Official Site of Missa Lamsani - Gunadarma University Lap-Lampiran PDM

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L - 1

LAMPIRAN 1.

PERSONALIA PENELITI

1. Ketua Peneliti

a. Nama Lengkap : Purnawarman Musa, SKom., MT b. Jenis Kelamin : Laki-laki

c. NIP : 010119

d. Disiplin ilmu : Sistem Komputer e. Pangkat/Golongan : -

f. Jabatan fungsional/struktural : Asisten Ahli

g. Fakultas/Jurusan : Ilmu Komputer dan Teknologi Informasi / Sistem Komputer

h. Waktu penelitian : 20 jam/minggu

2. Anggota Peneliti : 2 orang

a. Nama Lengkap : Nur Yuliani, SKom, MM b. Jenis Kelamin : Perempuan

c. NIP : 990714

d. Disiplin ilmu : Sistem Informasi e. Pangkat/Golongan : -

g. Fakultas/Jurusan : Ilmu Komputer dan Teknologi Informasi / Sistem Informasi

a. Nama Lengkap : Missa Lamsani, SKom., MT b. Jenis Kelamin : Perempuan

c. NIP : 990304

d. Disiplin ilmu : Sistem Komputer e. Pangkat/Golongan : -

g. Fakultas/Jurusan : Ilmu Komputer dan Teknologi Informasi / Sistem Komputer

3. Tenaga Laboran/Teknisi :

a. Nama Lengkap : M.Achsan Isa A.A., SKOM., MMSI

b. Keahlian : Programmer

4. Pekerja Lapangan/Pencacah : -

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L - 2

LAMPIRAN 2.

RIWAYAT HIDUP PENELITI

Riwayat Hidup

Nama : Purnawarman Musa

Tempat / Tanggal Lahir : Gorontalo, 18 Desember 1975

Alamat : Margonda Raya Gg Delima No. 43A RT 01 / RW 07 Pondokcina

Kota : Depok

Telephone : +62 815 911 3456

Email : [email protected]

Status : Menikah

Jenis Kelamin : Laki-laki

Agama : Islam

Kebangsaan : Indonesia

Pendidikan Formal :

1. SD Negeri 1 Dunggala, Gorontalo, Tahun 1982 – 1988. 2. SMP Negeri Isimu, Gorontalo, Tahun 1988 – 1991.

3. SMA Negeri 8 Ujungpandang, Makassar, Tahun 1991 – 1994.

4. Universitas Gunadarma, Fakultas Ilmu Komputer, Jurusan Teknik Komputer, Jenjang Strata Satu (S1), Tahun 1994 – 1999.

5. Universitas Gundarma, Fakultas Teknik, Jurusan Magister Teknik Elektro, Jenjang Strata Dua (S2), Tahun 2003 – 2006

Pendidikan Non Formal :

1. Demo Instalasi Wireless Internet di UPT Perpustakaan Institut Teknologi Bandung, 10 Juni 2003, Bandung

2. Training Mikrokontroller oleh Innovative Electronics, 1 – 30 November 2003, Surabaya.

3. Training Robotik di Politeknik Elektronika Negeri – ITS, 2 – 28 Januari 2006, Surabaya

4. Workshop Robotik di Politeknik Elektronika Negeri – ITS, 19 – 20 Juli 2006, Surabaya

5. Cisco Sertifikasi di PPDI – LIPI Jakarta Maret – November 2006, Jakarta

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L - 3 Publikasi :

1. Jurnal Ilmiah Informatika & Komputer “Konstruksi Port Pararel MCS-51”, ISSN : 08538638, Edisi : No. 1/Vol. 6/April 2001 Universitas Gunadarma, Depok

2. Jurnal Ilmiah Informatika & Komputer “Kartu antar muka (interface card sebagai masukan-keluaran(input-output) menggunakan PPI-8255 dan PIT-8253 berbasis komputer”, Edisi : No. 8/Vol. 3/Desember 2003 Universitas Gunadarma, Depok 3. Pemakalah National Seminar on Research and Studies IV “Teaching Grant”,

“Penerapan Belajar Mengajar Pada Mata Kuliah Pengantarmukaan Peripheral Komputer Melalui Metode Latihan Penelitian Dan Latihan Laboratoris Secara Berkelompok Untuk Mengoptimalkan Proses Belajar Mengajar”, Ministry Of National Education Directorate General Of Higher Education TPSDP 8 – 9 Oktober 2004., Bandung.

