uas datamining 2014210061 ova nurisma putra.docx

7/24/2019 UAS DATAMINING 2014210061 OVA NURISMA PUTRA.docx

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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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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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IklanRadi

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32/163

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33/163

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34/163

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36/163

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37/163

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38/163

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42/163

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43/163

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47/163

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49/163

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28 " 0

2; " "

0 0 0

" " 0

2 0 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " "

1 " 0

11 " 0

15 0 0

13 " 0

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " "

5 " 0


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51 " 0

55 " 0

53 0 "

4

Transaksi

"ar$awan

PMD"

" " 0

2 " 0

" 0

1 " 0

5 0 0

3 0 "

4 " 0

8 " 0 ; " 0

"0 0 0

"" " 0

"2 " 0

" " 0

"1 " 0

"5 " 0

"3 " 0

"4 0 0

"8 " 0 "; " 0

20 0 0

2" 0 0

22 0 0

2 0 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0 2; " 0

0 0 0

" " 0

2 0 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0 ; " 0


62/163

10 0 0

1" " 0

12 " 0

1 " 0

11 " 0

15 0 0

13 " 0 14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 0

0

Transaksi

"ar$awan

!rsr

" " 0

2 " 0

" 0

1 " 0 5 0 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0

"2 " 0

" " 0

"1 " 0 "5 " 0

"3 " 0

"4 0 0

"8 " 0

"; " 0

20 0 0

2" 0 0

22 0 0

2 0 0

21 " 0 25 " 0


63/163

23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0

2 0 0 " 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " 0

1 " 0

11 " 0

15 0 "

13 " 0

14 0 "

18 " 0

1; " 0

50 " 0

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 0

0

Transa

ksi

"ar$a

wan

Iklan

Radi " " 0

2 " 0

" 0

1 " 0

5 0 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 0 "" " 0


64/163

"2 " 0

" " 0

"1 " 0

"5 " "

"3 " 0

"4 0 0

"8 " 0 "; " 0

20 0 0

2" 0 0

22 0 0

2 0 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0

2 0 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " 0

1 " 0

11 " 0

15 0 0

13 " 0

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 0

"


65/163

Transaksi

"ar$awan

ran%ta

" " 0

2 " 0

" 0

1 " 0

5 0 0

3 0 0

4 " "

8 " 0

; " 0

"0 0 0

"" " 0

"2 " 0

" " 0

"1 " 0

"5 " 0 "3 " 0

"4 0 0

"8 " 0

"; " 0

20 0 0

2" 0 0

22 0 0

2 0 0

21 " 0

25 " 0 23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0

2 0 0

" 0

1 " "

5 " 0 3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " 0

1 " 0

11 " 0

15 0 0 13 " 0


66/163

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 "

52 " 0

5 " 0 51 " 0

55 " 0

53 0 0

2

Transaksi

"ar$awan

Sadara

" " 0 2 " 0

" 0

1 " 0

5 0 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0 "2 " 0

" " 0

"1 " 0

"5 " 0

"3 " 0

"4 0 0

"8 " 0

"; " 0

20 0 0

2" 0 " 22 0 0

2 0 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0 2 0 0


67/163

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0

; " 0 10 0 0

1" " 0

12 " "

1 " 0

11 " 0

15 0 0

13 " "

14 0 0

18 " "

1; " 0

50 " "

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 "

1

Transaksi

"ar$awan

Sendiri

" " 0

2 " 0

" "

1 " "

5 0 0

3 0 0

4 " 0 8 " "

; " 0

"0 0 0

"" " 0

"2 " 0

" " "

"1 " 0

"5 " 0

"3 " 0

"4 0 " "8 " "


68/163

"; " "

20 0 0

2" 0 0

22 0 "

2 0 0

21 " 0

25 " " 23 " 0

24 " "

28 " 0

2; " "

0 0 0

" " 0

2 0 "

" 0

1 " 0

5 " 0

3 " "

4 " "

8 0 0

; " "

10 0 "

1" " 0

12 " 0

1 " "

11 " 0

15 0 0

13 " 0

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " 0

5 " 0

51 " 0

55 " "

