Institutional Repository | Satya Wacana Christian University: Perancangan Clustering Data Menggunakan Algoritma K-Means Berbasis Heat Map
49
Lampiran 1
Tabel Data Latitude dan Longitude Dari Peta Sebaran Potensi
Tambang Provinsi Papua Barat.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Longtiude (X)
Latitude (Y)
129.879684
-0.444255
130.637999
130.892272
131.114745
130.531096
130.658813
131.120238
130.509338
130.665894
130.854721
131.000977
131.377258
131.217957
131.393738
131.025696
-0.076904
-0.046692
-0.090637
-0.240325
-0.182647
-0.300749
-0.856902
-0.854155
-0.821886
-0.985974
-0.944781
-1.158979
-1.260579
-1.362176
132.407227
-0.543815
132.477050
132.880797
133.123870
133.078551
-0.538322
-0.508111
-0.590505
-0.707227
133.123870
-0.720959
133.478179
133.642974
133.608642
-0.880245
-0.870633
-1.013436
50
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
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
133.829741
134.000030
133.688293
132.642574
133.736143
133.692198
134.030027
134.030027
133.629026
134.030027
132.404051
132.173338
133.491697
133.802061
133.596067
134.043760
133.543882
133.307676
133.475218
-0.948901
-0.920065
-1.182320
-1.274309
-1.246850
-1.362176
-1.290784
-1.356685
-1.386888
-1.447295
-1.472006
-1.614776
-1.548884
-1.537901
-1.631249
-1.820677
-1.776754
-1.823423
-1.982636
133.642759
-1.867345
132.294188
130.069671
129.992766
130.198760
134.553573
134.200315
134.211302
134.307432
134.587905
134.480102
134.257994
134.870481
-1.730084
-1.822050
-1.968912
-1.909894
-2.399811
-2.589145
-2.649507
-2.542506
-2.493109
-2.582972
-2.901896
-3.263919
51
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
Tembaga
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
133.955870
134.832029
132.205138
-3.666928
-3.880696
-2.774336
131.300354
-1.007944
131.371765
-1.095819
131.305847
-1.156233
131.429014
-1.167217
131.104918
131.148863
-1.337464
-1.359431
131.794310
-1.211152
131.709166
-1.268817
131.783323
-1.266071
131.854734
-1.256783
131.950865
-1.260579
132.217283
-1.227628
132.648067
-0.785498
132.576656
-0.670151
132.310667
132.170591
-0.453181
-0.480646
133.035765
-1.795970
133.082457
-1.837148
52
78
79
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
132.769346
-2.117133
132.373838
-1.944207
53
Lampiran 2
Tabel Hasil Normalisasi Data Spasial.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Longtiude (X)
Latitude (Y)
0.000000
89.630605
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
50.644075
87.033842
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
65.003365
82.413503
72.102612
75.404590
74.716684
79.146818
78.258943
78.509647
74.785003
76.468230
54
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
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
75.400282
52.513013
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
100.000000
16.087020
55
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
28.465794
74.928247
29.896648
72.636257
28.575857
71.060515
31.043739
70.774026
24.549866
25.430387
66.333577
65.760625
38.363131
69.628096
36.657111
68.124055
38.142986
68.195677
39.573840
68.437920
41.500005
68.338922
46.838190
69.198363
55.469758
80.730171
54.038904
83.738697
48.709314
45.902628
89.397794
88.681441
63.238016
54.374643
64.173578
53.300623
56
78
79
Ladang Minyak
Bumi
Ladang Minyak
Bumi
57.899810
45.997944
49.975064
50.508268
57
Lampiran 3
Iterasi 1 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
0.000000
17.962986
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
17.962986
22.785348
26.409659
14.094438
17.037353
25.137063
16.583407
19.038496
21.879115
26.540790
32.723592
32.658042
37.062978
33.173419
0.000000
5.155416
9.559215
4.770359
2.789384
11.289474
20.506901
23.433193
19.910227
24.801089
27.052005
30.521809
34.386724
34.411263
0
0
0
0
0
0
1
1
0
0
0
0
0
1
1
1
1
1
1
1
0
0
1
1
1
1
1
0
50.644075
87.033842
50.710606
37.483282
0
1
52.043111
87.177113
52.100912
38.764362
0
1
60.132941
87.965088
60.156002
46.324696
0
1
65.003365
85.816055
65.115192
51.579042
0
1
64.095314
82.771666
64.461262
51.590667
0
1
65.003365
82.413503
65.402783
52.565537
0
1
72.102612
78.258943
72.993845
60.643139
0
1
58
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
Nikel
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur
tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
75.404590
78.509647
76.220259
63.670012
0
1
74.716684
74.785003
76.177259
64.339694
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
80.233827
83.486424
78.703246
59.442488
80.056766
80.054771
86.041138
86.498178
79.045939
87.178017
57.244680
55.174158
77.897459
83.608634
80.644244
90.830896
81.229656
77.535719
82.463463
67.876416
70.863416
67.577613
50.878765
69.171786
69.776899
74.978283
75.720132
68.986418
76.791263
50.756659
50.550074
68.872821
73.968828
71.809208
82.008547
73.183504
70.260271
75.514914
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
84.041169
76.194222
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
58.866830
36.137253
39.831201
38.758303
106.639206
103.074831
104.121176
104.240193
54.410235
46.920423
51.013524
48.612091
99.126723
96.893421
98.125497
97.680083
0
1
1
1
0
0
0
0
1
0
0
0
1
1
1
1
59
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Hidrat
girum
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir
kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
94.338059
36.191590
108.422312
101.169718
0
1
92.178023
87.727672
33.847748
25.529447
107.742819
108.651290
100.990019
103.393488
0
0
1
1
100.000000
16.087020
124.131619
118.750893
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
117.200245
133.716668
76.580474
114.836145
130.019030
77.044727
0
0
1
1
1
0
28.465794
74.928247
32.038426
27.673707
0
1
29.896648
72.636257
34.389205
30.371534
0
1
28.575857
71.060515
34.079728
31.170066
0
1
31.043739
70.774026
36.321953
32.556475
0
1
24.549866
66.333577
33.844459
34.183591
1
0
25.430387
65.760625
34.878081
34.982461
1
0
38.363131
69.628096
43.264653
37.576636
0
1
36.657111
68.124055
42.500300
37.777162
0
1
38.142986
68.195677
43.753212
38.583104
0
1
39.573840
68.437931
44.891182
39.260754
0
1
60
70
71
72
73
74
75
76
77
78
79
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
41.500005
68.338922
46.643179
40.560310
0
1
46.838190
69.198363
51.100808
43.613716
0
1
55.469758
80.730171
56.179282
44.313577
0
1
54.038904
83.738697
54.359155
41.813023
0
1
48.709314
89.397794
48.709870
34.922443
0
1
45.902628
88.681441
45.912440
32.463766
0
1
63.238016
54.374643
72.401861
65.715982
0
1
64.173578
53.300623
73.743581
67.132908
0
1
57.899810
45.997944
72.499635
68.231218
0
1
49.975064
50.508268
63.467033
59.847784
0
1
10
69
Centroid Baru
16.037294
CentroidІ
58.643189
CentroidЇ
62.903912
65.428985
61
Iterasi 2 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
Nikel
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
31.169070
63.440855
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
36.317873
37.338956
36.989864
32.184402
33.552760
31.720423
16.326310
16.038037
17.236148
14.143461
19.546409
13.473005
15.297666
7.464277
55.037268
51.635171
47.604476
54.313888
53.049899
43.845395
47.948677
44.967586
41.656936
37.551995
30.729415
32.310338
28.455451
35.681632
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
42.188657
23.038135
0
1
52.043111
87.177113
43.423578
22.727563
0
1
60.132941
87.965088
50.719706
22.585289
0
1
65.003365
85.816055
54.061469
21.356134
0
1
64.095314
82.771666
52.002894
18.179501
0
1
65.003365
82.413503
52.709584
18.136309
0
1
72.102612