4. Pemakalah National Seminar on Research and Studies IV “Teaching Grant”, “Pengembangan Multipath Learning Modules Berbasis Komputer untuk Mata Kuliah Arsitektur Komputer”, Ministry Of National Education Directorate General Of Higher Education TPSDP 6 – 8 April 2006., Jakarta.

5. Pemakalah Seminar Nasional Tenaga Listrik dan Mekatronika 2006, “Studi Pengembangan Alat Penjadwal Sholat Dan Penentu Arah Qiblat Berbasiskan Mikrokontroler”, Lembaga Ilmu Pengetahuan Indonesia, 27 – 28 Juli 2006, LIPI – Bandung

6. Pemakalah Seminar Nasional Komputer dan Sistem Intelijen (KOMMIT) 2006, “Rancang Bangun Perangkat Kendali-Cepat secara Jarak Jauh Berbantuan Sarana Pesan-SMS pada Telefon Genggam”, Universitas Gunadarma, 2006

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L - 4 Riwayat Hidup

Nama : Missa Lamsani

Tempat / Tanggal Lahir : Sukabumi, 4 Oktober 1973

Alamat : Pondok Tirta Mandala Blok E No. 3

Kota : Depok

Telephone : +62 815 8801153

Status : Menikah

Jenis Kelamin : Perempuan

Agama : Islam

1. SD Mardi Yuana, Sukabumi, 1980 - 1986 2. SMP Mardi Yuana 2, Sukabumi, 1986 - 1989 3. SMA Mardi Yuana, Sukabumi, Tahun 1989-1992

4. Universitas Gunadarma, Fakultas Ilmu Komputer, Jurusan Teknik Komputer, Jenjang Strata Satu (S1), Tahun 1992 – 1998.

5. Universitas Gundarma, Fakultas Teknik, Jurusan Magister Teknik Elektro, Jenjang Strata Dua (S2), Tahun 1999 – 2001

Pendidikan Non Formal : -

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L - 5

Status : Menikah

Jenis Kelamin : Perempuan

Agama : Islam

1. SDN Sindangkarsa I, Bogor, 1982 - 1988 2. SMP N 1 Cimanggis, Bogor, 1988 - 1991 3. SMA N 39, Jakarta, Tahun 1991-1994

4. Universitas Gunadarma, Fakultas Ilmu Komputer, Jurusan Manajemen Informatika, Jenjang Strata Satu (S1), Tahun 1994 – 1999.

5. Universitas Gundarma, Jurusan Magister Manajemen, Jenjang Strata Dua (S2), Tahun 1999 – 2002

Pendidikan Non Formal : -

Publikasi :

1. Pemakalah Seminar Nasional Komputer dan Sistem Intelijen (KOMMIT) 2006, “Sistem Identifikasi Pengenalan Karakter M Menggunakan Metode Run Length Encoding”, Universitas Gunadarma, 2006

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L - 6

LAMPIRAN 3.

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L - 7

LAMPIRAN 4.

FLOWCHART PROGRAM

Pengambilan Data

ObjekWajah

Penskalaan

Segmentasi

Cropping

Kuantisasi

Verifikasi

Dikenal ?

Pintu terbuka

Pintu tetap tertutup

Gray Scale

Ya

Tidak

Mulai

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L - 8

LAMPIRAN 5.

LISTING PROGRAM

' Program PDM by MUSA, Yuli and MISSA ' Universitas Gunadarma

Persistable = 0 'NotPersistable DataBindingBehavior = 0 'vbNone DataSourceBehavior = 0 'vbNone

MTSTransactionMode = 0 'NotAnMTSObject END

Attribute VB_Name = "Class1"

Attribute VB_GlobalNameSpace = False Attribute VB_Creatable = True

Attribute VB_PredeclaredId = False Attribute VB_Exposed = False Option Explicit

Dim i As Integer Dim j As Integer Dim data As Integer Dim nm As String Dim no As Integer Dim nama As String Dim hehe As Long Dim d As Long

Dim banding As Integer Dim lama As Integer Dim waktu As Integer

Dim R(0 To 15, 0 To 15) As Integer

Function PilihKamera(ByVal hWnd As Long, ByVal wDriver As Long) As Boolean Dim lpszName As String * 100

