv= 521.7 nd=2 sm=[     1033    260.4 ] ss=5.677e+05
    .........Leaf n=1 <97> sm=[    509.4    134.1 ] ss=2.775e+05
    .......Split cd=1 cv= 112.7 nd=3 sm=[     1564      352 ] ss=8.58e+05
    ........Leaf n=1 <1> sm=[    530.9    91.58 ] ss=2.903e+05
    .....Split cd=1 cv= 85.74 nd=6 sm=[     3159    621.5 ] ss=1.733e+06
    .......Leaf n=1 <16> sm=[    529.2    73.03 ] ss=2.854e+05
    ......Split cd=0 cv= 529.2 nd=2 sm=[     1043    143.6 ] ss=5.546e+05
    .......Leaf n=1 <67> sm=[    513.9    70.57 ] ss=2.691e+05
    ..Split cd=0 cv= 501.4 nd=25 sm=[ 1.278e+04     3612 ] ss=7.269e+06
    .........Leaf n=1 <62> sm=[    490.6    237.2 ] ss=2.969e+05
    ........Split cd=1 cv= 233.8 nd=2 sm=[    991.2    467.2 ] ss=6.005e+05
    .........Leaf n=1 <15> sm=[    500.6    230.1 ] ss=3.036e+05
    .......Split cd=1 cv= 220.4 nd=3 sm=[     1470    676.1 ] ss=8.735e+05
    ........Leaf n=1 <43> sm=[      479    208.9 ] ss=2.73e+05
    ......Split cd=0 cv= 474.8 nd=4 sm=[     1945    882.8 ] ss=1.142e+06
    .......Leaf n=1 <81> sm=[    474.8    206.7 ] ss=2.682e+05
    .....Split cd=1 cv= 193.4 nd=5 sm=[     2386     1024 ] ss=1.356e+06
    ......Leaf n=1 <12> sm=[    440.9    141.2 ] ss=2.143e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2764     1235 ] ss=1.543e+06
    .....Leaf n=1 <20> sm=[    377.8    211.3 ] ss=1.874e+05
    ...Split cd=1 cv= 139.6 nd=12 sm=[     5454     1777 ] ss=2.813e+06
    .......Leaf n=1 <57> sm=[    498.2    126.2 ] ss=2.642e+05
    ......Split cd=0 cv= 460.9 nd=3 sm=[     1406    298.7 ] ss=6.907e+05
    ........Leaf n=1 <42> sm=[    448.9    86.54 ] ss=2.09e+05
    .......Split cd=1 cv= 86.54 nd=2 sm=[    907.3    172.5 ] ss=4.265e+05
    ........Leaf n=1 <38> sm=[    458.4       86 ] ss=2.175e+05
    .....Split cd=1 cv= 85.74 nd=5 sm=[     2335    439.6 ] ss=1.133e+06
    .......Leaf n=1 <60> sm=[    485.2    67.01 ] ss=2.399e+05
    ......Split cd=0 cv= 460.9 nd=2 sm=[    929.2    140.8 ] ss=4.425e+05
    .......Leaf n=1 <52> sm=[      444     73.8 ] ss=2.026e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2690    541.7 ] ss=1.27e+06
    .....Leaf n=1 <70> sm=[    355.1    102.2 ] ss=1.365e+05
    Split cd=0 cv= 339.2 nd=100 sm=[ 3.365e+04 2.454e+04 ] ss=2.203e+07
    .......Leaf n=1 <22> sm=[    326.2    420.5 ] ss=2.832e+05
    ......Split cd=0 cv= 303.8 nd=2 sm=[      630      856 ] ss=5.652e+05
    .......Leaf n=1 <46> sm=[    303.8    435.5 ] ss=2.82e+05
    .....Split cd=1 cv= 408.9 nd=3 sm=[    949.2     1234 ] ss=8.1e+05
    ......Leaf n=1 <72> sm=[    319.2    378.1 ] ss=2.448e+05
    ....Split cd=0 cv= 258.2 nd=4 sm=[     1129     1612 ] ss=9.855e+05
    .....Leaf n=1 <7> sm=[    179.7    378.4 ] ss=1.755e+05
    ...Split cd=1 cv=   355 nd=16 sm=[     4524     5262 ] ss=3.099e+06
    .........Leaf n=1 <39> sm=[    322.3    352.6 ] ss=2.283e+05
    ........Split cd=1 cv= 341.5 nd=2 sm=[    642.9    686.7 ] ss=4.426e+05
    .........Leaf n=1 <95> sm=[    320.5      334 ] ss=2.143e+05
    .......Split cd=1 cv= 328.1 nd=5 sm=[     1634     1643 ] ss=1.075e+06
    ..........Leaf n=1 <76> sm=[    333.8    319.1 ] ss=2.133e+05
