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ANALISIS DATA MINING DENGAN ASSOCIATION RULESPREDIKSI PENERIMAAN MAHASISWA BARU DI STMIK JABAR
MENGGUNAKAN CRISP-DM
Oleh:OVA NURISMA PUTRA
NPM. 2014210061
PROGRAM STUDI PASCASARJANAMAGISTER SISTEM INFORMASI
SEKOLAH TINGGI MANAJEMEN INFORMATIKA DAN KOMPUTER LIKMIBANDUNG
2015
1. Data MiningData mining merupakan inti dari proses Knowledge Discovery in
Database (KDD)[Mai, 2005]
. KDD adalah proses terorganisir untuk
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mengidentifkasi pola yang alid, !aru, !erguna, dan dapat dimengertidari se!uah data set yang !esar dan kompleks [Mai, 2005].
Dengan definisi data mining yang luas, ada banyak jenis teknik analisa yangdapat digolongkan dalam data mining. Banyak praktisi data mining menyetujuitentang suatu area aplikasi tertentu. Berbagai teknik data mining dapat digunakanuntuk setiap tipe fungsi. Teknikteknik ini terdiri atas algoritma spesifik yang dapatdigunakan untuk setiap fungsi. Memahami bagaimana teknik-teknik ini bekerja dapatmembantu dalam memilih teknik yang sesuai untuk memeahkan suatu problema.
Dalam peneltian ini menggunakan teknik data mining yaituAssociation RuleMining.
1.1Association Rule MiningAssociation rule mining adalah teknik mining untuk menemukan aturan
assosiatif antara suatu kombinasi item. !ontoh dari aturan assosiatif dari analisapembelian di suatu pasar s"alayan adalah bisa diketahui berapa besarkemungkinan seorang pelanggan membeli roti bersamaan dengan susu. Denganpengetahuan tersebut pemilik pasar s"alayan dapat mengatur penempatan
barangnya atau meranang kampanye pemasaran dengan memakai kupon diskonuntuk kombinasi barang tertentu. #enting tidaknya suatu aturan assosiatif dapatdiketahui dengan dua parameter, support yaitu persentase kombinasi item tersebutdalam database dan confidence yaitu kuatnya hubungan antar item dalam aturanassosiatif. $lgoritma yang paling populer untuk masalah ini adalah $priori %$gra dan&ri, '(()* dengan paradigma candidate generate and test, yaitu pembuatan kandidatkombinasi item yang mungkin berdasar aturan tertentu lalu diuji apakah kombinasiitem tersebut memenuhi syarat support minimum. +ombinasi item yang memenuhisyarat tersebut disebut frequent itemset, Data Data #reparation $lgoritma DataMining $nalisa Data yang nantinya dipakai untuk membuat aturan-aturan yangmemenuhi syarat minimum confidence. $lgoritma baru yang lebih efisien bernama
#-ro"th %an, '(()*.
1.2 M!"# P$%&!&'$#enelitian ini didesain dengan menggunakan model !/0-DM 1Cross
Industy Standard Process for Data Mining2, dalam metode ini terdapat 3 tahapan%4arose, '((5*:
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Gambar 1. Tahap CRISP-DM (Cross Industy Standard Process forData
Mining)
K!('$)'$ *6. Business/Research nderstanding Phase
'. Data nderstanding Phase 1ase #emahaman Data27. Data Preparation Phase 1ase #engolahan Data28. Modeling Phase 1ase #emodelan25. !"aluation Phase 1ase 9aluasi2#$ Deployment Phase 1ase #enyebaran2
1.2.1 B&+$&+ , P$%&!&'$ U$#(+!'$#&$) P'+Data yang diperoleh dari database #enerimaan Mahasis"a Baru pada
#erguruan Tinggi &TM0+ ;abar berupa datasheet #MB tahun '(67
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1.2.2 D'!' U$#(+!'$#&$) P'+ F'+ P/''/'$ D'!'Data yang diperoleh dari database #MB #erguruan Tinggi &TM0+ ;abar pada
tahun '(67
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n