Dim lpszVer As String * 100

If capGetDriverDescriptionA(wDriver, lpszName, 100, _ lpszVer, 100) Then

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L - 9

capSetCallbackOnFrame lwndC, vbNull If lwndC <> 0 Then

capDriverDisconnect lwndC DestroyWindow lwndC End If

End Sub

Sub SetKamera()

capDlgVideoFormat lwndC ResizeCaptureWindow lwndC End Sub

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L - 12

'Public Declare Function inp Lib "inpout32.dll" _

Alias "Inp32" (ByVal portaddress As Integer) As Integer 'Public Declare Sub out Lib "inpout32.dll" _

Alias "Out32" (ByVal portaddress As Integer, ByVal value As Integer)

Private Sub Check1_Click() VideoOut = (Check1.value = 1) End Sub

' Program PDM by MUSA, Yuli and MISSA ' Universitas Gunadarma

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L - 13 Attribute VB_Name = "Module1"

Option Explicit Dim i As Integer Dim j As Integer Dim data As Integer Dim nm As String Dim no As Integer Dim nama As String

Dim NameSementara As String Dim hehe As Long

Dim d As Long

Dim banding As Integer Dim lama As Integer Dim waktu As Integer Dim Min As Double

Global r(0 To 15, 0 To 15) As Integer

Public Const SWP_NOMOVE = &H2 Public Const SWP_NOZORDER = &H4 Public Const HWND_BOTTOM = 1

Public Const WS_VISIBLE = &H10000000 Public Const WS_CHILD = &H40000000 Public Const WM_USER = &H400

Public Const WM_CAP_START = WM_USER

Public Const WM_CAP_DRIVER_CONNECT = WM_CAP_START + 10 Public Const WM_CAP_DRIVER_DISCONNECT = WM_CAP_START + 11 Public Const WM_CAP_SET_PREVIEW = WM_CAP_START + 50

Public Const WM_CAP_SET_PREVIEWRATE = WM_CAP_START + 52 Public Const WM_CAP_SET_SCALE = WM_CAP_START + 53

Public Const WM_CAP_SET_CALLBACK_FRAME = WM_CAP_START + 5 Public Const WM_CAP_DLG_VIDEOFORMAT = WM_CAP_START + 41 Public Const WM_CAP_GET_STATUS = WM_CAP_START + 54

Public Const WM_CAP_FILE_SAVEDIB As Long = WM_CAP_START + 25

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L - 14 fUsingDefaultPalette As Long fAudioHardware As Long fCapFileExists As Long

dwCurrentVideoFrame As Long

dwCurrentVideoFramesDropped As Long dwCurrentWaveSamples As Long

dwCurrentTimeElapsedMS As Long hPalCurrent As Long

fCapturingNow As Long dwReturn As Long

wNumVideoAllocated As Long wNumAudioAllocated As Long End Type

Declare Function capCreateCaptureWindowA Lib "avicap32.dll" ( _ ByVal lpszWindowName As String, _

ByVal dwStyle As Long, _

ByVal x As Long, ByVal y As Long, _

ByVal nWidth As Long, ByVal nHeight As Integer, _ ByVal hWndParent As Long, ByVal nID As Long) As Long Declare Function SetWindowPos Lib "user32" ( _

ByVal hWnd As Long, ByVal hWndInsertAfter As Long, _ ByVal x As Long, ByVal y As Long, ByVal cx As Long, _ ByVal cy As Long, ByVal wFlags As Long) As Long Declare Function DestroyWindow Lib "user32" ( _ ByVal hndw As Long) As Boolean

Declare Function capGetDriverDescriptionA Lib "avicap32.dll" ( _ ByVal wDriver As Integer, _

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L - 15 ByVal cbName As Long, _

ByVal lpszVer As String, _

ByVal cbVer As Long) As Boolean

Declare Sub RtlMoveMemory Lib "kernel32" ( _

ByVal hpvDest As Long, ByVal hpvSource As Long, _ ByVal cbCopy As Long)

Declare Function SendMessage Lib "user32" Alias "SendMessageA" ( _ ByVal hWnd As Long, ByVal wMsg As Long, ByVal wParam As Integer, _ ByVal lParam As Long) As Long