75.404590
78.258943
78.509647
58.130000
61.384158
18.594727
21.261427
0
0
1
1
62
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
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur
tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat
74.716684
74.785003
59.870119
18.598180
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
64.550776
68.044701
60.737228
39.648785
61.507531
60.417819
67.283310
67.186476
59.126581
67.125008
34.543236
30.161133
56.374735
62.580743
58.580560
68.019259
57.940668
53.454558
57.586251
23.286557
26.664514
18.350017
4.158503
18.912706
17.749601
24.608407
24.520051
16.486410
24.594962
8.473005
14.176412
14.483453
20.412097
17.204410
27.413489
18.157538
15.472726
20.811191
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
60.265538
21.157091
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.051191
15.310164
18.965643
15.009080
81.321707
76.346465
77.164525
77.888138
82.731844
13.874782
56.077941
58.486585
54.099667
44.090132
42.279860
43.616047
42.852459
46.140535
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
1
1
1
63
girum
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir
kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Gas Bumi
Ladang
Gas Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
92.178023
87.727672
33.847748
25.529447
81.496449
80.847764
46.064733
49.374895
0
0
1
1
100.000000
16.087020
96.133019
64.381793
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
87.147697
104.296943
45.749195
64.131509
76.994832
38.505949
0
0
0
1
1
1
28.465794
74.928247
17.293127
31.637180
1
0
29.896648
72.636257
16.935177
18.350017
1
0
28.575857
71.060515
14.958133
34.079728
1
0
31.043739
70.774026
16.944972
28.112259
1
0
24.549866
66.333577
9.177499
34.105322
1
0
25.430387
65.760625
9.817892
33.214458
1
0
38.363131
69.628096
23.316467
20.710222
0
1
36.657111
68.124055
21.270325
22.150644
1
0
38.142986
68.195677
22.730253
20.686056
0
1
39.573840
68.437931
24.178386
19.305280
0
1
64
70
71
72
73
74
75
76
77
78
79
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Gas Bumi
Ladang
Gas Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
41.500005
68.338922
26.036301
17.388401
0
1
46.838190
69.198363
31.437483
12.392183
0
1
55.469758
80.730171
43.274643
15.626803
0
1
54.038904
83.738697
43.338327
18.879751
0
1
48.709314
89.397794
42.064078
25.945822
0
1
45.902628
88.681441
39.451479
26.514121
0
1
63.238016
54.374643
47.965160
11.971254
0
1
64.173578
53.300623
49.084875
13.329755
0
1
57.899810
45.997944
45.147337
19.445256
0
1
49.975064
50.508268
36.130655
17.255845
0
1
25
54
Centroid Baru
20.453206
CentroidІ
68.433756
CentroidЇ
76.469381
59.850085
65
Iterasi 3 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
Nikel
X
Y
D ->
CentroidІ
D ->
CentroidЇ
0.000000
89.630605
24.321831
74.632823
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
23.342731
23.531191
22.792483
19.907084
20.562773
17.468372
8.195694
5.309544
3.436185
2.234602
9.554095
8.396774
12.798130
11.068540
66.210297
62.689099
58.564864
65.567406
64.265501
54.979755
58.968305
56.032533
52.803096
48.558037
41.909232
43.083747
39.031134
45.844606
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
31.985878
32.487373
1
0
52.043111
87.177113
33.355324
31.865651
0
1
60.132941
87.965088
41.311411
29.314790
0
1
65.003365
85.816055
45.520072
26.191586
0
1
64.095314
82.771666
44.094811
23.328544
0
1
65.003365
82.413503
44.944958
22.822695
0
1
72.102612
75.404590
78.258943
78.509647
51.680399
54.989247
18.770897
19.919131
0
0
1
1
ClusterІ ClusterЇ
66
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
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
74.716684
74.785003
54.289614
16.202684
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
58.693612
62.110212
56.190353
35.923791
57.347342
56.967007
63.337731
63.602524
55.852896
64.040178
33.073186
30.856955
54.227676
60.134723
56.868510
66.961086
57.198481
53.355032
58.211363
19.772012
22.388499
13.151355
15.396096
12.504883
9.869608
16.618234
15.894851
8.470893
15.164300
18.099379
22.488578
4.057168
10.235746
6.145149
16.201627
7.042492
6.196629
10.955815
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
59.942378
10.117564
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
34.569489
28.209992
32.227828
28.740096
82.401385
78.753060
79.802230
79.924117
84.150294
20.403505
64.919508
66.917269
62.612851
32.960124
31.835753
33.262754
32.152886
35.082151
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
1
1
1
67
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
92.178023
87.727672
33.847748
25.529447
83.432925
84.384422
35.212381
39.372089
0
0
1
1
100.000000
16.087020
99.868523
53.959555
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
93.669219
109.787419
54.317308
55.866154
67.308344
37.914897
0
0
0
1
1
1
28.465794
74.928247
8.159452
42.717549
1
0
29.896648
72.636257
10.191734
13.151355
1
0
28.575857
71.060515
9.758755
34.079728
1
0
31.043739
70.774026
12.024827
38.953124
1
0
24.549866
66.333577
10.932390
44.360247
1
0
25.430387
65.760625
11.808886
43.407652
1
0
38.363131
69.628096
19.172078
31.620436
1
0
36.657111
68.124055
18.226656
32.836165
1
0
38.142986
68.195677
19.529017
31.419415
1
0
39.573840
68.437931
20.738921
30.110560
1
0
68
70
71
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
CentroidІ
CentroidЇ
41.500005
68.338922
22.562626
28.239818
1
0
46.838190
69.198363
27.368505
23.532080
0
1
55.469758
80.730171
35.274825
24.577291
0
1
54.038904
83.738697
34.363383
27.890456
0
1
48.709314
89.397794
31.073325
35.526338
1
0
45.902628
88.681441
28.227779
36.590966
1
0
63.238016
54.374643
48.153062
7.548257
0
1
64.173578
53.300623
49.479918
7.813102
0
1
57.899810
45.997944
48.277910
17.402466
0
1
49.975064
50.508268
39.313096
20.687988
0
1
32
47
Centroid Baru
25.442692
72.182698
76.607757
57.280657
69
Iterasi 4 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
28.581902
79.100323
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
24.818984
23.953215
22.256935
22.134712
22.147869
16.776061
13.023978
9.966096
6.704533
3.174551
4.564131
5.783974
9.608698
11.196872
70.752517
67.215232
63.075307
70.109604
68.810390
59.518376
63.357396
60.443291
57.252690
52.949225
46.380085
47.393676
43.282266
49.933237
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
27.272934
36.730972
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
28.623305
36.502087
40.618218
39.141014
36.047206
32.965603
29.424679
26.743173
1
0
0
0
0
1
1
1
65.003365
82.413503
39.984416
26.138148
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
46.689127
49.998084
49.307694
53.704307
57.119471
20.978439
21.472089
17.686809
20.412298
22.477904
0
0
0
0
0
1
1
1
1
1
70
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
51.249735
31.136012
52.428957
52.105057
58.423470
58.714483
51.010318
59.193816
28.668575
26.969692
49.515405
55.364101
52.200459
62.341798
52.668884
48.955798
53.908470
13.735062
19.937571
12.499120
9.402636
15.032683
13.915070
8.302697
12.601354
22.302258
26.288103
3.543720
7.464089
2.672184
11.799233
2.704035
5.034315
7.775960
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
55.464561
5.751806
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
30.772242
31.514050
35.389287
31.593478
78.070132
74.692714
75.786488
75.783027
79.875141
79.259213
80.550683
23.833176
68.469934
70.309171
66.051425
28.440889
27.635554
29.101173
27.824006
30.587723
30.804452
35.352306
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
96.028911
49.706318
0
1
71
