ANALISIS ASOSIASI PILIHAN MAYOR DENGAN KOMPETENSI AKADEMIK SISWA SLTA MENGGUNAKAN MARKET BASKET ANALYSIS

ANALISIS ASOSIASI PILIHAN MAYOR DENGAN KOMPETENSI AKADEMIK SISWA SLTA MENGGUNAKAN MARKET BASKET ANALYSIS (Studi Kasus: Mahasiswa USMI Institut Pertanian Bogor)

Oleh ADITYA PUTRA MAHARDIKA H24076002

PROGRAM SARJANA MANAJEMEN PENYELENGGARAAN KHUSUS DEPARTEMEN MANAJEMEN FAKULTAS EKONOMI DAN MANAJEMEN INSTITUT PERTANIAN BOGOR 2010

ABSTRAK Aditya Putra Mahardika. H24076002. Analisis Asosiasi Pilihan Mayor dengan Kompetensi Akademik Siswa SLTA Menggunakan Market Basket Analysis (Studi Kasus: Mahasiswa USMI Institut Pertanian Bogor). Di bawah bimbingan Muhammad Syamsun. Dalam seleksi penentuan mahasiswa baru IPB menerapkan program USMI yaitu penerimaan jalur masuk mahasiswa dengan sistem seleksi calon mahasiswa IPB yang tidak menggunakan ujian tertulis, dasar penentuan mahasiswa jalur USMI dinilai berdasarkan prestasi belajar selama 5 semester di SLTA. Jalur USMI biasanya diterima dari siswa SLTA jalur IPA melalui tahap penilaian kompetensi akademik atas peringkat dan nilai yang diperoleh siswa dalam 4 (empat) mata ajaran yaitu Biologi, Fisika, Kimia dan Matematika dan prestasi dalam bidang kokulikuler dan ekstrakulikuler. Banyaknya data dari pelamar USMI dari tahun ke tahun hanya digunakan pada saat seleksi selanjutnya data-data tersebut sebagai arsip, dan bahan laporan sehingga terjadi penumpukan. Data-data tersebut seharusnya dapat digunakan sebagai sumberdaya informasi. Untuk itu diperlukannya suatu cara untuk mempercepat dan mengekstraksi data-data tersebut agar dapat memberikan informasi. Data mining adalah salah satu cara untuk mengekstraks data, salah satu metode yang ada dalam data mining adalah metode Market Basket Analysis. Metode Market Basket Analysis ini menggunakan algoritma apriori yang merupakan jenis association rule pada data mining. Tugas dari association rule adalah menganalisis kebiasaan yang berulang dan mencari kombinasi dan frekuensi. Tujuan yang ingin dicapai dalam penelitian ini adalah: 1) dapat menerapkan sistem informasi manajemen melalui metode data mining dengan mengetahui aplikasi Market basket analysis, 2) Mengidentifikasi pola-pola dari kaidah asosiasi (association rules) yang berkaitan dengan data faktor-faktor yang mempengaruhi (asal mahasiswa, nilai USMI, Jenis Kelamin, pilihan mayor dan nilai IPK) untuk diketahui nilai-nilai support dan confidence, dan 3) Dapat mengamati kebiasaan dan asosiasi faktor-faktor penentu dari pemilihan mahasiswa USMI yang terhadap nilai IPK, sehingga didapat pola yang dapat membantu untuk keputusan dan rencana strategis. Penelitian dilakukan di Institut Pertanian Bogor. Data yang di analisis meliputi data kompetensi akademik dan data diri mahasiswa baru, serta data prestasi akademik mahasiswa tersebut yang diperoleh dari Panitia Penerimaan Mahasiswa Baru dan Direktorat Administrasi Pendidikan. Dari teknik data mining dilakukan pembersihan data, integrasi data, transformasi data, mining data serta presentasi hasil. Hasil Market Basket Analysis, didapatkan 745 rules yang memenuhi aturan yang ditentukan. Implikasi Manajerial yang didapat adalah dapat dilihatnya pola-pola yang dibentuk dari analisis yang dilakukan dapat melihat faktor dan kompetensi akademik siswa SLTA yang masuk dan memilih mayor tertentu, sehingga didapatkan peserta didik yang optimal dan menghasilkan lulusan yang baik dan bermutu. Dengan menggunakan teknik serupa dapat mempermudah bagi pimpinan IPB untuk menganalisis data-data lainnya yang bisa digunakan sebagai informasi sehingga dapat dipergunakan secara efektif dan efisien sebagai data dalam pengambilan keputusan strategis.

ANALISIS ASOSIASI PILIHAN MAYOR DENGAN KOMPETENSI AKADEMIK SISWA SLTA MENGGUNAKAN MARKET BASKET ANALYSIS (Studi Kasus: Mahasiswa USMI Institut Pertanian Bogor)

SKRIPSI Sebagai salah satu syarat untuk memperoleh gelar SARJANA EKONOMI pada Program Sarjana Manajemen Penyelenggaraan Khusus Departemen Manajemen Fakultas Ekonomi dan Manajemen Institut Pertanian Bogor

Oleh ADITYA PUTRA MAHARDIKA H24076002

PROGRAM SARJANA MANAJEMEN PENYELENGGARAAN KHUSUS DEPARTEMEN MANAJEMEN FAKULTAS EKONOMI DAN MANAJEMEN INSTITUT PERTANIAN BOGOR 2010

Judul Skripsi

Nama NIM

: ANALISIS ASOSIASI PILIHAN MAYOR DENGAN KOMPETENSI AKADEMIK SISWA SLTA MENGGUNAKAN MARKET BASKET ANALYSIS (Studi Kasus: Mahasiswa USMI Institut Pertanian Bogor) : Aditya Putra Mahardika : H24076002

Menyetujui Pembimbing,

(Dr.Ir. Muhammad Syamsun, M.sc) NIP : 19500727 197412 1 001

Mengetahui Ketua Departemen,

( Dr. Ir. Jono M. Munandar, M.Sc ) NIP : 196101231986011002

Tanggal Lulus :

RIWAYAT HIDUP Penulis dilahirkan di kota Sragen 4 Maret 1986. Penulis merupakan putra pertama

dari

dua

bersaudara

pasangan

Bapak

Drs.

Suyadi

dan

Ibu Sri Winarsih, S.Pd. Penulis menyelesaikan pendidikan dasar di SDN 3 Sragen pada tahun 1998, kemudian melanjutkan pendidikannya di SLTPN 5 Sragen dan lulus pada tahun 2001. Pada tahun yang sama, penulis melanjutkan pendidikan di SMU Al-Islam 1 Surakarta dan lulus pada tahun 2004. Penulis menyelesaikan pendidikan Diploma III tahun 2007 pada Program Studi Agroteknologi Hasil Perikanan, Departemen Teknologi Hasil Perairan, Fakultas Perikanan dan Ilmu Kelautan Institut Pertanian Bogor. Pada tahun yang sama,

penulis

melanjutkan

kuliah

di

Program

Sarjana

Manajemen

Penyelenggaraan Khusus, Departemen Manajemen, Fakultas Ekonomi dan Manajemen (FEM) IPB. Selain kuliah penulis membantu sebagai staff di Direktorat Kemahasiswaan IPB. Prestasi yang pernah diraih pada saat kuliah adalah menjadi penyaji tingkat nasional pada PIMNAS XVIII dan pernah mendapatkan medali setara perunggu pada PIMNAS XIX pada tahun 2006, dan beberapa lomba yang lain pernah diikuti. Penulis aktif dalam beberapa organisasi yaitu Badan Eksekutif Mahasiswa (BEM) Fakultas Perikanan dan Ilmu Kelautan tahun 2005 -2006, dan menjadi layouter pada lembaga pers mahasiswa (LPM) BIRU 2006 -2007, pengurus Extension of Manegement Club FEM IPB 2008-2009 dan menjadi panitia di beberapa kegiatan kemahasiswaan lainnya.

