Prak 10 - Clustering
Kelompok 5 APG
2024-12-18
Data Yang Digunakan
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabCilacap 936 9.62 11.02 48.64 74.07 7.18
## kabBanyumas 1356 6.05 12.84 23.80 73.88 7.78
## kabPurbalingga 1501 5.23 15.30 18.38 73.28 7.33
## kabBanjarnegara 1013 6.38 15.20 15.78 74.37 6.84
## kabKebumen 1139 5.92 16.41 15.52 73.70 7.85
## kabPurworejo 716 4.45 11.53 18.30 75.03 8.32
## kabWonosobo 915 5.01 16.17 16.44 72.05 6.88
## kabMagelang 1196 4.97 11.09 18.91 74.03 7.81
## kabBoyolali 1071 4.92 9.82 23.08 76.12 8.08
## kabKlaten 1938 4.31 12.33 23.69 76.95 9.09
## kabSukoharjo 1888 2.47 7.61 31.60 77.82 9.62
## kabWonogiri 584 1.95 10.99 21.42 76.41 7.42
## kabKaranganyar 1223 5.70 9.85 30.19 77.64 8.79
## kabSragen 1052 4.69 12.94 29.22 75.87 7.79
## kabGrobogan 734 4.40 11.80 14.41 74.93 7.26
## kabBlora 496 3.70 11.53 20.79 74.60 7.01
## kabRembang 739 1.76 14.65 22.45 74.68 7.41
## kabPati 905 4.45 9.33 24.72 76.32 7.79
## kabKudus 2037 3.21 7.41 82.50 76.76 9.06
## kabJepara 1141 4.10 6.88 19.23 75.97 8.09
## kabDemak 1364 6.11 12.09 16.17 75.52 8.10
## kabSemarang 1127 4.81 7.27 35.34 75.86 8.05
## kabTemanggung 957 2.54 9.33 20.19 75.70 7.41
## kabKendal 930 7.34 9.48 32.13 74.53 7.71
## kabBatang 1039 6.64 8.98 20.39 74.79 6.90
## kabPekalongan 1190 3.23 9.67 17.54 73.80 7.46
## kabPemalang 1346 6.63 15.06 13.22 73.65 6.50
## kabTegal 1865 9.64 7.90 16.34 71.85 7.25
## kabBrebes 1062 9.48 16.05 17.53 69.74 6.35
## kotMagelang 7588 6.71 7.10 56.53 77.02 10.94
## kotSurakarta 11423 5.83 8.84 73.21 77.43 10.92
## kotSalatiga 3427 5.58 4.73 52.74 77.72 10.95
## kotSemarang 4495 7.60 4.25 91.06 77.69 10.80
## kotPekalongan 6936 4.98 7.00 25.61 74.51 9.20
## kotTegal 7048 6.68 7.91 42.46 74.64 9.00Hierarchial Clustering
Distance Calculation (Menggunakan Metode Euclidean)
#Euclidean Distance
distance <- dist(df_standardized, method = "euclidean")Agglomerative Clustering (Average Linkage)
Dendogram
Visualisasi Cluster
Evaluasi Cluster
## Proportion SSB to SST: 21.11 %Summary Rata-rata Cluster
## MEAN CLUSTER 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1287.666667 9.580000 11.656667 27.503333 71.886667 6.926667
##
## MEAN CLUSTER 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1102.4000 4.7104 11.5260 21.7164 75.1000 7.7316
##
## MEAN CLUSTER 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## 6136.285714 5.798571 6.748571 60.587143 76.538571 10.124286Cluster 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabCilacap 936 9.62 11.02 48.64 74.07 7.18
## kabTegal 1865 9.64 7.90 16.34 71.85 7.25
## kabBrebes 1062 9.48 16.05 17.53 69.74 6.35Cluster 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabBanyumas 1356 6.05 12.84 23.80 73.88 7.78
## kabPurbalingga 1501 5.23 15.30 18.38 73.28 7.33
## kabBanjarnegara 1013 6.38 15.20 15.78 74.37 6.84
## kabKebumen 1139 5.92 16.41 15.52 73.70 7.85
## kabPurworejo 716 4.45 11.53 18.30 75.03 8.32
## kabWonosobo 915 5.01 16.17 16.44 72.05 6.88
## kabMagelang 1196 4.97 11.09 18.91 74.03 7.81
## kabBoyolali 1071 4.92 9.82 23.08 76.12 8.08
## kabKlaten 