Lampiran 1
Tabel Data Latitude dan Longitude Dari Peta Sebaran Potensi
Tambang Provinsi Papua Barat.
No Objek Longtiude (X) Latitude (Y)
1 Nikel 129.879684 -0.444255
Cobait
2 Nikel 130.637999 -0.076904
3 Besi 130.892272 -0.046692
4 Nikel 131.114745 -0.090637
5 Nikel 130.531096 -0.240325
6 Mangan 130.658813 -0.182647
7 Chrom 131.120238 -0.300749
8 Nikel 130.509338 -0.856902
9 Mangan 130.665894 -0.854155
10 Nikel 130.854721 -0.821886
11 Batubara 131.000977 -0.985974
12 Batubara 131.377258 -0.944781
13 Batubara 131.217957 -1.158979
14 Batubara 131.393738 -1.260579
15 Batubara 131.025696 -1.362176
16
Perak
132.407227 -0.543815
Timah Hitam Zeng
17 Marmer 132.477050 -0.538322
18 Timah Hitam 132.880797 -0.508111
19 Timah Hitam 133.123870 -0.590505
20 Bismuth 133.078551 -0.707227
21
Timah Hitam
133.123870 -0.720959
Tembaga Zeng
22 Chrom 133.478179 -0.880245
23 Nikel 133.642974 -0.870633
25 Batubara 133.829741 -0.948901
26 Gamping 134.000030 -0.920065
27 Tembaga 133.688293 -1.182320
28 Batubara 132.642574 -1.274309
29 Granit 133.736143 -1.246850
30 Stronsium 133.692198 -1.362176
31 Granit 134.030027 -1.290784
32 Tembaga 134.030027 -1.356685
33 Batubara 133.629026 -1.386888
34 Marmer 134.030027 -1.447295
35 Phospat 132.404051 -1.472006
36 Batubara 132.173338 -1.614776
37 Batubara 133.491697 -1.548884
38 Batubara 133.802061 -1.537901
39 Batubara 133.596067 -1.631249
40 Tembaga 134.043760 -1.820677
41 Batubara 133.543882 -1.776754
42 Batubara 133.307676 -1.823423
43 Batubara 133.475218 -1.982636
44
Tantalum
133.642759 -1.867345
Zirkon
Unsur tanah jarang
45 Gamping 132.294188 -1.730084
46 Batubara 130.069671 -1.822050
47 Phospat 129.992766 -1.968912
48 Opal 130.198760 -1.909894
49 Mika 134.553573 -2.399811
50 Tembaga 134.200315 -2.589145
51 Mika 134.211302 -2.649507
52 Batubara 134.307432 -2.542506
53 Hidrat girum 134.587905 -2.493109
54 Mika 134.480102 -2.582972
55 Tembaga 134.257994 -2.901896
Tembaga Zeng Pasir kuarsa Marmer
57 Gamping 133.955870 -3.666928
58 Tembaga 134.832029 -3.880696
59 Gamping 132.205138 -2.774336
60
Ladang Minyak
Bumi 131.300354 -1.007944
61
Ladang Minyak
Bumi 131.371765 -1.095819
62
Ladang Minyak
Bumi 131.305847 -1.156233
63
Ladang Minyak
Bumi 131.429014 -1.167217
64 Ladang Gas Bumi 131.104918 -1.337464
65 Ladang Gas Bumi 131.148863 -1.359431
66
Ladang Minyak
Bumi 131.794310 -1.211152
67
Ladang Minyak
Bumi 131.709166 -1.268817
68
Ladang Minyak
Bumi 131.783323 -1.266071
69
Ladang Minyak
Bumi 131.854734 -1.256783
70
Ladang Minyak
Bumi 131.950865 -1.260579
71
Ladang Minyak
Bumi 132.217283 -1.227628
72
Ladang Minyak
Bumi 132.648067 -0.785498
73
Ladang Minyak
Bumi 132.576656 -0.670151
74 Ladang Gas Bumi 132.310667 -0.453181
75 Ladang Gas Bumi 132.170591 -0.480646
76
Ladang Minyak
Bumi 133.035765 -1.795970
Bumi
78
Ladang Minyak
Bumi 132.769346 -2.117133
79
Ladang Minyak
Lampiran 2
Tabel Hasil Normalisasi Data Spasial.
No Objek Longtiude (X) Latitude (Y)
1 Nikel 0.000000 89.630605
Cobait
2 Nikel 15.194267 99.211999
3 Besi 20.289104 100.000000
4 Nikel 24.746769 98.853809
5 Nikel 13.052264 94.949588
6 Mangan 15.611314 96.453968
7 Chrom 24.856831 93.373585
8 Nikel 12.616302 78.867784
9 Mangan 15.753195 78.939433
10 Nikel 19.536699 79.781085
11 Batubara 22.467213 75.501278
12 Batubara 30.006710 76.575690
13 Batubara 26.814815 70.988893
14 Batubara 30.336918 68.338922
15 Batubara 22.962505 65.689029
16
Perak
50.644075 87.033842
Timah Hitam Zeng
17 Marmer 52.043111 87.177113
18 Timah Hitam 60.132941 87.965088
19 Timah Hitam 65.003365 85.816055
20 Bismuth 64.095314 82.771666
21
Timah Hitam
65.003365 82.413503
Tembaga Zeng
22 Chrom 72.102612 78.258943
23 Nikel 75.404590 78.509647
24 Timah Hitam 74.716684 74.785003
26 Gamping 82.558878 77.220342
27 Tembaga 76.312641 70.380104
28 Batubara 55.359695 67.980811
29 Granit 77.271406 68.697007
30 Stronsium 76.390885 65.689029
31 Granit 83.159924 67.551103
32 Tembaga 83.159924 65.832247
33 Batubara 75.125115 65.044481
34 Marmer 83.159924 63.468922
35 Phospat 50.580438 62.824400
36 Batubara 45.957670 59.100616
37 Batubara 72.373471 60.819238
38 Batubara 78.592197 61.105700
39 Batubara 74.464720 58.670961
40 Tembaga 83.435091 53.730226
41 Batubara 73.419095 54.875843
42 Batubara 68.686264 53.658603
43 Batubara 72.043283 49.505947
44
Tantalum
75.400282 52.513013
Zirkon
Unsur tanah jarang
45 Gamping 48.379127 56.093108
46 Batubara 3.806747 53.694415
47 Phospat 2.265810 49.863902
48 Opal 6.393287 51.403233
49 Mika 93.650152 38.625025
50 Tembaga 86.571964 33.686741
51 Mika 86.792110 32.112356
52 Batubara 88.718255 34.903198
53 Hidrat girum 94.338059 36.191590
54 Mika 92.178023 33.847748
55 Tembaga 87.727672 25.529447
56 Granit 100.000000 16.087020
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581
58 Tembaga 99.229542 0.000000
59 Gamping 46.594842 28.856517
60
Ladang Minyak
Bumi 28.465794 74.928247
61
Ladang Minyak
Bumi 29.896648 72.636257
62
Ladang Minyak
Bumi 28.575857 71.060515
63
Ladang Minyak
Bumi 31.043739 70.774026
64 Ladang Gas Bumi 24.549866 66.333577
65 Ladang Gas Bumi 25.430387 65.760625
66
Ladang Minyak
Bumi 38.363131 69.628096
67
Ladang Minyak
Bumi 36.657111 68.124055
68
Ladang Minyak
Bumi 38.142986 68.195677
69
Ladang Minyak
Bumi 39.573840 68.437920
70
Ladang Minyak
Bumi 41.500005 68.338922
71
Ladang Minyak
Bumi 46.838190 69.198363
72
Ladang Minyak
Bumi 55.469758 80.730171
73
Ladang Minyak
Bumi 54.038904 83.738697
74 Ladang Gas Bumi 48.709314 89.397794
75 Ladang Gas Bumi 45.902628 88.681441
76
Ladang Minyak
Bumi 63.238016 54.374643
77
Ladang Minyak
78
Ladang Minyak
Bumi 57.899810 45.997944
79
Ladang Minyak
Lampiran 3
Iterasi 1 Algoritma K-Means.