8 9andra :ugraha &'Karyaa
n -mum endiri
; 9risteta oares &Karyaa
n -mum *eman
"0 Dany /ardhana &' %eguler 2M panduk
"" Dasep 'rans 'au
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n
8 rapta :ugraha #rdiatma &' %eguler -mum *eman
; uri #stari /uryaningtyas &'Karyaa
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10 %ahmat apta :ugroho &' %eguler -mum endiri
1" %ania 'amela &'Karyaa
n -mum *eman
12 %e
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'item $an%
ada
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3 2M
4 MDK
8 rosur
; &klan %adio
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*an%kah + & "emdian bat tabel sepertidibawah ini &
Transaksi
I,
SI
Re%ler
"ar$awan
mm
P+MP
PMD"
!rsr
Iklan
Radi
ran%ta
Sadara
Sendiri
Spandk
SratPan%%
ilan
Teman
" " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
2 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
" 0 0 " " 0 0 0 0 0 0 " 0 0 0
1 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
5 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
3 0 " " 0 0 0 " 0 0 0 0 0 0 " 0
4 " 0 0 " " 0 0 0 0 " 0 0 0 0 0
8 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
; 0 " 0 " " 0 0 0 0 0 0 0 0 0 "
"0 " 0 " 0 0 " 0 0 0 0 0 0 " 0 0
"" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
"2 " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
" " 0 0 " " 0 0 0 0 0 0 " 0 0 0
"1 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
"5 0 " 0 " 0 " 0 0 " 0 0 0 0 0 0
"3 0 " 0 " 0 " 0 0 0 0 0 0 0 0 "
"4 " 0 " 0 0 " 0 0 0 0 0 " 0 0 0"8 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
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"; 0 " 0 " " 0 0 0 0 0 0 " 0 0 0
20 " 0 " 0 " 0 0 0 0 0 0 0 " 0 0
2" 0 " " 0 " 0 0 0 0 0 " 0 0 0 0
22 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
2 0 " " 0 " 0 0 0 0 0 0 0 0 0 "
21 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
25 " 0 0 " " 0 0 0 0 0 0 " 0 0 023 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
24 0 " 0 " " 0 0 0 0 0 0 " 0 0 0
28 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
2; " 0 0 " 0 " 0 0 0 0 0 " 0 0 0
0 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
2 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
" 0 0 " " 0 0 0 0 0 0 0 0 0 "
1 " 0 0 " " 0 0 0 0 " 0 0 0 0 0
5 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
3 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
4 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
8 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
; " 0 0 " " 0 0 0 0 0 0 " 0 0 0
10 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
1" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
12 " 0 0 " 0 " 0 0 0 0 " 0 0 0 0
1 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
11 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
15 " 0 " 0 " 0 0 " 0 0 0 0 0 0 0
13 0 " 0 " " 0 0 0 0 0 " 0 0 0 0
14 " 0 " 0 " 0 0 " 0 0 0 0 0 0 0
18 " 0 0 " " 0 0 0 0 0 " 0 0 0 0
1; " 0 0 " " 0 0 0 0 0 0 0 " 0 0
50 0 " 0 " " 0 0 0 0 0 " 0 0 0 0
5" " 0 " 0 " 0 0 0 0 " 0 0 0 0 0
52 " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
5 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
51 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
55 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
53 " 0 " 0 0 " 0 0 0 0 " 0 0 0 0
*an%kah / & "emdian hitn% 0mlah ban$akn$a media inrmasi ntktiap item &
Transak
si I, SI
Re%
ler
"ar$awa
n
m
m
P+M
P
PMD
"
!rs
r
