-
Notifications
You must be signed in to change notification settings - Fork 120
/
s-set3.arff
5012 lines (5010 loc) · 68.7 KB
/
s-set3.arff
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
% source: http://cs.joensuu.fi/sipu/datasets/
%
% Synthetic 2-d data with N=5000 vectors and M=15 Gaussian clusters with different degree of cluster overlapping.
%
% P. Fränti and O. Virmajoki, "Iterative shrinking method for clustering problems", Pattern Recognition, 39 (5), 761-765, May 2006.
%
@RELATION s-set3
@ATTRIBUTE x REAL
@ATTRIBUTE y REAL
@DATA
453320,606542
520651,594591
516664,660290
570023,570741
524035,518443
544957,505968
503105,577815
515747,601704
588509,666153
533602,584471
488815,736618
555436,648459
525149,598859
527235,597804
532163,487880
456899,535857
458240,649408
449835,681607
536283,664397
490765,641584
454105,462204
452479,733351
530851,640929
537285,484173
517205,604160
523280,604275
587302,609986
474852,625772
524603,621588
541442,643798
533275,597808
561366,639125
542921,577831
535727,568446
505281,579015
507854,513056
519839,594718
543050,594144
502642,615006
457526,658653
454100,637822
478919,531404
525977,595552
530335,593501
485899,618292
520162,606713
579754,607506
448929,699090
519817,600528
590437,652317
565852,731472
530337,609544
591664,441477
518660,603100
543134,515387
549643,615815
536765,368279
490583,447151
462095,603185
521037,625633
517783,448891
504286,586215
449791,508708
505975,574621
565315,570709
505993,602027
481399,639977
528705,615540
496874,608333
509135,610403
551495,534129
511112,609032
540324,654879
518523,731755
592334,554231
458334,717159
563760,556793
498993,477685
461951,676819
542473,619633
577696,558890
528282,454400
505044,648336
502254,599976
540724,612400
527173,638401
457823,732911
556058,641043
504892,636062
519323,604971
552242,597762
519915,756868
510063,608495
465513,529132
548305,789860
583329,579176
556448,580076
533866,630754
515476,610111
523927,561491
537745,730727
496614,634895
532452,620413
536056,592316
593310,602181
496071,641507
534472,723007
560890,671380
587630,603523
465477,577209
515948,599567
568984,508467
503169,584319
474033,604815
547110,635152
468222,558458
517396,599675
530689,605173
559197,707148
481295,606981
500864,602869
530677,448636
478788,536546
575107,605490
556865,576259
502377,463742
560795,506703
498930,606521
437919,529813
478859,605506
481130,571932
469019,650175
550219,511903
548072,645976
478541,641601
487619,577759
458678,582469
512861,595314
530533,617715
517830,602128
477762,560260
582223,588889
483506,616626
491250,551419
517028,595332
518560,536665
473296,675462
552160,585490
507965,693786
573714,564928
494814,606104
482060,583648
531755,589697
450480,714996
480821,565116
480805,685935
481631,636177
545208,637065
593872,697763
516121,602007
494339,615498
482361,482641
497820,561443
490094,534384
550220,574397
556659,640497
517416,602429
496847,583462
585333,595857
592721,557481
517003,601763
547798,572399
561044,620960
511079,619668
536605,619651
531691,790138
512216,623166
524997,600241
585350,632346
582923,674777
561809,588448
511168,600267
592334,549213
578937,619828
486686,601992
577901,591721
501483,581157
457462,707351
494877,598042
484635,641845
538873,607201
437948,675857
504769,602742
553738,625842
541181,592835
460453,663248
517324,651171
552856,632819
586586,524767
517329,597341
500534,594406
512623,615916
517648,602787
515810,608979
519226,603757
565177,572012
508852,610907
492011,553423
513857,606505
519814,612122
512144,604265
513146,611088
506292,614969
555478,508284
532579,545085
520899,598617
519082,604451