1938 4.31 12.33 23.69 76.95 9.09
## kabSukoharjo 1888 2.47 7.61 31.60 77.82 9.62
## kabWonogiri 584 1.95 10.99 21.42 76.41 7.42
## kabKaranganyar 1223 5.70 9.85 30.19 77.64 8.79
## kabSragen 1052 4.69 12.94 29.22 75.87 7.79
## kabGrobogan 734 4.40 11.80 14.41 74.93 7.26
## kabBlora 496 3.70 11.53 20.79 74.60 7.01
## kabRembang 739 1.76 14.65 22.45 74.68 7.41
## kabPati 905 4.45 9.33 24.72 76.32 7.79
## kabJepara 1141 4.10 6.88 19.23 75.97 8.09
## kabDemak 1364 6.11 12.09 16.17 75.52 8.10
## kabSemarang 1127 4.81 7.27 35.34 75.86 8.05
## kabTemanggung 957 2.54 9.33 20.19 75.70 7.41
## kabKendal 930 7.34 9.48 32.13 74.53 7.71
## kabBatang 1039 6.64 8.98 20.39 74.79 6.90
## kabPekalongan 1190 3.23 9.67 17.54 73.80 7.46
## kabPemalang 1346 6.63 15.06 13.22 73.65 6.50Cluster 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabKudus 2037 3.21 7.41 82.50 76.76 9.06
## kotMagelang 7588 6.71 7.10 56.53 77.02 10.94
## kotSurakarta 11423 5.83 8.84 73.21 77.43 10.92
## kotSalatiga 3427 5.58 4.73 52.74 77.72 10.95
## kotSemarang 4495 7.60 4.25 91.06 77.69 10.80
## kotPekalongan 6936 4.98 7.00 25.61 74.51 9.20
## kotTegal 7048 6.68 7.91 42.46 74.64 9.00Agglomerative Clustering (Single Linkage)
Dendogram
Visualisasi Cluster
Evaluasi Cluster
## Proportion SSB to SST: 0.26 %Summary Rata-rata Cluster
## MEAN CLUSTER 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## 2159.939394 5.284848 10.512121 28.772727 75.225152 8.167576
##
## MEAN CLUSTER 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## 2037.00 3.21 7.41 82.50 76.76 9.06
##
## MEAN CLUSTER 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1062.00 9.48 16.05 17.53 69.74 6.35Cluster 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabCilacap 936 9.62 11.02 48.64 74.07 7.18
## kabBanyumas 1356 6.05 12.84 23.80 73.88 7.78
## kabPurbalingga 1501 5.23 15.30 18.38 73.28 7.33
## kabBanjarnegara 1013 6.38 15.20 15.78 74.37 6.84
## kabKebumen 1139 5.92 16.41 15.52 73.70 7.85
## kabPurworejo 716 4.45 11.53 18.30 75.03 8.32
## kabWonosobo 915 5.01 16.17 16.44 72.05 6.88
## kabMagelang 1196 4.97 11.09 18.91 74.03 7.81
## kabBoyolali 1071 4.92 9.82 23.08 76.12 8.08
## kabKlaten 1938 4.31 12.33 23.69 76.95 9.09
## kabSukoharjo 1888 2.47 7.61 31.60 77.82 9.62
## kabWonogiri 584 1.95 10.99 21.42 76.41 7.42
## kabKaranganyar 1223 5.70 9.85 30.19 77.64 8.79
## kabSragen 1052 4.69 12.94 29.22 75.87 7.79
## kabGrobogan 734 4.40 11.80 14.41 74.93 7.26
## kabBlora 496 3.70 11.53 20.79 74.60 7.01
## kabRembang 739 1.76 14.65 22.45 74.68 7.41
## kabPati 905 4.45 9.33 24.72 76.32 7.79
## kabJepara 1141 4.10 6.88 19.23 75.97 8.09
## kabDemak 1364 6.11 12.09 16.17 75.52 8.10
## kabSemarang 1127 4.81 7.27 35.34 75.86 8.05
## kabTemanggung 957 2.54 9.33 20.19 75.70 7.41
## kabKendal 930 7.34 9.48 32.13 74.53 7.71
## kabBatang 1039 6.64 8.98 20.39 74.79 6.90
## kabPekalongan 1190 3.23 9.67 17.54 73.80 7.46
## kabPemalang 1346 6.63 15.06 13.22 73.65 6.50
## kabTegal 1865 9.64 7.90 16.34 71.85 7.25
## kotMagelang 7588 6.71 7.10 56.53 77.02 10.94
## kotSurakarta 11423 5.83 8.84 73.21 77.43 10.92
## kotSalatiga 3427 5.58 4.73 52.74 77.72 10.95
## kotSemarang 4495 7.60 4.25 91.06 77.69 10.80
## kotPekalongan 6936 4.98 7.00 25.61 74.51 9.20
## kotTegal 7048 6.68 7.91 42.46 74.64 9.00Cluster 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabKudus 2037 3.21 7.41 82.5 76.76 9.06Cluster 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabBrebes 1062 9.48 16.05 17.53 69.74 6.35Agglomerative Clustering (Complete Linkage)
Dendogram
