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From sharath jagannath <sharathjagann...@gmail.com>
Subject Re: Clustering with KMeans
Date Mon, 07 Feb 2011 23:46:46 GMT
a better describing result for my data:

[[VL-0{n=2064 c=[0:0.002, 1:0.009, 2:0.002, 3:0.002, 4:0.001, 5:0.003,
6:0.001, 9:0.019, 10:0.001, 11:0.000, 12:0.002, 13:0.005, 14:0.001,
15:0.001, 16:0.004, 17:0.002, 18:0.002, 19:0.007, 20:0.006, 21:0.001,
22:0.002, 23:0.018, 24:0.002, 25:0.002, 26:0.011, 27:0.001, 28:0.037,
29:0.001, 30:0.001, 31:0.001, 32:0.006, 33:0.002, 34:0.035, 35:0.001,
36:0.004, 37:0.002, 38:0.001, 39:0.001, 40:0.001, 41:0.001, 42:0.009,
43:0.033, 44:0.002, 45:0.002, 46:0.011, 47:0.015, 48:0.002, 49:0.001,
50:0.010, 51:0.003, 52:0.001, 53:0.001, 54:0.001, 55:0.002, 56:0.005,
57:0.001, 58:0.001, 60:0.007, 61:0.001, 62:0.001, 63:0.003, 64:0.009,
65:0.004, 66:0.035, 67:0.015, 68:0.033, 69:0.006, 70:0.003, 71:0.002,
72:0.068, 73:0.016, 74:0.004, 75:0.001, 76:0.001, 78:0.022, 79:0.013,
80:0.027, 81:0.004, 82:0.006, 84:0.001, 85:0.001, 87:0.014, 88:0.001,
89:0.007, 90:0.001, 91:0.010, 92:0.003, 93:0.004, 94:0.016, 95:0.002,
96:0.005, 97:0.000, 98:0.002, 100:0.001, 101:0.056, 102:0.002, 103:0.018,
104:0.003, 105:0.001, 106:0.017, 107:0.063, 108:0.003, 109:0.001, 110:0.002,
111:0.005, 112:0.020, 113:0.001, 114:0.001, 115:0.001, 116:0.007, 117:0.001,
118:0.001, 119:0.001, 120:0.001, 121:0.001, 122:0.031, 123:0.002, 124:0.001,
125:0.001, 126:0.001, 127:0.001, 128:0.002, 129:0.003, 131:0.001, 132:0.008,
133:0.001, 134:0.019, 135:0.002, 136:0.025, 137:0.002, 138:0.005, 139:0.047,
140:0.001, 141:0.004, 142:0.001, 143:0.001, 144:0.005, 145:0.001, 146:0.010,
147:0.001, 148:0.025, 149:0.001, 150:0.008, 151:0.006, 152:0.001, 153:0.003,
154:0.004, 155:0.019, 156:0.007, 159:0.000, 160:0.025, 161:0.036, 162:0.007,
163:0.009, 164:0.026, 165:0.002, 166:0.001, 167:0.012, 168:0.021, 169:0.003,
170:0.000, 171:0.001, 172:0.010, 173:0.001, 174:0.001, 175:0.013, 176:0.010,
177:0.004, 178:0.055, 179:0.002, 180:0.001, 181:0.005, 182:0.002, 183:0.002,
184:0.003, 185:0.017, 186:0.001, 188:0.001, 189:0.019, 190:0.002, 191:0.014,
192:0.004, 193:0.006, 194:0.030, 195:0.001, 196:0.013, 197:0.003, 198:0.004,
199:0.006, 200:0.004, 202:0.009, 203:0.016, 204:0.009, 205:0.001, 206:0.008,
207:0.006, 208:0.014, 210:0.000, 211:0.003, 212:0.001, 213:0.002, 214:0.002,
215:0.005, 216:0.243, 217:0.001, 218:0.003, 219:0.081, 220:0.001, 221:0.015,
222:0.008, 223:0.030, 224:0.006, 225:0.001, 226:0.001, 227:0.001, 228:0.001,
229:0.028, 230:0.001, 231:0.003, 232:0.001, 233:0.006, 234:0.001, 235:0.031,
236:0.016, 237:0.002, 238:0.005, 239:0.000, 240:0.007, 241:0.002, 242:0.043,
243:0.004, 244:0.005, 245:0.001, 246:0.012, 247:0.001, 248:0.005, 249:0.001,
250:0.001, 251:0.001, 252:0.002, 253:0.002, 254:0.001, 255:0.003, 256:0.002,