Iklan
Rad
i
ran%t
a
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n" " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
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2 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
" 0 0 " " 0 0 0 0 0 0 " 0 0 0
1 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
5 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
3 0 " " 0 0 0 " 0 0 0 0 0 0 " 0
4 " 0 0 " " 0 0 0 0 " 0 0 0 0 0
8 " 0 0 " " 0 0 0 0 0 0 " 0 0 0; 0 " 0 " " 0 0 0 0 0 0 0 0 0 "
"0 " 0 " 0 0 " 0 0 0 0 0 0 " 0 0
"" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
"2 " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
" " 0 0 " " 0 0 0 0 0 0 " 0 0 0
"1 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
"5 0 " 0 " 0 " 0 0 " 0 0 0 0 0 0
"3 0 " 0 " 0 " 0 0 0 0 0 0 0 0 "
"4 " 0 " 0 0 " 0 0 0 0 0 " 0 0 0
"8 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
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2" 0 " " 0 " 0 0 0 0 0 " 0 0 0 0
22 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
2 0 " " 0 " 0 0 0 0 0 0 0 0 0 "
21 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
25 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
23 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
24 0 " 0 " " 0 0 0 0 0 0 " 0 0 0
28 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
2; " 0 0 " 0 " 0 0 0 0 0 " 0 0 0
0 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
2 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
" 0 0 " " 0 0 0 0 0 0 0 0 0 "
1 " 0 0 " " 0 0 0 0 " 0 0 0 0 0
5 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
3 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
4 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
8 " 0 " 0 " 0 0 0 0 0 0 0 0 0 "
; " 0 0 " " 0 0 0 0 0 0 " 0 0 0
10 " 0 " 0 " 0 0 0 0 0 0 " 0 0 0
1" " 0 0 " " 0 0 0 0 0 0 0 0 0 "
12 " 0 0 " 0 " 0 0 0 0 " 0 0 0 0
1 " 0 0 " " 0 0 0 0 0 0 " 0 0 0
11 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
15 " 0 " 0 " 0 0 " 0 0 0 0 0 0 0
13 0 " 0 " " 0 0 0 0 0 " 0 0 0 0
14 " 0 " 0 " 0 0 " 0 0 0 0 0 0 0
18 " 0 0 " " 0 0 0 0 0 " 0 0 0 0
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1; " 0 0 " " 0 0 0 0 0 0 0 " 0 0
50 0 " 0 " " 0 0 0 0 0 " 0 0 0 0
5" " 0 " 0 " 0 0 0 0 " 0 0 0 0 0
52 " 0 0 " 0 " 0 0 0 0 0 0 0 0 "
5 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
51 " 0 0 " " 0 0 0 0 0 0 0 0 0 "
55 " 0 0 " " 0 0 0 0 0 0 " 0 0 053 " 0 " 0 0 " 0 0 0 0 " 0 0 0 0
13 "0 "3 10 15"0 " 2 " 3 "8 " 22
*an%kah & Tentkan
Misalkan kita tentukan = 10, maka kita dapat menentukan ?rekuen itemset. Dari ta!el diatas
transaksi kC", semuanya le!ih !esar dari , maka
'" C EE&'F,E&F,E%egulerF,EKaryaanF,E-mumF,E2MF,EMDKF,ErosurF,E&klan %adioF,E7rEendiriF,EpandukF,Eurat anggilanF,E*emanFF
ntk k2+ (+ nsr)3 diperlkan tabel ntk tiap-tiap pasan% item. 4impnan $an%") E&',&F,E&',%egulerF,E&',KaryaanF,E&',-mumF,E&',2MF,E&',MDKF,E&',rosurF,E&',&kl
E&',audaraF,E&',endiriF,E&',pandukF,E&',urat anggilanF,E&',*emanF,2) E&,%egulerF,E&,KaryaanF,E&,-mumF,E&,2MF,E&,MDKF,E&,rosurF,E&,&klan %a
E&,audaraF,E&,endiriF,E&,pandukF,E&,urat anggilanF,E&,*emanF,) E%eguler,KaryaanF,E%eguler,-mumF,E%eguler,2MF,E%eguler,MDKF,E%eguler,ros
E%eguler,7rangtuaF,E%eguler,audaraF,E%eguler,endiriF,E%eguler,pandukF,E%egulerE%eguler,*emanF,
1) EKaryaan,-mumF,EKaryaan,2MF,EKaryaan,MDKF,EKaryaan,rosurF,EKaryaEKaryaan,7rangtuaF,EKaryaan,audaraF,EKaryaan,endiriF,EKaryaan,pandukF,EKaryaan,*emanF,