Visualisasi Cluster
Summary Rata-rata Cluster
## MEAN CLUSTER 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1287.666667 9.580000 11.656667 27.503333 71.886667 6.926667
##
## MEAN CLUSTER 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1538.666667 4.793333 11.224444 22.628889 75.061111 7.832963
##
## MEAN CLUSTER 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## 5794.000 5.786 6.466 71.208 77.324 10.534Ukuran Evaluasi
## Proportion SSB to SST: 12.6 %Cluster 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabCilacap 936 9.62 11.02 48.64 74.07 7.18
## kabTegal 1865 9.64 7.90 16.34 71.85 7.25
## kabBrebes 1062 9.48 16.05 17.53 69.74 6.35Cluster 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabBanyumas 1356 6.05 12.84 23.80 73.88 7.78
## kabPurbalingga 1501 5.23 15.30 18.38 73.28 7.33
## kabBanjarnegara 1013 6.38 15.20 15.78 74.37 6.84
## kabKebumen 1139 5.92 16.41 15.52 73.70 7.85
## kabPurworejo 716 4.45 11.53 18.30 75.03 8.32
## kabWonosobo 915 5.01 16.17 16.44 72.05 6.88
## kabMagelang 1196 4.97 11.09 18.91 74.03 7.81
## kabBoyolali 1071 4.92 9.82 23.08 76.12 8.08
## kabKlaten 1938 4.31 12.33 23.69 76.95 9.09
## kabSukoharjo 1888 2.47 7.61 31.60 77.82 9.62
## kabWonogiri 584 1.95 10.99 21.42 76.41 7.42
## kabKaranganyar 1223 5.70 9.85 30.19 77.64 8.79
## kabSragen 1052 4.69 12.94 29.22 75.87 7.79
## kabGrobogan 734 4.40 11.80 14.41 74.93 7.26
## kabBlora 496 3.70 11.53 20.79 74.60 7.01
## kabRembang 739 1.76 14.65 22.45 74.68 7.41
## kabPati 905 4.45 9.33 24.72 76.32 7.79
## kabJepara 1141 4.10 6.88 19.23 75.97 8.09
## kabDemak 1364 6.11 12.09 16.17 75.52 8.10
## kabSemarang 1127 4.81 7.27 35.34 75.86 8.05
## kabTemanggung 957 2.54 9.33 20.19 75.70 7.41
## kabKendal 930 7.34 9.48 32.13 74.53 7.71
## kabBatang 1039 6.64 8.98 20.39 74.79 6.90
## kabPekalongan 1190 3.23 9.67 17.54 73.80 7.46
## kabPemalang 1346 6.63 15.06 13.22 73.65 6.50
## kotPekalongan 6936 4.98 7.00 25.61 74.51 9.20
## kotTegal 7048 6.68 7.91 42.46 74.64 9.00Cluster 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabKudus 2037 3.21 7.41 82.50 76.76 9.06
## kotMagelang 7588 6.71 7.10 56.53 77.02 10.94
## kotSurakarta 11423 5.83 8.84 73.21 77.43 10.92
## kotSalatiga 3427 5.58 4.73 52.74 77.72 10.95
## kotSemarang 4495 7.60 4.25 91.06 77.69 10.80Non-Hierarchial Clustering
Penentuan Jumlah Cluster
diambil 3
Clustering Analysis (3 Klaster)
## K-means clustering with 3 clusters of sizes 17, 11, 7
##
## Cluster means:
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1 -0.4289941 -0.6675765 -0.02119412 -0.3684588 0.3340471 -0.1343941