257:0.002, 258:0.001, 259:0.001, 260:0.071, 261:0.007, 262:0.008, 263:0.001,
264:0.001, 265:0.023, 266:0.003, 267:0.005, 268:0.002, 269:0.003, 270:0.017,
271:0.006, 272:0.001, 273:0.002, 274:0.011, 275:0.002, 276:0.000, 277:0.040,
278:0.002, 279:0.011, 280:0.008, 281:0.001, 282:0.001, 283:0.006, 284:0.002,
285:0.001, 286:0.003, 287:0.004, 289:0.002, 290:0.004, 291:0.003, 292:0.001,
293:0.008, 294:0.022, 295:0.015, 296:0.006, 297:0.001, 298:0.008, 299:0.001,
300:0.002, 301:0.001, 302:0.005, 303:0.008, 304:0.027, 305:0.017, 306:0.006,
307:0.049, 308:0.001, 309:0.001, 310:0.021, 311:0.006, 312:0.003, 313:0.003,
314:0.005, 315:0.037, 316:0.002, 317:0.077, 318:0.001, 319:0.005, 320:0.002,
321:0.001, 322:0.003, 323:0.006, 324:0.020, 325:0.013, 326:0.003, 327:0.084,
328:0.082, 329:0.001, 330:0.001, 331:0.038, 332:0.002, 333:0.047, 334:0.002,
335:0.002, 336:0.014, 337:0.016, 338:0.002, 339:0.008, 340:0.006, 341:0.004,
342:0.007, 343:0.006, 344:0.002, 345:0.001, 346:0.001, 347:0.001, 348:0.002,
349:0.048, 350:0.002, 351:0.001, 352:0.002, 353:0.002, 354:0.001, 355:0.003,
356:0.003, 357:0.055, 358:0.004, 359:0.037, 360:0.001, 362:0.006, 363:0.003,
364:0.005, 365:0.012, 366:0.001, 368:0.001, 369:0.010, 370:0.008, 371:0.009,
372:0.001, 373:0.005, 374:0.001, 375:0.001, 376:0.002, 377:0.029, 379:0.001,
380:0.006, 381:0.005, 382:0.002, 383:0.035, 384:0.007, 385:0.001, 386:0.035,
387:0.001, 388:0.010, 390:0.130, 391:0.001, 392:0.011, 393:0.004, 394:0.016,
395:0.001, 396:0.044, 397:0.013, 398:0.020, 399:0.004, 400:0.002, 401:0.015,
402:0.001, 403:0.014, 404:0.020, 405:0.031, 407:0.002, 408:0.032, 411:0.095,
412:0.001, 413:0.001, 414:0.001, 415:0.004, 416:0.002, 417:0.007, 419:0.001,
420:0.006, 421:0.002, 422:0.083, 423:0.003, 424:0.000, 425:0.089, 426:0.001,
427:0.002, 428:0.002, 429:0.003, 430:0.048, 431:0.003, 432:0.050, 433:0.014,
434:0.002, 435:0.004, 436:0.007, 437:0.034, 438:0.010, 439:0.015, 440:0.111,
441:0.006, 442:0.008, 443:0.001, 444:0.009, 445:0.001, 446:0.002, 447:0.014,
448:0.085, 449:0.016, 450:0.004, 451:0.011, 452:0.001, 453:0.001, 454:0.002,
455:0.005, 457:0.001, 458:0.001, 459:0.002, 460:0.001, 461:0.002, 462:0.012,
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499:0.002, 500:0.003, 501:0.001, 502:0.001, 503:0.024, 504:0.002, 505:0.002,
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513:0.014, 514:0.012, 515:0.037, 516:0.001, 517:0.009, 518:0.003, 519:0.001,
520:0.001, 522:0.025, 524:0.002, 525:0.000, 526:0.002, 528:0.017, 529:0.011,
530:0.003, 531:0.020, 532:0.004, 534:0.001, 535:0.060, 536:0.001, 537:0.003,
538:0.007, 539:0.004, 540:0.002, 541:0.001, 542:0.002, 543:0.001, 544:0.015,
545:0.001, 546:0.004, 547:0.006, 549:0.004, 550:0.001, 551:0.049, 552:0.002,
553:0.001, 554:0.011, 555:0.005, 556:0.001, 557:0.022, 558:0.002, 559:0.054,
560:0.002, 561:0.001, 562:0.001, 563:0.012, 564:0.010, 565:0.036, 566:0.003,