    .........Split cd=0 cv= 329.9 nd=2 sm=[    662.3    639.6 ] ss=4.239e+05
    ..........Leaf n=1 <23> sm=[    328.5    320.5 ] ss=2.106e+05
    ........Split cd=1 cv= 316.8 nd=3 sm=[    990.7    956.4 ] ss=6.321e+05
    .........Leaf n=1 <30> sm=[    328.4    316.8 ] ss=2.082e+05
    ......Split cd=0 cv= 320.5 nd=6 sm=[     1954     1984 ] ss=1.293e+06
    .......Leaf n=1 <88> sm=[    320.5    340.7 ] ss=2.188e+05
    .....Split cd=1 cv= 301.1 nd=7 sm=[     2251     2234 ] ss=1.445e+06
    ......Leaf n=1 <75> sm=[    297.2    250.7 ] ss=1.512e+05
    ....Split cd=0 cv= 258.2 nd=12 sm=[     3395     3650 ] ss=2.114e+06
    ......Leaf n=1 <91> sm=[    191.5    346.7 ] ss=1.569e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     1144     1415 ] ss=6.694e+05
    ........Leaf n=1 <74> sm=[      240      274 ] ss=1.327e+05
    .......Split cd=1 cv=   274 nd=3 sm=[    720.6    795.5 ] ss=3.843e+05
    .........Leaf n=1 <93> sm=[    233.2      267 ] ss=1.257e+05
    ........Split cd=1 cv= 260.7 nd=2 sm=[    480.6    521.5 ] ss=2.517e+05
    .........Leaf n=1 <66> sm=[    247.4    254.5 ] ss=1.26e+05
    ......Split cd=0 cv= 231.6 nd=4 sm=[    952.3     1068 ] ss=5.125e+05
    .......Leaf n=1 <8> sm=[    231.6      273 ] ss=1.282e+05
    ..Split cd=0 cv= 177.1 nd=31 sm=[     6644 1.073e+04 ] ss=5.446e+06
    .......Leaf n=1 <6> sm=[    153.8    420.5 ] ss=2.005e+05
    ......Split cd=0 cv= 136.6 nd=2 sm=[    251.4    859.8 ] ss=4.029e+05
    .......Leaf n=1 <61> sm=[    97.55    439.3 ] ss=2.025e+05
    .....Split cd=1 cv= 408.9 nd=7 sm=[    971.2     2829 ] ss=1.287e+06
    .........Leaf n=1 <89> sm=[    170.9    404.9 ] ss=1.932e+05
    ........Split cd=0 cv= 160.6 nd=2 sm=[    331.6    813.3 ] ss=3.857e+05
    .........Leaf n=1 <87> sm=[    160.6    408.4 ] ss=1.926e+05
    .......Split cd=1 cv= 381.9 nd=3 sm=[    498.4     1179 ] ss=5.475e+05
    ........Leaf n=1 <28> sm=[    166.8      366 ] ss=1.618e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    719.8     1969 ] ss=8.843e+05
    ........Leaf n=1 <98> sm=[    117.5    402.8 ] ss=1.761e+05
    .......Split cd=1 cv= 387.2 nd=2 sm=[    221.4      790 ] ss=3.368e+05
    ........Leaf n=1 <50> sm=[    103.9    387.2 ] ss=1.607e+05
    ....Split cd=0 cv= 96.02 nd=8 sm=[     1067     3243 ] ss=1.468e+06
    .....Leaf n=1 <2> sm=[    95.79      414 ] ss=1.806e+05
    ...Split cd=1 cv=   355 nd=15 sm=[     2120     5465 ] ss=2.347e+06
    .........Leaf n=1 <56> sm=[    175.6    353.9 ] ss=1.561e+05
    ........Split cd=0 cv= 163.7 nd=2 sm=[    339.2    694.5 ] ss=2.989e+05
    .........Leaf n=1 <25> sm=[    163.7    340.6 ] ss=1.428e+05
    .......Split cd=1 cv= 328.1 nd=4 sm=[      682     1321 ] ss=5.538e+05
    .........Leaf n=1 <0> sm=[      172    314.6 ] ss=1.286e+05
    ........Split cd=0 cv= 170.8 nd=2 sm=[    342.8    626.4 ] ss=2.55e+05
    .........Leaf n=1 <82> sm=[    170.8    311.8 ] ss=1.264e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    805.2     1660 ] ss=6.838e+05
    .......Leaf n=1 <99> sm=[    123.2    338.8 ] ss=1.3e+05
    .....Split cd=1 cv= 301.1 nd=6 sm=[      974     1910 ] ss=7.748e+05
    ......Leaf n=1 <32> sm=[    168.8    250.1 ] ss=9.104e+04