Public Declare Sub Sleep Lib "kernel32" (ByVal dwMilliseconds As Long) Public Declare Sub Tunda Lib "Port_IO.dll" (ByVal lama As Integer)

Public Declare Function SetPixel Lib "gdi32.dll" (ByVal hdc As Long, ByVal x As Long, ByVal y As Long, ByVal crColor As Long) As Long

Public Declare Function GetPixel Lib "gdi32" (ByVal hdc As Long, ByVal x As Long, ByVal y As Long) As Long

Dim VideoHeader As VIDEOHDR Dim vIn(0 To 319, 0 To 239) As tRGB24 Dim vOut(0 To 319, 0 To 239) As tRGB24 'Global vImage() As tRGB24

Global lwndC As Long Global VideoOut As Boolean Global fps As Integer

Global rR As Integer Global Gg As Integer Global Bb As Integer 'Global w As Integer

'Global data(0 To 300, 0 To 300) As Double Global VQ(0 To 15, 0 To 150) As Integer Global Xmin As Integer

Global Xmax As Integer Global Ymin As Integer Global Ymax As Integer Dim out As String

Function capDriverConnect(ByVal lwnd As Long, _ ByVal i As Integer) As Boolean

capDriverConnect = SendMessage(lwnd, WM_CAP_DRIVER_CONNECT, i, 0) End Function

Function capDriverDisconnect(ByVal lwnd As Long) As Boolean capDriverDisconnect = SendMessage( _

lwnd, WM_CAP_DRIVER_DISCONNECT, 0, 0) End Function

Function capSetCallbackOnFrame(ByVal lwnd As Long, _ ByVal lpProc As Long) As Boolean

capSetCallbackOnFrame = SendMessage( _

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L - 16 Function capPreviewScale(ByVal lwnd As Long, _ ByVal f As Boolean) As Boolean

capPreviewScale = SendMessage(lwnd, WM_CAP_SET_SCALE, f, 0) End Function

Function capPreviewRate(ByVal lwnd As Long, _ ByVal wMS As Integer) As Boolean

capPreviewRate = SendMessage(lwnd, WM_CAP_SET_PREVIEWRATE, wMS, 0) End Function

Function capPreview(ByVal lwnd As Long, ByVal f As Boolean) As Boolean capPreview = SendMessage(lwnd, WM_CAP_SET_PREVIEW, f, 0) End Function

Function capDlgVideoFormat(ByVal lwnd As Long) As Boolean

capDlgVideoFormat = SendMessage(lwnd, WM_CAP_DLG_VIDEOFORMAT, 0, 0) End Function

Function capGetStatus(ByVal lwnd As Long, ByVal s As Long, _ ByVal wSize As Integer) As Boolean

capGetStatus = SendMessage(lwnd, WM_CAP_GET_STATUS, wSize, s) End Function

Function capFileSaveDIB(ByVal hCapWnd As Long, ByVal FilePath As String) As Boolean

capFileSaveDIB = SendMessageAsString(hCapWnd, WM_CAP_FILE_SAVEDIB, 0&, FilePath)

End Function

Sub ResizeCaptureWindow(ByVal lwnd As Long) Dim CAPSTATUS As CAPSTATUS

capGetStatus lwnd, VarPtr(CAPSTATUS), Len(CAPSTATUS) SetWindowPos lwnd, HWND_BOTTOM, 0, 0, _

CAPSTATUS.uiImageWidth, _ CAPSTATUS.uiImageHeight, _

SWP_NOMOVE Or SWP_NOZORDER End Sub

Function OnFrameEvent(ByVal lwnd As Long, ByVal lpVHdr As Long) As Long RtlMoveMemory VarPtr(VideoHeader), lpVHdr, Len(VideoHeader)

If VideoHeader.dwBytesUsed = 0 Then Exit Function If VideoHeader.dwBytesUsed <> 230400 Then

MsgBox "Ubah setting konfigurasi Video dalam 320x240 RGB24", _ vbCritical, "Pesan Kesalahan"

SetKamera Exit Function End If

RtlMoveMemory VarPtr(vIn(0, 0)), VideoHeader.lpData, _ VideoHeader.dwBytesUsed

ProsesImage If VideoOut Then

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L - 17 End If

fps = fps + 1 End Function

Function PilihKamera(ByVal hWnd As Long, ByVal wDriver As Long) As Boolean Dim lpszName As String * 100