435216,703332
499835,663371
540660,578421
547839,649983
485177,553455
547736,556647
480758,579260
528189,620014
557839,653593
591152,597702
535677,646666
598856,484319
498327,603896
554325,470556
517583,614670
599185,632598
446572,545016
444554,498933
447084,676215
462160,604958
507544,717283
515792,603615
508481,650682
528694,605396
585323,564746
517409,602486
526640,594029
442731,524364
444584,682681
476576,702356
504149,613547
522913,612522
477252,511717
541320,577397
460604,612713
594992,626543
582654,498670
486484,555434
505847,653823
526892,669378
565549,552212
507094,670237
528015,580450
504735,542865
507366,592328
583684,553423
459535,573533
452899,715648
489387,555203
466098,646429
483312,686975
600212,542358
510372,611826
519446,652215
571409,711766
539966,564654
434176,620870
540289,560590
470414,585508
594393,507547
557387,620417
568244,571007
574723,481052
544674,607976
504556,596936
525793,649834
553017,553882
514492,603118
536748,638795
499714,573684
500254,579149
495371,524303
495179,555424
493357,576660
488426,568942
578366,600188
519877,635541
506558,484898
526440,600980
476782,475969
510193,740093
505805,540908
551949,652317
569835,305861
487894,309894
532938,306366
534095,328194
480986,258160
546787,303532
471821,268222
548698,334366
449705,398827
596991,214371
504859,246634
492801,255666
443927,294656
500134,265648
607108,471788
533390,402288
594744,368036
591819,302411
564182,292950
532772,295614
549553,326391
529110,294532
499490,301809
676195,228277
501995,330279
505519,287497
490706,329784
527268,332373
495066,364706
608558,305176
533394,295829
532084,311638
447666,300851
531727,296001
486932,387999
559918,291073
526093,315223
529462,306183
539431,339933
586115,270570
561109,308739
539696,297239
548610,181604
447711,328043
525539,188788
649353,297146
493179,348266
448285,383411
538627,245982
577626,300093
599136,285098
580588,470941
589063,292592
535169,347166
442259,351081
552676,353201
557135,307282
547156,278823
648989,319239
538545,105608
536255,382070
538795,308472
688776,298590
604897,299886
596667,288877
537465,294198
484331,299124
565461,223156
490282,326267
616559,338123
540171,306910
537262,225820
461359,283077
530835,203304
533538,319070
536194,244960
584091,285569
560861,292296
527175,215315
535478,294538
551990,334896
545264,319021
573206,327671
500889,295590
520494,242148
414026,299075
522811,295182
529733,285169
522442,383698
534217,355722
530430,311217
531068,336789
575388,178358
503135,331631
482534,370612
549422,231703
542195,295674
683753,249529
603889,234059
614879,299100
566047,378401
484969,351620
565417,305157
539702,232974
492940,219360
529510,287347
512428,308242
528214,266185
531277,334985
634612,357541
542633,266877
564283,311515
523286,416925
538268,295987
522533,163402
619722,343547
546521,329696
499942,188515
545817,338665
535074,433770
533763,289860
686472,332736
645635,298103
595205,362969
636131,336508
527647,286548
559517,326597
520044,230193
520808,299213
537581,292387
541691,95884
636836,342507
521670,270133
567928,259953
615428,239620
436605,281804
564784,287256
566297,187989
533351,352122
609507,378023
453287,424090
422255,179596
488210,278173
527208,296696
533457,295648
580581,261664
533095,290738
654697,144045
684938,261040
571180,306305
532880,295365
505703,301345
523560,306539
494118,400747
547546,217023
616933,393383
415506,198224
488534,301792
531599,303546
510379,262573
520593,402733
552878,319766
532894,296515
495733,339423
581647,350732
489682,376823
647473,303489
563884,283020
540386,348293
495872,218426
500610,376119
598550,391808
368612,331490
461280,372503