    ....Split cd=0 cv= 96.02 nd=7 sm=[     1053     2222 ] ss=8.787e+05
    .....Leaf n=1 <49> sm=[    79.41    312.4 ] ss=1.039e+05
    .Split cd=1 cv= 247.3 nd=53 sm=[     9954 1.347e+04 ] ss=6.499e+06
    .....Leaf n=1 <44> sm=[    240.7    178.8 ] ss=8.99e+04
    ....Split cd=0 cv= 240.7 nd=2 sm=[    424.2    346.9 ] ss=1.519e+05
    .....Leaf n=1 <26> sm=[    183.5    168.2 ] ss=6.196e+04
    ...Split cd=1 cv= 139.6 nd=7 sm=[     1831      757 ] ss=5.858e+05
    ......Leaf n=1 <41> sm=[      280     94.1 ] ss=8.723e+04
    .....Split cd=1 cv= 85.74 nd=3 sm=[    905.7    232.7 ] ss=2.926e+05
    .......Leaf n=1 <94> sm=[    316.5    69.97 ] ss=1.05e+05
    ......Split cd=0 cv= 309.3 nd=2 sm=[    625.8    138.7 ] ss=2.054e+05
    .......Leaf n=1 <24> sm=[    309.3    68.69 ] ss=1.004e+05
    ....Split cd=0 cv= 258.2 nd=5 sm=[     1407      410 ] ss=4.34e+05
    ......Leaf n=1 <68> sm=[    249.2    93.96 ] ss=7.091e+04
    .....Split cd=1 cv= 85.74 nd=2 sm=[    501.1    177.3 ] ss=1.413e+05
    ......Leaf n=1 <53> sm=[    251.9    83.33 ] ss=7.039e+04
    ..Split cd=0 cv= 177.1 nd=22 sm=[     3310     2740 ] ss=1.053e+06
    ......Leaf n=1 <19> sm=[      138    179.7 ] ss=5.134e+04
    .....Split cd=1 cv= 179.7 nd=5 sm=[    741.2    829.6 ] ss=2.506e+05
    .........Leaf n=1 <69> sm=[    160.4    157.7 ] ss=5.059e+04
    ........Split cd=1 cv= 157.7 nd=2 sm=[    334.7    299.8 ] ss=1.012e+05
    .........Leaf n=1 <55> sm=[    174.3    142.1 ] ss=5.058e+04
    .......Split cd=0 cv= 156.8 nd=3 sm=[    487.8    472.8 ] ss=1.545e+05
    ........Leaf n=1 <35> sm=[    153.1      173 ] ss=5.337e+04
    ......Split cd=0 cv= 136.6 nd=4 sm=[    603.3    649.9 ] ss=1.992e+05
    .......Leaf n=1 <92> sm=[    115.5    177.1 ] ss=4.47e+04
    ....Split cd=0 cv= 96.02 nd=9 sm=[     1048     1448 ] ss=3.702e+05
    ......Leaf n=1 <9> sm=[    84.96    163.6 ] ss=3.398e+04
    .....Split cd=1 cv= 163.6 nd=4 sm=[    306.8    618.1 ] ss=1.197e+05
    ........Leaf n=1 <47> sm=[    83.29    151.3 ] ss=2.982e+04
    .......Split cd=0 cv= 80.11 nd=2 sm=[    163.4    307.9 ] ss=6.077e+04
    ........Leaf n=1 <37> sm=[    80.11    156.6 ] ss=3.096e+04
    ......Split cd=0 cv= 58.45 nd=3 sm=[    221.8    454.5 ] ss=8.569e+04
    .......Leaf n=1 <78> sm=[    58.45    146.6 ] ss=2.492e+04
    ...Split cd=1 cv= 139.6 nd=15 sm=[     1479     1983 ] ss=4.676e+05
    ......Leaf n=1 <27> sm=[    98.28    102.8 ] ss=2.023e+04
    .....Split cd=1 cv= 101.2 nd=2 sm=[    257.7    203.9 ] ss=5.588e+04
    ......Leaf n=1 <29> sm=[    159.4    101.2 ] ss=3.565e+04
    ....Split cd=0 cv= 96.02 nd=6 sm=[    430.5    535.1 ] ss=9.732e+04
    .......Leaf n=1 <96> sm=[    38.41    102.9 ] ss=1.206e+04
    ......Split cd=0 cv= 38.41 nd=3 sm=[    86.08    299.3 ] ss=3.292e+04
    ........Leaf n=1 <11> sm=[    14.94      110 ] ss=1.232e+04
    .......Split cd=1 cv=   110 nd=2 sm=[    47.67    196.4 ] ss=2.085e+04
    ........Leaf n=1 <4> sm=[    32.72    86.39 ] ss=8534
    .....Split cd=1 cv= 85.74 nd=4 sm=[    172.8    331.2 ] ss=4.145e+04
    ......Leaf n=1 <51> sm=[     86.7    31.89 ] ss=8533
================
open file successfully.