567:0.011, 568:0.005, 569:0.016, 571:0.014, 572:0.007, 573:0.041, 574:0.006,
575:0.002, 576:0.008, 577:0.015, 578:0.002, 579:0.003, 580:0.002, 582:0.001,
583:0.008, 584:0.019, 585:0.001, 586:0.001, 587:0.001, 588:0.053, 589:0.001,
590:0.012, 591:0.015, 592:0.044, 593:0.002, 594:0.002, 595:0.002, 596:0.003,
597:0.058, 598:0.002, 599:0.157, 600:0.089, 601:0.160, 602:0.123, 603:0.002,
605:0.027, 606:0.001, 607:0.021, 608:0.058, 609:0.001, 610:0.001, 611:0.016,
612:0.013, 613:0.002, 614:0.003, 615:0.005, 616:0.006, 617:0.008, 618:0.023,
619:0.024, 620:0.009, 621:0.115, 622:0.001, 623:0.003, 624:0.006, 625:0.005,
626:0.002, 627:0.016, 628:0.001, 629:0.003, 630:0.001, 631:0.001, 632:0.001,
633:0.008, 634:0.001, 635:0.027, 636:0.002, 638:0.021, 639:0.054, 640:0.000,
641:0.000, 642:0.204, 643:0.015, 644:0.008, 645:0.001, 646:0.002, 647:0.021,
648:0.001, 649:0.001, 650:0.001, 651:0.003, 652:0.001, 653:0.012, 654:0.002,
655:0.001, 656:0.008, 657:0.007, 658:0.031, 659:0.003, 661:0.021, 662:0.025,
663:0.005, 664:0.001, 665:0.004, 666:0.001, 667:0.031, 668:0.001, 669:0.001,
670:0.126, 671:0.001, 672:0.001, 673:0.024, 674:0.001, 675:0.002, 676:0.014,
677:0.012, 678:0.007, 679:0.006, 680:0.015, 681:0.084, 682:0.001, 683:0.000,
684:0.009, 685:0.018, 686:0.020, 687:0.019, 688:0.001, 689:0.002, 690:0.017,
691:0.030, 692:0.002, 693:0.012, 694:0.004, 695:0.015, 696:0.024, 697:0.011,
698:0.022, 699:0.003, 700:0.005, 701:0.019, 702:0.003, 703:0.001, 704:0.008,
705:0.014, 706:0.106, 707:0.011, 708:0.002, 709:0.006, 710:0.002, 711:0.002,
712:0.035, 713:0.020, 714:0.001, 715:0.107, 716:0.002, 718:0.001, 719:0.001,
720:0.001, 721:0.001, 722:0.025, 723:0.004, 724:0.001, 725:0.010, 726:0.008,
727:0.001, 728:0.001, 729:0.001, 730:0.023, 731:0.001, 732:0.001, 733:0.007,
734:0.001, 735:0.016, 736:0.001, 737:0.001, 738:0.035, 739:0.025, 740:0.013,
741:0.001, 742:0.021, 743:0.015, 744:0.202, 745:0.001, 746:0.007, 747:0.008,
748:0.010, 749:0.015, 750:0.002, 751:0.002, 752:0.006, 753:0.002, 754:0.009,
755:0.016, 756:0.006, 757:0.020, 758:0.009, 759:0.001, 760:0.018, 761:0.004,
762:0.009, 763:0.005, 764:0.006, 765:0.030, 766:0.009, 767:0.011, 768:0.001,
769:0.016, 770:0.005, 771:0.019, 772:0.003, 773:0.020, 775:0.000, 776:0.002,
777:0.001, 778:0.001, 779:0.007, 780:0.000, 781:0.001, 782:0.023, 783:0.009,
784:0.001, 785:0.021, 786:0.001, 787:0.024, 788:0.015, 789:0.001, 790:0.010,
791:0.002, 792:0.027, 793:0.023, 794:0.002, 795:0.008, 796:0.001, 797:0.038,
798:0.013, 799:0.013, 800:0.009, 801:0.002, 802:0.016, 803:0.001, 804:0.020,
805:0.015, 806:0.054, 807:0.005, 808:0.003, 809:0.004, 810:0.114, 811:0.029,
812:0.031, 813:0.019, 814:0.241, 815:0.004, 816:0.054, 817:0.002, 818:0.001,
819:0.001, 820:0.001, 821:0.012, 822:0.020, 823:0.001, 824:0.003, 825:0.036,
826:0.001, 827:0.010, 828:0.013, 829:0.001, 830:0.176, 831:0.003, 832:0.129,