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
90.595450
106.363752
52.226376
52.569008
63.345130
38.244870
0
0
0
1
1
1
28.465794
74.928247
3.458309
47.144513
1
0
29.896648
72.636257
5.967456
13.735062
1
0
28.575857
71.060515
6.370920
34.079728
1
0
31.043739
70.774026
8.087283
43.295323
1
0
24.549866
66.333577
10.312900
48.485483
1
0
25.430387
65.760625
10.847139
47.515139
1
0
38.363131
69.628096
14.685143
36.003088
1
0
36.657111
68.124055
14.061877
37.143594
1
0
38.142986
68.195677
15.233534
35.746883
1
0
39.573840
68.437931
16.322849
34.464799
1
0
41.500005
68.338922
18.061310
32.614611
1
0
46.838190
69.198363
22.642139
28.006710
1
0
55.469758
80.730171
30.308728
28.795869
0
1
54.038904
83.738697
29.471913
32.081539
1
0
48.709314
89.397794
26.550344
39.780777
1
0
45.902628
88.681441
23.756743
40.946933
1
0
63.238016
54.374643
43.849719
9.404906
0
1
72
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
45.202921
8.943527
0
1
57.899810
45.997944
44.614181
18.201662
0
1
49.975064
50.508268
35.819277
23.217327
0
1
35
44
Centroid Baru
27.631038
CentroidІ
73.628787
CentroidЇ
76.901783
55.729016
73
Iterasi 5 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
30.421985
81.058720
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
25.542494
24.236989
22.140697
23.200515
22.951290
16.703787
15.142901
12.051356
8.591199
5.350374
2.397948
5.968960
8.980221
12.145824
72.837922
69.318409
65.185884
72.164870
70.884052
61.610204
65.252785
62.356296
59.198446
54.849330
48.347383
49.238317
45.090971
51.635976
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
25.144751
38.836698
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
26.486444
34.333226
38.420764
36.933710
38.143469
34.947134
31.299007
28.673891
1
1
0
0
0
0
1
1
65.003365
82.413503
37.776578
28.043890
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
44.492278
47.800601
47.133203
51.517604
54.928764
22.581559
22.849740
19.087015
21.460747
23.272809
0
0
0
0
0
1
1
1
1
1
74
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
49.116502
29.128374
50.313860
50.032475
56.310677
56.621478
48.951843
57.130543
26.922995
25.548914
47.545069
53.353125
50.256906
60.423616
50.810316
47.178141
52.182175
14.894880
21.996959
13.469872
10.335910
15.185661
13.889487
9.434876
12.277977
24.115780
27.875767
5.242726
7.317388
3.058402
10.007935
0.878564
5.358651
6.421870
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
75.400282
52.513013
53.634996
3.671630
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
29.385101
33.259266
37.073465
33.184607
76.312736
73.086063
74.203270
74.131837
78.148234
77.588422
79.061510
25.252285
69.851678
71.603590
67.374512
26.332519
25.561450
27.037376
25.717829
28.470774
28.685607
33.328554
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
94.528842
47.612275
0
1
75
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
89.487843
105.072499
51.652429
50.794619
61.327986
38.117783
0
0
0
1
1
1
28.465794
74.928247
2.142816
49.074499
1
0
29.896648
72.636257
4.829876
14.894880
1
0
28.575857
71.060515
5.917186
34.079728
1
0
31.043739
70.774026
7.013981
45.164573
1
0
24.549866
66.333577
11.008206
50.211525
1
0
25.430387
65.760625
11.356420
49.231280
1
0
38.363131
69.628096
12.964735
37.905816
1
0
36.657111
68.124055
12.590413
38.994125
1
0
38.142986
68.195677
13.649078
37.611962
1
0
39.573840
68.437931
14.637872
36.349084
1
0
41.500005
68.338922
16.299412
34.514756
1
0
46.838190
69.198363
20.694380
29.985987
1
0
76
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
55.469758
80.730171
28.100727
30.899969
1
0
54.038904
83.738697
27.278541
34.180488
1
0
48.709314
89.397794
24.503959
41.887549
1
0
45.902628
88.681441
21.739626
43.065093
1
0
63.238016
54.374643
42.134652
10.478666
0
1
64.173578
53.300623
43.501402
9.762073
0
1
57.899810
45.997944
43.257899
18.495796
0
1
49.975064
50.508268
34.581399
24.223023
0
1
38
41
Centroid Baru
29.701229
CentroidІ
75.075762
CentroidЇ
76.825218
54.250752
77
Iterasi 6 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
32.344102
82.994602
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
26.676205
25.013169
22.578873
24.610584
24.162234
17.242872
17.206592
14.107358
10.585595
7.354169
0.394440
6.511073
8.510072
13.016340
74.881955
71.376268
67.249091
74.184295
72.918667
63.659540
67.135552
64.254945
61.125980
56.738385
50.295351
51.081155
46.904591
53.353779
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
23.298472
40.885674
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.623595
32.406570
36.429054
34.904345
40.182686
36.877423
33.133390
30.561623
1
1
0
0
0
0
1
1
65.003365
82.413503
35.741709
29.909760
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
42.425615
45.734391
45.061665
49.446878
52.859126
24.191586
24.261124
20.537390
22.587382
24.157796
0
0
0
0
0
1
1
1
1
1
78
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
47.054896
27.140015
48.259606
47.999361
54.257177
54.577262
46.926700
55.101930
25.138900
24.050642
45.575340
51.355915
48.304732
58.486807
48.918574
45.348925
50.390397
16.176708
24.025774
14.612157
11.513632
15.564479
14.123905
10.793842
12.260846
25.952425
29.519222
7.102632
7.704260
4.462244
8.375520
1.770673
6.416878
5.631084
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
51.763759
1.767781
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
27.904915
34.721150
38.465761
34.489672
74.489727
71.380731
72.516265
72.391057
76.347963
75.831476
77.448849
26.760131
71.271186
72.941988
68.741478
24.272851
23.559313
25.047582
23.673729
26.403966
26.622733
31.384458
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
92.903422
45.581664
0
1
79
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
88.191183
103.616121
50.856567
49.120359
59.384755
38.157961
0
0
0
1
1
1
28.465794
74.928247
2.263802
50.990665
1
0
29.896648
72.636257
4.193517
16.176708
1
0
28.575857
71.060515
5.873522
34.079728
1
0
31.043739
70.774026
6.198327
47.030178
1
0
24.549866
66.333577
11.688074
51.950561
1
0
25.430387
65.760625
11.860241
50.962147
1
0
38.363131
69.628096
11.261754
39.803015
1
0
36.657111
68.124055
11.139773
40.846803
1
0
38.142986
68.195677
12.071961
39.477726
1
0
39.573840
68.437931
12.954344
38.231695
1
0
41.500005
68.338922
14.533697
36.411646
1
0
46.838190
69.198363
18.757514
31.949829
1
0
80
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
55.469758
80.730171
26.062727
32.947762
1
0
54.038904
83.738697
25.300566
36.222759
1
0
48.709314
89.397794
22.789843
43.937503
1
0
45.902628
88.681441
20.076239
45.128085
1
0
63.238016
54.374643
40.357706
11.838394
0
1
64.173578
53.300623
41.734271
10.943508
0
1
57.899810
45.997944
41.778952
19.055765
0
1
49.975064
50.508268
33.220630
25.378164
0
1
39
40
Centroid Baru
30.236593
CentroidІ
75.688145
CentroidЇ
76.466222
54.036411
81
Iterasi 7 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
32.978061
83.639954
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
27.269799
25.549780
23.050862
25.237591
24.767091
17.742626
17.783199
14.693046
11.201609
7.829073
0.254616
6.458305
8.127919
13.002317
75.500616
71.984063
67.850003
74.814047
73.542333
64.274690
67.783881
64.902687
61.771944
57.386480
50.939303
51.729963
47.553082
53.997932
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
22.981295
41.425064
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.295008
32.031477
36.002053
34.440842
40.711101
37.324516
33.527754
30.985619
1
1
0
0
0
0
1
1
65.003365
82.413503
35.271782
30.322003
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
41.904384