Data Points:
(171.96, 314.65)
(530.934, 91.579)
(95.789, 414.043)
(513.425, 247.72)
(32.723, 86.389)
(353.396, 329.17)
(153.805, 420.488)
(179.727, 378.364)
(231.64, 272.95)
(84.956, 163.597)
(559.947, 344.313)
(14.943, 109.986)
(440.871, 141.204)
(645.991, 76.436)
(630.33, 266.55)
(500.649, 230.05)
(529.25, 73.03)
(543.334, 219.389)
(609.56, 258.666)
(137.962, 179.734)
(377.823, 211.262)
(641.493, 439.113)
(326.165, 420.513)
(328.472, 320.504)
(309.29, 68.687)
(163.652, 340.605)
(183.525, 168.171)
(98.283, 102.789)
(166.847, 365.966)
(159.43, 101.157)
(328.436, 316.801)
(553.131, 214.033)
(168.784, 250.097)
(394.307, 300.814)
(425.878, 402.697)
(153.13, 172.988)
(536.098, 149.819)
(80.111, 156.644)
(458.37, 86.005)
(322.343, 352.631)
(388.292, 399.643)
(279.95, 94.095)
(448.946, 86.545)
(478.958, 208.883)
(240.717, 178.755)
(632.079, 229.301)
(303.837, 435.479)
(83.285, 151.258)
(663.551, 333.265)
(79.41, 312.385)
(103.896, 387.175)
(86.697, 31.889)
(444.002, 73.804)
(251.889, 83.329)
(627.927, 153.175)
(174.304, 142.115)
(175.568, 353.932)
(498.238, 126.197)
(345.291, 376.266)
(628.52, 171.49)
(485.224, 67.012)
(97.547, 439.267)
(490.594, 237.163)
(349.054, 360.609)
(573.663, 462.705)
(453.443, 320.855)
(247.395, 254.466)
(513.937, 70.571)
(249.168, 93.963)
(160.354, 157.72)
(355.113, 102.17)
(459.782, 369.416)
(319.169, 378.124)
(551.846, 125.895)
(239.977, 274.036)
(297.236, 250.665)
(333.834, 319.083)
(400.29, 403.583)
(58.445, 146.64)
(565.244, 304.849)
(523.702, 126.337)
(474.831, 206.715)
(170.83, 311.777)
(643.435, 254.826)
(540.005, 377.291)
(372.116, 336.997)
(512.989, 248.855)
(160.618, 408.389)
(320.494, 340.692)
(170.934, 404.887)
(522.895, 318.709)
(191.511, 346.678)
(115.486, 177.085)
(233.244, 267.004)
(316.462, 69.966)
(320.544, 334.019)
(38.412, 102.886)
(509.416, 134.11)
(117.548, 402.827)
(123.22, 338.794)

Executing Clustering Algorithm: Swap
    .....Leaf n=1 <21> sm=[  641.493  439.113 ] ss=604333
    ....Split cd=0 cv= 582.5 nd=3 sm=[     1755     1279 ] ss=1.581e+06
    ......Leaf n=1 <64> sm=[    573.7    462.7 ] ss=5.432e+05
    .....Split cd=1 cv= 408.9 nd=2 sm=[     1114      840 ] ss=9.771e+05
    ......Leaf n=1 <84> sm=[      540    377.3 ] ss=4.34e+05
    ...Split cd=1 cv=   355 nd=12 sm=[     6977     3857 ] ss=5.388e+06
    ......Leaf n=1 <48> sm=[    663.6    333.3 ] ss=5.514e+05
    .....Split cd=1 cv= 301.1 nd=4 sm=[     2547     1113 ] ss=1.937e+06
    ........Leaf n=1 <14> sm=[    630.3    266.5 ] ss=4.684e+05
    .......Split cd=1 cv= 266.5 nd=2 sm=[     1274    521.4 ] ss=9.473e+05
    ........Leaf n=1 <83> sm=[    643.4    254.8 ] ss=4.789e+05
    ......Split cd=0 cv=   623 nd=3 sm=[     1883      780 ] ss=1.386e+06
    .......Leaf n=1 <18> sm=[    609.6    258.7 ] ss=4.385e+05
    ....Split cd=0 cv= 582.5 nd=9 sm=[     5221     2578 ] ss=3.807e+06
    ........Leaf n=1 <10> sm=[    559.9    344.3 ] ss=4.321e+05
    .......Split cd=1 cv= 328.1 nd=2 sm=[     1125    649.2 ] ss=8.445e+05
    ........Leaf n=1 <79> sm=[    565.2    304.8 ] ss=4.124e+05
    ......Split cd=0 cv= 541.9 nd=3 sm=[     1648    967.9 ] ss=1.22e+06
    .......Leaf n=1 <90> sm=[    522.9    318.7 ] ss=3.75e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     2675     1464 ] ss=1.87e+06
    .......Leaf n=1 <3> sm=[    513.4    247.7 ] ss=3.25e+05
    ......Split cd=0 cv= 513.4 nd=2 sm=[     1026    496.6 ] ss=6.501e+05