833:0.001, 834:0.001, 835:0.001, 836:0.010, 837:0.001, 838:0.001, 839:0.033,
840:0.002, 841:0.001, 842:0.005, 843:0.108, 844:0.001, 845:0.046, 846:0.002,
847:0.031, 848:0.002, 849:0.012, 850:0.017, 851:0.000, 852:0.003, 853:0.003,
854:0.008, 855:0.038, 856:0.001, 857:0.018, 859:0.017, 860:0.004, 862:0.063,
863:0.028, 865:0.019, 866:0.005, 867:0.019, 868:0.022, 869:0.008, 870:0.003,
871:0.005, 872:0.024, 873:0.001, 874:0.024, 875:0.001, 876:0.002, 877:0.037,
878:0.016, 879:0.066, 880:0.003, 882:0.020, 883:0.022, 884:0.002, 885:0.008,
886:0.002, 887:0.047, 888:0.217, 889:0.197, 890:0.002, 891:0.010, 892:0.006,
893:0.001, 894:0.222, 895:0.155, 896:0.002, 897:0.046, 898:0.004, 899:0.017,
900:0.002, 901:0.002, 902:0.056, 903:0.002, 905:0.003, 906:0.022, 907:0.051,
908:0.005, 909:0.021, 910:0.002, 912:0.100, 913:0.009, 914:0.002, 915:0.003,
916:0.003, 917:0.003, 918:0.034, 919:0.095, 920:0.001, 921:0.015, 922:0.037,
923:0.020, 924:0.002, 925:0.002, 926:0.006, 927:0.018, 928:0.025, 929:0.003,
930:0.002, 931:0.001, 932:0.001, 933:0.006] r=[0:0.088, 1:0.177, 2:0.110,
3:0.088, 4:0.066, 5:0.154, 6:0.044, 9:0.324, 10:0.044, 11:0.022, 12:0.088,
13:0.181, 14:0.044, 15:0.044, 16:0.198, 17:0.110, 18:0.088, 19:0.152,
20:0.157, 21:0.044, 22:0.110, 23:0.354, 24:0.110, 25:0.091, 26:0.258,
27:0.044, 28:0.495, 29:0.044, 30:0.044, 31:0.044, 32:0.246, 33:0.054,
34:0.403, 35:0.044, 36:0.176, 37:0.070, 38:0.044, 39:0.031, 40:0.044,
41:0.044, 42:0.194, 43:0.431, 44:0.070, 45:0.088, 46:0.190, 47:0.205,
48:0.079, 49:0.066, 50:0.377, 51:0.082, 52:0.044, 53:0.066, 54:0.066,
55:0.088, 56:0.130, 57:0.031, 58:0.044, 60:0.266, 61:0.066, 62:0.044,
63:0.132, 64:0.258, 65:0.112, 66:0.349, 67:0.282, 68:0.551, 69:0.175,
70:0.110, 71:0.110, 72:0.653, 73:0.244, 74:0.103, 75:0.044, 76:0.066,
78:0.329, 79:0.208, 80:0.364, 81:0.088, 82:0.208, 84:0.066, 85:0.066,
87:0.271, 88:0.066, 89:0.175, 90:0.044, 91:0.209, 92:0.091, 93:0.112,
94:0.267, 95:0.091, 96:0.220, 97:0.022, 98:0.070, 100:0.066, 101:0.702,
102:0.088, 103:0.374, 104:0.134, 105:0.044, 106:0.296, 107:0.485, 108:0.132,
109:0.044, 110:0.110, 111:0.220, 112:0.356, 113:0.044, 114:0.044, 115:0.066,
116:0.163, 117:0.044, 118:0.044, 119:0.044, 120:0.044, 121:0.066, 122:0.453,
123:0.070, 124:0.049, 125:0.044, 126:0.066, 127:0.044, 128:0.070, 129:0.085,
131:0.044, 132:0.203, 133:0.044, 134:0.376, 135:0.088, 136:0.530, 137:0.070,
138:0.177, 139:0.445, 140:0.066, 141:0.177, 142:0.031, 143:0.044, 144:0.199,
145:0.066, 146:0.234, 147:0.031, 148:0.448, 149:0.044, 150:0.162, 151:0.124,
152:0.066, 153:0.079, 154:0.160, 155:0.266, 156:0.149, 159:0.022, 160:0.415,
161:0.371, 162:0.165, 163:0.211, 164:0.384, 165:0.073, 166:0.044, 167:0.293,
168:0.418, 169:0.118, 170:0.022, 171:0.044, 172:0.207, 173:0.066, 174:0.066,
175:0.359, 176:0.224, 177:0.096, 178:0.695, 179:0.088, 180:0.044, 181:0.132,