iii

KATA PENGANTAR Puji serta syukur penulis panjatkan ke Hadirat Allah SWT yang telah memberikan rahmat dan hidayah-Nya, sehingga dapat menyelesaikan Skripsi dengan judul Analisis Asosiasi Pilihan Mayor dengan Kompetensi Akademik Siswa SLTA dengan Menggunakan Market Basket Analysis (Studi Kasus: Mahasiswa USMI Institut Pertanian Bogor) sebagai salah satu syarat untuk memperoleh gelar Sarjana pada Fakultas Ekonomi dan Manajemen IPB. Shalawat dan salam semoga senantiasa tercurah limpahkan kepada Nabi Besar Muhammad SAW.yang telah menjadi suari toladan dan contoh untuk menjadi manusia yang sempurna. Ucapan terima kasih yang sebesar-besarnya penulis sampaikan kepada : 1. Bapak Dr. Ir. Muhammad Syamsun, M.Sc selaku Dosen Pembimbing yang selalu memberikan arahan, bimbingan dan motivasi dalam penyusunan skripsi ini. 2. Ibu Heti Mulyati, S.TP., M.T., dan Dra. Siti Rahmawati, M.Pd sebagai Dosen Penguji. 3. Ibu, Bapak, Adikku yang selalu memberikan dukungan doa dan kasih sayang yang tidak pernah ada habisnya. 4. Seluruh Staff di kantor sekretariat Panitia Penerimaan Mahasiswa Baru, Direktorat Administrasi Pendidikan IPB, dan di Direktorat Komunikasi dan Sistem Informasi IPB yang telah memberikan banyak bantuan dalam penyusunan skripsi ini. 5. Dosen-dosen di PSMPK Daparteman Manajemen IPB yang telah membagi Ilmu dan sharing pengalaman yang luar biasa dalam menuntut ilmu. 6. Dr. Rimbawan dan Bapak Bambang Riyanto, S.Pi, M.Si serta seluruh pegawai di Direktorat Kemahasiswaan terima kasih banyak atas pengalaman dan ilmu yang luar biasa di bagi kepada penulis. 7. Ahmad, Pandu, Anafi, Yusi Saragi, Dewi, Wulan, Anita, Aris, Darussalam, Thia, Cendana, Junius, Winda dan Keluarga Besar PSMPK DM IPB atas persahabatan dan dukungannya. 8. Hari wardhana dan Teh Irin yang telah memberikan semangat tersendiri dalam menuntuk ilmu di PSMPK IPB. iv

9. Seluruh Staff PSMPK DM IPB atas bantuannya 10. Semua pihak yang tidak dapat disebutkan satu persatu atas bantuan yang telah diberikan dalam penyusunan skripsi ini. Penulis menyadari bahwa dalam penyusunan skripsi ini masih banyak kekurangan, kritik dan saran yang membangun sangat diharapkan untuk penyempurnaan skripsi ini. Akhir kata, semoga skripsi ini dapat bermanfaat bagi semua pihak yang membutuhkan. Bogor, Maret 2010 Penulis

v

DAFTAR ISI

Halaman ABSTRAK RIWAYAT HIDUP.......................................................................... KATA PENGANTAR...................................................................... DAFTAR ISI .................................................................................... DAFTAR TABEL ........................................................................... DAFTAR GAMBAR........................................................................ DAFTAR LAMPIRAN ...................................................................

iii iv v viii ix x

I.

PENDAHULUAN ...................................................................

1

1.1. 1.2. 1.3. 1.4. 1.5.

Latar Belakang ................................................................. Perumusan Masalah.......................................................... Tujuan .............................................................................. Ruang Lingkup Penelitian................................................. Manfaat Penelitian............................................................

1 3 3 4 4

TINJAUAN PUSTAKA .........................................................

5

2.1. 2.2. 2.3. 2.4. 2.5 2.6 2.6.

Sistem Informasi Manajemen ........................................... Data Mining ..................................................................... Association Rule Mining................................................... Market Basket Analysis..................................................... Algoritma Apriori............................................................. Kompetensi Akademik ..................................................... Penelitian Terdahulu.........................................................

5 6 8 10 11 14 14

III. METODOLOGI PENELITIAN .............................................

16

3.1. Kerangka Pemikiran Penelitian......................................... 3.2. Metodologi Penelitian....................................................... 3.2.1. Lokasi dan waktu Penelitian.................................... 3.2.2. Jenis dan Metode Pengumpulan Data ...................... 3.3. Metode Pengolahan dan Analisis Data ..............................

16 18 18 18 18

IV. HASIL DAN PEMBAHASAN ................................................

21

4.1. Kondisi umum Institut Pertanian Bogor ............................ 4.1.1 Latar Belakang Institut Pertanian Bogor ................ 4.1.2 Visi, Misi dan Tujuan IPB..................................... 4.1.3 Tujuan Pendidikan ................................................ 4.1.4 Kurikulum............................................................. 4.1.5 Struktur Organisasi Institut Pertanian Bogor ......... 4.1.6 Penerimaan Mahasiswa Baru................................. 4.1.7 Jalur Undangan Seleksi Masuk IPB (USMI)..........

21 21 23 24 25 27 27 28

II.

vi

4.2 Karakteristik Data............................................................. 4.3 Analisis Asosiasi Menggunakan Market Basket Analysis .. 4.4 Implikasi Manajeriall........................................................

29 39 43

KESIMPULAN DAN SARAN.........................................................

44

1. Kesimpulan.................................................................................... 2. Saran .........................................................................................

44 47

DAFTAR PUSTAKA .......................................................................

48

vii

DAFTAR TABEL

No

Halaman

1. 2. 3. 4. 5. 6.

Confidence versus support ..................................................................... Uji normal nilai matematika SLTA mahasiswa USMI 2005-2008 ........... Uji normal nilai fisika SLTA mahasiswa USMI 2005-2008..................... Uji normal nilai biologi SLTA mahasiswa USMI 2005-2008 .................. Uji Normal nilai kimia SLTA mahasiswa USMI 2005-2008.................... Daftar sebaran jumlah mahasiswa USMI tahun 2005-2008 berdasarkan pilihan mayor ......................................................................................... 7. Kode asal daerah mahasiswa USMI Tahun 2005-2008 ........................... 8. Atribut biner penilaian kompetensi mahasiswa USMI IPB tahun 2005-2008 ....................................................................................

viii

9 31 32 33 33 36 41 42

DAFTAR GAMBAR

No 1. 2. 3. 4. 5. 6. 7. 8. 9. 10. 11. 12. 13 14.