5) E-mum,2MF,E-mum,MDKF,E-mum,rosurF,E-mum,&klan %adioF,E-mum,7rangtuaE-mum,endiriF,E-mum,pandukF,E-mum,urat anggilanF,E-mum,*emanF,
3) E2M,MDKF,E2M,rosurF,E2M,&klan %adioF,E2M,7rangtuaF,E2M,audaraF,EE2M,urat anggilanF,E2M,*emanF,
4) EMDK,rosurF,EMDK,&klan %adioF,EMDK,7rangtuaF,EMDK,audaraF,EMDK,endiriEMDK,urat anggilanF,EMDK,*emanF,
8) Erosur,&klan %adioF,Erosur,7rangtuaF,Erosur,audaraF,Erosur,endiriF,Erosur,panggilanF,Erosur,*emanF,
;) E&klan %adio,7rangtuaF,E&klan %adio,audaraF,E&klan %adio,endiriF,E&klan %adio,pandanggilanF,E&klan %adio,*emanF,
"0) E7rangtua,audaraF,E7rangtua,endiriF,E7rangtua,pandukF,E7rangtua,urat
"") Eaudara,endiriF,Eaudara,pandukF,Eaudara,urat anggilanF,Eaudara,*em"2) Eendiri,pandukF,Eendiri,urat anggilanF,Eendiri,*emanF,
") Epanduk,urat anggilanF,Epanduk,*emanF,
"1) Eurat anggilan,*emanF,
Tabel-tabel ntk 5aln + item set& k2+
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Transaksi I, SI
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" " 0
2 " 0
" 0
1 " 0
5 " 0
3 0 "
4 " 0 8 " 0
; 0 "
"0 " 0
"" " 0
"2 " 0
" " 0
"1 " 0
"5 0 "
"3 0 "
"4 " 0
"8 " 0
"; 0 "
20 " 0
2" 0 "
22 " 0
2 0 "
21 " 0
25 " 0
23 " 0
24 0 "
28 " 0
2; " 0
0 " 0
" " 0
2 " 0
" 0
1 " 0
5 " 0
3 " 0
4 " 0
8 " 0
; " 0
10 " 0
1" " 0
12 " 0
1 " 0
11 " 0
15 " 0
13 0 "
14 " 0
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18 " 0
1; " 0
50 0 "
5" " 0
52 " 0
5 " 0
51 " 0 55 " 0
53 " 0
0Transak
si I,Re%l
er
" " 0
2 " 0
" 0
1 " 0
5 " " 3 0 "
4 " 0
8 " 0
; 0 0
"0 " "
"" " 0
"2 " 0
" " 0
"1 " 0
"5 0 0 "3 0 0
"4 " "
"8 " 0
"; 0 0
20 " "
2" 0 "
22 " "
2 0 "
21 " 0
25 " 0 23 " 0
24 0 0
28 " 0
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0 " "
" " 0
2 " "
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1 " 0
5 " 0 3 " 0
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4 " 0
8 " "
; " 0
10 " "
1" " 0
12 " 0
1 " 0 11 " 0
15 " "
13 0 0
14 " "
18 " 0
1; " 0
50 0 0
5" " "
52 " 0
5 " 0
51 " 0
55 " 0
53 " "
"Transa
ksi I,"ar$aw
an
" " "
2 " "
" "
1 " " 5 " 0
3 0 0
4 " "
8 " "
; 0 "
"0 " 0
"" " "
"2 " "
" " "
"1 " " "5 0 "
"3 0 "
"4 " 0
"8 " "
"; 0 "
20 " 0
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22 " 0
2 0 0
21 " " 25 " "
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23 " "
24 0 "
28 " "
2; " "
0 " 0
" " "
2 " 0 " "
1 " "
5 " "
3 " "
4 " "
8 " 0
; " "
10 " 0
1" " "
12 " "
1 " "
11 " "
15 " 0
13 0 "
14 " 0
18 " "
1; " "
50 0 "
5" " 0
52 " "
5 " "
51 " "
55 " "
53 " 0
Transa
ksi I,
m
m " " 0
2 " "
" "
1 " "
5 " "
3 0 0
4 " "
8 " "
; 0 "
"0 " 0 "" " "
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"2 " 0
" " "
"1 " "
"5 0 0
"3 0 0
"4 " 0
"8 " " "; 0 "
20 " "
2" 0 "
22 " "
2 0 "
21 " "
25 " "
23 " "
24 0 "
28 " "
2; " 0
0 " "
" " "
2 " "
" "
1 " "
5 " "
3 " "
4 " "
8 " "
; " "
10 " "
1" " "
12 " 0
1 " "
11 " "
15 " "
13 0 "
14 " "
18 " "
1; " "
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52 " 0
5 " "
51 " "
55 " "
53 " 0
8
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Transaksi I,
P+MP
" " "
2 " 0
" 0
1 " 0 5 " 0
3 0 0
4 " 0
8 " 0
; 0 0
"0 " "
"" " 0
"2 " "
" " 0
"1 " 0
"5 0 "
"3 0 "
"4 " "
"8 " 0
"; 0 0
20 " 0
2" 0 0
22 " 0
2 0 0
21 " 0
25 " 0
23 " 0
24 0 0
28 " 0
2; " "
0 " 0
" " 0
2 " 0
" 0
1 " 0
5 " 0
3 " 0
4 " 0
8 " 0
; " 0
10 " 0
1" " 0
12 " "
1 " 0
11 " 0
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15 " 0
13 0 0
14 " 0
18 " 0
1; " 0
50 0 0
5" " 0 52 " "
5 " 0
51 " 0
55 " 0
