Aplikasi Pengecekan Ejaan Kata Berimbuhan Dalam Bahasa Indonesia Berbasis Web.

APLIKASI PENGECEKAN EJAAN KATA BERIMBUHAN
DALAM BAHASA INDONESIA BERBASIS WEB

KOMPETENSI REKAYASA PERANGKAT LUNAK

SKRIPSI

KHARISMA SADEWI SATRIA
1208605004

PROGRAM STUDI TEKNIK INFORMATIKA
JURUSAN ILMU KOMPUTER
FAKULTAS MATEMATIKA DAN ILMU PENGETAHUAN ALAM
UNIVERSITAS UDAYANA
BUKIT JIMBARAN
2016

Judul

: Aplikasi Pengecekan Ejaan Kata Berimbuhan Dalam Bahasa
Indonesia Berbasis Web


Nama

: Kharisma Sadewi Satria

NIM

: 1208605004

Pembimbing I

: I Made Widiartha,S.Si.,M.Kom.

Pembimbing II

: I Putu Gede Hendra Suputra,S.Kom.,M.Kom.
ABSTRAK

Penulisan kata berimbuhan dalam Bahasa Indonesia saat ini sangat penting
terutama dalam pengetikan dokumen bersifat formal maupun informal pada komputer.

Penulisan yang benar akan membuat pembacaan atau pengejaan dan pengartian yang
benar pula. Pada penelitian ini bertujuan untuk membangun sistem yang bisa
memberikan saran dari hasil suatu kata berimbuhan yang sesuai dengan aturan
penulisannya dalam Bahasa Indonesia.
Untuk menentukan saran kata berimbuhan yang benar maka sistem harus bisa
mendapatkan imbuhan dan kata dasar dari kata berimbuhan yang diinputkan user.
Salah satu cara untuk mendapatkan imbuhan dan kata dasar adalah dengan menerapkan
algoritma string matching. Algoritma yang digunakan pada penelitian ini adalah
algoritma string matching KMP (Knuth-Morris-Pratt). Algoritma KMP menentukan
imbuhan dengan melakukan proses string matching antara inputan user dengan data
imbuhan dan kata dasar dari database.
Dari hasil pengujian akurasi untuk mendapatkan imbuhan dan kata dasar
dengan algoritma KMP adalah 81.94%. Nilai tersebut merupakan hasil imbuhan dan
kata dasar dari sistem yang sudah sesuai dengan kaidah penulisan kata berimbuhan.
Penelitian ini masih memiliki kelemahan pada penyaranan kata yang memiliki lebih
dari 1 hasil yang benar. Maka dari itu, diperlukan penambahan kondisi untuk mengecek
saran kata sebagai antisipasi adanya saran yang mempunyai lebih dari 1 kata
berimbuhan yang benar sehingga tidak menimbulkan keambiguan dalam pemberian
saran.


Kata Kunci: pengecekan ejaan, kata berimbuhan, string matching, algoritma KMP.

Title

: Web-Based Application of Spelling Checker of Indonesian
Affixed Words

Name

: Kharisma Sadewi Satria

Registration

: 1208605004

First Supervisor : I Made Widiartha,S.Si.,M.Kom.
Second Supervisor: I Putu Gede Hendra Suputra,S.Kom.,M.Kom.

ABSTRACT
Writing the correct spelling of affixed words in Indonesian is very important

today, especially in typing both formal and informal document on the computer. The
correct typing will make the correct reading or spelling and meanings too. This research
aimed to develop a system that can give advice on the results of affixed words that meet
rules of writing in Indonesian Language.
To determine the correct affixed word suggestions, the system should be able
to get affixes and the roots of the affixed words the user entered. One way to get affixes
and the roots is to implement a string matching algorithm. The algorithm used in this
study was the string matching algorithm of KMP (Knuth-Morris-Pratt). KMP algorithm
determines affixes by performing string matching process between the user input with
the data of affixes and the roots from the database.
The accuracy of the test results showed that in order to get affixes and root
words with KMP algorithm was 81.94%. The value was the result of affixes and the
roots of the system that is in conformity with the rules of writing affixed words in
Indonesian. This study has limitations on the suggestion of the words that have more
than one correct result. Therefore, it is necessary to additional conditions, to check the
word suggestions in anticipation of the availability of word suggestions that have more
than one correct affixed word so as to avoid ambiguity in the word suggestions.