Halaman Proses Sistem Informasi Manajemen........................................... Alur proses KDD (Knowledge Discovery in Database) ............... Pseudocode dari pembentukan kandidat itemset bersama pemangkasannya......................................................................... Kerangka penelitian .................................................................... Struktur organisasi Institut Pertanian Bogor................................ Presentase mahasiswa Program Sarjana (S1) IPB Melalui Jalur Masuk USMI .............................................................................. Presentase Mahasiswa USMI Berdasarkan Jenis Kelamin ........... Asal daerah mahasiswa jalur USMI IPB 2005-2008.................... Kurva normal nilai Matematika SLTA Mahasiswa USMI IPB tahun 2005-2008......................................................................... Kurva normal nilai Fisika SLTA Mahasiswa USMI IPB tahun 2005-2008 .................................................................................. Kurva normal nilai Biologi SLTA Mahasiswa USMI IPB tahun 2005-2008 .................................................................................. Kurva normal nilai Kimia SLTA Mahasiswa USMI IPB tahun 2005-2008 .................................................................................. Kompetensi akademik SLTA Mahasiswa USMI IPB Tahun 2005-2008 .................................................................................. Perolehan IPK pada Tingkat Persiapan Bersama (TPB) Mahasiswa USMI Tahun 2005-2008...........................................

ix

5 7 13 17 27 29 30 31 32 32 33 34 35 37

DAFTAR LAMPIRAN No. 1. 2. 3. 4. 5.

Halaman Hasil Nilai Analisis item pada atribut-atribut ........................................... Hasil Market Basket Analysis Berdasarkan IPK Tingkat Persiapan Bersama (TPB) ....................................................................................... Hasil Market Basket Analysis Berdasarkan IPK Akhir Pada Tahun Akademik 2008/2009............................................................................... Hasil Market Basket Analysis dengan menambahkan Variabel jenis Kelamin Perempuan ................................................................................ Hasil Market Basket Analysis dengan menambahkan Varibel Jenis Kelamin laki-laki .....................................................................................

x

66 90 91 94 116

I.

PENDAHULUAN

1.1. Latar Belakang Di dalam perkembangan zaman dan kemajuan teknologi, dunia pendidikan dituntut untuk dapat memberikan pendidikan bermutu tinggi dan dapat meningkatkan daya saingnya. Adanya trend untuk menuju world class university, menyebabkan persaingan perguruan tinggi semakin ketat untuk dapat menjadi universitas yang bertaraf internasional. Mulai dari riset, penyelenggaraan pendidikan serta sistem administrasi diharuskan dapat memenuhi standar untuk penyelenggaraan pendidikan yang bermutu. Institut Pertanian Bogor adalah lembaga pendidikan tinggi yang mempunyai visi sebagai perguruan tinggi bertaraf internasional dalam pengembangan sumberdaya manusia dan IPTEKS dengan kompetensi utama di bidang pertanian tropika (Panduan Sarjana IPB, 2008), untuk itu dalam perkembangannya IPB menyelenggarakan pendidikan bermutu tinggi dan pembinaaan kemahasiswaan yang komprehensif dalam rangka untuk meningkatkan daya saing bangsa. Dalam penyelenggaran pendidikan tinggi yang bermutu, IPB menerima mahasiswa baru melalui 5 (lima) jalur yaitu : Undangan Seleksi Masuk IPB (USMI), Seleksi Penerimaan Mahasiswa Baru (SPMB), Undangan khusus bagi lulusan SLTA yang mempunyai prestasi nasional maupun internasional, Seleksi Penerimaan Mahasiswa Beasiswa Utusan Daerah (BUD),dan Ujian Talenta Mandiri IPB (UTMI) (panduan Sarjana IPB, 2009). Jalur USMI adalah sistem seleksi calon mahasiswa IPB yang tidak menggunakan ujian tertulis, Jalur ini biasanya diterima dari siswa SLTA jalur IPA melalui tahap penilaian kompetensi akademik atas peringkat dan nilai yang diperoleh siswa dalam 4 (empat) mata ajaran yaitu Biologi, Fisika, Kimia dan Matematika dan prestasi dalam bidang kokulikuler dan ekstrakulikuler, dasar penentuan mahasiswa jalur USMI dinilai berdasarkan prestasi belajar selama 5 semester di SLTA. Penerimaan mahasiswa Jalur USMI ditetapkan oleh IPB melalui undangan kepada sejumlah SLTA di seluruh Indonesia dan luar negeri.

2

Setelah diterima mahasiswa USMI melanjutkan kuliah dengan melalui proses tingkat persiapan bersama, selanjutnya pada semester 3 (tiga) dilanjutkan kuliah mayor minor sampai tahap kelulusan. Penilaian hasil belajar di IPB dinilai dari beberapa segi yaitu penilaian matakuliah, penilaian semester, penilaian TPB, penilaian interdep, penilaian mayor, penilaian minor, penilaian akhir tahun akademik dan penilaian akhir program (Panduan Sarjana IPB, 2008). Jalur masuk USMI merupakan jalur yang digunakan untuk memilih mayoritas (60%) mahasiswa IPB, sehingga perlunya suatu informasi dari berbagai data untuk mengetahui korelasi tingkat kemampuan pendidikan di SMA dengan jurusan yang diambil. Banyaknya data dari pelamar USMI dari tahun ke tahun hanya digunakan pada saat penyeleksian saja, selanjutnya data tersebut disimpan sebagai bahan laporan dan arsip. Data yang disimpan menumpuk sehingga terjadi penumpukan data atau sering disebut gunung data. Data-data tersebut seharusnya dapat digunakan sebagai sumberdaya informasi, untuk itu diperlukannya suatu cara untuk mempercepat dan mengekstraksi data-data tersebut untuk membantu memberikan informasi kepada manajerial sehingga dapat digunakan sebagai alat pengambilan keputusan, sebagai informasi strategis ataupun sebagai informasi pemasaran dalam mencapai peserta didik. Sistem Informasi Manajemen dapat mempercepat pengelolaan dan pemrosesan data menjadi salah satu informasi yang bermanfaat, salah satu cara untuk mengekstraksi data perlunya data mining. Data mining yaitu proses untuk membangkitkan data-data yang dikumpulkan untuk dapat ditingkatkan dan dipergunakan sehingga dapat memberikan kontribusi terhadap sistem (Han dan Kamber, 2006). Salah satu metode dalam data mining adalah metode Market Basket Analysis. Dalam metode Market Basket Analysis ini menggunakan algoritma apriori yang merupakan jenis association rule pada data mining. Tugas dari association rule adalah menganalisis kebiasaan yang berulang dan mencari kombinasi dan frekuensi. Dengan menggunakan metode ini dapat diketahui frekuensi seringnya kombinasi ini berulang dengan suatu pengukuran (Giudici dan Figini, 2009). Dengan analisis ini didapatkan relevasi

3

kompetensi akademik siswa SMA terhadap pilihan mayor dan indeks prestasi mahasiswa tersebut. Dari suatu kombinasi item yang sering muncul, akan diketahui pola dari kombinasi tersebut. Dengan diketahui pola dari data yang ada akan lebih mempermudah dan memberikan informasi yang akan berguna untuk pemilihan strategi bagi IPB khususnya dalam memilih calon mahasiswa. Berdasarkan hal di atas maka penulis tertarik untuk menelitinya lebih lanjut. Selain itu belum pernah dilakukannya penelitian yang berkaitan dengan aplikasi Market Basket Analysis pada mahasiswa USMI IPB. 1.2. Perumusan Masalah Adapun masalah yang akan dibahas dalam penelitian ini adalah sebagai berikut: 1. Bagaimana mengembangkan sebuah Sistem Informasi Manajemen dengan aplikasi Market Basket Analysis dari data menggunakan teknik asosiatif? 2. Bagaimana output yang akan dihasilkan dari kaidah asosiasi (association rules) yang berkaitan dengan data nilai USMI dan kaitannya terhadap IPK pada pilihan mayor yaitu dengan nilai-nilai support dan confidence? 3. Bagaimana pola-pola dari beberapa faktor seperti (asal mahasiswa, nilai USMI, Jenis Kelamin, pilihan mayor dan nilai IPK) dapat terbentuk ? 1.3. Tujuan Berdasarkan perumusan masalah diatas, penelitian ini dilaksanakan dengan tujuan sebagai berikut: 1). Mempelajari penerapan sistem informasi manajemen melalui metode data mining dengan mengetahui aplikasi Market basket analysis. 2). Mengidentifikasi pola-pola dari kaidah asosiasi (association rules) yang berkaitan dengan data faktor-faktor yang mempengaruhi (asal mahasiswa, nilai USMI, Jenis Kelamin, pilihan mayor dan nilai IPK) untuk diketahui nilai-nilai support dan confidence. 3). Dapat mengamati kebiasaan dan asosiasi faktor-faktor penentu dari pemilihan mahasiswa USMI yang terhadap nilai IPK, sehingga didapat pola yang dapat membantu untuk keputusan dan rencana strategis.