53 " "
8
Transaksi I,
PMD"
" " 0
2 " 0
" 0
1 " 0
5 " 0
3 0 "
4 " 0
8 " 0
; 0 0 "0 " 0
"" " 0
"2 " 0
" " 0
"1 " 0
"5 0 0
"3 0 0
"4 " 0
"8 " 0
"; 0 0 20 " 0
2" 0 0
22 " 0
2 0 0
21 " 0
25 " 0
23 " 0
24 0 0
28 " 0
2; " 0 0 " 0
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" " 0
2 " 0
" 0
1 " 0
5 " 0
3 " 0
4 " 0 8 " 0
; " 0
10 " 0
1" " 0
12 " 0
1 " 0
11 " 0
15 " 0
13 0 0
14 " 0
18 " 0
1; " 0
50 0 0
5" " 0
52 " 0
5 " 0
51 " 0
55 " 0
53 " 0
0
Transaksi I,
!rsr
" " 0
2 " 0
" 0
1 " 0
5 " 0 3 0 0
4 " 0
8 " 0
; 0 0
"0 " 0
"" " 0
"2 " 0
" " 0
"1 " 0
"5 0 0 "3 0 0
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"4 " 0
"8 " 0
"; 0 0
20 " 0
2" 0 0
22 " 0
2 0 0 21 " 0
25 " 0
23 " 0
24 0 0
28 " 0
2; " 0
0 " 0
" " 0
2 " 0
" 0
1 " 0
5 " 0
3 " 0
4 " 0
8 " 0
; " 0
10 " 0
1" " 0
12 " 0
1 " 0
11 " 0
15 " "
13 0 0
14 " "
18 " 0
1; " 0
50 0 0
5" " 0
52 " 0
5 " 0
51 " 0
55 " 0
53 " 0
2
Transaksi I,
IklanRadi
" " 0 2 " 0
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" 0
1 " 0
5 " 0
3 0 0
4 " 0
8 " 0
; 0 0 "0 " 0
"" " 0
"2 " 0
" " 0
"1 " 0
"5 0 "
"3 0 0
"4 " 0
"8 " 0
"; 0 0
20 " 0
2" 0 0
22 " 0
2 0 0
21 " 0
25 " 0
23 " 0
24 0 0
28 " 0
2; " 0
0 " 0
" " 0
2 " 0
" 0
1 " 0
5 " 0
3 " 0
4 " 0
8 " 0
; " 0
10 " 0
1" " 0
12 " 0
1 " 0
11 " 0
15 " 0
13 0 0
14 " 0
18 " 0
1; " 0
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50 0 0
5" " 0
52 " 0
5 " 0
51 " 0
55 " 0
53 " 0 0
Transaksi I,
ran%ta
" " 0
2 " 0
" 0
1 " 0 5 " 0
3 0 0
4 " "
8 " 0
; 0 0
"0 " 0
"" " 0
"2 " 0
" " 0
"1 " 0 "5 0 0
"3 0 0
"4 " 0
"8 " 0
"; 0 0
20 " 0
2" 0 0
22 " 0
2 0 0
21 " 0 25 " 0
23 " 0
24 0 0
28 " 0
2; " 0
0 " 0
" " 0
2 " 0
" 0
1 " " 5 " 0
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3 " 0
4 " 0
8 " 0
; " 0
10 " 0
1" " 0
12 " 0 1 " 0
11 " 0
15 " 0
13 0 0
14 " 0
18 " 0
1; " 0
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ksi I,
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Transaksi I,
Sendiri
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Transaksi I, Spandk
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I,
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Transaksi I,
Teman
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Transaksi SI
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Transaksi SI
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Transaksi SI
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Transaksi SI
IklanRadi
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Transaksi SI
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Transaksi SI
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Transaksi SI
Sendiri
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2
Transaksi SI
Spandk
" 0 0
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Transaksi SI
SratPan%%ilan
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Transaksi SI
Teman
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Transaksi
Re%ler
mm
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P+MP
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Transaksi
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Transaksi
Re%ler
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Transaksi
Re%ler
IklanRadi
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Transaksi
Re%ler
ran%ta
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Transaksi
Re%ler
Sadara
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Transaksi
