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  4877933.108193279




 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 5.589425574988127
 the cost is  4107180.789943121
final LP of our method
 the cost is  4158524.7035243227





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4953620.785183484



NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
baseline cost
 the cost is  4716902.18096775




 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 5.7190106036141515
 the cost is  4114503.605054241
final LP of our method
 the cost is  4128728.7257703906





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  4413448.794702892




 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 5.70752602443099
 the cost is  4096673.115100717
final LP of our method
 the cost is  4098807.1079271473





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4390536.267517538



NIPS 19:
the size of clean data is  (100, 2)
the number of colors is 9
baseline cost
 the cost is  4443106.3174659




 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 5.585590089671314
 the cost is  4096709.775320619
final LP of our method
 the cost is  4097027.926853241





the size of clean data is  (100, 2)
the number of colors is 9
ORL21 method
 the cost is  4385872.982704661