45.214196
44.511852
48.910225
52.327719
24.486468
24.474879
20.771322
22.696892
24.180604
0
0
0
0
0
1
1
1
1
1
82
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
46.476263
26.517399
47.672155
47.395850
53.668970
53.981111
46.318847
54.495952
24.494312
23.424699
44.948244
50.736674
47.673877
57.853312
48.279115
44.705309
49.745912
16.355620
24.651413
14.745840
11.673789
15.442616
13.963138
11.022459
12.033277
26.601235
30.158702
7.549424
7.642537
4.793310
7.752994
2.419346
7.012066
5.814647
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
51.122549
1.550357
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
27.280310
34.886845
38.601142
34.592726
73.846027
70.737246
71.873444
71.746706
75.703659
75.186934
76.810020
27.386355
71.882212
73.540799
69.344870
23.667372
23.077404
24.575643
23.148728
25.811953
26.067186
30.945068
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
92.263649
45.069087
0
1
83
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
87.585928
102.990825
50.341596
48.829121
58.941760
38.476582
0
0
0
1
1
1
28.465794
74.928247
2.345442
51.637382
1
0
29.896648
72.636257
3.845022
16.355620
1
0
28.575857
71.060515
5.655061
34.079728
1
0
31.043739
70.774026
5.749137
47.678829
1
0
24.549866
66.333577
11.619353
52.596044
1
0
25.430387
65.760625
11.734966
51.607165
1
0
38.363131
69.628096
10.620762
40.450678
1
0
36.657111
68.124055
10.526861
41.495582
1
0
38.142986
68.195677
11.441720
40.126348
1
0
39.573840
68.437931
12.314124
38.879902
1
0
41.500005
68.338922
13.889473
37.059287
1
0
46.838190
69.198363
18.122770
32.591482
1
0
55.469758
80.730171
25.590894
33.486415
1
0
54.038904
83.738697
24.888530
36.754801
1
0
48.709314
89.397794
22.549212
44.477913
1
0
45.902628
88.681441
19.865453
45.688676
1
0
63.238016
54.374643
39.713119
12.454723
0
1
84
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
41.089706
11.538052
0
1
57.899810
45.997944
41.153002
19.520292
0
1
49.975064
50.508268
32.610161
25.954004
0
1
40
39
Centroid Baru
30.690157
CentroidІ
76.388376
CentroidЇ
75.956894
53.983675
85
Iterasi 8 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
33.598454
84.296427
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
27.944991
26.196428
23.655709
25.919446
25.446052
18.367602
18.306761
15.231821
11.790847
8.235557
0.921959
6.300739
7.626157
12.850901
76.094154
72.557773
68.411874
75.429895
74.145648
64.861893
68.455068
65.569925
62.430918
58.055999
51.591260
52.409116
48.237018
54.693135
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
22.822305
41.893706
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.121400
31.797394
35.701531
34.093190
41.164259
37.669292
33.807083
31.302840
1
1
0
0
0
0
1
1
65.003365
82.413503
34.915384
30.624722
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
41.476389
44.787242
44.042121
48.459359
51.884107
24.650688
24.545695
20.868392
22.653128
24.042001
0
0
0
0
0
1
1
1
1
1
86
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
45.962067
25.926897
47.143597
46.840000
53.138816
53.437673
45.755287
53.935386
23.834548
22.742714
44.346897
50.151405
47.063955
57.236814
47.646331
44.055850
49.089038
16.396604
25.261141
14.739806
11.705354
15.163409
13.647070
11.132711
11.654346
27.280177
30.857916
7.927445
7.455204
5.066666
7.051271
3.100418
7.708969
6.239381
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
50.483768
1.771772
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
26.598302
34.904666
38.584812
34.543019
73.195829
70.068125
71.202336
71.082108
75.048883
74.524747
76.132815
28.088570
72.582205
74.236967
70.042638
23.105347
22.708390
24.219667
22.717626
25.273492
25.588445
30.630422
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
91.587424
44.650479
0
1
87
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
86.907344
102.308832
49.713223
48.695810
58.617029
38.974719
0
0
0
1
1
1
28.465794
74.928247
2.450695
52.299608
1
0
29.896648
72.636257
3.414130
16.396604
1
0
28.575857
71.060515
5.333366
34.079728
1
0
31.043739
70.774026
5.194915
48.353407
1
0
24.549866
66.333577
11.415402
53.289316
1
0
25.430387
65.760625
11.472972
52.301178
1
0
38.363131
69.628096
9.946266
41.117723
1
0
36.657111
68.124055
9.846721
42.172548
1
0
38.142986
68.195677
10.760165
40.800623
1
0
39.573840
68.437931
11.638498
39.550418
1
0
41.500005
68.338922
13.224459
37.726271
1
0
46.838190
69.198363
17.505334
33.237031
1
0
55.469758
80.730171
25.235150
33.955318
1
0
54.038904
83.738697
24.611389
37.213710
1
0
48.709314
89.397794
22.479942
44.947640
1
0
45.902628
88.681441
19.832634
46.187832
1
0
63.238016
54.374643
39.053254
13.156171
0
1
88
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
40.428283
12.233881
0
1
57.899810
45.997944
40.471025
20.139488
0
1
49.975064
50.508268
31.930240
26.640974
0
1
40
39
Centroid Baru
30.690157
CentroidІ
76.388376
CentroidЇ
75.956894
53.983675
Lampiran 1
Tabel Data Latitude dan Longitude Dari Peta Sebaran Potensi
Tambang Provinsi Papua Barat.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Longtiude (X)
Latitude (Y)
129.879684
-0.444255
130.637999
130.892272
131.114745
130.531096
130.658813
131.120238
130.509338
130.665894
130.854721
131.000977
131.377258
131.217957
131.393738
131.025696
-0.076904
-0.046692
-0.090637
-0.240325
-0.182647
-0.300749
-0.856902
-0.854155
-0.821886
-0.985974
-0.944781
-1.158979
-1.260579
-1.362176
132.407227
-0.543815
132.477050
132.880797
133.123870
133.078551
-0.538322
-0.508111
-0.590505
-0.707227
133.123870
-0.720959
133.478179
133.642974
133.608642
-0.880245
-0.870633
-1.013436
50
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
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
133.829741
134.000030
133.688293
132.642574
133.736143
133.692198
134.030027
134.030027
133.629026
134.030027
132.404051
132.173338
133.491697
133.802061
133.596067
134.043760
133.543882
133.307676
133.475218
-0.948901
-0.920065
-1.182320
-1.274309
-1.246850
-1.362176
-1.290784
-1.356685
-1.386888
-1.447295
-1.472006
-1.614776
-1.548884
-1.537901
-1.631249
-1.820677
-1.776754
-1.823423
-1.982636
133.642759
-1.867345
132.294188
130.069671
129.992766
130.198760
134.553573
134.200315
134.211302
134.307432
134.587905
134.480102
134.257994
134.870481
-1.730084
-1.822050
-1.968912
-1.909894
-2.399811
-2.589145
-2.649507
-2.542506
-2.493109
-2.582972
-2.901896
-3.263919
51
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
Tembaga
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
133.955870
134.832029
132.205138
-3.666928
-3.880696
-2.774336
131.300354
-1.007944
131.371765
-1.095819
131.305847
-1.156233
131.429014
-1.167217
131.104918
131.148863
-1.337464
-1.359431
131.794310
-1.211152
131.709166
-1.268817
131.783323
-1.266071
131.854734
-1.256783
131.950865
-1.260579
132.217283
-1.227628
132.648067
-0.785498
132.576656
-0.670151
132.310667
132.170591
-0.453181
-0.480646
133.035765
-1.795970
133.082457
-1.837148
52
78
79
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
132.769346
-2.117133
132.373838
-1.944207
53
Lampiran 2
Tabel Hasil Normalisasi Data Spasial.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Longtiude (X)
Latitude (Y)
0.000000
89.630605
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
50.644075
87.033842
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
65.003365
82.413503
72.102612
75.404590
74.716684
79.146818
78.258943
78.509647
74.785003
76.468230
54
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
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
75.400282
52.513013