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Sendiri
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Transaksi
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7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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10 " 0
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12 0 0
1 " 0
11 " "
15 " 0
13 " 0
14 " 0
18 " 0
1; " 0
50 " 0
5" " 0
52 0 "
5 " "
51 " "
55 " 0
53 0 0
"8
Transaksi
P+MP
PMD"
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 "
4 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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8 0 0
; 0 0
"0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0 "5 " 0
"3 " 0
"4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
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55 0 0
53 " 0
0
Transaksi P+MP !rsr
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0 "0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " 0
"3 " 0
"4 " 0
"8 0 0
"; 0 0 20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; " 0 0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0 10 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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1" 0 0
12 " 0
1 0 0
11 0 0
15 0 "
13 0 0
14 0 " 18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
0
Transaksi
P+MP
IklanRadi
" " 0
2 0 0
0 0
1 0 0
5 0 0 3 0 0
4 0 0
8 0 0
; 0 0
"0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " " "3 " 0
"4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0 23 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0 1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
"
Transaksi
P+MP
ran%ta
" " 0 2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 "
8 0 0
; 0 0
"0 " 0
"" 0 0 "2 " 0
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" 0 0
"1 0 0
"5 " 0
"3 " 0
"4 " 0
"8 0 0
"; 0 0 20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 "
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 "
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
91/163
Transaksi
P+MP
Sadara
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
"0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " 0 "3 " 0
"4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 "
22 0 0
2 0 0
21 0 0
25 0 0 23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0 3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " "
1 0 0
11 0 0
15 0 0 13 0 "
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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14 0 0
18 0 "
1; 0 0
50 0 "
5" 0 0
52 " 0
5 0 0 51 0 0
55 0 0
53 " "
2
Transaksi
P+MP
Sendiri
" " 0 2 0 0
0 "
1 0 "
5 0 0
3 0 0
4 0 0
8 0 "
; 0 0
"0 " 0
"" 0 0 "2 " 0
" 0 "
"1 0 0
"5 " 0
"3 " 0
"4 " "
"8 0 "
"; 0 "
20 0 0
2" 0 0 22 0 "
2 0 0
21 0 0
25 0 "
23 0 0
24 0 "
28 0 0
2; " "
0 0 0
" 0 0 2 0 "
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0 0
1 0 0
5 0 0
3 0 "
4 0 "
8 0 0
; 0 " 10 0 "
1" 0 0
12 " 0
1 0 "
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 "
53 " 0
"
Transaksi
P+MP
Spandk
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0 8 0 0
; 0 0
"0 " "
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " 0
"3 " 0
"4 " 0 "8 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
94/163
"; 0 0
20 0 "
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0 23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 "
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
"
Transaksi