53 0 0

"1

Transaksi

"ar$awan

Spandk

" " 0

2 " 0

" 0


69/163

1 " 0

5 0 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 " "" " 0

"2 " 0

" " 0

"1 " 0

"5 " 0

"3 " 0

"4 0 0

"8 " 0

"; " 0

20 0 "

2" 0 0

22 0 0

2 0 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0

2 0 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " 0

1 " 0

11 " 0

15 0 0

13 " 0

14 0 0

18 " 0

1; " "

50 " 0


70/163

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 0

"

Transaksi

"ar$awan

SratPan%%i

lan

" " 0

2 " 0

" 0

1 " 0

5 0 0

3 0 "

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0

"2 " 0

" " 0

"1 " 0

"5 " 0

"3 " 0

"4 0 0

"8 " 0

"; " 0

20 0 0

2" 0 0

22 0 0

2 0 0

21 " 0 25 " 0

23 " 0

24 " 0

28 " 0

2; " 0

0 0 0

" " 0

2 0 0

" 0

1 " 0 5 " 0


71/163

3 " 0

4 " 0

8 0 0

; " 0

10 0 0

1" " 0

12 " 0 1 " 0

11 " 0

15 0 0

13 " 0

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " 0

5 " 0

51 " 0

55 " 0

53 0 0

0

Transaksi

"ar$awan

Teman

" " "

2 " "

" 0

1 " 0

5 0 "

3 0 0

4 " 0

8 " 0

; " "

"0 0 0

"" " "

"2 " "

" " 0

"1 " "

"5 " 0

"3 " "

"4 0 0

"8 " 0

"; " 0

20 0 0

2" 0 0

22 0 0


72/163

2 0 "

21 " "

25 " 0

23 " "

24 " 0

28 " "

2; " 0 0 0 "

" " "

2 0 0

" "

1 " 0

5 " "

3 " 0

4 " 0

8 0 "

; " 0

10 0 0

1" " "

12 " 0

1 " 0

11 " "

15 0 0

13 " 0

14 0 0

18 " 0

1; " 0

50 " 0

5" 0 0

52 " "

5 " "

51 " "

55 " 0

53 0 0

"8

Transaksi

mm

P+MP

" 0 "

2 " 0

" 0

1 " 0

5 " 0

3 0 0

4 " 0


73/163

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

18 " 0

1; " 0

50 " 0

5" " 0

52 0 "

5 " 0

51 " 0


74/163

55 " 0

53 0 "

0

Transaksi mm PMD"

" 0 0

2 " 0

" 0

1 " 0

5 " 0

3 0 "

4 " 0

8 " 0

; " 0 "0 0 0

"" " 0

"2 0 0

" " 0

"1 " 0

"5 0 0

"3 0 0

"4 0 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

" " 0

2 " 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 " 0

; " 0 10 " 0


75/163

1" " 0

12 0 0

1 " 0

11 " 0

15 " 0

13 " 0

14 " 0 18 " 0

1; " 0

50 " 0

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 0

0

Transaksi

mm

!rsr

" 0 0

2 " 0

" 0

1 " 0

5 " 0 3 0 0

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0

"2 0 0

" " 0

"1 " 0

"5 0 0 "3 0 0

"4 0 0

"8 " 0

"; " 0

20 " 0

2" " 0

22 " 0

2 " 0

21 " 0

25 " 0 23 " 0


76/163

24 " 0

28 " 0

2; 0 0

0 " 0

" " 0

2 " 0

" 0 1 " 0

5 " 0

3 " 0

4 " 0

8 " 0

; " 0

10 " 0

1" " 0

12 0 0

1 " 0

11 " 0

15 " "

13 " 0

14 " "

18 " 0

1; " 0

50 " 0

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 0

2

Transaksi

mm

IklanRadi

" 0 0 2 " 0

" 0

1 " 0

5 " 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0 "2 0 0


77/163

" " 0

"1 " 0

"5 0 "

"3 0 0

"4 0 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

" " 0

2 " 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 " 0

; " 0

10 " 0

1" " 0

12 0 0

1 " 0

11 " 0

15 " 0

13 " 0

14 " 0

18 " 0

1; " 0

50 " 0

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 0

0


78/163

Transaksi

mm

ran%ta

" 0 0

2 " 0

" 0

1 " 0

5 " 0

3 0 0

4 " "