540215,229031
435839,276580
521831,294142
660355,314646
491898,267762
527118,293053
535139,399611
552769,313298
528063,366384
569449,264961
547075,303100
498186,304211
488591,290758
541269,296900
563655,247428
591571,348966
548396,125826
599686,310900
444592,247418
524163,243683
532371,290285
547630,337221
632963,456865
554789,321219
524836,393047
535956,333791
562792,434362
583604,309859
624073,373629
614267,251823
434763,289781
572836,210288
485255,356620
466362,280073
519332,290754
631827,314330
503934,290512
536105,225052
548647,294270
516251,387620
512642,290502
537178,289768
562513,245511
610437,311903
436488,382292
622508,313736
563940,339322
629531,283631
489433,331899
563815,325553
483882,365421
498939,237815
344048,265555
549643,296479
482375,344287
392826,143091
620514,294905
613367,265499
561324,272806
634361,276460
518284,296575
526572,291968
512400,338371
498955,289386
395828,212070
603534,307230
539678,317944
547744,217903
341390,170749
434482,302028
536941,231171
570112,307256
397352,412982
533388,296437
476472,299120
536378,328570
519545,369431
530046,284310
404084,407720
528127,275458
535946,315189
638697,306716
547681,233013
582388,313000
389787,197861
514456,289348
551915,293823
558960,300689
523353,319429
530333,265270
536205,287798
483126,342645
585377,333764
579703,136583
447325,349219
514185,337302
548084,202488
543529,264577
605608,280993
532875,295207
506041,304669
619241,320947
512187,407952
478925,281896
551123,183877
563506,245901
537664,222608
561522,313998
510526,325725
549070,227118
514531,247092
600756,309087
602230,126147
466134,455217
508505,430546
520792,293439
492250,403947
567156,323051
610479,314538
537582,246686
529866,275459
518398,389173
439219,305769
755752,335311
553330,320394
533907,289515
546979,299981
520972,294834
480845,384812
617386,266256
548048,274321
387690,265578
393136,302875
533757,290880
536245,220478
528593,294072
647942,395074
515797,448174
410194,277834
476695,382107
564312,205721
549342,411309
582131,300010
597907,260427
508117,391045
464185,286487
524685,310662
264404,357298
226420,347645
301584,484701
228386,347570
295514,442073
119237,315629
286222,376096
224557,357528
229653,346884
227940,242348
217536,361207
166298,217280
232238,349933
227348,356313
328889,352611
222327,347485
246709,316959
273073,299054
286106,362861
220529,365323
256074,309931
264793,360923
230190,416636
229642,338813
266563,324261
205058,372663
256929,337924
184645,349901
238926,337428
213790,219209
198162,444339
271332,203534
254057,272621
236011,350191
223050,397693
196320,258844
188508,371731
251640,310877
197098,390774
279201,307552
228641,346369
232463,207520
215408,353411
197699,325673
225535,347488
223118,344592
227260,372484
223804,319104
276373,320376
126293,462324
257723,338206
196419,397960
256655,386767
211767,347459
233935,408435
219433,343843
328489,362098
216764,336413
283787,345560
206122,342135
308641,318672
191063,340940
220477,215001
193117,355634
233582,339645
298790,307365
254772,325039
199139,246625
232101,364618
165557,344125
200291,350453
279004,377770
136579,426660
178574,341671
348964,261568
176375,310548
225146,343352
218900,394333
174178,346242
189209,368298
213526,351511
278332,369892
124967,374172
145106,356393
263702,349555
242357,281579
196507,302594
235398,256579
179703,329666
252133,336836
212100,345133
357867,255601
268993,177857
190742,359153
272039,333050
235179,319398
220373,361237
207257,343505
261345,345099
248217,266860
219286,292775
278913,352104
180721,371540
234054,342531
219462,331808
186211,270417
333464,332046
219487,293942
198284,360542
263157,414996