Dim lpszVer As String * 100

If capGetDriverDescriptionA(wDriver, lpszName, 100, _ lpszVer, 100) Then

capSetCallbackOnFrame lwndC, vbNull If lwndC <> 0 Then

capDriverDisconnect lwndC DestroyWindow lwndC End If

End Sub

Sub SetKamera()

capDlgVideoFormat lwndC ResizeCaptureWindow lwndC End Sub

Public Sub Penskalaan(Faktor As Byte) Dim xx As Integer

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(20)

L - 20 vOut(Xmax, y).B = 255

Next 'Else

(21)

L - 21 Next

Next End Sub

Public Sub KotakBaru(ByVal X1 As Integer, ByVal Y1 As Integer, _ ByVal X2 As Integer, ByVal Y2 As Integer)

(22)

L - 22 Next

Next End Sub

Function Get_ID() As String

Dim m_DBConnection As ADODB.Connection Dim rs As ADODB.Recordset

Dim db_file As String Dim a As Integer

db_file = App.Path

If Right$(db_file, 1) <> "\" Then db_file = db_file & "\" db_file = db_file & "db1.mdb"

Set m_DBConnection = New ADODB.Connection m_DBConnection.ConnectionString = _

"Provider=Microsoft.Jet.OLEDB.4.0;" & _ "Data Source=" & db_file & ";" & _ "Persist Security Info=False" m_DBConnection.Open

Set rs = m_DBConnection.Execute( _

"select max(id)+1 as noid from t_wajah", , adCmdText)

If rs.Fields(0).Value <> 0 Then a = rs.Fields(0).Value

'Public Declare Function inp Lib "inpout32.dll" _

Alias "Inp32" (ByVal portaddress As Integer) As Integer 'Public Declare Sub out Lib "inpout32.dll" _

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L - 26 t_wajah

id nama

26 farhan

27 yudi

28 gunawan

29 ronny

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L - 27

LAMPIRAN 8.

CONTOH DATABASE DATA WAJAH

t_data_wajah

id pos_x pos_y data

1 2 2 62

1 3 2 36

1 4 2 15

1 5 2 6

1 6 2 14

1 7 2 25

1 8 2 21

1 9 2 20

1 10 2 16

1 11 2 2

1 12 2 3

1 13 2 19

1 14 2 20

1 15 2 34

1 0 3 50

1 1 3 54

1 2 3 55

1 3 3 47

1 4 3 56

(28)

L - 28 t_data_wajah

id pos_x pos_y data

1 6 3 23

1 7 3 36

1 8 3 45

1 9 3 22

1 10 3 19

1 11 3 29

1 12 3 26

1 13 3 5

1 14 3 10

1 15 3 30

1 0 4 43

1 1 4 38

1 2 4 36

1 3 4 56

1 4 4 51

1 5 4 79

1 6 4 57

1 7 4 50

1 8 4 47

1 9 4 41

1 10 4 37

(29)

id pos_x pos_y data

1 12 4 19

1 13 4 8

1 14 4 1

1 15 4 27

1 0 5 37

1 1 5 24

1 2 5 54

1 3 5 47

1 4 5 86

1 5 5 74

1 6 5 55

1 7 5 60

1 8 5 42

1 9 5 52

1 10 5 38

1 11 5 18

1 12 5 8

1 13 5 1

1 14 5 3

1 15 5 27

1 0 6 30

(30)

id pos_x pos_y data

1 2 6 27

1 3 6 62

1 4 6 50

1 5 6 51

1 6 6 63

1 7 6 71

1 8 6 58

1 9 6 67

1 10 6 53

1 11 6 10

1 12 6 3

1 13 6 1

1 14 6 1

1 15 6 27

1 0 7 31

1 1 7 21

1 2 7 26

1 3 7 49

1 4 7 16

1 5 7 54

1 6 7 68

(31)

id pos_x pos_y data

1 8 7 81

1 9 7 63

1 10 7 68

1 11 7 6

1 12 7 5

1 13 7 5

1 14 7 0

1 15 7 31

1 0 8 33

1 1 8 23

1 2 8 43

1 3 8 26

1 4 8 17

1 5 8 31

1 6 8 44

1 7 8 46

1 8 8 72

1 9 8 37

1 10 8 49

1 11 8 8

1 12 8 0

(32)