4

1.4. Ruang Lingkup Penelitian 1. Penelitian dikhususkan terhadap mahasiswa USMI IPB dilihat dari nilai SMA khususnya nilai yang menjadi dasar penilaian untuk USMI dengan mempertimbangkan nilai Fisika, Kimia, Biologi,dan Matematika, Serta pilihan Mayor dan Nilai Indeks Prestasi mulai dari tahun 2005 - 2008 2. Metoda yang dikaji adalah dengan Market Basket Analysis. 1.5. Manfaat Penelitian Penelitian ini diharapkan dapat memberikan manfaat bagi penulis, instansi maupun siapapun yang membacanya yaitu: 1. Bagi penulis, dapat menerapkan ilmu pengetahuan yang diperoleh di perkuliahan untuk diterapkan di lapangan. 2. Bagi Institut Pertanian Bogor, diharapkan hasil analisis ini dapat menjadi bahan pertimbangan dan masukan dalam penggunaan sistem informasi manajemen. 3. Bahan referensi bagi peneliti lain yang ingin melakukan penelitian lebih lanjut mengenai perencanaan dan pengendalian berkaitan dengan data mining.

II. TINJAUAN PUSTAKA 2.1 Sistem Informasi Manajemen Mcleod R dan Schell G, (2004) membagi sumber daya menjadi dua bagian yaitu sumberdaya fisikal dan sumberdaya konseptual. Sumber daya fisikal terdiri atas personil, mesin, bahan dan materiil, sedangkan Sumberdaya konseptual terdiri atas modal dan informasi. Suatu informasi merupakan suatu unsur kunci yang penting di dalam suatu sistem konseptual, informasi dapat bersifat manual ataupun dapat berupa komputer elektronik atau mekanik. Informasi dapat dilihat sebagai data penuh arti di mana data telah diubah jadi suatu konteks yang bermanfaat untuk membantu keputusan manajemen (Mutch, 1996). Sistem informasi dibagi menjadi dua bagian yaitu sistem pendukung operasi dan sistem pendukung manajemen. Sistem pendukung operasi dapat berupa sistem proses transaksi, sistem proses kontrol, sistem kolaborasi perusahaan. Bagian dari sistem pendukung manajemen antara lain sistem informasi manajemen, sistem pendukung keputusan, dan sistem informasi eksekutif (Mcleod dan Schell, 2004). Sistem Informasi Manajemen adalah manajemen dari suatu sistem dan merupakan

suatu

proses

menciptakan,

memperoleh,

mengorganisir,

menyimpan, mendistribusikan, dan menggunakan informasi. Tujuan dari Sistem Informasi Manajemen adalah membantu orang dan organisasi untuk akses informasi secara efektif dan efisien. Sehingga sistem informasi manajemen dapat membantu organisasi untuk beroperasi secara kompetitif dan strategis, serta membantu manajemen untuk lebih mudah dalam menjalani tugas dan mendapatkan data yang lebih baik (Detlor, 2009).

Gambar.1 Proses Sistem Informasi Manajemen (Mcleod dan Schell, 2004)

6

2.2 Data Mining Data Mining merupakan istilah dari menambang atau mengektraksi suatu informasi dari sebuah data. Ekstraksi informasi yang berguna dari suatu penyimpan data besar menjadi pekerjaan yang cukup menantang, seringkali alat dan teknik analisis data tradisional tidak dapat digunakan dalam mengekstrak informasi dari data berukuran besar. Data mining adalah teknologi yang merupakan campuran metode-metode analisis data dengan algoritma-algoritma untuk memproses data berukuran besar (Giudici dan Figini, 2009). Data mining merupakan salah satu tahapan Knowledge discovery in database yang merupakan proses untuk menemukan informasi yang berguna serta pola-pola yang ada dalam data (Goharian dan Grossman, 2003). Langkah kerja Knowledge discovery in database yaitu : 1.

Pembersihan Data : tahapan untuk menghilangkan data yang tidak konsisten dan terdapat noise

2.

Mengintegrasikan data : di mana beberapa sumber data yang dapat dikombinasikan

3.

Menyeleksi data : Mengambil data yang relevan yang dapat digunakan untuk proses analisis

4.

Transformasi data : Mentrasformasikan atau menggabungkan data ke dalam bentuk yang tepat untuk ditambang dengan cara melakukan peringkasan atau operasi agregrasi

5.

Data Mining : Merupakan proses penting, dimana metode-metode cerdas diaplikasikan untuk mengekstraksi pola-pola yang menarik dalam data.

6.

Evaluasi Pola : Evaluasi Pola diperlukan untuk mengidentifikasi polapola yang menarik dalam merepresentasikan pengetahuan.

7.

Presentasi Pengetahuan

:

Penggunaan

visualisasi dan

teknik

representasi untuk menyajiakan pengetahuan hasil data mining kepada pengguna

7

Gambar. 2 Alur Proses KDD (Knowledge discovery in database)

Data mining merupakan proses analisa data yang terdiri dari rangkaian aktivitas mulai dari mendefinisikan tujuan analisis, analisis data sampai kepada interpretasi dan evaluasi hasil (Giudici dan Figini, 2009). Disamping itu diperlukan juga restrukturisasi data yang beragam pada pusat informasi yang besar yaitu data warehouse (Connoly dan Begg, 2002) Proses data mining menurut Han dan Kamber (2006) dapat dibedakan menjadi dua tujuan utama : a. Descriptive data mining : Deskripsi konsep atau task relevan data dalam bentuk yang ringkas, informatif dan diskriminatif. b. Predictive data mining : Berdasarkan analisis data dibuat model untuk kemudian dijadikan sebagai alat prediksi trend dan data yang tidak diketahui nilainya.