## 2 -0.3825455 0.8850455 0.77798182 -0.4261091 -1.0146909 -0.7868455
## 3 1.6430286 0.2304857 -1.17108571 1.5644143 0.7832286 1.5629000
##
## Clustering vector:
## kabCilacap kabBanyumas kabPurbalingga kabBanjarnegara kabKebumen
## 2 2 2 2 2
## kabPurworejo kabWonosobo kabMagelang kabBoyolali kabKlaten
## 1 2 1 1 1
## kabSukoharjo kabWonogiri kabKaranganyar kabSragen kabGrobogan
## 1 1 1 1 1
## kabBlora kabRembang kabPati kabKudus kabJepara
## 1 1 1 3 1
## kabDemak kabSemarang kabTemanggung kabKendal kabBatang
## 1 1 1 2 2
## kabPekalongan kabPemalang kabTegal kabBrebes kotMagelang
## 1 2 2 2 3
## kotSurakarta kotSalatiga kotSemarang kotPekalongan kotTegal
## 3 3 3 3 3
##
## Within cluster sum of squares by cluster:
## [1] 25.79962 28.67762 29.88753
## (between_SS / total_SS = 58.6 %)
##
## Available components:
##
## [1] "cluster" "centers" "totss" "withinss" "tot.withinss"
## [6] "betweenss" "size" "iter" "ifault"Visualisasi
Summary Rata-rata cluster
## MEAN CLUSTER 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1077.705882 4.032941 10.512353 22.779412 75.720588 7.970588
##
## MEAN CLUSTER 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## 1191.090909 7.085455 13.128182 21.651818 73.264545 7.142727
##
## MEAN CLUSTER 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## 6136.285714 5.798571 6.748571 60.587143 76.538571 10.124286Cluster 1
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabPurworejo 716 4.45 11.53 18.30 75.03 8.32
## kabMagelang 1196 4.97 11.09 18.91 74.03 7.81
## kabBoyolali 1071 4.92 9.82 23.08 76.12 8.08
## kabKlaten 1938 4.31 12.33 23.69 76.95 9.09
## kabSukoharjo 1888 2.47 7.61 31.60 77.82 9.62
## kabWonogiri 584 1.95 10.99 21.42 76.41 7.42
## kabKaranganyar 1223 5.70 9.85 30.19 77.64 8.79
## kabSragen 1052 4.69 12.94 29.22 75.87 7.79
## kabGrobogan 734 4.40 11.80 14.41 74.93 7.26
## kabBlora 496 3.70 11.53 20.79 74.60 7.01
## kabRembang 739 1.76 14.65 22.45 74.68 7.41
## kabPati 905 4.45 9.33 24.72 76.32 7.79
## kabJepara 1141 4.10 6.88 19.23 75.97 8.09
## kabDemak 1364 6.11 12.09 16.17 75.52 8.10
## kabSemarang 1127 4.81 7.27 35.34 75.86 8.05
## kabTemanggung 957 2.54 9.33 20.19 75.70 7.41
## kabPekalongan 1190 3.23 9.67 17.54 73.80 7.46Cluster 2
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabCilacap 936 9.62 11.02 48.64 74.07 7.18
## kabBanyumas 1356 6.05 12.84 23.80 73.88 7.78
## kabPurbalingga 1501 5.23 15.30 18.38 73.28 7.33
## kabBanjarnegara 1013 6.38 15.20 15.78 74.37 6.84
## kabKebumen 1139 5.92 16.41 15.52 73.70 7.85
## kabWonosobo 915 5.01 16.17 16.44 72.05 6.88
## kabKendal 930 7.34 9.48 32.13 74.53 7.71
## kabBatang 1039 6.64 8.98 20.39 74.79 6.90
## kabPemalang 1346 6.63 15.06 13.22 73.65 6.50
## kabTegal 1865 9.64 7.90 16.34 71.85 7.25
## kabBrebes 1062 9.48 16.05 17.53 69.74 6.35Cluster 3
## kepadatan tpt p0 pdrb_kapita ahh rls
## kabKudus 2037 3.21 7.41 82.50 76.76 9.06
## kotMagelang 7588 6.71 7.10 56.53 77.02 10.94
## kotSurakarta 11423 5.83 8.84 73.21 77.43 10.92
## kotSalatiga 3427 5.58 4.73 52.74 77.72 10.95
## kotSemarang 4495 7.60 4.25 91.06 77.69 10.80
## kotPekalongan 6936 4.98 7.00 25.61 74.51 9.20
## kotTegal 7048 6.68 7.91 42.46 74.64 9.00