No Objek X Y
D -> CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 0.000000 17.962986 1 0
Cobait
2 Nikel 15.194267 99.211999 17.962986 0.000000 0 1
Tembaga Zeng
23 Nikel 75.404590 78.509647 76.220259 63.670012 0 1
24
Timah
Hitam 74.716684 74.785003 76.177259 64.339694 0 1
25 Batubara 79.146818 76.468230 80.233827 67.876416 0 1
26 Gamping 82.558878 77.220342 83.486424 70.863416 0 1
27 Tembaga 76.312641 70.380104 78.703246 67.577613 0 1
28 Batubara 55.359695 67.980811 59.442488 50.878765 0 1
29 Granit 77.271406 68.697007 80.056766 69.171786 0 1
30 Stronsium 76.390885 65.689029 80.054771 69.776899 0 1
31 Granit 83.159924 67.551103 86.041138 74.978283 0 1
32 Tembaga 83.159924 65.832247 86.498178 75.720132 0 1
33 Batubara 75.125115 65.044481 79.045939 68.986418 0 1
34 Marmer 83.159924 63.468922 87.178017 76.791263 0 1
35 Phospat 50.580438 62.824400 57.244680 50.756659 0 1
36 Batubara 45.957670 59.100616 55.174158 50.550074 0 1
37 Batubara 72.373471 60.819238 77.897459 68.872821 0 1
38 Batubara 78.592197 61.105700 83.608634 73.968828 0 1
39 Batubara 74.464720 58.670961 80.644244 71.809208 0 1
40 Tembaga 83.435091 53.730226 90.830896 82.008547 0 1
41 Batubara 73.419095 54.875843 81.229656 73.183504 0 1
42 Batubara 68.686264 53.658603 77.535719 70.260271 0 1
43 Batubara 72.043283 49.505947 82.463463 75.514914 0 1
44
Tantalum
75.400282 52.513013 84.041169 76.194222 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 58.866830 54.410235 0 1
46 Batubara 3.806747 53.694415 36.137253 46.920423 1 0
47 Phospat 2.265810 49.863902 39.831201 51.013524 1 0
48 Opal 6.393287 51.403233 38.758303 48.612091 1 0
49 Mika 93.650152 38.625025 106.639206 99.126723 0 1
50 Tembaga 86.571964 33.686741 103.074831 96.893421 0 1
51 Mika 86.792110 32.112356 104.121176 98.125497 0 1
53
Hidrat
girum 94.338059 36.191590 108.422312 101.169718 0 1
54 Mika 92.178023 33.847748 107.742819 100.990019 0 1
55 Tembaga 87.727672 25.529447 108.651290 103.393488 0 1
56
Granit
100.000000 16.087020 124.131619 118.750893 0 1
Tembaga Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 117.200245 114.836145 0 1
58 Tembaga 99.229542 0.000000 133.716668 130.019030 0 1
59 Gamping 46.594842 28.856517 76.580474 77.044727 1 0
60
Ladang Minyak Bumi
28.465794 74.928247 32.038426 27.673707 0 1
61
Ladang Minyak Bumi
29.896648 72.636257 34.389205 30.371534 0 1
62
Ladang Minyak Bumi
28.575857 71.060515 34.079728 31.170066 0 1
63
Ladang Minyak Bumi
31.043739 70.774026 36.321953 32.556475 0 1
64
Ladang Gas
Bumi 24.549866 66.333577 33.844459 34.183591 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 34.878081 34.982461 1 0
66
Ladang Minyak Bumi
38.363131 69.628096 43.264653 37.576636 0 1
67
Ladang Minyak Bumi
36.657111 68.124055 42.500300 37.777162 0 1
68
Ladang Minyak Bumi
38.142986 68.195677 43.753212 38.583104 0 1
Minyak Bumi
70
Ladang Minyak Bumi
41.500005 68.338922 46.643179 40.560310 0 1
71
Ladang Minyak Bumi
46.838190 69.198363 51.100808 43.613716 0 1
72
Ladang Minyak Bumi
55.469758 80.730171 56.179282 44.313577 0 1
73
Ladang Minyak Bumi
54.038904 83.738697 54.359155 41.813023 0 1
74
Ladang Gas
Bumi 48.709314 89.397794 48.709870 34.922443 0 1
75
Ladang Gas
Bumi 45.902628 88.681441 45.912440 32.463766 0 1
76
Ladang Minyak Bumi
63.238016 54.374643 72.401861 65.715982 0 1
77
Ladang Minyak Bumi
64.173578 53.300623 73.743581 67.132908 0 1
78
Ladang Minyak Bumi
57.899810 45.997944 72.499635 68.231218 0 1
79
Iterasi 2 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 31.169070 63.440855 1 0
Cobait
2 Nikel 15.194267 99.211999 36.317873 55.037268 1 0
3 Besi 20.289104 100.000000 37.338956 51.635171 1 0
4 Nikel 24.746769 98.853809 36.989864 47.604476 1 0
5 Nikel 13.052264 94.949588 32.184402 54.313888 1 0
6 Mangan 15.611314 96.453968 33.552760 53.049899 1 0
7 Chrom 24.856831 93.373585 31.720423 43.845395 1 0
8 Nikel 12.616302 78.867784 16.326310 47.948677 1 0
9 Mangan 15.753195 78.939433 16.038037 44.967586 1 0
10 Nikel 19.536699 79.781085 17.236148 41.656936 1 0
11 Batubara 22.467213 75.501278 14.143461 37.551995 1 0
12 Batubara 30.006710 76.575690 19.546409 30.729415 1 0
13 Batubara 26.814815 70.988893 13.473005 32.310338 1 0
14 Batubara 30.336918 68.338922 15.297666 28.455451 1 0
15 Batubara 22.962505 65.689029 7.464277 35.681632 1 0
16
Perak
50.644075 87.033842 42.188657 23.038135 0 1
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 43.423578 22.727563 0 1
18
Timah
Hitam 60.132941 87.965088 50.719706 22.585289 0 1
19
Timah
Hitam 65.003365 85.816055 54.061469 21.356134 0 1
20 Bismuth 64.095314 82.771666 52.002894 18.179501 0 1
21
Timah Hitam
65.003365 82.413503 52.709584 18.136309 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 58.130000 18.594727 0 1
24
Timah
Hitam 74.716684 74.785003 59.870119 18.598180 0 1
25 Batubara 79.146818 76.468230 64.550776 23.286557 0 1
26 Gamping 82.558878 77.220342 68.044701 26.664514 0 1
27 Tembaga 76.312641 70.380104 60.737228 18.350017 0 1
28 Batubara 55.359695 67.980811 39.648785 4.158503 0 1
29 Granit 77.271406 68.697007 61.507531 18.912706 0 1
30 Stronsium 76.390885 65.689029 60.417819 17.749601 0 1
31 Granit 83.159924 67.551103 67.283310 24.608407 0 1
32 Tembaga 83.159924 65.832247 67.186476 24.520051 0 1