8

Pencarian pola secara otomatis terhadap data dalam jumlah besar dalam data mining menggunakan beberapa tehnik seperti klasifikasi, penggugusan (clustering), deskripsi konsep, prediksi dan association rule (Han dan Kamber, 2006). Untuk membuat pengguna dapat berkomunikasi dengan sistem data mining, diperlukan data mining primitive yang dirancang untuk memfasilitasi penemuan pengetahuan secara efisien. Data mining primitive menurut Riyanti (2005) meliputi :  Pengkoleksian data; digunakan untuk menspesifikasikan data yang akan di-mining karena pengguna pada umumnya hanya tertarik pada subset tertentu pada basis data.  Analisis relevansi dimensi yaitu hirarki konsep yang merupakan informasi tentang domain yang akan di-mining yang dapat bermanfaat untuk proses penemuan pengetahuan. Konsep hierarki dapat didefinisikan serangkaian pemetaan dari konsep ber-level rendah menjadi level yang lebih tinggi  Perhitungan nilai kemenarikan diperlukan karena tidak semua hasil dari data mining merupakan pengetahuan sehingga diperlukan nilai tertentu yang dapat ditetapkan oleh pengguna sebagai batas.  Presentasi dan visualisasi pola yang ditemukan. Sistem data mining yang efektif harus mampu menampilkan pola-pola yang ditemukan dalam bermacam-macam bentuk seperti aturan, tabel, tabel silang, grafik, pohon keputusan, cube, atau visualisasi lain sehingga pengguna dari latar belakang yang berbeda dapat mengidentifikasi pola dan dapat beriteraksi dengan sistem. 2.3. Association Rule Mining Association Rule Mining digunakan untuk mencari hubungan menarik di antara items dalam suatu himpunan data (Han dan Kamber 2006). Di dalam data mining tehnik Association Rule Mining merupakan format yang paling sering digunakan pada penelusuran pola pada sistem data yang tidak dapat terlihat (Kantardzic, 2003).

9

Dengan Association Rule hubungan dapat diimplementasikan dengan Format X→ Ij, dimana X adalah suatu itemset yang terpisah dari Ij tetapi masih dalam suatu database (Agarwal et al, 1993), berdasarkan hubungan yang terbentuk dari beberapa item data tersebut dapat diambil kesimpulan item yang dapat digunakan untuk informasi (Kona dan Chakravarthy, 2003). Ukuran objektif yang dapat digunakan untuk menemukan aturan asosiasi

adalah

dengan

menggunakan

dua

ukuran

kepercayaan

(interestingness measure) (Srikant dan Agrawal, 1996) yaitu : a.

Support adalah suatu ukuran yang menunjukkan presentase banyaknya kejadian kombinasi item A dalam basis data. Support = jika asosiasi X → Y =

b.

Confidence

adalah

...(1)

presentase

menunjukkan

keakuratan

dari

hubungan antar 2 item atau lebih dalam aturan asosiasi (Han dan Kamber 2006). Confidence= jika asosiasi X → Y=

..(2)

Batasan nilai support dan confidence ditentukan oleh user, sehingga akan terjadi maximum support, minimum suport, maximum confidence, dan minimum confidence. Keterangan confidence versus support dapat dilihat dalam Tabel. 1 Tabel.1 Confidence versus Support (Tanjung,2005)

maximum suport minimum support

minimum confidence

maximum confidence

Aturan asosiasi jarang bernilai benar, tetapi dapat sering terjadi Aturan asosiasi jarang bernilai benar, tetapi dapat jarang terjadi

Aturan asosiasi sering bernilai benar, tetapi dapat sering terjadi Aturan asosiasi sering bernilai benar, tetapi dapat jarang terjadi

Aturan asosiasi yang memenuhi minimum support dan minimum confidence terkadang bisa menjadi aturan asosiasi yang menyesatkan bagi pengguna. Aturan Asosiasi X → Y bisa menyesatkan jika ternyata pembelian item X tidak diikuti pembelian item Y. Pembelian item X adalah independent terhadap pembelian item Y jika P(X

Y) = P(X)P(Y), jika (X

Y)

10

P(X)P(Y) maka item X dan Y bersifat dependent dan saling berhubungan (Han dan Kamber, 2006). Untuk itu perlu paramater penting selain support dan confidence yaitu adanya Lift Ratio. Lift Ratio merupakan nilai yang menunjukkan kevalidan proses transaksi dan memberikan informasi apakah benar produk X dibeli bersamaan dengan produk Y. Lift Ratio dapat ditulis sebagai: Lift Ratio X→Y =

…. (3)

Sebuah transaksi dikatakan valid jika mempunyai nilai Lift Ratio lebih dari 1 (satu), yang berarti bahwa dalam transaksi tersebut produk X dan Y benar-benar terdapat hubungan korelasi. Selain Lift Ratio juga terdapat nilai Laverage yaitu nilai dari jumlah kekurangan ataupun kelebihan support untuk memenuhi syarat. Nilai leverage dapat mengartikan jika suatu aturan memiliki nilai leverage positif maka hubungan antara kedua item adalah positif, sebaliknya jika nilai leverage negatif maka hubungan kedua item tersebut juga negatif. Leverage dapat ditulis dengan rumus: Leverage =

…(4)

2.4 Market Basket Analysis Market basket analysis merupakan fungsi dari Association Rule Mining yang biasanya digunakan untuk mempelajari kebiasaan konsumen dengan mencari frekuensi itemset yang sering dibeli dan item yang dibeli secara bersamaan (Han dan Kamber 2006). Market basket analysis merupakan teknik matematis yang biasanya digunakan profesional marketing untuk mencari hubungan produk individual ataupun group (Redlon,2008). Istilah analisis ini sendiri datang dari kejadian yang sudah sangat umum terjadi di dalam supermarket, yaitu pengambilan barang secara bersamaan oleh pelanggan saat mengunjungi supermarket (Cavique , 2007). Tujuan dari market basket analysis untuk mengidentifikasi produk, atau kelompok produk yang cenderung terdapat korelasi bersamaan (Giudici dan Figini, 2009). Market basket analysis adalah alat yang ampuh untuk

11

diterapkan didalam strategi cross-selling (Cavique, 2007). Hasil dari analisis ini dapat digunakan untuk mengorganisir tata ruang, mengorganisir produk yang sering menjual bersama-sama, serta dapat juga digunakan untuk meningkatkan efisiensi promosi produk (Factpoint Group, 2008). Terdapat dua riset utama dalam Market basket analysis, yaitu bersifat penyelidikan dan bersifat menjelaskan model. Pendekatan penyelidikan terbatas kepada tugas dalam menemukan cross-category yaitu hubungan timbal balik dasarkan pada pola dasar yang diamati dari kategori produk atau konsumen. Pendekatan penyelidikan juga dikenal sebagai gaya gabung atau analisa hubungan dekat. Analisa ini mengarahkan suatu ukuran asosiasi symmetric dan memasangkan sehingga memperoleh pola dari cross-tabulation berbagai faktor (Boztug , 2008). 2.5. Algoritma Apriori Algoritma Apriori adalah algoritma paling terkenal untuk menemukan pola frekuensi tinggi yang digunakan untuk menghasilkan aturan asosiasi dengan pola “if condition –then result”(Hochreiter, 2006). Pola frekuensi tinggi adalah pola-pola item di dalam suatu database yang memiliki frekuensi atau support di atas ambang batas tertentu yang disebut dengan istilah minimum support. Pola frekuensi tinggi ini digunakan untuk menyusun aturan assosiatif dan juga beberapa teknik data mining lainnya. Menurut Srikant dan Agrawal (1996) Algoritma Apriori menggunakan pendekatan iteratif yang dikenal dengan level-wise search yang dibagi menjadi beberapa tahap, dimana k-kelompok produk digunakan untuk mengeksplorasi (k+1)-kelompok produk atau (k+1)-itemset. Tiap iterasi menghasilkan pola frekuensi tinggi dengan panjang yang sama dimulai dari fase pertama yang menghasilkan pola frekuensi tinggi dengan panjang satu. Dalam iterasi pertama ini, support dari setiap item dihitung dengan men-scan database. Setelah support dari setiap item didapat, item yang memiliki support diatas minimum support dipilih sebagai pola frekuensi tinggi dengan panjang 1 atau sering disingkat 1-itemset. Singkatan k-itemset berarti satu set yang terdiri dari k item.