Keywords: spell checking, affixed word, string matching, KMP algorithm.


KATA PENGANTAR
Puji syukur penulis panjatkan kehadapan Tuhan Yang Maha Esa, karena berkat
rahmat dan karunia-Nya, Laporan Tugas Akhir yang berjudul “Aplikasi
Pengecekan Kata Berimbuhan Dalam Bahasa Indonesia Berbasis Web” ini dapat
diselesaikan tepat pada waktunya.
Secara khusus penulis mengucapkan terima kasih dan penghargaan kepada
berbagai pihak yang telah membantu dalam penyelesaian Laporan Tugas Akhir ini,
yaitu :
1.

Bapak I Made Widiartha,S.Si.,M.Kom sebagai Pembimbing I yang telah
banyak

membantu

membimbing

dan

memberikan


saran

untuk

penyempurnaan tugas akhir ini;
2.

Bapak I Putu Gede Hendra Suputra,S.Kom.,M.Kom sebagai Pembimbing II
yang telah bersedia meluangkan waktu untuk mengoreksi serta memberikan
saran selama penyusunan tugas akhir ini;

3.

Bapak dan Ibu dosen di Jurusan Ilmu Komputer yang telah meluangkan
waktu turut memberikan saran dan masukan dalam penyempurnaan
penelitian ini;

4.


Orang Tua, teman - teman di Jurusan Ilmu Komputer, dan Semua pihak
yang telah memberikan dukungan moral dan semangat dalam penyelesaian
penelitian ini;

Disadari pula bahwa tentu skripsi ini masih mengandung kelemahan dan
kekurangan sehingga penulis berharap skripsi ini mampu memberikan inspirasi
kepada pembaca dan menemukan ide-ide baru yang dapat dibuat menjadi topik
penelitian selanjutnya.
Bukit Jimbaran,
Penyusun,

Kharisma Sadewi Satria

DAFTAR ISI
SURAT PERNYATAAN KEASLIAN KARYA ILMIAHError! Bookmark not
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LEMBAR PENGESAHAN TUGAS AKHIR ....... Error! Bookmark not defined.
KATA PENGANTAR ........................................................................................ iv
DAFTAR ISI ....................................................................................................... v
DAFTAR GAMBAR ........................................................................................ viii

DAFTAR TABEL ............................................................................................. 11
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PENDAHULUAN ............................................... Error! Bookmark not defined.
1.1

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1.2

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1.3

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1.4

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1.5


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1.6

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1.6.1.

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1.6.2.

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1.6.3.

Pembangunan Sistem ...................... Error! Bookmark not defined.

1.6.4.


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1.6.5.

Pengujian Sistem ............................ Error! Bookmark not defined.

BAB II ................................................................. Error! Bookmark not defined.
TINJAUAN PUSTAKA....................................... Error! Bookmark not defined.
2.1.

String Matching ..................................... Error! Bookmark not defined.

2.1.1 Algoritma String matching KMP (Knutt-Morris-Pratt)................ Error!
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2.3.

UML (Unified Modeling Language)....... Error! Bookmark not defined.

2.4.


Bahasa Pemrograman PHP dan Database MySQLError! Bookmark not

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2.6. Kata Imbuhan ........................................... Error! Bookmark not defined.
2.7.

Tinjauan Studi ....................................... Error! Bookmark not defined.

BAB III................................................................ Error! Bookmark not defined.
ANALISIS DAN PERANCANGAN ................... Error! Bookmark not defined.
3.1.

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3.2.

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3.3.

Analisis Kebutuhan Sistem .................... Error! Bookmark not defined.

3.4.

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3.5.

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3.6.

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3.7.

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3.7.1.

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3.7.2.

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3.7.3.

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3.7.4.

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3.8.

Rancangan Tabel Data Sistem ................ Error! Bookmark not defined.

3.9.

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3.9.1.

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3.9.2.

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3.10. Skenario Pengujian Sistem ..................... Error! Bookmark not defined.
3.10.1. Static Testing .................................. Error! Bookmark not defined.
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3.10.4. Kompleksitas Waktu Algoritma KMPError!