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
100.000000
16.087020
55
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
Ladang Gas Bumi
Ladang Gas Bumi
Ladang Minyak
Bumi
Ladang Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
28.465794
74.928247
29.896648
72.636257
28.575857
71.060515
31.043739
70.774026
24.549866
25.430387
66.333577
65.760625
38.363131
69.628096
36.657111
68.124055
38.142986
68.195677
39.573840
68.437920
41.500005
68.338922
46.838190
69.198363
55.469758
80.730171
54.038904
83.738697
48.709314
45.902628
89.397794
88.681441
63.238016
54.374643
64.173578
53.300623
56
78
79
Ladang Minyak
Bumi
Ladang Minyak
Bumi
57.899810
45.997944
49.975064
50.508268
57
Lampiran 3
Iterasi 1 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
0.000000
17.962986
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
17.962986
22.785348
26.409659
14.094438
17.037353
25.137063
16.583407
19.038496
21.879115
26.540790
32.723592
32.658042
37.062978
33.173419
0.000000
5.155416
9.559215
4.770359
2.789384
11.289474
20.506901
23.433193
19.910227
24.801089
27.052005
30.521809
34.386724
34.411263
0
0
0
0
0
0
1
1
0
0
0
0
0
1
1
1
1
1
1
1
0
0
1
1
1
1
1
0
50.644075
87.033842
50.710606
37.483282
0
1
52.043111
87.177113
52.100912
38.764362
0
1
60.132941
87.965088
60.156002
46.324696
0
1
65.003365
85.816055
65.115192
51.579042
0
1
64.095314
82.771666
64.461262
51.590667
0
1
65.003365
82.413503
65.402783
52.565537
0
1
72.102612
78.258943
72.993845
60.643139
0
1
58
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
Nikel
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur
tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
75.404590
78.509647
76.220259
63.670012
0
1
74.716684
74.785003
76.177259
64.339694
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
80.233827
83.486424
78.703246
59.442488
80.056766
80.054771
86.041138
86.498178
79.045939
87.178017
57.244680
55.174158
77.897459
83.608634
80.644244
90.830896
81.229656
77.535719
82.463463
67.876416
70.863416
67.577613
50.878765
69.171786
69.776899
74.978283
75.720132
68.986418
76.791263
50.756659
50.550074
68.872821
73.968828
71.809208
82.008547
73.183504
70.260271
75.514914
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
84.041169
76.194222
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
58.866830
36.137253
39.831201
38.758303
106.639206
103.074831
104.121176
104.240193
54.410235
46.920423
51.013524
48.612091
99.126723
96.893421
98.125497
97.680083
0
1
1
1
0
0
0
0
1
0
0
0
1
1
1
1
59
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Hidrat
girum
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir
kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
94.338059
36.191590
108.422312
101.169718
0
1
92.178023
87.727672
33.847748
25.529447
107.742819
108.651290
100.990019
103.393488
0
0
1
1
100.000000
16.087020
124.131619
118.750893
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
117.200245
133.716668
76.580474
114.836145
130.019030
77.044727
0
0
1
1
1
0
28.465794
74.928247
32.038426
27.673707
0
1
29.896648
72.636257
34.389205
30.371534
0
1
28.575857
71.060515
34.079728
31.170066
0
1
31.043739
70.774026
36.321953
32.556475
0
1
24.549866
66.333577
33.844459
34.183591
1
0
25.430387
65.760625
34.878081
34.982461
1
0
38.363131
69.628096
43.264653
37.576636
0
1
36.657111
68.124055
42.500300
37.777162
0
1
38.142986
68.195677
43.753212
38.583104
0
1
39.573840
68.437931
44.891182
39.260754
0
1
60
70
71
72
73
74
75
76
77
78
79
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
41.500005
68.338922
46.643179
40.560310
0
1
46.838190
69.198363
51.100808
43.613716
0
1
55.469758
80.730171
56.179282
44.313577
0
1
54.038904
83.738697
54.359155
41.813023
0
1
48.709314
89.397794
48.709870
34.922443
0
1
45.902628
88.681441
45.912440
32.463766
0
1
63.238016
54.374643
72.401861
65.715982
0
1
64.173578
53.300623
73.743581
67.132908
0
1
57.899810
45.997944
72.499635
68.231218
0
1
49.975064
50.508268
63.467033
59.847784
0
1
10
69
Centroid Baru
16.037294
CentroidІ
58.643189
CentroidЇ
62.903912
65.428985
61
Iterasi 2 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
Nikel
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
31.169070
63.440855
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
36.317873
37.338956
36.989864
32.184402
33.552760
31.720423
16.326310
16.038037
17.236148
14.143461
19.546409
13.473005
15.297666
7.464277
55.037268
51.635171
47.604476
54.313888
53.049899
43.845395
47.948677
44.967586
41.656936
37.551995
30.729415
32.310338
28.455451
35.681632
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
42.188657
23.038135
0
1
52.043111
87.177113
43.423578
22.727563
0
1
60.132941
87.965088
50.719706
22.585289
0
1
65.003365
85.816055
54.061469
21.356134
0
1
64.095314
82.771666
52.002894
18.179501
0
1
65.003365
82.413503
52.709584
18.136309
0
1
72.102612
75.404590
78.258943
78.509647
58.130000
61.384158
18.594727
21.261427
0
0
1
1
62
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
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur
tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat
74.716684
74.785003
59.870119
18.598180
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
64.550776
68.044701
60.737228
39.648785
61.507531
60.417819
67.283310
67.186476
59.126581
67.125008
34.543236
30.161133
56.374735
62.580743
58.580560
68.019259
57.940668
53.454558
57.586251
23.286557
26.664514
18.350017
4.158503
18.912706
17.749601
24.608407
24.520051
16.486410
24.594962
8.473005
14.176412
14.483453
20.412097
17.204410
27.413489
18.157538
15.472726
20.811191
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
60.265538
21.157091
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.051191
15.310164
18.965643
15.009080
81.321707
76.346465
77.164525
77.888138
82.731844
13.874782
56.077941
58.486585
54.099667
44.090132
42.279860
43.616047
42.852459
46.140535
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
1
1
1
63
girum
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir
kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Gas Bumi
Ladang
Gas Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
92.178023
87.727672
33.847748
25.529447
81.496449
80.847764
46.064733
49.374895
0
0
1
1
100.000000
16.087020
96.133019
64.381793
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
87.147697
104.296943
45.749195
64.131509
76.994832
38.505949
0
0
0
1
1
1
28.465794
74.928247
17.293127
31.637180
1
0
29.896648
72.636257
16.935177
18.350017
1
0
28.575857
71.060515
14.958133
34.079728
1
0
31.043739
70.774026
16.944972
28.112259
1
0
24.549866
66.333577
9.177499
34.105322
1
0
25.430387
65.760625
9.817892
33.214458
1
0
38.363131
69.628096
23.316467
20.710222
0
1
36.657111
68.124055
21.270325
22.150644
1
0
38.142986
68.195677
22.730253
20.686056
0
1
39.573840
68.437931
24.178386
19.305280
0
1
64
70
71
72
73
74
75
76
77
78
79
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Gas Bumi
Ladang
Gas Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
41.500005
68.338922
26.036301
17.388401
0
1
46.838190
69.198363
31.437483
12.392183
0
1
55.469758
80.730171
43.274643
15.626803
0
1
54.038904
83.738697
43.338327
18.879751
0
1
48.709314
89.397794
42.064078
25.945822
0
1
45.902628
88.681441
39.451479
26.514121
0
1
63.238016
54.374643
47.965160
11.971254
0
1
64.173578
53.300623
49.084875
13.329755
0
1
57.899810
45.997944
45.147337
19.445256
0
1
49.975064
50.508268
36.130655
17.255845
0
1
25
54
Centroid Baru
20.453206
CentroidІ
68.433756
CentroidЇ
76.469381
59.850085
65
Iterasi 3 Algoritma K-Means.