    .......Leaf n=1 <86> sm=[      513    248.9 ] ss=3.251e+05
    ..Split cd=0 cv= 501.4 nd=22 sm=[ 1.092e+04     7457 ] ss=8.266e+06
    ......Leaf n=1 <34> sm=[    425.9    402.7 ] ss=3.435e+05
    .....Split cd=1 cv= 402.7 nd=2 sm=[    885.7    772.1 ] ss=6.914e+05
    ......Leaf n=1 <71> sm=[    459.8    369.4 ] ss=3.479e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2369     2312 ] ss=1.838e+06
    ......Leaf n=1 <77> sm=[    400.3    403.6 ] ss=3.231e+05
    .....Split cd=1 cv= 403.6 nd=4 sm=[     1483     1540 ] ss=1.146e+06
    .......Leaf n=1 <40> sm=[    388.3    399.6 ] ss=3.105e+05
    ......Split cd=0 cv= 379.8 nd=3 sm=[     1083     1137 ] ss=8.232e+05
    ........Leaf n=1 <58> sm=[    345.3    376.3 ] ss=2.608e+05
    .......Split cd=1 cv= 376.3 nd=2 sm=[    694.3    736.9 ] ss=5.127e+05
    ........Leaf n=1 <63> sm=[    349.1    360.6 ] ss=2.519e+05
    ...Split cd=1 cv=   355 nd=10 sm=[     3942     3600 ] ss=2.877e+06
    .....Leaf n=1 <65> sm=[    453.4    320.9 ] ss=3.086e+05
    ....Split cd=0 cv= 420.3 nd=4 sm=[     1573     1288 ] ss=1.04e+06
    .......Leaf n=1 <85> sm=[    372.1      337 ] ss=2.52e+05
    ......Split cd=0 cv= 372.1 nd=2 sm=[    725.5    666.2 ] ss=4.853e+05
    .......Leaf n=1 <5> sm=[    353.4    329.2 ] ss=2.332e+05
    .....Split cd=1 cv= 301.1 nd=3 sm=[     1120      967 ] ss=7.312e+05
    ......Leaf n=1 <33> sm=[    394.3    300.8 ] ss=2.46e+05
    .Split cd=1 cv= 247.3 nd=47 sm=[ 2.37e+04 1.107e+04 ] ss=1.553e+07
    ......Leaf n=1 <45> sm=[    632.1    229.3 ] ss=4.521e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1889      554 ] ss=1.294e+06
    .......Leaf n=1 <59> sm=[    628.5    171.5 ] ss=4.244e+05
    ......Split cd=0 cv= 627.9 nd=2 sm=[     1256    324.7 ] ss=8.422e+05
    .......Leaf n=1 <54> sm=[    627.9    153.2 ] ss=4.178e+05
    ....Split cd=0 cv= 582.5 nd=6 sm=[     3521     1137 ] ss=2.299e+06
    .......Leaf n=1 <31> sm=[    553.1      214 ] ss=3.518e+05
    ......Split cd=0 cv= 543.3 nd=2 sm=[     1096    433.4 ] ss=6.951e+05
    .......Leaf n=1 <17> sm=[    543.3    219.4 ] ss=3.433e+05
    .....Split cd=1 cv= 193.4 nd=3 sm=[     1633    583.2 ] ss=1.005e+06
    ......Leaf n=1 <36> sm=[    536.1    149.8 ] ss=3.098e+05
    ...Split cd=1 cv= 139.6 nd=13 sm=[     7326     1835 ] ss=4.455e+06
    .....Leaf n=1 <13> sm=[      646    76.44 ] ss=4.231e+05
    ....Split cd=0 cv= 582.5 nd=7 sm=[     3805      698 ] ss=2.156e+06
    .......Leaf n=1 <73> sm=[    551.8    125.9 ] ss=3.204e+05
    ......Split cd=0 cv= 541.9 nd=4 sm=[     2116    477.9 ] ss=1.178e+06
    .........Leaf n=1 <80> sm=[    523.7    126.3 ] ss=2.902e+05
    ........Split cd=0 cv= 521.7 nd=2 sm=[     1033    260.4 ] ss=5.677e+05
    .........Leaf n=1 <97> sm=[    509.4    134.1 ] ss=2.775e+05
    .......Split cd=1 cv= 112.7 nd=3 sm=[     1564      352 ] ss=8.58e+05
    ........Leaf n=1 <1> sm=[    530.9    91.58 ] ss=2.903e+05
    .....Split cd=1 cv= 85.74 nd=6 sm=[     3159    621.5 ] ss=1.733e+06
    .......Leaf n=1 <16> sm=[    529.2    73.03 ] ss=2.854e+05
    ......Split cd=0 cv= 529.2 nd=2 sm=[     1043    143.6 ] ss=5.546e+05
    .......Leaf n=1 <67> sm=[    513.9    70.57 ] ss=2.691e+05
    ..Split cd=0 cv= 501.4 nd=25 sm=[ 1.278e+04     3612 ] ss=7.269e+06
    .........Leaf n=1 <62> sm=[    490.6    237.2 ] ss=2.969e+05
    ........Split cd=1 cv= 233.8 nd=2 sm=[    991.2    467.2 ] ss=6.005e+05