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3.10.6. Pengujian Akurasi........................... Error! Bookmark not defined.
BAB IV ............................................................... Error! Bookmark not defined.
HASIL DAN PEMBAHASAN ............................ Error! Bookmark not defined.
4.1.

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4.2.

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4.3.

Implementasi Tabel Data ....................... Error! Bookmark not defined.

4.4.

Implementasi String Matching KMP ...... Error! Bookmark not defined.

4.5.

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4.7.

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4.7.1.

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4.7.2.

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4.7.5.

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4.7.6.

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PENUTUP ........................................................... Error! Bookmark not defined.
1.1.

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5.2.

Saran ..................................................... Error! Bookmark not defined.

DAFTAR PUSTAKA .......................................... Error! Bookmark not defined.
LAMPIRAN - LAMPIRAN ................................. Error! Bookmark not defined.
1.

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2.

Tabel hasil Stress Testing Halaman String Matching KMP............ Error!

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3.

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DAFTAR GAMBAR
Gambar 2.1. Flowchart perhitungan pinggiran (PreKMP)Error! Bookmark not
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Gambar 2.2. Flowchart algoritma KMP ............... Error! Bookmark not defined.
Gambar 2.3. Contoh Use Case Diagram .............. Error! Bookmark not defined.
Gambar 2.4. Contoh Activity Diagram ................. Error! Bookmark not defined.
Gambar 2.5. Contoh Class Diagram .................... Error! Bookmark not defined.
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Gambar 3.2. Arsitektur Aplikasi........................... Error! Bookmark not defined.
Gambar 3.3. Use Case Diagram Aplikasi Pengecekan KBError! Bookmark not
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Gambar 3.4. Activity Diagram Autentifikasi Login AdminError! Bookmark not
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Gambar 3.5. Activity Diagram Tambah Kata DasarError!

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Gambar 3.6. Acitvity Diagram Edit & Update Kata DasarError! Bookmark not
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Gambar 3.13. Activity Diagram Proses Hapus Daftar Kata Berimbuhan ...... Error!
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Gambar 3.14. Activity Diagram Hapus Hasil Inputan UserError! Bookmark not
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Gambar 3.15. Activity Diagram Update Nilai Kesamaan Hasil Pengecekan. Error!
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Gambar 3.16. Activity Diagram Edit & Update Hasil Pengecekan ............... Error!
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Gambar 3.18. Class Diagram Aplikasi Pengecekan KBError!
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Gambar 3.19. Sequence Diagram Sistem Login ... Error! Bookmark not defined.
Gambar 3.20. Sequence Diagram Tambah KD ..... Error! Bookmark not defined.
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Gambar 3.23. Sequence Diagram Tambah Aturan KBError!

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Gambar 3.25. Sequence Diagram Hapus Aturan KBError!

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Gambar 3.29. Sequence Diagram Hapus Hasil Inputan UserError!

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Gambar 3.30. Sequence Diagram Edit & Update Hasil Inputan User .......... Error!
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Gambar 3.31. Sequence Diagram Update Nilai Hasil Inputan User ............. Error!
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Gambar 3.32. Sequence Diagram Input KB Oleh UserError!

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Gambar 3.33. Rancangan Antar Muka Halaman KMPError!
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Gambar 3.34. Rancangan Antar Muka Menu Aturan KBError! Bookmark not
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Gambar 3.35. Rancangan Antar Muka Tambah Aturan KBError! Bookmark not
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Gambar 3.38. Rancangan Antar Muka Menu Daftar Kata Berimbuhan........ Error!
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Gambar 3.39. Rancangan Antar Muka Tambah Daftar Kata Berimbuhan .... Error!
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Gambar 3.40. Rancangan Antar Muka Hasil Pengecekan KMPError! Bookmark
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Gambar 4.1. Basis Data Aturan Penulisan KB ...... Error! Bookmark not defined.
Gambar 4.2. Basis Data Kamus Kata Dasar .......... Error! Bookmark not defined.
Gambar 4.3. Basis Data Daftar Kata Berimbuhan . Error! Bookmark not defined.
Gambar 4.4. Basis Data Hasil Proses KMP .......... Error! Bookmark not defined.
Gambar 4.5. Implementasi Antar Muka Login SistemError!

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Gambar 4.6. Antarmuka Halaman Aturan Penulisan KBError! Bookmark not
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Gambar 4.7. Antarmuka Halaman Kamus Kata DasarError!