33 Batubara 75.125115 65.044481 59.126581 16.486410 0 1
34 Marmer 83.159924 63.468922 67.125008 24.594962 0 1
35 Phospat 50.580438 62.824400 34.543236 8.473005 0 1
36 Batubara 45.957670 59.100616 30.161133 14.176412 0 1
37 Batubara 72.373471 60.819238 56.374735 14.483453 0 1
38 Batubara 78.592197 61.105700 62.580743 20.412097 0 1
39 Batubara 74.464720 58.670961 58.580560 17.204410 0 1
40 Tembaga 83.435091 53.730226 68.019259 27.413489 0 1
41 Batubara 73.419095 54.875843 57.940668 18.157538 0 1
42 Batubara 68.686264 53.658603 53.454558 15.472726 0 1
43 Batubara 72.043283 49.505947 57.586251 20.811191 0 1
44
Tantalum
75.400282 52.513013 60.265538 21.157091 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 33.051191 13.874782 0 1
46 Batubara 3.806747 53.694415 15.310164 56.077941 1 0
47 Phospat 2.265810 49.863902 18.965643 58.486585 1 0
48 Opal 6.393287 51.403233 15.009080 54.099667 1 0
49 Mika 93.650152 38.625025 81.321707 44.090132 0 1
50 Tembaga 86.571964 33.686741 76.346465 42.279860 0 1
51 Mika 86.792110 32.112356 77.164525 43.616047 0 1
52 Batubara 88.718255 34.903198 77.888138 42.852459 0 1
girum
54 Mika 92.178023 33.847748 81.496449 46.064733 0 1
55 Tembaga 87.727672 25.529447 80.847764 49.374895 0 1
56
Granit
100.000000 16.087020 96.133019 64.381793 0 1
Tembaga Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 87.147697 64.131509 0 1
58 Tembaga 99.229542 0.000000 104.296943 76.994832 0 1
59 Gamping 46.594842 28.856517 45.749195 38.505949 0 1
60
Ladang Minyak Bumi
28.465794 74.928247 17.293127 31.637180 1 0
61
Ladang Minyak Bumi
29.896648 72.636257 16.935177 18.350017 1 0
62
Ladang Minyak Bumi
28.575857 71.060515 14.958133 34.079728 1 0
63
Ladang Minyak Bumi
31.043739 70.774026 16.944972 28.112259 1 0
64
Ladang
Gas Bumi 24.549866 66.333577 9.177499 34.105322 1 0
65
Ladang
Gas Bumi 25.430387 65.760625 9.817892 33.214458 1 0
66
Ladang Minyak Bumi
38.363131 69.628096 23.316467 20.710222 0 1
67
Ladang Minyak Bumi
36.657111 68.124055 21.270325 22.150644 1 0
68
Ladang Minyak Bumi
38.142986 68.195677 22.730253 20.686056 0 1
69
Ladang
Bumi
70
Ladang Minyak Bumi
41.500005 68.338922 26.036301 17.388401 0 1
71
Ladang Minyak Bumi
46.838190 69.198363 31.437483 12.392183 0 1
72
Ladang Minyak Bumi
55.469758 80.730171 43.274643 15.626803 0 1
73
Ladang Minyak Bumi
54.038904 83.738697 43.338327 18.879751 0 1
74
Ladang
Gas Bumi 48.709314 89.397794 42.064078 25.945822 0 1
75
Ladang
Gas Bumi 45.902628 88.681441 39.451479 26.514121 0 1
76
Ladang Minyak Bumi
63.238016 54.374643 47.965160 11.971254 0 1
77
Ladang Minyak Bumi
64.173578 53.300623 49.084875 13.329755 0 1
78
Ladang Minyak Bumi
57.899810 45.997944 45.147337 19.445256 0 1
79
Ladang Minyak Bumi
49.975064 50.508268 36.130655 17.255845 0 1
25 54
Centroid Baru
CentroidІ 20.453206 76.469381
Iterasi 3 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 24.321831 74.632823 1 0
Cobait
2 Nikel 15.194267 99.211999 23.342731 66.210297 1 0
3 Besi 20.289104 100.000000 23.531191 62.689099 1 0
4 Nikel 24.746769 98.853809 22.792483 58.564864 1 0
5 Nikel 13.052264 94.949588 19.907084 65.567406 1 0
6 Mangan 15.611314 96.453968 20.562773 64.265501 1 0
7 Chrom 24.856831 93.373585 17.468372 54.979755 1 0
8 Nikel 12.616302 78.867784 8.195694 58.968305 1 0
9 Mangan 15.753195 78.939433 5.309544 56.032533 1 0
10 Nikel 19.536699 79.781085 3.436185 52.803096 1 0
11 Batubara 22.467213 75.501278 2.234602 48.558037 1 0
12 Batubara 30.006710 76.575690 9.554095 41.909232 1 0
13 Batubara 26.814815 70.988893 8.396774 43.083747 1 0
14 Batubara 30.336918 68.338922 12.798130 39.031134 1 0
15 Batubara 22.962505 65.689029 11.068540 45.844606 1 0
16
Perak
50.644075 87.033842 31.985878 32.487373 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 33.355324 31.865651 0 1
18
Timah
Hitam 60.132941 87.965088 41.311411 29.314790 0 1
19
Timah
Hitam 65.003365 85.816055 45.520072 26.191586 0 1
20 Bismuth 64.095314 82.771666 44.094811 23.328544 0 1
21
Timah Hitam
65.003365 82.413503 44.944958 22.822695 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 51.680399 18.770897 0 1
24
Timah
Hitam 74.716684 74.785003 54.289614 16.202684 0 1
25 Batubara 79.146818 76.468230 58.693612 19.772012 0 1
26 Gamping 82.558878 77.220342 62.110212 22.388499 0 1
27 Tembaga 76.312641 70.380104 56.190353 13.151355 0 1
28 Batubara 55.359695 67.980811 35.923791 15.396096 0 1
29 Granit 77.271406 68.697007 57.347342 12.504883 0 1
30 Stronsium 76.390885 65.689029 56.967007 9.869608 0 1
31 Granit 83.159924 67.551103 63.337731 16.618234 0 1
32 Tembaga 83.159924 65.832247 63.602524 15.894851 0 1
33 Batubara 75.125115 65.044481 55.852896 8.470893 0 1
34 Marmer 83.159924 63.468922 64.040178 15.164300 0 1
35 Phospat 50.580438 62.824400 33.073186 18.099379 0 1
36 Batubara 45.957670 59.100616 30.856955 22.488578 0 1
37 Batubara 72.373471 60.819238 54.227676 4.057168 0 1
38 Batubara 78.592197 61.105700 60.134723 10.235746 0 1
39 Batubara 74.464720 58.670961 56.868510 6.145149 0 1
40 Tembaga 83.435091 53.730226 66.961086 16.201627 0 1
41 Batubara 73.419095 54.875843 57.198481 7.042492 0 1
42 Batubara 68.686264 53.658603 53.355032 6.196629 0 1
43 Batubara 72.043283 49.505947 58.211363 10.955815 0 1
44
Tantalum