No
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah
Hitam
Zeng
Marmer
Timah
Hitam
Timah
Hitam
Bismuth
Timah
Hitam
Tembaga
Zeng
Chrom
Nikel
X
Y
D ->
CentroidІ
D ->
CentroidЇ
0.000000
89.630605
24.321831
74.632823
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
23.342731
23.531191
22.792483
19.907084
20.562773
17.468372
8.195694
5.309544
3.436185
2.234602
9.554095
8.396774
12.798130
11.068540
66.210297
62.689099
58.564864
65.567406
64.265501
54.979755
58.968305
56.032533
52.803096
48.558037
41.909232
43.083747
39.031134
45.844606
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
31.985878
32.487373
1
0
52.043111
87.177113
33.355324
31.865651
0
1
60.132941
87.965088
41.311411
29.314790
0
1
65.003365
85.816055
45.520072
26.191586
0
1
64.095314
82.771666
44.094811
23.328544
0
1
65.003365
82.413503
44.944958
22.822695
0
1
72.102612
75.404590
78.258943
78.509647
51.680399
54.989247
18.770897
19.919131
0
0
1
1
ClusterІ ClusterЇ
66
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
Timah
Hitam
Batubara
Gamping
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
74.716684
74.785003
54.289614
16.202684
0
1
79.146818
82.558878
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
76.468230
77.220342
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
58.693612
62.110212
56.190353
35.923791
57.347342
56.967007
63.337731
63.602524
55.852896
64.040178
33.073186
30.856955
54.227676
60.134723
56.868510
66.961086
57.198481
53.355032
58.211363
19.772012
22.388499
13.151355
15.396096
12.504883
9.869608
16.618234
15.894851
8.470893
15.164300
18.099379
22.488578
4.057168
10.235746
6.145149
16.201627
7.042492
6.196629
10.955815
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
59.942378
10.117564
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
34.569489
28.209992
32.227828
28.740096
82.401385
78.753060
79.802230
79.924117
84.150294
20.403505
64.919508
66.917269
62.612851
32.960124
31.835753
33.262754
32.152886
35.082151
0
1
1
1
0
0
0
0
0
1
0
0
0
1
1
1
1
1
67
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
Mika
Tembaga
Granit
Tembaga
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
92.178023
87.727672
33.847748
25.529447
83.432925
84.384422
35.212381
39.372089
0
0
1
1
100.000000
16.087020
99.868523
53.959555
0
1
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
93.669219
109.787419
54.317308
55.866154
67.308344
37.914897
0
0
0
1
1
1
28.465794
74.928247
8.159452
42.717549
1
0
29.896648
72.636257
10.191734
13.151355
1
0
28.575857
71.060515
9.758755
34.079728
1
0
31.043739
70.774026
12.024827
38.953124
1
0
24.549866
66.333577
10.932390
44.360247
1
0
25.430387
65.760625
11.808886
43.407652
1
0
38.363131
69.628096
19.172078
31.620436
1
0
36.657111
68.124055
18.226656
32.836165
1
0
38.142986
68.195677
19.529017
31.419415
1
0
39.573840
68.437931
20.738921
30.110560
1
0
68
70
71
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
CentroidІ
CentroidЇ
41.500005
68.338922
22.562626
28.239818
1
0
46.838190
69.198363
27.368505
23.532080
0
1
55.469758
80.730171
35.274825
24.577291
0
1
54.038904
83.738697
34.363383
27.890456
0
1
48.709314
89.397794
31.073325
35.526338
1
0
45.902628
88.681441
28.227779
36.590966
1
0
63.238016
54.374643
48.153062
7.548257
0
1
64.173578
53.300623
49.479918
7.813102
0
1
57.899810
45.997944
48.277910
17.402466
0
1
49.975064
50.508268
39.313096
20.687988
0
1
32
47
Centroid Baru
25.442692
72.182698
76.607757
57.280657
69
Iterasi 4 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
28.581902
79.100323
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
24.818984
23.953215
22.256935
22.134712
22.147869
16.776061
13.023978
9.966096
6.704533
3.174551
4.564131
5.783974
9.608698
11.196872
70.752517
67.215232
63.075307
70.109604
68.810390
59.518376
63.357396
60.443291
57.252690
52.949225
46.380085
47.393676
43.282266
49.933237
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
27.272934
36.730972
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
28.623305
36.502087
40.618218
39.141014
36.047206
32.965603
29.424679
26.743173
1
0
0
0
0
1
1
1
65.003365
82.413503
39.984416
26.138148
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
46.689127
49.998084
49.307694
53.704307
57.119471
20.978439
21.472089
17.686809
20.412298
22.477904
0
0
0
0
0
1
1
1
1
1
70
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
51.249735
31.136012
52.428957
52.105057
58.423470
58.714483
51.010318
59.193816
28.668575
26.969692
49.515405
55.364101
52.200459
62.341798
52.668884
48.955798
53.908470
13.735062
19.937571
12.499120
9.402636
15.032683
13.915070
8.302697
12.601354
22.302258
26.288103
3.543720
7.464089
2.672184
11.799233
2.704035
5.034315
7.775960
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
75.400282
52.513013
55.464561
5.751806
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
30.772242
31.514050
35.389287
31.593478
78.070132
74.692714
75.786488
75.783027
79.875141
79.259213
80.550683
23.833176
68.469934
70.309171
66.051425
28.440889
27.635554
29.101173
27.824006
30.587723
30.804452
35.352306
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
96.028911
49.706318
0
1
71
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
90.595450
106.363752
52.226376
52.569008
63.345130
38.244870
0
0
0
1
1
1
28.465794
74.928247
3.458309
47.144513
1
0
29.896648
72.636257
5.967456
13.735062
1
0
28.575857
71.060515
6.370920
34.079728
1
0
31.043739
70.774026
8.087283
43.295323
1
0
24.549866
66.333577
10.312900
48.485483
1
0
25.430387
65.760625
10.847139
47.515139
1
0
38.363131
69.628096
14.685143
36.003088
1
0
36.657111
68.124055
14.061877
37.143594
1
0
38.142986
68.195677
15.233534
35.746883
1
0
39.573840
68.437931
16.322849
34.464799
1
0
41.500005
68.338922
18.061310
32.614611
1
0
46.838190
69.198363
22.642139
28.006710
1
0
55.469758
80.730171
30.308728
28.795869
0
1
54.038904
83.738697
29.471913
32.081539
1
0
48.709314
89.397794
26.550344
39.780777
1
0
45.902628
88.681441
23.756743
40.946933
1
0
63.238016
54.374643
43.849719
9.404906
0
1
72
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
45.202921
8.943527
0
1
57.899810
45.997944
44.614181
18.201662
0
1
49.975064
50.508268
35.819277
23.217327
0
1
35
44
Centroid Baru
27.631038
CentroidІ
73.628787
CentroidЇ
76.901783
55.729016
73
Iterasi 5 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
30.421985
81.058720
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
25.542494
24.236989
22.140697
23.200515
22.951290
16.703787
15.142901
12.051356
8.591199
5.350374
2.397948
5.968960
8.980221
12.145824
72.837922
69.318409
65.185884
72.164870
70.884052
61.610204
65.252785
62.356296
59.198446
54.849330
48.347383
49.238317
45.090971
51.635976
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
25.144751
38.836698
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
26.486444
34.333226
38.420764
36.933710
38.143469
34.947134
31.299007
28.673891
1
1
0
0
0
0
1
1
65.003365
82.413503
37.776578
28.043890
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
44.492278
47.800601
47.133203
51.517604
54.928764
22.581559
22.849740
19.087015
21.460747
23.272809
0
0
0
0
0
1
1
1
1
1
74
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
49.116502
29.128374
50.313860
50.032475
56.310677
56.621478
48.951843
57.130543
26.922995
25.548914
47.545069
53.353125
50.256906
60.423616
50.810316
47.178141
52.182175
14.894880
21.996959
13.469872
10.335910
15.185661
13.889487
9.434876