182:0.088, 183:0.088, 184:0.093, 185:0.242, 186:0.066, 188:0.044, 189:0.359,
190:0.079, 191:0.342, 192:0.105, 193:0.217, 194:0.456, 195:0.044, 196:0.296,
197:0.132, 198:0.124, 199:0.224, 200:0.148, 202:0.320, 203:0.230, 204:0.173,
205:0.066, 206:0.315, 207:0.224, 208:0.287, 210:0.022, 211:0.132, 212:0.066,
213:0.088, 214:0.062, 215:0.242, 216:1.279, 217:0.066, 218:0.132, 219:0.694,
220:0.044, 221:0.371, 222:0.276, 223:0.419, 224:0.166, 225:0.044, 226:0.066,
227:0.044, 228:0.044, 229:0.315, 230:0.066, 231:0.098, 232:0.044, 233:0.173,
234:0.066, 235:0.524, 236:0.333, 237:0.062, 238:0.088, 239:0.022, 240:0.227,
241:0.091, 242:0.505, 243:0.139, 244:0.181, 245:0.066, 246:0.267, 247:0.044,
248:0.116, 249:0.044, 250:0.066, 251:0.044, 252:0.088, 253:0.066, 254:0.044,
255:0.132, 256:0.110, 257:0.088, 258:0.066, 259:0.044, 260:0.601, 261:0.184,
262:0.220, 263:0.066, 264:0.066, 265:0.299, 266:0.132, 267:0.143, 268:0.070,
269:0.085, 270:0.195, 271:0.151, 272:0.066, 273:0.054, 274:0.319, 275:0.079,
276:0.022, 277:0.426, 278:0.088, 279:0.207, 280:0.265, 281:0.066, 282:0.044,
283:0.103, 284:0.079, 285:0.044, 286:0.082, 287:0.108, 289:0.088, 290:0.141,
291:0.101, 292:0.066, 293:0.183, 294:0.409, 295:0.305, 296:0.149, 297:0.044,
298:0.197, 299:0.044, 300:0.062, 301:0.044, 302:0.203, 303:0.239, 304:0.460,
305:0.333, 306:0.146, 307:0.421, 308:0.049, 309:0.066, 310:0.253, 311:0.157,
312:0.132, 313:0.118, 314:0.110, 315:0.488, 316:0.054, 317:0.605, 318:0.044,
319:0.122, 320:0.110, 321:0.044, 322:0.112, 323:0.149, 324:0.300, 325:0.277,
326:0.132, 327:0.731, 328:0.707, 329:0.044, 330:0.044, 331:0.441, 332:0.110,
333:0.568, 334:0.070, 335:0.088, 336:0.259, 337:0.178, 338:0.088, 339:0.152,
340:0.166, 341:0.118, 342:0.205, 343:0.225, 344:0.088, 345:0.044, 346:0.066,
347:0.031, 348:0.079, 349:0.521, 350:0.070, 351:0.049, 352:0.088, 353:0.091,
354:0.044, 355:0.093, 356:0.114, 357:0.563, 358:0.139, 359:0.344, 360:0.066,
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602:0.751, 603:0.088, 605:0.313, 606:0.049, 607:0.340, 608:0.631, 609:0.038,
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617:0.239, 618:0.290, 619:0.289, 620:0.181, 621:0.817, 622:0.031, 623:0.134,
624:0.157, 625:0.177, 626:0.088, 627:0.262, 628:0.044, 629:0.093, 630:0.031,
631:0.044, 632:0.066, 633:0.181, 634:0.044, 635:0.392, 636:0.070, 638:0.302,
639:0.608, 640:0.022, 641:0.022, 642:1.035, 643:0.426, 644:0.147, 645:0.066,
646:0.088, 647:0.324, 648:0.044, 649:0.066, 650:0.044, 651:0.098, 652:0.044,
653:0.296, 654:0.073, 655:0.044, 656:0.352, 657:0.202, 658:0.315, 659:0.114,
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On Mon, Feb 7, 2011 at 3:15 PM, sharath jagannath <
sharathjagannath@gmail.com> wrote:

> Hey,
>
> I tried to cluster the you_tube data set:
> http://www.public.asu.edu/%7Emdechoud/datasets.html.