    .........Leaf n=1 <15> sm=[    500.6    230.1 ] ss=3.036e+05
    .......Split cd=1 cv= 220.4 nd=3 sm=[     1470    676.1 ] ss=8.735e+05
    ........Leaf n=1 <43> sm=[      479    208.9 ] ss=2.73e+05
    ......Split cd=0 cv= 474.8 nd=4 sm=[     1945    882.8 ] ss=1.142e+06
    .......Leaf n=1 <81> sm=[    474.8    206.7 ] ss=2.682e+05
    .....Split cd=1 cv= 193.4 nd=5 sm=[     2386     1024 ] ss=1.356e+06
    ......Leaf n=1 <12> sm=[    440.9    141.2 ] ss=2.143e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2764     1235 ] ss=1.543e+06
    .....Leaf n=1 <20> sm=[    377.8    211.3 ] ss=1.874e+05
    ...Split cd=1 cv= 139.6 nd=12 sm=[     5454     1777 ] ss=2.813e+06
    .......Leaf n=1 <57> sm=[    498.2    126.2 ] ss=2.642e+05
    ......Split cd=0 cv= 460.9 nd=3 sm=[     1406    298.7 ] ss=6.907e+05
    ........Leaf n=1 <42> sm=[    448.9    86.54 ] ss=2.09e+05
    .......Split cd=1 cv= 86.54 nd=2 sm=[    907.3    172.5 ] ss=4.265e+05
    ........Leaf n=1 <38> sm=[    458.4       86 ] ss=2.175e+05
    .....Split cd=1 cv= 85.74 nd=5 sm=[     2335    439.6 ] ss=1.133e+06
    .......Leaf n=1 <60> sm=[    485.2    67.01 ] ss=2.399e+05
    ......Split cd=0 cv= 460.9 nd=2 sm=[    929.2    140.8 ] ss=4.425e+05
    .......Leaf n=1 <52> sm=[      444     73.8 ] ss=2.026e+05
    ....Split cd=0 cv= 420.3 nd=6 sm=[     2690    541.7 ] ss=1.27e+06
    .....Leaf n=1 <70> sm=[    355.1    102.2 ] ss=1.365e+05
    Split cd=0 cv= 339.2 nd=100 sm=[ 3.365e+04 2.454e+04 ] ss=2.203e+07
    .......Leaf n=1 <22> sm=[    326.2    420.5 ] ss=2.832e+05
    ......Split cd=0 cv= 303.8 nd=2 sm=[      630      856 ] ss=5.652e+05
    .......Leaf n=1 <46> sm=[    303.8    435.5 ] ss=2.82e+05
    .....Split cd=1 cv= 408.9 nd=3 sm=[    949.2     1234 ] ss=8.1e+05
    ......Leaf n=1 <72> sm=[    319.2    378.1 ] ss=2.448e+05
    ....Split cd=0 cv= 258.2 nd=4 sm=[     1129     1612 ] ss=9.855e+05
    .....Leaf n=1 <7> sm=[    179.7    378.4 ] ss=1.755e+05
    ...Split cd=1 cv=   355 nd=16 sm=[     4524     5262 ] ss=3.099e+06
    .........Leaf n=1 <39> sm=[    322.3    352.6 ] ss=2.283e+05
    ........Split cd=1 cv= 341.5 nd=2 sm=[    642.9    686.7 ] ss=4.426e+05
    .........Leaf n=1 <95> sm=[    320.5      334 ] ss=2.143e+05
    .......Split cd=1 cv= 328.1 nd=5 sm=[     1634     1643 ] ss=1.075e+06
    ..........Leaf n=1 <76> sm=[    333.8    319.1 ] ss=2.133e+05
    .........Split cd=0 cv= 329.9 nd=2 sm=[    662.3    639.6 ] ss=4.239e+05
    ..........Leaf n=1 <23> sm=[    328.5    320.5 ] ss=2.106e+05
    ........Split cd=1 cv= 316.8 nd=3 sm=[    990.7    956.4 ] ss=6.321e+05
    .........Leaf n=1 <30> sm=[    328.4    316.8 ] ss=2.082e+05
    ......Split cd=0 cv= 320.5 nd=6 sm=[     1954     1984 ] ss=1.293e+06
    .......Leaf n=1 <88> sm=[    320.5    340.7 ] ss=2.188e+05
    .....Split cd=1 cv= 301.1 nd=7 sm=[     2251     2234 ] ss=1.445e+06
    ......Leaf n=1 <75> sm=[    297.2    250.7 ] ss=1.512e+05
    ....Split cd=0 cv= 258.2 nd=12 sm=[     3395     3650 ] ss=2.114e+06
    ......Leaf n=1 <91> sm=[    191.5    346.7 ] ss=1.569e+05
    .....Split cd=1 cv= 301.1 nd=5 sm=[     1144     1415 ] ss=6.694e+05
    ........Leaf n=1 <74> sm=[      240      274 ] ss=1.327e+05
    .......Split cd=1 cv=   274 nd=3 sm=[    720.6    795.5 ] ss=3.843e+05
    .........Leaf n=1 <93> sm=[    233.2      267 ] ss=1.257e+05
    ........Split cd=1 cv= 260.7 nd=2 sm=[    480.6    521.5 ] ss=2.517e+05