12.277977
24.115780
27.875767
5.242726
7.317388
3.058402
10.007935
0.878564
5.358651
6.421870
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
75.400282
52.513013
53.634996
3.671630
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
29.385101
33.259266
37.073465
33.184607
76.312736
73.086063
74.203270
74.131837
78.148234
77.588422
79.061510
25.252285
69.851678
71.603590
67.374512
26.332519
25.561450
27.037376
25.717829
28.470774
28.685607
33.328554
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
94.528842
47.612275
0
1
75
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
89.487843
105.072499
51.652429
50.794619
61.327986
38.117783
0
0
0
1
1
1
28.465794
74.928247
2.142816
49.074499
1
0
29.896648
72.636257
4.829876
14.894880
1
0
28.575857
71.060515
5.917186
34.079728
1
0
31.043739
70.774026
7.013981
45.164573
1
0
24.549866
66.333577
11.008206
50.211525
1
0
25.430387
65.760625
11.356420
49.231280
1
0
38.363131
69.628096
12.964735
37.905816
1
0
36.657111
68.124055
12.590413
38.994125
1
0
38.142986
68.195677
13.649078
37.611962
1
0
39.573840
68.437931
14.637872
36.349084
1
0
41.500005
68.338922
16.299412
34.514756
1
0
46.838190
69.198363
20.694380
29.985987
1
0
76
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
55.469758
80.730171
28.100727
30.899969
1
0
54.038904
83.738697
27.278541
34.180488
1
0
48.709314
89.397794
24.503959
41.887549
1
0
45.902628
88.681441
21.739626
43.065093
1
0
63.238016
54.374643
42.134652
10.478666
0
1
64.173578
53.300623
43.501402
9.762073
0
1
57.899810
45.997944
43.257899
18.495796
0
1
49.975064
50.508268
34.581399
24.223023
0
1
38
41
Centroid Baru
29.701229
CentroidІ
75.075762
CentroidЇ
76.825218
54.250752
77
Iterasi 6 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
32.344102
82.994602
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
26.676205
25.013169
22.578873
24.610584
24.162234
17.242872
17.206592
14.107358
10.585595
7.354169
0.394440
6.511073
8.510072
13.016340
74.881955
71.376268
67.249091
74.184295
72.918667
63.659540
67.135552
64.254945
61.125980
56.738385
50.295351
51.081155
46.904591
53.353779
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
23.298472
40.885674
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.623595
32.406570
36.429054
34.904345
40.182686
36.877423
33.133390
30.561623
1
1
0
0
0
0
1
1
65.003365
82.413503
35.741709
29.909760
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
42.425615
45.734391
45.061665
49.446878
52.859126
24.191586
24.261124
20.537390
22.587382
24.157796
0
0
0
0
0
1
1
1
1
1
78
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
47.054896
27.140015
48.259606
47.999361
54.257177
54.577262
46.926700
55.101930
25.138900
24.050642
45.575340
51.355915
48.304732
58.486807
48.918574
45.348925
50.390397
16.176708
24.025774
14.612157
11.513632
15.564479
14.123905
10.793842
12.260846
25.952425
29.519222
7.102632
7.704260
4.462244
8.375520
1.770673
6.416878
5.631084
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
51.763759
1.767781
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
27.904915
34.721150
38.465761
34.489672
74.489727
71.380731
72.516265
72.391057
76.347963
75.831476
77.448849
26.760131
71.271186
72.941988
68.741478
24.272851
23.559313
25.047582
23.673729
26.403966
26.622733
31.384458
0
1
1
1
0
0
0
0
0
0
0
1
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
92.903422
45.581664
0
1
79
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
88.191183
103.616121
50.856567
49.120359
59.384755
38.157961
0
0
0
1
1
1
28.465794
74.928247
2.263802
50.990665
1
0
29.896648
72.636257
4.193517
16.176708
1
0
28.575857
71.060515
5.873522
34.079728
1
0
31.043739
70.774026
6.198327
47.030178
1
0
24.549866
66.333577
11.688074
51.950561
1
0
25.430387
65.760625
11.860241
50.962147
1
0
38.363131
69.628096
11.261754
39.803015
1
0
36.657111
68.124055
11.139773
40.846803
1
0
38.142986
68.195677
12.071961
39.477726
1
0
39.573840
68.437931
12.954344
38.231695
1
0
41.500005
68.338922
14.533697
36.411646
1
0
46.838190
69.198363
18.757514
31.949829
1
0
80
72
73
74
75
76
77
78
79
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
Ladang
Minyak
Bumi
55.469758
80.730171
26.062727
32.947762
1
0
54.038904
83.738697
25.300566
36.222759
1
0
48.709314
89.397794
22.789843
43.937503
1
0
45.902628
88.681441
20.076239
45.128085
1
0
63.238016
54.374643
40.357706
11.838394
0
1
64.173578
53.300623
41.734271
10.943508
0
1
57.899810
45.997944
41.778952
19.055765
0
1
49.975064
50.508268
33.220630
25.378164
0
1
39
40
Centroid Baru
30.236593
CentroidІ
75.688145
CentroidЇ
76.466222
54.036411
81
Iterasi 7 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
32.978061
83.639954
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
27.269799
25.549780
23.050862
25.237591
24.767091
17.742626
17.783199
14.693046
11.201609
7.829073
0.254616
6.458305
8.127919
13.002317
75.500616
71.984063
67.850003
74.814047
73.542333
64.274690
67.783881
64.902687
61.771944
57.386480
50.939303
51.729963
47.553082
53.997932
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
22.981295
41.425064
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.295008
32.031477
36.002053
34.440842
40.711101
37.324516
33.527754
30.985619
1
1
0
0
0
0
1
1
65.003365
82.413503
35.271782
30.322003
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
41.904384
45.214196
44.511852
48.910225
52.327719
24.486468
24.474879
20.771322
22.696892
24.180604
0
0
0
0
0
1
1
1
1
1
82
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
46.476263
26.517399
47.672155
47.395850
53.668970
53.981111
46.318847
54.495952
24.494312
23.424699
44.948244
50.736674
47.673877
57.853312
48.279115
44.705309
49.745912
16.355620
24.651413
14.745840
11.673789
15.442616
13.963138
11.022459
12.033277
26.601235
30.158702
7.549424
7.642537
4.793310
7.752994
2.419346
7.012066
5.814647
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
51.122549
1.550357
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
27.280310
34.886845
38.601142
34.592726
73.846027
70.737246
71.873444
71.746706
75.703659
75.186934
76.810020
27.386355
71.882212
73.540799
69.344870
23.667372
23.077404
24.575643
23.148728
25.811953
26.067186
30.945068
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
92.263649
45.069087
0
1
83
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
87.585928
102.990825
50.341596
48.829121
58.941760
38.476582
0
0
0
1
1
1
28.465794
74.928247
2.345442
51.637382
1
0
29.896648
72.636257
3.845022
16.355620
1
0
28.575857
71.060515
5.655061
34.079728
1
0
31.043739
70.774026
5.749137
47.678829
1
0
24.549866
66.333577
11.619353
52.596044
1
0
25.430387
65.760625
11.734966
51.607165
1
0
38.363131
69.628096
10.620762
40.450678
1
0
36.657111
68.124055
10.526861
41.495582
1
0
38.142986
68.195677
11.441720
40.126348
1
0
39.573840
68.437931
12.314124
38.879902
1
0
41.500005
68.338922
13.889473
37.059287
1
0
46.838190
69.198363
18.122770
32.591482
1
0
55.469758
80.730171
25.590894
33.486415
1
0
54.038904
83.738697
24.888530
36.754801
1
0
48.709314
89.397794
22.549212
44.477913
1
0
45.902628
88.681441
19.865453
45.688676
1
0
63.238016
54.374643
39.713119
12.454723
0
1
84
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
41.089706
11.538052
0
1
57.899810
45.997944
41.153002
19.520292
0
1
49.975064
50.508268
32.610161
25.954004
0
1
40
39
Centroid Baru
30.690157
CentroidІ
76.388376
CentroidЇ
75.956894
53.983675
85
Iterasi 8 Algoritma K-Means.