75.400282 52.513013 59.942378 10.117564 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 34.569489 20.403505 0 1
46 Batubara 3.806747 53.694415 28.209992 64.919508 1 0
47 Phospat 2.265810 49.863902 32.227828 66.917269 1 0
48 Opal 6.393287 51.403233 28.740096 62.612851 1 0
49 Mika 93.650152 38.625025 82.401385 32.960124 0 1
50 Tembaga 86.571964 33.686741 78.753060 31.835753 0 1
51 Mika 86.792110 32.112356 79.802230 33.262754 0 1
52 Batubara 88.718255 34.903198 79.924117 32.152886 0 1
54 Mika 92.178023 33.847748 83.432925 35.212381 0 1
55 Tembaga 87.727672 25.529447 84.384422 39.372089 0 1
56
Granit
100.000000 16.087020 99.868523 53.959555 0 1
Tembaga Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 93.669219 55.866154 0 1
58 Tembaga 99.229542 0.000000 109.787419 67.308344 0 1
59 Gamping 46.594842 28.856517 54.317308 37.914897 0 1
60
Ladang Minyak Bumi
28.465794 74.928247 8.159452 42.717549 1 0
61
Ladang Minyak Bumi
29.896648 72.636257 10.191734 13.151355 1 0
62
Ladang Minyak Bumi
28.575857 71.060515 9.758755 34.079728 1 0
63
Ladang Minyak Bumi
31.043739 70.774026 12.024827 38.953124 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 10.932390 44.360247 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 11.808886 43.407652 1 0
66
Ladang Minyak Bumi
38.363131 69.628096 19.172078 31.620436 1 0
67
Ladang Minyak Bumi
36.657111 68.124055 18.226656 32.836165 1 0
68
Ladang Minyak Bumi
38.142986 68.195677 19.529017 31.419415 1 0
69
Ladang Minyak Bumi
70
Ladang Minyak Bumi
41.500005 68.338922 22.562626 28.239818 1 0
71
Ladang Minyak Bumi
46.838190 69.198363 27.368505 23.532080 0 1
72
Ladang Minyak Bumi
55.469758 80.730171 35.274825 24.577291 0 1
73
Ladang Minyak Bumi
54.038904 83.738697 34.363383 27.890456 0 1
74
Ladang Gas
Bumi 48.709314 89.397794 31.073325 35.526338 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 28.227779 36.590966 1 0
76
Ladang Minyak Bumi
63.238016 54.374643 48.153062 7.548257 0 1
77
Ladang Minyak Bumi
64.173578 53.300623 49.479918 7.813102 0 1
78
Ladang Minyak Bumi
57.899810 45.997944 48.277910 17.402466 0 1
79
Ladang Minyak Bumi
49.975064 50.508268 39.313096 20.687988 0 1
32 47
Centroid Baru
CentroidІ 25.442692 76.607757
Iterasi 4 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 28.581902 79.100323 1 0
Cobait
2 Nikel 15.194267 99.211999 24.818984 70.752517 1 0
3 Besi 20.289104 100.000000 23.953215 67.215232 1 0
4 Nikel 24.746769 98.853809 22.256935 63.075307 1 0
5 Nikel 13.052264 94.949588 22.134712 70.109604 1 0
6 Mangan 15.611314 96.453968 22.147869 68.810390 1 0
7 Chrom 24.856831 93.373585 16.776061 59.518376 1 0
8 Nikel 12.616302 78.867784 13.023978 63.357396 1 0
9 Mangan 15.753195 78.939433 9.966096 60.443291 1 0
10 Nikel 19.536699 79.781085 6.704533 57.252690 1 0
11 Batubara 22.467213 75.501278 3.174551 52.949225 1 0
12 Batubara 30.006710 76.575690 4.564131 46.380085 1 0
13 Batubara 26.814815 70.988893 5.783974 47.393676 1 0
14 Batubara 30.336918 68.338922 9.608698 43.282266 1 0
15 Batubara 22.962505 65.689029 11.196872 49.933237 1 0
16
Perak
50.644075 87.033842 27.272934 36.730972 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 28.623305 36.047206 1 0
18 Timah Hitam 60.132941 87.965088 36.502087 32.965603 0 1
19 Timah Hitam 65.003365 85.816055 40.618218 29.424679 0 1
20 Bismuth 64.095314 82.771666 39.141014 26.743173 0 1
21
Timah Hitam
65.003365 82.413503 39.984416 26.138148 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 46.689127 20.978439 0 1
23 Nikel 75.404590 78.509647 49.998084 21.472089 0 1
24 Timah Hitam 74.716684 74.785003 49.307694 17.686809 0 1
25 Batubara 79.146818 76.468230 53.704307 20.412298 0 1
27 Tembaga 76.312641 70.380104 51.249735 13.735062 0 1
28 Batubara 55.359695 67.980811 31.136012 19.937571 0 1
29 Granit 77.271406 68.697007 52.428957 12.499120 0 1
30 Stronsium 76.390885 65.689029 52.105057 9.402636 0 1
31 Granit 83.159924 67.551103 58.423470 15.032683 0 1
32 Tembaga 83.159924 65.832247 58.714483 13.915070 0 1
33 Batubara 75.125115 65.044481 51.010318 8.302697 0 1
34 Marmer 83.159924 63.468922 59.193816 12.601354 0 1
35 Phospat 50.580438 62.824400 28.668575 22.302258 0 1
36 Batubara 45.957670 59.100616 26.969692 26.288103 0 1
37 Batubara 72.373471 60.819238 49.515405 3.543720 0 1
38 Batubara 78.592197 61.105700 55.364101 7.464089 0 1
39 Batubara 74.464720 58.670961 52.200459 2.672184 0 1
40 Tembaga 83.435091 53.730226 62.341798 11.799233 0 1
41 Batubara 73.419095 54.875843 52.668884 2.704035 0 1
42 Batubara 68.686264 53.658603 48.955798 5.034315 0 1
43 Batubara 72.043283 49.505947 53.908470 7.775960 0 1
44
Tantalum
75.400282 52.513013 55.464561 5.751806 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 30.772242 23.833176 0 1
46 Batubara 3.806747 53.694415 31.514050 68.469934 1 0
47 Phospat 2.265810 49.863902 35.389287 70.309171 1 0
48 Opal 6.393287 51.403233 31.593478 66.051425 1 0
49 Mika 93.650152 38.625025 78.070132 28.440889 0 1
50 Tembaga 86.571964 33.686741 74.692714 27.635554 0 1
51 Mika 86.792110 32.112356 75.786488 29.101173 0 1
52 Batubara 88.718255 34.903198 75.783027 27.824006 0 1
53 Hidrat girum 94.338059 36.191590 79.875141 30.587723 0 1
54 Mika 92.178023 33.847748 79.259213 30.804452 0 1