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Iterasi kedua menghasilkan 2-itemset yang tiap set-nya memiliki dua item. Pertama dibuat kandidat 2-itemset dari kombinasi semua 1-itemset. Lalu untuk tiap kandidat 2-itemset ini dihitung support-nya dengan men-scan database. Support disini artinya jumlah transaksi dalam database yang mengandung kedua item dalam kandidat 2-itemset. Setelah support dari semua kandidat 2-itemset didapatkan, kandidat 2-itemset yang memenuhi syarat minimum support dapat ditetapkan sebagai 2-itemset yang juga merupakan pola frekuensi tinggi dengan panjang 2. Selanjutnya pada iterasi ke-k dapat dibagi lagi menjadi beberapa bagian : 1.

Pembentukan kandidat itemset. Kandidat k-itemset dibentuk dari kombinasi (k-1)-itemset yang didapat dari iterasi sebelumnya. Satu ciri dari algoritma apriori adalah adanya pemangkasan kandidat k-itemset yang subset-nya yang berisi k-1 item tidak termasuk dalam pola frekuensi tinggi dengan panjang k-1.

2.

Penghitungan support dari tiap kandidat k-itemset. Support dari tiap kandidat

k-itemset

didapat

dengan

men-scan

database

untuk

menghitung jumlah transaksi yang memuat semua item di dalam kandidat k-itemset tersebut. Ini adalah ciri dari algoritma apriori dimana diperlukan penghitungan dengan scan seluruh database sebanyak kitemset terpanjang. 3.

Tetapkan pola frekuensi tinggi. Pola frekuensi tinggi yang memuat k item atau k-itemset ditetapkan dari kandidat k-itemset yang support-nya lebih besar dari minimum support.

4.

Bila tidak didapat pola frekuensi tinggi baru maka seluruh proses dihentikan. Bila tidak, maka k ditambah satu dan kembali ke bagian 1.

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Ada dua proses utama yang dilakukan algoritma apriori (Srikant dan Agrawal, 1996) , yaitu: 1.

Join (penggabungan): untuk menemukan Lk, Ck dibangkitkan dengan melakukan proses join Lk-1 dengan dirinya sendiri, Ck=Lk-1*Lk-1, lalu anggota Ck diambil hanya yang terdapat didalam Lk-1.

2.

Prune (pemangkasan): menghilangkan anggota Ck yang memiliki support count lebih kecil dari minimum support agar tidak dimasukkan ke dalam Lk.

..(5)

Gambar 3. Pseudocode dari Pembentukan Kandidat Itemset Bersama Pemangkasannya Beberapa istilah yang digunakan dalam algoritma apriori antara lain: a.

Support (dukungan): probabilitas pelanggan membeli beberapa produk secara bersamaan dari seluruh transaksi. Support untuk aturan “X=>Y” adalah probabilitas atribut atau kumpulan atribut X dan Y yang terjadi bersamaan.

b.

Confidence (tingkat kepercayaan): probabilitas kejadian beberapa produk dibeli bersamaan dimana salah satu produk sudah pasti dibeli. Contoh: jika ada n transaksi dimana X dibeli, dan ada m transaksi dimana X dan Y dibeli bersamaan, maka confidence dari aturan if X then Y adalah m/n.

c.

Minimum support: parameter yang digunakan sebagai batasan frekuensi

14

d.

kejadian atau support count yang harus dipenuhi suatu kelompok data untuk dapat dijadikan aturan.

e.

Minimum confidence: parameter yang mendefinisikan minimum level dari confidence yang harus dipenuhi oleh aturan yang berkualitas.

f.

Itemset: kelompok produk.

g.

Support count: frekuensi kejadian untuk sebuah kelompok produk atau itemset dari seluruh transaksi.

h.

Kandidat itemset: itemset-itemset yang akan dihitung support count-nya.

i.

Large itemset: itemset yang sering terjadi, atau itemset-itemset yang sudah melewati batas minimum support yang telah diberikan.

2.6. Kompetensi Akademik Kompetensi akademik adalah nilai atau ukuran yang diperoleh seseorang dalam kelembagaan pendidikan. Nilai tersebut didasarkan menurut standar atau kriteria tertentu dan merupakan fungsi dari faktor-faktor sekolah dan faktor-faktor lainnya (Indriyanto, 2005). Kompetensi akademik yang diperoleh di pendidikan menengah, diharuskan dapat memenuhi standar kompetensi lulusan yaitu dapat meningkatkan kecerdasan, pengetahuan, kepribadian, akhlak mulia, serta keterampilan untuk hidup mandiri dan mengikuti pendidikan lebih lanjut (permendiknas, 2006). Salah satu ketetapan yang menjadi standar adalah menguasai pengetahuan yang diperlukan untuk mengikuti pendidikan tinggi. 2.7. Penelitian Terdahulu Penelitian terdahulu dilakukan oleh Agarwal dan Srikant, 1996 yang meneliti database dari transaksi penjualan di supermarket dengan melihat ID pelanggan, untuk melihat pola-pola pembelian pelanggan. Penelitian oleh Erdani, (2007) Departemen Ilmu Komputer FMIPA IPB dengan judul pengembangan aplikasi Data Mining menggunakan metode Induksi Beroreantasi Atribut ( studi kasus : Data PPMB IPB) , Dalam Penelitiannya Erdani membuat sistem data mining yang menganalisis pemilihan fakultas dengan atribut pulau asal pelamar, dalam analisisnya menggunakan aplikasi data mining tetapi dengan metode yang berbeda yaitu induksi atribut yang

15

menyimpulkan perbandingan kelas dengan kelas target dan kelas pembanding pulau asal pelamar yang memenuhi kondisi diterima pada pilihan pertama dan untuk setiap kemungkinan kondisi. Penggunaan metode market basket analysis juga pernah dilakukan oleh Lestari, 2008 yang memberikan kesimpulan bahwa aplikasi data mining dengan metode market basket analysis mampu mengolah data transaksi yang disediakan oleh user untuk menemukan frequent itemset dan association rule yang memenuhi syarat minimum.

III. METODOLOGI PENELITIAN

3.1. Kerangka Pemikiran Penelitian Informasi merupakan suatu unsur kunci yang penting di dalam suatu sistem konseptual. Suatu informasi dapat terbentuk melalui berbagai cara salah satunya adanya data, jika data tersebut diolah dapat digunakan sebagai sumberdaya informasi yang berharga. Tetapi terkadang data digunakan hanya pada saat dibutuhkan kemudian dijadikan arsip dan disimpan dengan harapan dapat berguna di masa yang akan datang. Keberadaaan data tersebut jumlahnya sangat banyak dan bervariasi, hal ini sesuai dengan keadaan data dari berbagai bagian yang mendukung organisasi tersebut. Adanya sistem informasi manajemen memungkinkan untuk membangkitkan data-data yang ada dalam suatu organisasi. Pembangkitan data diperlukan untuk mengetahui pola serta struktur dari suatu data, sehingga dapat mempermudah dan membantu manajemen. Struktur dan pola data yang ditampilkan dapat digunakan sebagai informasi baik bersifat strategis maupun manajerial agar dapat memperkecil resiko dalam pengambilan keputusan. Dalam penjaringan calon mahasiswa, IPB menerapkan sistem Undangan Seleksi Masuk IPB atau disebut USMI. Sistem seleksi tersebut tidak menggunakan tes masuk, melainkan melihat catatan kompetensi akademik siswa SLTA selama 5 (lima) semester. Kompetensi akademik tersebut dinilai dan dibobotkan, sehingga terjaring didapatkan peserta didik yang layak masuk ke IPB. Dasar yang digunakan dari kompetensi akademik siswa SLTA dalam penyaringan mahasiswa baru didasarkan 4 (empat) mata ajaran yaitu fisika, biologi, matematika dan kimia. Data kompetensi siswa SLTA ini oleh panitia penerimaan mahasiswa baru IPB hanya digunakan untuk proses penyeleksian mahasiswa baru, setelah itu data tersebut diarsipkan untuk kebutuhan administratif. Data-data tersebut tersimpan dalam bentuk fisik ataupun softfile di dalam database. Database mahasiswa USMI dari tahun ke tahun menumpuk dan dapat terjadi gunung data dalam database, sehingga tidak memberikan manfaat bagi pemilik data. Penelitian