No
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
Objek
Nikel
Cobait
Nikel
Besi
Nikel
Nikel
Mangan
Chrom
Nikel
Mangan
Nikel
Batubara
Batubara
Batubara
Batubara
Batubara
Perak
Timah Hitam
Zeng
Marmer
Timah Hitam
Timah Hitam
Bismuth
Timah Hitam
Tembaga
Zeng
Chrom
Nikel
Timah Hitam
Batubara
Gamping
X
Y
D ->
CentroidІ
D ->
CentroidЇ
ClusterІ
ClusterЇ
0.000000
89.630605
33.598454
84.296427
1
0
15.194267
20.289104
24.746769
13.052264
15.611314
24.856831
12.616302
15.753195
19.536699
22.467213
30.006710
26.814815
30.336918
22.962505
99.211999
100.000000
98.853809
94.949588
96.453968
93.373585
78.867784
78.939433
79.781085
75.501278
76.575690
70.988893
68.338922
65.689029
27.944991
26.196428
23.655709
25.919446
25.446052
18.367602
18.306761
15.231821
11.790847
8.235557
0.921959
6.300739
7.626157
12.850901
76.094154
72.557773
68.411874
75.429895
74.145648
64.861893
68.455068
65.569925
62.430918
58.055999
51.591260
52.409116
48.237018
54.693135
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
50.644075
87.033842
22.822305
41.893706
1
0
52.043111
60.132941
65.003365
64.095314
87.177113
87.965088
85.816055
82.771666
24.121400
31.797394
35.701531
34.093190
41.164259
37.669292
33.807083
31.302840
1
1
0
0
0
0
1
1
65.003365
82.413503
34.915384
30.624722
0
1
72.102612
75.404590
74.716684
79.146818
82.558878
78.258943
78.509647
74.785003
76.468230
77.220342
41.476389
44.787242
44.042121
48.459359
51.884107
24.650688
24.545695
20.868392
22.653128
24.042001
0
0
0
0
0
1
1
1
1
1
86
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
Tembaga
Batubara
Granit
Stronsium
Granit
Tembaga
Batubara
Marmer
Phospat
Batubara
Batubara
Batubara
Batubara
Tembaga
Batubara
Batubara
Batubara
Tantalum
Zirkon
Unsur tanah
jarang
Gamping
Batubara
Phospat
Opal
Mika
Tembaga
Mika
Batubara
Hidrat girum
Mika
Tembaga
Granit
Tembaga
76.312641
55.359695
77.271406
76.390885
83.159924
83.159924
75.125115
83.159924
50.580438
45.957670
72.373471
78.592197
74.464720
83.435091
73.419095
68.686264
72.043283
70.380104
67.980811
68.697007
65.689029
67.551103
65.832247
65.044481
63.468922
62.824400
59.100616
60.819238
61.105700
58.670961
53.730226
54.875843
53.658603
49.505947
45.962067
25.926897
47.143597
46.840000
53.138816
53.437673
45.755287
53.935386
23.834548
22.742714
44.346897
50.151405
47.063955
57.236814
47.646331
44.055850
49.089038
16.396604
25.261141
14.739806
11.705354
15.163409
13.647070
11.132711
11.654346
27.280177
30.857916
7.927445
7.455204
5.066666
7.051271
3.100418
7.708969
6.239381
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
0
0
1
1
1
1
1
1
1
75.400282
52.513013
50.483768
1.771772
0
1
48.379127
3.806747
2.265810
6.393287
93.650152
86.571964
86.792110
88.718255
94.338059
92.178023
87.727672
56.093108
53.694415
49.863902
51.403233
38.625025
33.686741
32.112356
34.903198
36.191590
33.847748
25.529447
26.598302
34.904666
38.584812
34.543019
73.195829
70.068125
71.202336
71.082108
75.048883
74.524747
76.132815
28.088570
72.582205
74.236967
70.042638
23.105347
22.708390
24.219667
22.717626
25.273492
25.588445
30.630422
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
100.000000
16.087020
91.587424
44.650479
0
1
87
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
Zeng
Pasir kuarsa
Marmer
Gamping
Tembaga
Gamping
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang Gas
Bumi
Ladang Gas
Bumi
Ladang
81.674049
99.229542
46.594842
5.575581
0.000000
28.856517
86.907344
102.308832
49.713223
48.695810
58.617029
38.974719
0
0
0
1
1
1
28.465794
74.928247
2.450695
52.299608
1
0
29.896648
72.636257
3.414130
16.396604
1
0
28.575857
71.060515
5.333366
34.079728
1
0
31.043739
70.774026
5.194915
48.353407
1
0
24.549866
66.333577
11.415402
53.289316
1
0
25.430387
65.760625
11.472972
52.301178
1
0
38.363131
69.628096
9.946266
41.117723
1
0
36.657111
68.124055
9.846721
42.172548
1
0
38.142986
68.195677
10.760165
40.800623
1
0
39.573840
68.437931
11.638498
39.550418
1
0
41.500005
68.338922
13.224459
37.726271
1
0
46.838190
69.198363
17.505334
33.237031
1
0
55.469758
80.730171
25.235150
33.955318
1
0
54.038904
83.738697
24.611389
37.213710
1
0
48.709314
89.397794
22.479942
44.947640
1
0
45.902628
88.681441
19.832634
46.187832
1
0
63.238016
54.374643
39.053254
13.156171
0
1
88
77
78
79
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
Ladang
Minyak Bumi
64.173578
53.300623
40.428283
12.233881
0
1
57.899810
45.997944
40.471025
20.139488
0
1
49.975064
50.508268
31.930240
26.640974
0
1
40
39
Centroid Baru
30.690157
CentroidІ
76.388376
CentroidЇ
75.956894
53.983675