55 Tembaga 87.727672 25.529447 80.550683 35.352306 0 1
56 Granit 100.000000 16.087020 96.028911 49.706318 0 1
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 90.595450 52.569008 0 1
58 Tembaga 99.229542 0.000000 106.363752 63.345130 0 1
59 Gamping 46.594842 28.856517 52.226376 38.244870 0 1
60
Ladang
Minyak Bumi 28.465794 74.928247 3.458309 47.144513 1 0
61
Ladang
Minyak Bumi 29.896648 72.636257 5.967456 13.735062 1 0
62
Ladang
Minyak Bumi 28.575857 71.060515 6.370920 34.079728 1 0
63
Ladang
Minyak Bumi 31.043739 70.774026 8.087283 43.295323 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 10.312900 48.485483 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 10.847139 47.515139 1 0
66
Ladang
Minyak Bumi 38.363131 69.628096 14.685143 36.003088 1 0
67
Ladang
Minyak Bumi 36.657111 68.124055 14.061877 37.143594 1 0
68
Ladang
Minyak Bumi 38.142986 68.195677 15.233534 35.746883 1 0
69
Ladang
Minyak Bumi 39.573840 68.437931 16.322849 34.464799 1 0
70
Ladang
Minyak Bumi 41.500005 68.338922 18.061310 32.614611 1 0
71
Ladang
Minyak Bumi 46.838190 69.198363 22.642139 28.006710 1 0
72
Ladang
Minyak Bumi 55.469758 80.730171 30.308728 28.795869 0 1
73
Ladang
Minyak Bumi 54.038904 83.738697 29.471913 32.081539 1 0
74
Ladang Gas
Bumi 48.709314 89.397794 26.550344 39.780777 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 23.756743 40.946933 1 0
Minyak Bumi
77
Ladang
Minyak Bumi 64.173578 53.300623 45.202921 8.943527 0 1
78
Ladang
Minyak Bumi 57.899810 45.997944 44.614181 18.201662 0 1
79
Ladang
Minyak Bumi 49.975064 50.508268 35.819277 23.217327 0 1
35 44
Centroid Baru
CentroidІ 27.631038 76.901783
Iterasi 5 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 30.421985 81.058720 1 0
Cobait
2 Nikel 15.194267 99.211999 25.542494 72.837922 1 0
3 Besi 20.289104 100.000000 24.236989 69.318409 1 0
4 Nikel 24.746769 98.853809 22.140697 65.185884 1 0
5 Nikel 13.052264 94.949588 23.200515 72.164870 1 0
6 Mangan 15.611314 96.453968 22.951290 70.884052 1 0
7 Chrom 24.856831 93.373585 16.703787 61.610204 1 0
8 Nikel 12.616302 78.867784 15.142901 65.252785 1 0
9 Mangan 15.753195 78.939433 12.051356 62.356296 1 0
10 Nikel 19.536699 79.781085 8.591199 59.198446 1 0
11 Batubara 22.467213 75.501278 5.350374 54.849330 1 0
12 Batubara 30.006710 76.575690 2.397948 48.347383 1 0
13 Batubara 26.814815 70.988893 5.968960 49.238317 1 0
14 Batubara 30.336918 68.338922 8.980221 45.090971 1 0
15 Batubara 22.962505 65.689029 12.145824 51.635976 1 0
16
Perak
50.644075 87.033842 25.144751 38.836698 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 26.486444 38.143469 1 0
18 Timah Hitam 60.132941 87.965088 34.333226 34.947134 1 0
19 Timah Hitam 65.003365 85.816055 38.420764 31.299007 0 1
20 Bismuth 64.095314 82.771666 36.933710 28.673891 0 1
21
Timah Hitam
65.003365 82.413503 37.776578 28.043890 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 44.492278 22.581559 0 1
23 Nikel 75.404590 78.509647 47.800601 22.849740 0 1
24 Timah Hitam 74.716684 74.785003 47.133203 19.087015 0 1
25 Batubara 79.146818 76.468230 51.517604 21.460747 0 1
27 Tembaga 76.312641 70.380104 49.116502 14.894880 0 1
28 Batubara 55.359695 67.980811 29.128374 21.996959 0 1
29 Granit 77.271406 68.697007 50.313860 13.469872 0 1
30 Stronsium 76.390885 65.689029 50.032475 10.335910 0 1
31 Granit 83.159924 67.551103 56.310677 15.185661 0 1
32 Tembaga 83.159924 65.832247 56.621478 13.889487 0 1
33 Batubara 75.125115 65.044481 48.951843 9.434876 0 1
34 Marmer 83.159924 63.468922 57.130543 12.277977 0 1
35 Phospat 50.580438 62.824400 26.922995 24.115780 0 1
36 Batubara 45.957670 59.100616 25.548914 27.875767 1 0
37 Batubara 72.373471 60.819238 47.545069 5.242726 0 1
38 Batubara 78.592197 61.105700 53.353125 7.317388 0 1
39 Batubara 74.464720 58.670961 50.256906 3.058402 0 1
40 Tembaga 83.435091 53.730226 60.423616 10.007935 0 1
41 Batubara 73.419095 54.875843 50.810316 0.878564 0 1
42 Batubara 68.686264 53.658603 47.178141 5.358651 0 1
43 Batubara 72.043283 49.505947 52.182175 6.421870 0 1
44
Tantalum
75.400282 52.513013 53.634996 3.671630 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 29.385101 25.252285 0 1
46 Batubara 3.806747 53.694415 33.259266 69.851678 1 0
47 Phospat 2.265810 49.863902 37.073465 71.603590 1 0
48 Opal 6.393287 51.403233 33.184607 67.374512 1 0
49 Mika 93.650152 38.625025 76.312736 26.332519 0 1
50 Tembaga 86.571964 33.686741 73.086063 25.561450 0 1
51 Mika 86.792110 32.112356 74.203270 27.037376 0 1
52 Batubara 88.718255 34.903198 74.131837 25.717829 0 1
53 Hidrat girum 94.338059 36.191590 78.148234 28.470774 0 1
54 Mika 92.178023 33.847748 77.588422 28.685607 0 1
55 Tembaga 87.727672 25.529447 79.061510 33.328554 0 1
56 Granit 100.000000 16.087020 94.528842 47.612275 0 1
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 89.487843 50.794619 0 1
58 Tembaga 99.229542 0.000000 105.072499 61.327986 0 1
59 Gamping 46.594842 28.856517 51.652429 38.117783 0 1
60
Ladang Minyak Bumi
28.465794 74.928247 2.142816 49.074499 1 0
61
Ladang Minyak Bumi
29.896648 72.636257 4.829876 14.894880 1 0
62
Ladang Minyak Bumi
28.575857 71.060515 5.917186 34.079728 1 0
63
Ladang Minyak Bumi