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Gambar 4.8. Antarmuka Halaman Daftar KB ....... Error! Bookmark not defined.
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Gambar 4.10. Implementasi Antarmuka Halaman Proses KMP User .......... Error!
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Gambar 4.11. Whitebox Testing String Matching KMPError!

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Gambar 4.12. Grafik Hasil Stress Testing Errors 4000 usersError!

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Gambar 4.13. Grafik Waktu Hasil Stress Testing Time 4000 users .............. Error!
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Gambar 4.14. Grafik Waktu Hasil Stress Testing Time 300-380 users ......... Error!
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Gambar 4.15. Grafik Hasil Stress Testing Errors 300 - 800 users ................ Error!
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Gambar 4.16. Grafik Laju Pertumbuhan dengan n : 1 - 20Error! Bookmark not
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Gambar 4.17. Pie Chart Hasil Pengujian String Matching KMPError! Bookmark
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Gambar 4.18. Pie Chart Hasil Pengujian String Matching KMPError! Bookmark
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DAFTAR TABEL
Tabel 3.1. Kebutuhan Fungsional Sistem ............. Error! Bookmark not defined.
Tabel 3.2. Aturan Penulisan Kata Berimbuhan ..... Error! Bookmark not defined.
Tabel 3.3. Deskripsi Aktor Pada Use Case DiagramError! Bookmark not defined.
Tabel 3.4. Deskripsi Use Case Diagram Pada AplikasiError!

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Tabel 3.5. Deskripsi Class Diagram Sistem ......... Error! Bookmark not defined.
Tabel 3.6. Struktur Data Aturan Penulisan Kata BerimbuhanError! Bookmark not
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Tabel 3.7. Struktur Data Kata Dasar ..................... Error! Bookmark not defined.
Tabel 3.8. Struktur Data Kata Berimbuhan ........... Error! Bookmark not defined.
Tabel 3.9. Struktur Data Hasil KMP ..................... Error! Bookmark not defined.
Tabel 3.10. Rancangan Static Testing ................... Error! Bookmark not defined.
Tabel 3.11. Test Plan Function Testing ................ Error! Bookmark not defined.
Tabel 3.12. Test Case Autentifikasi Login ............ Error! Bookmark not defined.
Tabel 3.13. Test Case Tambah Kata Dasar ........... Error! Bookmark not defined.
Tabel 3.14. Test Case Hapus Kata Dasar .............. Error! Bookmark not defined.
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Tabel 3.16. Test Case Tambah Aturan KB ........... Error! Bookmark not defined.
Tabel 3.17. Test Case Hapus Aturan KB .............. Error! Bookmark not defined.
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Tabel 3.19. Test Case Hapus Hasil Inputan User .. Error! Bookmark not defined.
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Tabel 3.21. Test Case Update Nilai Hasil Inputan UserError!

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Tabel 3.22. Test Case Tambah Daftar Kata BerimbuhanError!
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Tabel 3.25. Test Case Input KB Pada User........... Error! Bookmark not defined.
Tabel 3.26. Rancangan Tabel Blackbox Testing.... Error! Bookmark not defined.
Tabel 3.27. Tabel Ambang Batas Kinerja Untuk Website (Paessler) ............ Error!
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Tabel 4.1. Contoh Daftar Kata Berimbuhan ......... Error! Bookmark not defined.
Tabel 4.2. Hasil Static TestingError! Bookmark not defined.Tabel 4.3. Checklist
Kebutuhan Sistem ................................................ Error! Bookmark not defined.
Tabel 4.4. Blackbox Testing Autentifikasi Login .. Error! Bookmark not defined.
Tabel 4.5. Blackbox Testing Tambah Kata Dasar . Error! Bookmark not defined.
Tabel 4.6. Blackbox Testing Hapus Kata Dasar .... Error! Bookmark not defined.
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Tabel 4.8. Blackbox Testing Tambah Aturan KB .. Error! Bookmark not defined.
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Tabel 4.10. Blackbox Testing Edit & Update Aturan KBError!

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Tabel 4.11. Blackbox Testing Hapus Hasil Inputan UserError!
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Tabel 4.12. Blackbox Testing Edit & Update Hasil Inputan UserError!

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Tabel 4.13. Blackbox Testing Nilai Hasil Inputan UserError!

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