8 " 0

; " 0

"0 0 0

"" " 0

"2 0 0

" " 0

"1 " 0

"5 0 0 "3 0 0

"4 0 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

" " 0

2 " 0

" 0

1 " "

5 " 0 3 " 0

4 " 0

8 " 0

; " 0

10 " 0

1" " 0

12 0 0

1 " 0

11 " 0

15 " 0 13 " 0


79/163

14 " 0

18 " 0

1; " 0

50 " 0

5" " "

52 0 0

5 " 0 51 " 0

55 " 0

53 0 0

Transaksi

mm

Sadara

" 0 0 2 " 0

" 0

1 " 0

5 " 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0 "2 0 0

" " 0

"1 " 0

"5 0 0

"3 0 0

"4 0 0

"8 " 0

"; " 0

20 " 0

2" " " 22 " 0

2 " 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0

2; 0 0

0 " 0

" " 0 2 " 0


80/163

" 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 " "

14 " 0

18 " "

1; " 0

50 " "

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 "

1

Transaksi

mm

Sendiri

" 0 0

2 " 0

" "

1 " "

5 " 0

3 0 0

4 " 0 8 " "

; " 0

"0 0 0

"" " 0

"2 0 0

" " "

"1 " 0

"5 0 0

"3 0 0

"4 0 " "8 " "


81/163

"; " "

20 " 0

2" " 0

22 " "

2 " 0

21 " 0

25 " " 23 " 0

24 " "

28 " 0

2; 0 "

0 " 0

" " 0

2 " "

" 0

1 " 0

5 " 0

3 " "

4 " "

8 " 0

; " "

10 " "

1" " 0

12 0 0

1 " "

11 " 0

15 " 0

13 " 0

14 " 0

18 " 0

1; " 0

50 " 0

5" " 0

52 0 0

5 " 0

51 " 0

55 " "

53 0 0

"5

Transaksi

mm

Spandk

" 0 0

2 " 0

" 0


82/163

1 " 0

5 " 0

3 0 0

4 " 0

8 " 0

; " 0

"0 0 " "" " 0

"2 0 0

" " 0

"1 " 0

"5 0 0

"3 0 0

"4 0 0

"8 " 0

"; " 0

20 " "

2" " 0

22 " 0

2 " 0

21 " 0

25 " 0

23 " 0

24 " 0

28 " 0

2; 0 0

0 " 0

" " 0

2 " 0

" 0

1 " 0

5 " 0

3 " 0

4 " 0

8 " 0

; " 0

10 " 0

1" " 0

12 0 0

1 " 0

11 " 0

15 " 0

13 " 0

14 " 0

18 " 0

1; " "

50 " 0


83/163

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 0

"

Transaksi

mm

SratPan%%i

lan

" 0 0

2 " 0

" 0

1 " 0

5 " 0

3 0 "

4 " 0

8 " 0

; " 0

"0 0 0

"" " 0

"2 0 0

" " 0

"1 " 0

"5 0 0

"3 0 0

"4 0 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

" " 0

2 " 0

" 0

1 " 0 5 " 0


84/163

3 " 0

4 " 0

8 " 0

; " 0

10 " 0

1" " 0

12 0 0 1 " 0

11 " 0

15 " 0

13 " 0

14 " 0

18 " 0

1; " 0

50 " 0

5" " 0

52 0 0

5 " 0

51 " 0

55 " 0

53 0 0

0

Transaksi

mm

Teman

" 0 "

2 " "

" 0

1 " 0

5 " "

3 0 0

4 " 0

8 " 0

; " "

"0 0 0

"" " "

"2 0 "

" " 0

"1 " "

"5 0 0

"3 0 "

"4 0 0

"8 " 0

"; " 0

20 " 0

2" " 0

22 " 0


85/163

2 " "

21 " "

25 " 0

23 " "

24 " 0

28 " "

2; 0 0 0 " "

" " "

2 " 0

" "

1 " 0

5 " "

3 " 0

4 " 0

8 " "

; " 0

10 " 0

1" " "

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


86/163

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


87/163

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


88/163

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


89/163

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


90/163

" 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


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 "


92/163

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 "


93/163

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


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

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Teman

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!rsr

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IklanRadi

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ran%ta

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Transaksi

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Sadara

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Transaksi

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Sendiri

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Transaksi

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Spandk


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