31.043739 70.774026 7.013981 45.164573 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 11.008206 50.211525 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 11.356420 49.231280 1 0
66
Ladang Minyak Bumi
38.363131 69.628096 12.964735 37.905816 1 0
67
Ladang Minyak Bumi
36.657111 68.124055 12.590413 38.994125 1 0
68
Ladang Minyak Bumi
38.142986 68.195677 13.649078 37.611962 1 0
69
Ladang Minyak Bumi
39.573840 68.437931 14.637872 36.349084 1 0
70
Ladang Minyak Bumi
41.500005 68.338922 16.299412 34.514756 1 0
71
Ladang Minyak Bumi
72
Ladang Minyak Bumi
55.469758 80.730171 28.100727 30.899969 1 0
73
Ladang Minyak Bumi
54.038904 83.738697 27.278541 34.180488 1 0
74
Ladang Gas
Bumi 48.709314 89.397794 24.503959 41.887549 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 21.739626 43.065093 1 0
76
Ladang Minyak Bumi
63.238016 54.374643 42.134652 10.478666 0 1
77
Ladang Minyak Bumi
64.173578 53.300623 43.501402 9.762073 0 1
78
Ladang Minyak Bumi
57.899810 45.997944 43.257899 18.495796 0 1
79
Ladang Minyak Bumi
49.975064 50.508268 34.581399 24.223023 0 1
38 41
Centroid Baru
CentroidІ 29.701229 76.825218
Iterasi 6 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 32.344102 82.994602 1 0
Cobait
2 Nikel 15.194267 99.211999 26.676205 74.881955 1 0
3 Besi 20.289104 100.000000 25.013169 71.376268 1 0
4 Nikel 24.746769 98.853809 22.578873 67.249091 1 0
5 Nikel 13.052264 94.949588 24.610584 74.184295 1 0
6 Mangan 15.611314 96.453968 24.162234 72.918667 1 0
7 Chrom 24.856831 93.373585 17.242872 63.659540 1 0
8 Nikel 12.616302 78.867784 17.206592 67.135552 1 0
9 Mangan 15.753195 78.939433 14.107358 64.254945 1 0
10 Nikel 19.536699 79.781085 10.585595 61.125980 1 0
11 Batubara 22.467213 75.501278 7.354169 56.738385 1 0
12 Batubara 30.006710 76.575690 0.394440 50.295351 1 0
13 Batubara 26.814815 70.988893 6.511073 51.081155 1 0
14 Batubara 30.336918 68.338922 8.510072 46.904591 1 0
15 Batubara 22.962505 65.689029 13.016340 53.353779 1 0
16
Perak
50.644075 87.033842 23.298472 40.885674 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 24.623595 40.182686 1 0
18 Timah Hitam 60.132941 87.965088 32.406570 36.877423 1 0
19 Timah Hitam 65.003365 85.816055 36.429054 33.133390 0 1
20 Bismuth 64.095314 82.771666 34.904345 30.561623 0 1
21
Timah Hitam
65.003365 82.413503 35.741709 29.909760 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 42.425615 24.191586 0 1
23 Nikel 75.404590 78.509647 45.734391 24.261124 0 1
24 Timah Hitam 74.716684 74.785003 45.061665 20.537390 0 1
25 Batubara 79.146818 76.468230 49.446878 22.587382 0 1
27 Tembaga 76.312641 70.380104 47.054896 16.176708 0 1
28 Batubara 55.359695 67.980811 27.140015 24.025774 0 1
29 Granit 77.271406 68.697007 48.259606 14.612157 0 1
30 Stronsium 76.390885 65.689029 47.999361 11.513632 0 1
31 Granit 83.159924 67.551103 54.257177 15.564479 0 1
32 Tembaga 83.159924 65.832247 54.577262 14.123905 0 1
33 Batubara 75.125115 65.044481 46.926700 10.793842 0 1
34 Marmer 83.159924 63.468922 55.101930 12.260846 0 1
35 Phospat 50.580438 62.824400 25.138900 25.952425 1 0
36 Batubara 45.957670 59.100616 24.050642 29.519222 1 0
37 Batubara 72.373471 60.819238 45.575340 7.102632 0 1
38 Batubara 78.592197 61.105700 51.355915 7.704260 0 1
39 Batubara 74.464720 58.670961 48.304732 4.462244 0 1
40 Tembaga 83.435091 53.730226 58.486807 8.375520 0 1
41 Batubara 73.419095 54.875843 48.918574 1.770673 0 1
42 Batubara 68.686264 53.658603 45.348925 6.416878 0 1
43 Batubara 72.043283 49.505947 50.390397 5.631084 0 1
44
Tantalum
75.400282 52.513013 51.763759 1.767781 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 27.904915 26.760131 0 1
46 Batubara 3.806747 53.694415 34.721150 71.271186 1 0
47 Phospat 2.265810 49.863902 38.465761 72.941988 1 0
48 Opal 6.393287 51.403233 34.489672 68.741478 1 0
49 Mika 93.650152 38.625025 74.489727 24.272851 0 1
50 Tembaga 86.571964 33.686741 71.380731 23.559313 0 1
51 Mika 86.792110 32.112356 72.516265 25.047582 0 1
52 Batubara 88.718255 34.903198 72.391057 23.673729 0 1
53 Hidrat girum 94.338059 36.191590 76.347963 26.403966 0 1
54 Mika 92.178023 33.847748 75.831476 26.622733 0 1
55 Tembaga 87.727672 25.529447 77.448849 31.384458 0 1
56 Granit 100.000000 16.087020 92.903422 45.581664 0 1
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 88.191183 49.120359 0 1
58 Tembaga 99.229542 0.000000 103.616121 59.384755 0 1
59 Gamping 46.594842 28.856517 50.856567 38.157961 0 1
60
Ladang Minyak Bumi
28.465794 74.928247 2.263802 50.990665 1 0
61
Ladang Minyak Bumi
29.896648 72.636257 4.193517 16.176708 1 0
62
Ladang Minyak Bumi
28.575857 71.060515 5.873522 34.079728 1 0
63
Ladang Minyak Bumi
31.043739 70.774026 6.198327 47.030178 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 11.688074 51.950561 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 11.860241 50.962147 1 0
66
Ladang Minyak Bumi
38.363131 69.628096 11.261754 39.803015 1 0
67
Ladang Minyak Bumi
36.657111 68.124055 11.139773 40.846803 1 0
68
Ladang Minyak Bumi
38.142986 68.195677 12.071961 39.477726 1 0
69
Ladang Minyak Bumi
39.573840 68.437931 12.954344 38.231695 1 0
70
Ladang Minyak Bumi
41.500005 68.338922 14.533697 36.411646 1 0
71
Ladang Minyak Bumi
72
Ladang Minyak Bumi
55.469758 80.730171 26.062727 32.947762 1 0