17

ini dapat memanfaatkan data-data tersebut untuk diekstraksi dan dapat diambil nilai kemenarikannya. Penelitian yang dilakukan mencoba melihat pola-pola yang dibentuk dari kompetensi akademik SLTA dengan keberhasilan mahasiswa tersebut dalam mengikuti mayor yang ada di IPB. Beberapa faktor juga diduga dapat mempengaruhi dari keberhasilan mahasiswa tersebut dalam perkuliahan seperti jenis kelamin dan asal daerah. Berdasarkan latar belakang, perumusan masalah, tujuan penelitian, focus group discusion diperoleh sebuah kaidah asosiasi untuk melihat pola asosiasinya. Setelah pola terbentuk dari aturanaturan yang ditentukan dapat dilihat nilai hubungan dari pola yang tersebut, sehingga panitia penerimaan mahasiswa baru dapat

menggunakannya

sebagai informasi. Informasi tersebut dapat berguna untuk berbagai macam keputusan baik strategis maupun manajerial.

Gambar. 4 Kerangka Penelitian Analisis Asosiasi Pilihan Mayor dengan Kompetensi Akademik Siswa SLTA dengan Menggunakan Market Basket Analysis Studi Kasus: Mahasiswa USMI IPB

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3.2 Metodologi Penelitian 3.2.1 Lokasi dan waktu Penelitian Lokasi penelitian dilakukan di Institut Pertanian Bogor bertempat di gedung Andi Hakim Nasoetion, Kampus IPB Darmaga. pada bulan November 2009 – Februari 2010. Dua bagian yang dijadikan tempat penelitian yaitu Sekretariat Panitia Penerimaan Mahasiswa Baru dan Direktorat Administrasi Pendidikan Institut Pertanian Bogor. 3.2.2 Jenis dan Metode Pengumpulan Data Jenis data yang digunakan merupakan data primer dan sekunder, Data primer didapatkan dengan konsultasi dan wawancara langsung dengan pihak-pihak yang terlibat dalam manajemen Penerimaan Mahasiswa Baru dan Mahasiswa USMI IPB. Data Sekunder dibutuhkan dengan mengumpulkan data nilai usmi dan biodata mahasiswa mayor-minor IPB serta nilai akademik mahasiswa, studi pustaka mengenai market basket analysis dan data yang berkaitan dengan Nilai USMI dan IPK Mahasiswa USMI IPB pada tahun 2005 – 2008.

3.3 Metode Pengolahan dan Analisis Data Pengolahan dan analisis data yang akan diteliti menggunakan tehnik data mining dengan menggunakan metode Market Basket Analysis yaitu dengan cara menemukan asosiasi dan korelasi dari berbagai macam faktor yang sering berkaitan dan terdapat hubungan. Pengolahan data menggunakan tahap-tahap sebagai berikut (Han dan Kamber, 2006): 1.

Metode Analisis : yaitu dengan melakukan survei dan observasi untuk mengumpulkan data yang digunakan

2.

Pembersihan data : membuang data, informasi atau field yang tidak konsisten dan data yang mengandung noise.

3.

Integrasi data : merupakan proses memilih dan memisahkan data berdasarkan kriteria

4.

Menyeleksi data : mengambil data yang relevan yang dapat digunakan untuk proses analisis

19

5.

Transformasi data : data di rubah dalam bentuk yang useable dan dapat di-mining.

6.

Data mining : melakukan penambangan data sehingga mendapatkan pola-pola dari data

7.

Evaluasi Pola : Evaluasi Pola diperlukan untuk mengidentifikasi polapola yang menarik dalam merepresentasikan pengetahuan.

8.

Presentasi pengetahuan : setelah menemukan pola data dapat dipresentasikan dengan tehnik visualisasi agar user dapat mudah memahaminya. .

Tahapan penelitian diawali dengan melakukan pembersihan data, data yang akan digunakan adalah data yang dinilai kemenarikannya dan relevan untuk diekstraksi. Data yang mengandung noise ataupun kosong yang diakibatkan oleh pengentrian data dapat dibersihkan sehingga tidak mengganggu ekstraksi data. Data yang digunakan dalam penelitian ini hanya berupa data kompetensi akademik dari SLTA dan sebagian dari data diri yaitu jenis kelamin, asal daerah dan tahun masuk. Selain data yang dibutuhkan atau terdapat data yang sama maka data tersebut akan dihapus. Pemasukan data harus didasarkan rule yang ditentukan sehingga jika ada data yang tidak sama terhadap aturan yang ditentukan data tersebut dibersihkan. Pembersihan data dilakukan dengan penghapusan data dari database dan perbaikan data, bagian data yang dihapus adalah data yang mengandung noise, data kosong ,dan data dari atribut yang tidak dinilai kemenarikannya. Data juga dapat diperbaiki jika terdapat data yang terdapat noise tetapi dapat diperbaiki. Setelah dilakukan pembersihan data, selanjutnya dilakukan integrasi data, proses ini diperlukan untuk memperoleh data yang dapat di-mining sesuai kemenarikannya. Data diperoleh dari dua bagian yang berbeda yaitu PPMB IPB yang mempunyai data tentang kompetensi akademik SLTA mahasiswa USMI IPB tahun 2005-2008 dan data dari Direktorat

20

Administrasi Pendidikan yang memiliki data Indeks Prestasi mahasiswa tersebut selama masa perkuliahan. Proses pengintegrasian data dimulai dengan konversi nilai akademik 4 mata ajaran Matematika, Fisika, Biologi, dan Kimia yang menjadi dasar pertimbangan penilaian di jalur USMI untuk dikelompokkan menjadi 2 (dua) kelompok besar yaitu A dan B. Konversi dilakukan juga terhadap Indeks Prestasi Mahasiswa, sesuai kisaran yang telah ditentukan untuk penelitian ini adalah IP dengan nilai 3,51–4,00; 2,76 – 3,50; 2,01 – 2,75; dan < 2,0 dan selanjutnya akan diberi Kode ”CL” untuk nilai 3,51–4,00, ”SM” untuk nilai 2,76 -3,50, ”M” untuk 2,01-2,75 dan ”DS” jika memiliki nilai <2,0. Proses integrasi data dilakukan

pada tabel dan diidentifikasi

berdasarkan Nomor Induk Mahasiswa (NIM), atribut pada data akan diberikan kode-kode untuk membedakan. Hasil tabel gabungan akan memiliki seluruh atribut gabungan dari mahasiswa. Informasi tahun masuk mahasiswa USMI juga akan disertakan dalam atribut untuk tetap menjaga informasi. Setelah diintregasikan diperoleh data sebanyak 74.243 tuple. Atribut yang digunakan dalam penelitian ini berupa Indeks prestasi TPB diberikan kode ”IPKB”, Indeks prestasi akhir dengan kode ”IPKA”. Untuk kompetensi akademik SLTA menggunakan variabel dari nilai yang digunakan sebagai dasar pemilihan mahasiswa USMI yaitu nilai kimia diberikan kode ”KIMUS”, nilai fisika ”FISUS” nilai matematika ”MATUS” dan nilai biologi ”BIOUS”. Atribut jenis kelamin yang disingkat ”JK” digunakan juga untuk melihat pengaruh yang diakibatkan jika terdapat faktor gender, untuk laki-laki diberikan kode ”1” dan perempuan deberikan kode ”0”. Mayor akan diberikan kode ”DEPT” , kode mayor yang dipilih mahasiswa tersebut akan didasarkan kode mayor yang ada di IPB dan untuk asal daerah akan disingkat dengan ”ASDAE” diberikan kode seperti pada Tabel 7 dibawah ini :