209979,326797
219674,281849
241250,360988
251982,346274
295106,328152
244446,439979
244463,356541
257104,266224
245308,352623
226561,347572
214654,346206
184850,292744
276187,201809
233299,372316
252853,342369
140876,300973
329348,507857
266727,281807
308196,371865
261807,379004
230552,341659
255093,423038
216082,369167
243297,357739
245365,355382
233763,345373
183136,433352
185146,329672
227834,341863
219920,346857
248284,275787
219617,288995
196945,355289
188942,354918
229323,350180
190109,282009
222190,308575
246569,345039
236282,328486
242028,345990
222355,344824
202963,417895
193128,348751
206077,318186
233449,301155
200034,328033
222920,381430
149789,243552
209926,397604
231481,500405
246759,390068
267004,310665
249073,439033
323473,291395
220185,482077
271943,300583
233985,366440
229253,349235
182539,290559
201503,428888
219956,265701
238634,328278
278852,327923
159883,322421
268982,381670
274605,340965
269363,404277
236795,377812
316661,417975
226372,388051
235961,344110
221454,344475
201847,451764
206533,328918
219770,313056
178050,267605
199228,277810
206458,356138
272477,402275
183520,371884
278131,332217
234411,357284
101408,321457
223793,346327
245572,375610
209720,356137
116163,330871
280123,331964
228901,351782
229632,352050
229522,350203
234737,330022
299383,292149
241420,314600
215708,337534
279932,335916
204506,269686
245255,370327
228996,341481
363589,357586
217530,341051
363949,332854
233596,362139
230453,310245
208073,384064
236598,332936
260866,266754
245465,420584
310774,380404
197970,414038
244794,300356
235774,352079
277386,309185
227426,358565
292683,445089
196815,441484
232317,330706
105690,358077
152044,331168
228543,346860
312535,315330
223088,270467
211680,365202
224392,346788
228304,376824
190716,411597
314483,416009
279953,322349
239402,354643
177669,327160
249445,361544
132182,385315
197803,344224
247759,424567
229862,358857
227572,288255
239186,339323
209836,346987
242935,342404
222667,296327
258815,338749
165115,322507
227791,347022
238928,328262
173762,309330
223541,364277
200824,367232
163513,363078
247029,490336
234867,403744
217593,282895
228725,346997
192530,309373
177842,329276
198901,345538
227677,527817
102316,370232
227672,297477
232210,340794
270211,408308
234540,361720
225547,270769
225752,346903
259073,210513
307494,281474
269960,353929
218504,270228
259911,399400
238239,279840
244452,330108
179560,259579
201153,321376
233531,313220
315974,310747
271600,323443
230483,347016
233063,371831
201771,334785
169745,346890
246365,347212
267650,332300
228105,361347
219299,372849
197960,267785
222005,308277
226786,334204
158102,347643
198946,315839
121432,241527
289336,428782
202569,391660
265331,377856
232543,337960
220787,341925
254331,344749
207068,337958
232141,347122
283075,357110
232108,343102
197323,318977
229156,350225
182468,348573
272570,253563
325935,430270
157496,375183
190296,395802
397836,451809
465078,380683
419895,397286
513498,420937
413875,378194
444201,406302
555299,378527
447360,376884
409126,386981
434534,389408
512946,381757
501537,380646
453944,362044
443660,407675
437974,405509
388242,475514
358059,391443
441441,411355
363209,379360
436718,413914
431347,407701
446850,421310
460971,429408
454508,403061
447687,409404
440730,400777
452901,394088
418521,448005
537585,390939
619057,340483
447125,360599
372230,371262
328130,446897
503964,439408
399097,364848
429977,440501
420668,388181
437722,408851
362992,439857
433941,402961
436836,377938
442233,466274
399893,436877
434707,402512
435441,429737
428531,389063
416275,377374
368855,418447
443239,409674
446457,385648
527224,334681