    .........Leaf n=1 <66> sm=[    247.4    254.5 ] ss=1.26e+05
    ......Split cd=0 cv= 231.6 nd=4 sm=[    952.3     1068 ] ss=5.125e+05
    .......Leaf n=1 <8> sm=[    231.6      273 ] ss=1.282e+05
    ..Split cd=0 cv= 177.1 nd=31 sm=[     6644 1.073e+04 ] ss=5.446e+06
    .......Leaf n=1 <6> sm=[    153.8    420.5 ] ss=2.005e+05
    ......Split cd=0 cv= 136.6 nd=2 sm=[    251.4    859.8 ] ss=4.029e+05
    .......Leaf n=1 <61> sm=[    97.55    439.3 ] ss=2.025e+05
    .....Split cd=1 cv= 408.9 nd=7 sm=[    971.2     2829 ] ss=1.287e+06
    .........Leaf n=1 <89> sm=[    170.9    404.9 ] ss=1.932e+05
    ........Split cd=0 cv= 160.6 nd=2 sm=[    331.6    813.3 ] ss=3.857e+05
    .........Leaf n=1 <87> sm=[    160.6    408.4 ] ss=1.926e+05
    .......Split cd=1 cv= 381.9 nd=3 sm=[    498.4     1179 ] ss=5.475e+05
    ........Leaf n=1 <28> sm=[    166.8      366 ] ss=1.618e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    719.8     1969 ] ss=8.843e+05
    ........Leaf n=1 <98> sm=[    117.5    402.8 ] ss=1.761e+05
    .......Split cd=1 cv= 387.2 nd=2 sm=[    221.4      790 ] ss=3.368e+05
    ........Leaf n=1 <50> sm=[    103.9    387.2 ] ss=1.607e+05
    ....Split cd=0 cv= 96.02 nd=8 sm=[     1067     3243 ] ss=1.468e+06
    .....Leaf n=1 <2> sm=[    95.79      414 ] ss=1.806e+05
    ...Split cd=1 cv=   355 nd=15 sm=[     2120     5465 ] ss=2.347e+06
    .........Leaf n=1 <56> sm=[    175.6    353.9 ] ss=1.561e+05
    ........Split cd=0 cv= 163.7 nd=2 sm=[    339.2    694.5 ] ss=2.989e+05
    .........Leaf n=1 <25> sm=[    163.7    340.6 ] ss=1.428e+05
    .......Split cd=1 cv= 328.1 nd=4 sm=[      682     1321 ] ss=5.538e+05
    .........Leaf n=1 <0> sm=[      172    314.6 ] ss=1.286e+05
    ........Split cd=0 cv= 170.8 nd=2 sm=[    342.8    626.4 ] ss=2.55e+05
    .........Leaf n=1 <82> sm=[    170.8    311.8 ] ss=1.264e+05
    ......Split cd=0 cv= 136.6 nd=5 sm=[    805.2     1660 ] ss=6.838e+05
    .......Leaf n=1 <99> sm=[    123.2    338.8 ] ss=1.3e+05
    .....Split cd=1 cv= 301.1 nd=6 sm=[      974     1910 ] ss=7.748e+05
    ......Leaf n=1 <32> sm=[    168.8    250.1 ] ss=9.104e+04
    ....Split cd=0 cv= 96.02 nd=7 sm=[     1053     2222 ] ss=8.787e+05
    .....Leaf n=1 <49> sm=[    79.41    312.4 ] ss=1.039e+05
    .Split cd=1 cv= 247.3 nd=53 sm=[     9954 1.347e+04 ] ss=6.499e+06
    .....Leaf n=1 <44> sm=[    240.7    178.8 ] ss=8.99e+04
    ....Split cd=0 cv= 240.7 nd=2 sm=[    424.2    346.9 ] ss=1.519e+05
    .....Leaf n=1 <26> sm=[    183.5    168.2 ] ss=6.196e+04
    ...Split cd=1 cv= 139.6 nd=7 sm=[     1831      757 ] ss=5.858e+05
    ......Leaf n=1 <41> sm=[      280     94.1 ] ss=8.723e+04
    .....Split cd=1 cv= 85.74 nd=3 sm=[    905.7    232.7 ] ss=2.926e+05
    .......Leaf n=1 <94> sm=[    316.5    69.97 ] ss=1.05e+05
    ......Split cd=0 cv= 309.3 nd=2 sm=[    625.8    138.7 ] ss=2.054e+05
    .......Leaf n=1 <24> sm=[    309.3    68.69 ] ss=1.004e+05
    ....Split cd=0 cv= 258.2 nd=5 sm=[     1407      410 ] ss=4.34e+05
    ......Leaf n=1 <68> sm=[    249.2    93.96 ] ss=7.091e+04
    .....Split cd=1 cv= 85.74 nd=2 sm=[    501.1    177.3 ] ss=1.413e+05
    ......Leaf n=1 <53> sm=[    251.9    83.33 ] ss=7.039e+04
    ..Split cd=0 cv= 177.1 nd=22 sm=[     3310     2740 ] ss=1.053e+06
    ......Leaf n=1 <19> sm=[      138    179.7 ] ss=5.134e+04
    .....Split cd=1 cv= 179.7 nd=5 sm=[    741.2    829.6 ] ss=2.506e+05