73
Ladang Minyak Bumi
54.038904 83.738697 25.300566 36.222759 1 0
74
Ladang Gas
Bumi 48.709314 89.397794 22.789843 43.937503 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 20.076239 45.128085 1 0
76
Ladang Minyak Bumi
63.238016 54.374643 40.357706 11.838394 0 1
77
Ladang Minyak Bumi
64.173578 53.300623 41.734271 10.943508 0 1
78
Ladang Minyak Bumi
57.899810 45.997944 41.778952 19.055765 0 1
79
Ladang Minyak Bumi
49.975064 50.508268 33.220630 25.378164 0 1
39 40
Centroid Baru
CentroidІ 30.236593 76.466222
Iterasi 7 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 32.978061 83.639954 1 0
Cobait
2 Nikel 15.194267 99.211999 27.269799 75.500616 1 0
3 Besi 20.289104 100.000000 25.549780 71.984063 1 0
4 Nikel 24.746769 98.853809 23.050862 67.850003 1 0
5 Nikel 13.052264 94.949588 25.237591 74.814047 1 0
6 Mangan 15.611314 96.453968 24.767091 73.542333 1 0
7 Chrom 24.856831 93.373585 17.742626 64.274690 1 0
8 Nikel 12.616302 78.867784 17.783199 67.783881 1 0
9 Mangan 15.753195 78.939433 14.693046 64.902687 1 0
10 Nikel 19.536699 79.781085 11.201609 61.771944 1 0
11 Batubara 22.467213 75.501278 7.829073 57.386480 1 0
12 Batubara 30.006710 76.575690 0.254616 50.939303 1 0
13 Batubara 26.814815 70.988893 6.458305 51.729963 1 0
14 Batubara 30.336918 68.338922 8.127919 47.553082 1 0
15 Batubara 22.962505 65.689029 13.002317 53.997932 1 0
16
Perak
50.644075 87.033842 22.981295 41.425064 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 24.295008 40.711101 1 0
18 Timah Hitam 60.132941 87.965088 32.031477 37.324516 1 0
19 Timah Hitam 65.003365 85.816055 36.002053 33.527754 0 1
20 Bismuth 64.095314 82.771666 34.440842 30.985619 0 1
21
Timah Hitam
65.003365 82.413503 35.271782 30.322003 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 41.904384 24.486468 0 1
23 Nikel 75.404590 78.509647 45.214196 24.474879 0 1
24 Timah Hitam 74.716684 74.785003 44.511852 20.771322 0 1
25 Batubara 79.146818 76.468230 48.910225 22.696892 0 1
27 Tembaga 76.312641 70.380104 46.476263 16.355620 0 1
28 Batubara 55.359695 67.980811 26.517399 24.651413 0 1
29 Granit 77.271406 68.697007 47.672155 14.745840 0 1
30 Stronsium 76.390885 65.689029 47.395850 11.673789 0 1
31 Granit 83.159924 67.551103 53.668970 15.442616 0 1
32 Tembaga 83.159924 65.832247 53.981111 13.963138 0 1
33 Batubara 75.125115 65.044481 46.318847 11.022459 0 1
34 Marmer 83.159924 63.468922 54.495952 12.033277 0 1
35 Phospat 50.580438 62.824400 24.494312 26.601235 1 0
36 Batubara 45.957670 59.100616 23.424699 30.158702 1 0
37 Batubara 72.373471 60.819238 44.948244 7.549424 0 1
38 Batubara 78.592197 61.105700 50.736674 7.642537 0 1
39 Batubara 74.464720 58.670961 47.673877 4.793310 0 1
40 Tembaga 83.435091 53.730226 57.853312 7.752994 0 1
41 Batubara 73.419095 54.875843 48.279115 2.419346 0 1
42 Batubara 68.686264 53.658603 44.705309 7.012066 0 1
43 Batubara 72.043283 49.505947 49.745912 5.814647 0 1
44
Tantalum
75.400282 52.513013 51.122549 1.550357 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 27.280310 27.386355 1 0
46 Batubara 3.806747 53.694415 34.886845 71.882212 1 0
47 Phospat 2.265810 49.863902 38.601142 73.540799 1 0
48 Opal 6.393287 51.403233 34.592726 69.344870 1 0
49 Mika 93.650152 38.625025 73.846027 23.667372 0 1
50 Tembaga 86.571964 33.686741 70.737246 23.077404 0 1
51 Mika 86.792110 32.112356 71.873444 24.575643 0 1
52 Batubara 88.718255 34.903198 71.746706 23.148728 0 1
53 Hidrat girum 94.338059 36.191590 75.703659 25.811953 0 1
54 Mika 92.178023 33.847748 75.186934 26.067186 0 1
55 Tembaga 87.727672 25.529447 76.810020 30.945068 0 1
56 Granit 100.000000 16.087020 92.263649 45.069087 0 1
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 87.585928 48.829121 0 1
58 Tembaga 99.229542 0.000000 102.990825 58.941760 0 1
59 Gamping 46.594842 28.856517 50.341596 38.476582 0 1
60
Ladang
Minyak Bumi 28.465794 74.928247 2.345442 51.637382 1 0
61
Ladang
Minyak Bumi 29.896648 72.636257 3.845022 16.355620 1 0
62
Ladang
Minyak Bumi 28.575857 71.060515 5.655061 34.079728 1 0
63
Ladang
Minyak Bumi 31.043739 70.774026 5.749137 47.678829 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 11.619353 52.596044 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 11.734966 51.607165 1 0
66
Ladang
Minyak Bumi 38.363131 69.628096 10.620762 40.450678 1 0
67
Ladang
Minyak Bumi 36.657111 68.124055 10.526861 41.495582 1 0
68
Ladang
Minyak Bumi 38.142986 68.195677 11.441720 40.126348 1 0
69
Ladang
Minyak Bumi 39.573840 68.437931 12.314124 38.879902 1 0
70
Ladang
Minyak Bumi 41.500005 68.338922 13.889473 37.059287 1 0
71
Ladang
Minyak Bumi 46.838190 69.198363 18.122770 32.591482 1 0
72
Ladang
Minyak Bumi 55.469758 80.730171 25.590894 33.486415 1 0
73
Ladang
Minyak Bumi 54.038904 83.738697 24.888530 36.754801 1 0
74
Ladang Gas
Bumi 48.709314 89.397794 22.549212 44.477913 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 19.865453 45.688676 1 0
Minyak Bumi
77
Ladang
Minyak Bumi 64.173578 53.300623 41.089706 11.538052 0 1
78
Ladang
Minyak Bumi 57.899810 45.997944 41.153002 19.520292 0 1
79
Ladang
Minyak Bumi 49.975064 50.508268 32.610161 25.954004 0 1
40 39
Centroid Baru
CentroidІ 30.690157 75.956894
Iterasi 8 Algoritma K-Means.