id pos_x pos_y data

1 14 8 0

1 15 8 27

1 0 9 37

1 1 9 19

1 2 9 47

1 3 9 21

1 4 9 4

1 5 9 19

1 6 9 45

1 7 9 64

1 8 9 80

1 9 9 48

1 10 9 42

1 11 9 3

1 12 9 0

1 13 9 0

1 14 9 0

1 15 9 27

1 0 10 36

1 1 10 15

1 2 10 17

(33)

id pos_x pos_y data

1 4 10 10

1 5 10 12

1 6 10 46

1 7 10 77

1 8 10 81

1 9 10 62

1 10 10 37

1 11 10 2

1 12 10 0

1 13 10 0

1 14 10 0

1 15 10 27

1 0 11 27

1 1 11 5

1 2 11 24

1 3 11 5

1 4 11 2

1 5 11 23

1 6 11 31

1 7 11 75

1 8 11 82

(34)

id pos_x pos_y data

1 10 11 27

1 11 11 0

1 12 11 0

1 13 11 0

1 14 11 0

1 15 11 27

1 0 12 29

1 1 12 6

1 2 12 8

1 3 12 2

1 4 12 2

1 5 12 11

1 6 12 23

1 7 12 51

1 8 12 72

1 9 12 34

1 10 12 20

1 11 12 0

1 12 12 0

1 13 12 0

1 14 12 0

(35)

id pos_x pos_y data

1 0 13 29

1 1 13 0

1 2 13 3

1 3 13 2

1 4 13 2

1 5 13 0

1 6 13 13

1 7 13 28

1 8 13 31

1 9 13 29

1 10 13 0

1 11 13 0

1 12 13 0

1 13 13 0

1 14 13 0

1 15 13 27

1 0 14 30

1 1 14 11

1 2 14 3

1 3 14 2

1 4 14 0

(36)

id pos_x pos_y data

1 6 14 0

1 7 14 0

1 8 14 5

1 9 14 0

1 10 14 0

1 11 14 0

1 12 14 0

1 13 14 0

1 14 14 0

1 15 14 27

1 0 15 31

1 1 15 36

1 2 15 39

1 3 15 37

1 4 15 34

1 5 15 37

1 6 15 34

1 7 15 37

1 8 15 37

1 9 15 34

1 10 15 37

(37)

id pos_x pos_y data

1 12 15 37

1 13 15 37

1 14 15 34

1 15 15 31

1 0 0 39

1 1 0 54

1 2 0 48

1 3 0 39

1 4 0 37

1 5 0 40

1 6 0 38

1 7 0 47

1 8 0 48

1 9 0 42

1 10 0 41

1 11 0 35

1 12 0 39

1 13 0 38

1 14 0 39

1 15 0 37

1 0 1 42

(38)

id pos_x pos_y data

1 2 1 58

1 3 1 11

1 4 1 3

1 5 1 9

1 6 1 14

1 7 1 28

1 8 1 32

1 9 1 21

1 10 1 13

1 11 1 2

1 12 1 1

1 13 1 1

1 14 1 25

1 15 1 40

1 0 2 49

1 1 2 51

2 0 0 37

2 1 0 51

2 2 0 64

2 3 0 58

2 4 0 54

(39)

id pos_x pos_y data

2 6 0 54

2 7 0 45

2 8 0 44

2 9 0 51

2 10 0 57

2 11 0 53

2 12 0 58

2 13 0 50

2 14 0 44

2 15 0 39

2 0 1 45

2 1 1 53

2 2 1 68

2 3 1 65

2 4 1 57

2 5 1 64

2 6 1 42

2 7 1 17

2 8 1 17

2 9 1 41

2 10 1 64

(40)

id pos_x pos_y data

2 12 1 49

2 13 1 39

2 14 1 22

2 15 1 40

2 0 2 52

2 1 2 51

2 2 2 60

2 3 2 80

2 4 2 65

2 5 2 80

2 6 2 34

2 7 2 20

2 8 2 20

2 9 2 33

2 10 2 74

2 11 2 55

2 12 2 48

2 13 2 27

2 14 2 17

2 15 2 37

2 0 3 50

(41)