> All the data points were under one cluster. Since the dataset is not really
> big enough. I thought the  behavior is due to the dataset.
> I did try to vary the threshold and the convergence delta but All my data
> was still being put under the same cluster.
>
> In my vectorizer code, I consider only the tags (and have assigned random
> ranking to those) that are associated together with the user_id from the
> above dataset.
> My data format was List<User_Id tag|rating>.
>
> I even encountered java out of heap for few values of threshold.
>
> Output of clustering my data:
>
>  Number of clusters : 1
>
> Feb 7, 2011 3:14:18 PM org.slf4j.impl.JCLLoggerAdapter info
>
> INFO: Reading Cluster:999 center:[242:2.000, 294:3.000, 425:4.000,
> 706:1.000] numPoints:1 radius:[0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
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>
>
>
> But, I also tested the Synthetic data clustering:
> https://cwiki.apache.org/confluence/display/MAHOUT/Clustering+of+synthetic+control+data
> .
> Data points were still put under a single cluster.
>
> Can anybody tell why such behavior? Any suggestions to improve the
> clustering performance.
>
> Output of synthetic data clustering:
>
> VL-99{n=1 c=[27.844, 26.473, 35.845, 27.200, 27.360, 24.333, 33.979,
> 30.604, 32.678, 31.190, 25.564, 30.310, 29.268, 32.330, 31.107, 29.685,
> 34.949, 28.897, 33.783, 29.133, 24.265, 31.624, 35.853, 32.800, 30.187,
> 27.977, 26.372, 32.658, 24.914, 34.400, 30.516, 24.473, 29.901, 26.470,
> 31.827, 31.975, 32.804, 27.100, 34.002, 25.306, 29.109, 25.275, 29.439,
> 34.912, 30.887, 29.513, 32.868, 34.125, 35.517, 24.820, 31.515, 36.003,
> 25.457, 29.016, 34.201, 25.769, 28.020, 29.241, 34.717, 30.070] r=[0.000,
> 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
> 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
> 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
> 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
> 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000, 0.000,
> 0.000, 0.000, 0.000, 0.000]}
>
> Weight:  Point:
>
> 1.0: [27.844, 26.473, 35.845, 27.200, 27.360, 24.333, 33.979, 30.604,
> 32.678, 31.190, 25.564, 30.310, 29.268, 32.330, 31.107, 29.685, 34.949,
> 28.897, 33.783, 29.133, 24.265, 31.624, 35.853, 32.800, 30.187, 27.977,
> 26.372, 32.658, 24.914, 34.400, 30.516, 24.473, 29.901, 26.470, 31.827,
> 31.975, 32.804, 27.100, 34.002, 25.306, 29.109, 25.275, 29.439, 34.912,
> 30.887, 29.513, 32.868, 34.125, 35.517, 24.820, 31.515, 36.003, 25.457,
> 29.016, 34.201, 25.769, 28.020, 29.241, 34.717, 30.070]
>
>
>
> Thanks,
> Sharath
>



-- 
Thanks,
Sharath Jagannath

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