P+MP
SratPan%%i
lan
" " 0
2 0 0 0 0
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95/163
1 0 0
5 0 0
3 0 "
4 0 0
8 0 0
; 0 0
"0 " 0 "" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " 0
"3 " 0
"4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
0
Transaksi
P+MP
Teman
" " "
2 0 "
0 0
1 0 0
5 0 "
3 0 0
4 0 0
8 0 0
; 0 "
"0 " 0
"" 0 "
"2 " "
" 0 0
"1 0 "
"5 " 0
"3 " "
"4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0
2 0 "
21 0 "
25 0 0
23 0 "
24 0 0
28 0 "
2; " 0
0 0 "
" 0 "
2 0 0
0 "
1 0 0
5 0 "
3 0 0
4 0 0
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8 0 "
; 0 0
10 0 0
1" 0 "
12 " 0
1 0 0
11 0 " 15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " "
5 0 "
51 0 "
55 0 0
53 " 0
1
Transaksi
PMD"
!rsr
" 0 0
2 0 0 0 0
1 0 0
5 0 0
3 " 0
4 0 0
8 0 0
; 0 0
"0 0 0
"" 0 0
"2 0 0 " 0 0
"1 0 0
"5 0 0
"3 0 0
"4 0 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0 2 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
98/163
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; 0 0
0 0 0 " 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 0 0
1 0 0
11 0 0
15 0 "
13 0 0
14 0 "
18 0 0
1; 0 0
50 0 0
5" 0 0
52 0 0
5 0 0
51 0 0
55 0 0
53 0 0
0
Transaksi
PMD"
IklanRadi
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0 ; 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
99/163
"0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " "
"3 " 0 "4 " 0
"8 0 0
"; 0 0
20 0 0
2" 0 0
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " 0
1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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"
Transaksi
PMD"
ran%ta
" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 " 0
4 0 "
8 0 0
; 0 0
"0 0 0
"" 0 0 "2 0 0
" 0 0
"1 0 0
"5 0 0
"3 0 0
"4 0 0
"8 0 0
"; 0 0
20 0 0
2" 0 0 22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0
28 0 0
2; 0 0
0 0 0
" 0 0 2 0 0
0 0
1 0 "
5 0 0
3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0 12 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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1 0 0
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0 50 0 0
5" 0 "
52 0 0
5 0 0
51 0 0
55 0 0
53 0 0
0
Transaksi
PMD"
Sadara
" " 0
2 0 0
0 0
1 0 0
5 0 0
3 0 0
4 0 0 8 0 0
; 0 0
"0 " 0
"" 0 0
"2 " 0
" 0 0
"1 0 0
"5 " 0
"3 " 0
"4 " 0 "8 0 0
"; 0 0
20 0 0
2" 0 "
22 0 0
2 0 0
21 0 0
25 0 0
23 0 0
24 0 0 28 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
102/163
2; " 0
0 0 0
" 0 0
2 0 0
0 0
1 0 0
5 0 0 3 0 0
4 0 0
8 0 0
; 0 0
10 0 0
1" 0 0
12 " "
1 0 0
11 0 0
15 0 0
13 0 "
14 0 0
18 0 "
1; 0 0
50 0 "
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 0
53 " "
2
Transaksi
PMD"
Sendiri
" " 0
2 0 0
0 " 1 0 "
5 0 0
3 0 0
4 0 0
8 0 "
; 0 0
"0 " 0
"" 0 0
"2 " 0
" 0 " "1 0 0
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
103/163
"5 " 0
"3 " 0
"4 " "
"8 0 "
"; 0 "
20 0 0
2" 0 0 22 0 "
2 0 0
21 0 0
25 0 "
23 0 0
24 0 "
28 0 0
2; " "
0 0 0
" 0 0
2 0 "
0 0
1 0 0
5 0 0
3 0 "
4 0 "
8 0 0
; 0 "
10 0 "
1" 0 0
12 " 0
1 0 "
11 0 0
15 0 0
13 0 0
14 0 0
18 0 0
1; 0 0
50 0 0
5" 0 0
52 " 0
5 0 0
51 0 0
55 0 "
53 " 0
2
Transaksi
PMD"
Spandk
7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx
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" 0 0
2 0 0
0 0
1 0 0
5 0 0
3 " 0
4 0 0 8 0 0
; 0 0
"0 0 "
"" 0 0
"2 0 0
" 0 0
"1 0 0
"5 0 0
"3 0 0
"4 0 0
"8 0 0
"; 0 0
20 0 "
2" 0 0
22 0
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