id pos_x pos_y data

2 2 3 61

2 3 3 97

2 4 3 73

2 5 3 80

2 6 3 32

2 7 3 38

2 8 3 36

2 9 3 46

2 10 3 80

2 11 3 47

2 12 3 57

2 13 3 25

2 14 3 11

2 15 3 34

2 0 4 44

2 1 4 39

2 2 4 71

2 3 4 85

2 4 4 94

2 5 4 88

2 6 4 38

(42)

id pos_x pos_y data

2 8 4 38

2 9 4 64

2 10 4 83

2 11 4 62

2 12 4 33

2 13 4 14

2 14 4 4

2 15 4 27

2 0 5 44

2 1 5 38

2 2 5 67

2 3 5 71

2 4 5 90

2 5 5 80

2 6 5 48

2 7 5 45

2 8 5 46

2 9 5 56

2 10 5 25

2 11 5 22

2 12 5 18

(43)

id pos_x pos_y data

2 14 5 11

2 15 5 30

2 0 6 43

2 1 6 45

2 2 6 69

2 3 6 67

2 4 6 71

2 5 6 47

2 6 6 62

2 7 6 53

2 8 6 61

2 9 6 66

2 10 6 8

2 11 6 11

2 12 6 15

2 13 6 5

2 14 6 7

2 15 6 30

2 0 7 48

2 1 7 48

2 2 7 41

(44)

id pos_x pos_y data

2 4 7 45

2 5 7 50

2 6 7 59

2 7 7 74

2 8 7 66

2 9 7 64

2 10 7 34

2 11 7 4

2 12 7 5

2 13 7 0

2 14 7 0

2 15 7 31

2 0 8 40

2 1 8 44

2 2 8 43

2 3 8 43

2 4 8 23

2 5 8 34

2 6 8 35

2 7 8 62

2 8 8 42

(45)

id pos_x pos_y data

2 10 8 31

2 11 8 2

2 12 8 0

2 13 8 0

2 14 8 0

2 15 8 27

2 0 9 37

2 1 9 24

2 2 9 43

2 3 9 14

2 4 9 18

2 5 9 37

2 6 9 55

2 7 9 73

2 8 9 57

2 9 9 43

2 10 9 10

2 11 9 0

2 12 9 0

2 13 9 2

2 14 9 0

(46)

id pos_x pos_y data

2 0 10 39

2 1 10 15

2 2 10 32

2 3 10 11

2 4 10 20

2 5 10 45

2 6 10 65

2 7 10 89

2 8 10 93

2 9 10 38

2 10 10 3

2 11 10 0

2 12 10 0

2 13 10 0

2 14 10 0

2 15 10 27

2 0 11 39

2 1 11 9

2 2 11 25

2 3 11 13

2 4 11 17

(47)

id pos_x pos_y data

2 6 11 43

2 7 11 50

2 8 11 49

2 9 11 26

2 10 11 0

2 11 11 0

2 12 11 0

2 13 11 0

2 14 11 0

2 15 11 30

2 0 12 44

2 1 12 8

2 2 12 8

2 3 12 7

2 4 12 10

2 5 12 25

2 6 12 12

2 7 12 15

2 8 12 14

2 9 12 16

2 10 12 0

(48)

id pos_x pos_y data

2 12 12 0

2 13 12 0

2 14 12 0

2 15 12 27

2 0 13 30

2 1 13 6

2 2 13 10

2 3 13 0

2 4 13 6

2 5 13 15

2 6 13 27

2 7 13 39

2 8 13 26

2 9 13 0

2 10 13 0

2 11 13 0

2 12 13 0

2 13 13 0

2 14 13 0

2 15 13 27

2 0 14 30

(49)

id pos_x pos_y data

2 2 14 9

2 3 14 0

2 4 14 0

2 5 14 0

2 6 14 0

2 7 14 0

2 8 14 0

2 9 14 0

2 10 14 0

2 11 14 0

2 12 14 0

2 13 14 0

2 14 14 0

2 15 14 27

2 0 15 32

2 1 15 36

2 2 15 37

2 3 15 37

2 4 15 34

2 5 15 37

2 6 15 34

(50)

id pos_x pos_y data

2 8 15 37

2 9 15 34

2 10 15 37

2 11 15 34

2 12 15 37

2 13 15 37

2 14 15 34

(51)

L - 51

LAMPIRAN 9.

(52)

(53)

(54)

(55)

(56)

(57)

(58)

(59)

(60)

(61)

(62)