    .........Leaf n=1 <69> sm=[    160.4    157.7 ] ss=5.059e+04
    ........Split cd=1 cv= 157.7 nd=2 sm=[    334.7    299.8 ] ss=1.012e+05
    .........Leaf n=1 <55> sm=[    174.3    142.1 ] ss=5.058e+04
    .......Split cd=0 cv= 156.8 nd=3 sm=[    487.8    472.8 ] ss=1.545e+05
    ........Leaf n=1 <35> sm=[    153.1      173 ] ss=5.337e+04
    ......Split cd=0 cv= 136.6 nd=4 sm=[    603.3    649.9 ] ss=1.992e+05
    .......Leaf n=1 <92> sm=[    115.5    177.1 ] ss=4.47e+04
    ....Split cd=0 cv= 96.02 nd=9 sm=[     1048     1448 ] ss=3.702e+05
    ......Leaf n=1 <9> sm=[    84.96    163.6 ] ss=3.398e+04
    .....Split cd=1 cv= 163.6 nd=4 sm=[    306.8    618.1 ] ss=1.197e+05
    ........Leaf n=1 <47> sm=[    83.29    151.3 ] ss=2.982e+04
    .......Split cd=0 cv= 80.11 nd=2 sm=[    163.4    307.9 ] ss=6.077e+04
    ........Leaf n=1 <37> sm=[    80.11    156.6 ] ss=3.096e+04
    ......Split cd=0 cv= 58.45 nd=3 sm=[    221.8    454.5 ] ss=8.569e+04
    .......Leaf n=1 <78> sm=[    58.45    146.6 ] ss=2.492e+04
    ...Split cd=1 cv= 139.6 nd=15 sm=[     1479     1983 ] ss=4.676e+05
    ......Leaf n=1 <27> sm=[    98.28    102.8 ] ss=2.023e+04
    .....Split cd=1 cv= 101.2 nd=2 sm=[    257.7    203.9 ] ss=5.588e+04
    ......Leaf n=1 <29> sm=[    159.4    101.2 ] ss=3.565e+04
    ....Split cd=0 cv= 96.02 nd=6 sm=[    430.5    535.1 ] ss=9.732e+04
    .......Leaf n=1 <96> sm=[    38.41    102.9 ] ss=1.206e+04
    ......Split cd=0 cv= 38.41 nd=3 sm=[    86.08    299.3 ] ss=3.292e+04
    ........Leaf n=1 <11> sm=[    14.94      110 ] ss=1.232e+04
    .......Split cd=1 cv=   110 nd=2 sm=[    47.67    196.4 ] ss=2.085e+04
    ........Leaf n=1 <4> sm=[    32.72    86.39 ] ss=8534
    .....Split cd=1 cv= 85.74 nd=4 sm=[    172.8    331.2 ] ss=4.145e+04
    ......Leaf n=1 <51> sm=[     86.7    31.89 ] ss=8533
================
 the cost is  5400085.139148249




 out method
the size of clean data is  (100, 2)
the number of colors is 9
 the size of T is  398
the lp time 5.752612203359604
 the cost is  4106414.8417327064
final LP of our method
 the cost is  4160085.2156758984





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4838445.537627109



NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
baseline cost
 the cost is  4743701.434214914




 out method
the size of clean data is  (100, 2)
the number of colors is 9
 the size of T is  398
the lp time 5.726904065348208
 the cost is  4094698.8386841277
final LP of our method
 the cost is  4111206.8416727614





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4398561.451618814



NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
baseline cost
 the cost is  4369963.124497973




 out method
the size of clean data is  (100, 2)
the number of colors is 9
 the size of T is  398
the lp time 5.7890821397304535
 the cost is  4101658.0833496274
final LP of our method
 the cost is  4107528.3503399584





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4390536.267517539



NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
baseline cost
 the cost is  4260728.628307371




 out method
the size of clean data is  (100, 2)
the number of colors is 9
 the size of T is  398
the lp time 5.541663855314255
 the cost is  4107409.7253476065
final LP of our method
 the cost is  4107390.626857974





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4385872.98270466