No Objek X Y D ->
CentroidІ
D ->
CentroidЇ ClusterІ ClusterЇ
1 Nikel 0.000000 89.630605 33.598454 84.296427 1 0
Cobait
2 Nikel 15.194267 99.211999 27.944991 76.094154 1 0
3 Besi 20.289104 100.000000 26.196428 72.557773 1 0
4 Nikel 24.746769 98.853809 23.655709 68.411874 1 0
5 Nikel 13.052264 94.949588 25.919446 75.429895 1 0
6 Mangan 15.611314 96.453968 25.446052 74.145648 1 0
7 Chrom 24.856831 93.373585 18.367602 64.861893 1 0
8 Nikel 12.616302 78.867784 18.306761 68.455068 1 0
9 Mangan 15.753195 78.939433 15.231821 65.569925 1 0
10 Nikel 19.536699 79.781085 11.790847 62.430918 1 0
11 Batubara 22.467213 75.501278 8.235557 58.055999 1 0
12 Batubara 30.006710 76.575690 0.921959 51.591260 1 0
13 Batubara 26.814815 70.988893 6.300739 52.409116 1 0
14 Batubara 30.336918 68.338922 7.626157 48.237018 1 0
15 Batubara 22.962505 65.689029 12.850901 54.693135 1 0
16
Perak
50.644075 87.033842 22.822305 41.893706 1 0
Timah Hitam Zeng
17 Marmer 52.043111 87.177113 24.121400 41.164259 1 0
18 Timah Hitam 60.132941 87.965088 31.797394 37.669292 1 0
19 Timah Hitam 65.003365 85.816055 35.701531 33.807083 0 1
20 Bismuth 64.095314 82.771666 34.093190 31.302840 0 1
21
Timah Hitam
65.003365 82.413503 34.915384 30.624722 0 1
Tembaga Zeng
22 Chrom 72.102612 78.258943 41.476389 24.650688 0 1
23 Nikel 75.404590 78.509647 44.787242 24.545695 0 1
24 Timah Hitam 74.716684 74.785003 44.042121 20.868392 0 1
25 Batubara 79.146818 76.468230 48.459359 22.653128 0 1
27 Tembaga 76.312641 70.380104 45.962067 16.396604 0 1
28 Batubara 55.359695 67.980811 25.926897 25.261141 0 1
29 Granit 77.271406 68.697007 47.143597 14.739806 0 1
30 Stronsium 76.390885 65.689029 46.840000 11.705354 0 1
31 Granit 83.159924 67.551103 53.138816 15.163409 0 1
32 Tembaga 83.159924 65.832247 53.437673 13.647070 0 1
33 Batubara 75.125115 65.044481 45.755287 11.132711 0 1
34 Marmer 83.159924 63.468922 53.935386 11.654346 0 1
35 Phospat 50.580438 62.824400 23.834548 27.280177 1 0
36 Batubara 45.957670 59.100616 22.742714 30.857916 1 0
37 Batubara 72.373471 60.819238 44.346897 7.927445 0 1
38 Batubara 78.592197 61.105700 50.151405 7.455204 0 1
39 Batubara 74.464720 58.670961 47.063955 5.066666 0 1
40 Tembaga 83.435091 53.730226 57.236814 7.051271 0 1
41 Batubara 73.419095 54.875843 47.646331 3.100418 0 1
42 Batubara 68.686264 53.658603 44.055850 7.708969 0 1
43 Batubara 72.043283 49.505947 49.089038 6.239381 0 1
44
Tantalum
75.400282 52.513013 50.483768 1.771772 0 1
Zirkon Unsur tanah jarang
45 Gamping 48.379127 56.093108 26.598302 28.088570 1 0
46 Batubara 3.806747 53.694415 34.904666 72.582205 1 0
47 Phospat 2.265810 49.863902 38.584812 74.236967 1 0
48 Opal 6.393287 51.403233 34.543019 70.042638 1 0
49 Mika 93.650152 38.625025 73.195829 23.105347 0 1
50 Tembaga 86.571964 33.686741 70.068125 22.708390 0 1
51 Mika 86.792110 32.112356 71.202336 24.219667 0 1
52 Batubara 88.718255 34.903198 71.082108 22.717626 0 1
53 Hidrat girum 94.338059 36.191590 75.048883 25.273492 0 1
54 Mika 92.178023 33.847748 74.524747 25.588445 0 1
55 Tembaga 87.727672 25.529447 76.132815 30.630422 0 1
56 Granit 100.000000 16.087020 91.587424 44.650479 0 1
Zeng Pasir kuarsa Marmer
57 Gamping 81.674049 5.575581 86.907344 48.695810 0 1
58 Tembaga 99.229542 0.000000 102.308832 58.617029 0 1
59 Gamping 46.594842 28.856517 49.713223 38.974719 0 1
60
Ladang
Minyak Bumi 28.465794 74.928247 2.450695 52.299608 1 0
61
Ladang
Minyak Bumi 29.896648 72.636257 3.414130 16.396604 1 0
62
Ladang
Minyak Bumi 28.575857 71.060515 5.333366 34.079728 1 0
63
Ladang
Minyak Bumi 31.043739 70.774026 5.194915 48.353407 1 0
64
Ladang Gas
Bumi 24.549866 66.333577 11.415402 53.289316 1 0
65
Ladang Gas
Bumi 25.430387 65.760625 11.472972 52.301178 1 0
66
Ladang
Minyak Bumi 38.363131 69.628096 9.946266 41.117723 1 0
67
Ladang
Minyak Bumi 36.657111 68.124055 9.846721 42.172548 1 0
68
Ladang
Minyak Bumi 38.142986 68.195677 10.760165 40.800623 1 0
69
Ladang
Minyak Bumi 39.573840 68.437931 11.638498 39.550418 1 0
70
Ladang
Minyak Bumi 41.500005 68.338922 13.224459 37.726271 1 0
71
Ladang
Minyak Bumi 46.838190 69.198363 17.505334 33.237031 1 0
72
Ladang
Minyak Bumi 55.469758 80.730171 25.235150 33.955318 1 0
73
Ladang
Minyak Bumi 54.038904 83.738697 24.611389 37.213710 1 0
74
Ladang Gas
Bumi 48.709314 89.397794 22.479942 44.947640 1 0
75
Ladang Gas
Bumi 45.902628 88.681441 19.832634 46.187832 1 0
Minyak Bumi
77
Ladang
Minyak Bumi 64.173578 53.300623 40.428283 12.233881 0 1
78
Ladang
Minyak Bumi 57.899810 45.997944 40.471025 20.139488 0 1
79
Ladang
Minyak Bumi 49.975064 50.508268 31.930240 26.640974 0 1
40 39
Centroid Baru
CentroidІ 30.690157 75.956894