21

Tabel 7. Kode Asal Daerah Mahasiswa USMI Tahun 2005-2008 Kode 1 2 3 4 5 6 7 8 9 10

Asal Daerah Sumatera DKI Jakarta Jawa Barat Jawa Tengah Jawa Timur dan Madura Bali dan Nusa Tenggara Kalimantan Sulawesi Irian Jaya Luar Negeri Data yang sudah diintegrasikan akan diubah kedalam bentuk data

yang mudah untuk dilakukan penambangan. Data tersebut harus sesuai dengan alat atau software yang digunakan. Dalam penelitian ini digunakan ”Magnum Opus” yang dikeluarkan oleh G.I. Webb & Associates pty Ltd., yang merupakan software untuk mengolah data dengan menggunakan tehnik market basket analysis. Data yang diperoleh dari IPB berformat basis data Foxpro (.dbf) sehingga perlu di transformasi menjadi format yang disediakan oleh ”Magnum Opus” yaitu Identifier-Item File (.idi), Item List File (.itl), Name File (.nam). Data yang diperoleh dari Panitia Penerimaan Mahasiswa Baru (PPMB) IPB dan Direktorat Administrasi Pendidikan adalah basis data Foxpro (.dbf) dan sudah di konversi dalam tabel microsoft exel (.xls). Format data yang diberikan mirip dengan format Identifier-Item File (.idi) yang ada di magnum opus, sehingga data yang diperoleh dikonversi menjadi (.idi) dengan format (NIM, Atribut). Setelah semua atribut diintegrasikan didapatkan 68 atribut yang digunakan. Atribut tersebut akan diibaratkan sebuah transaksi, setiap transaksi berisi tentang data kompetensi akademik saat SLTA, data diri mahasiswa, serta data pilihan mayor dan indeks prestasinya. Untuk memudahkan proses atribut tersebut diberikan kode sebagai berikut :

22

Tabel. 8 Atribut Biner Penilaian Kompetensi Mahasiswa USMI IPB Tahun 2005-2008 1. IPKB CL 2. IPKB SM 3. IPKB M 4. IPKB DS 5. IPKA CL 6. IPKA SM 7. IPKA M 8. IPKA DS 9. ASDAE 1 10. ASDAE 2 11. ASDAE 3 12. ASDAE 4 13. ASDAE 5 14. ASDAE 6 15. ASDAE 7 16. ASDAE 8 17. ASDAE 9 18. ASDAE 10 19. JK 1 20. JK 0 21. MATUS A 22. MATUS B 23. KIMUS A 24. KIMUS B 25. FISUS A 26. FISUS B 27. BIOUS A 28. BIOUS B 29. TAHUN 05 30. TAHUN 06 31. TAHUN 07 32. TAHUN 08 33. DEPT A1 34. DEPT A2

35. DEPT 36. DEPT 37. DEPT 38. DEPT 39. DEPT 40. DEPT 41. DEPT 42. DEPT 43. DEPT 44. DEPT 45. DEPT 46. DEPT 47. DEPT 48. DEPT 49. DEPT 50. DEPT 51. DEPT 52. DEPT 53. DEPT 54. DEPT 55. DEPT 56. DEPT 57. DEPT 58. DEPT 59. DEPT 60. DEPT 61. DEPT 62. DEPT 63. DEPT 64. DEPT 65. DEPT 66. DEPT 67. DEPT 68. DEPT

A3 A4 B0 C1 C2 C3 C4 C5 D1 D2 E1 E2 E3 E4 F1 F2 F3 F4 G1 G2 G3 G4 G5 G6 G7 G8 H1 H2 H3 H4 I1 I2 I3 D0

Analisis data dilakukan dengan menggunakan kaidah asosiasi (Association Rules), yang biasa digunakan dalam metode market basket analysis untuk menghasilkan aturan asosiasi dengan pola ”if condition – then result” (Agarwal et al, 1993). Association Rules digunakan dengan

23

tujuan menemukan frequent itemsets yang dijalankan pada sekumpulan data. Ukuran objektif yang dapat digunakan untuk menemukan aturan asosiasi

adalah

dengan

menggunakan

dua

ukuran

kepercayaan

(interestingness measure) (Srikant dan Agrawal, 1996) yaitu : a.

Support adalah suatu ukuran yang menunjukkan presentase banyaknya kejadian kombinasi item A dalam basis data.

Support = jika asosiasi X → Y =

b.

Confidence

adalah

presentase

....... (6)

menunjukkan

keakuratan

dari

hubungan antar 2 item atau lebih dalam aturan asosiasi (Han dan Kamber 2006). Confidence= jika asosiasi X → Y =

.....(7)

Data yang diperoleh dari database ditentukan pola yang menarik dan dilihat karakteristiknya. Setelah mengetahui karakteristik data dilakukan integrasi data sehingga mudah untuk di-mining. Aturan yang akan diterapkan dalam penelitian ini adalah ” jika mahasiswa berasal dari daerah...., dan memiliki nilai USMI...., memilih mayor....,→ maka Indeks prestasi mahasiswa......”.

Dalam proses data mining juga dapat menggunakan

fasilitas query dalam basis data sehingga dapat digunakan sebagai alat untuk mengkombinasikan antar item dalam itemset. Penelitian ini menggunakan software khusus untuk metode market basket analysis yaitu ”magnum opus” dari G.I. Webb & Associates pty Ltd.

24

IV. HASIL DAN PEMBAHASAN 4.1. Kondisi Umum Institut Pertanian Bogor 4.1.1 Latar Belakang Institut Pertanian Bogor Berdasarkan buku panduan sarjana, 2008 Institut Pertanian Bogor adalah lembaga pendidikan tinggi pertanian yang secara historis merupakan bentukan dari lembaga-lembaga pendidikan menengah dan tinggi pertanian dan kedokteran hewan yang dimulai pada awal abad ke20 ini di Bogor. Sebelum perang dunia II lembaga-lembaga pendidikan menengah tersebut dikenal dengan nama Middelbare Landbouw School dan Nederlandsch Indische Veeartsen School. Pada tahun 1940, pemerintah Hindia Belanda mendirikan Lembaga Pendidikan Tinggi Pertanian di Bogor dengan nama Landbouw Hogeschool yang pada masa pendudukan Jepang (1942-1945) ditutup. Namun pada masa itu, Nederlandsch Indische Veeartsen School tetap berjalan. Hanya namanya di ubah menjadi Bogor Zui Gakku (Sekolah Dokter Hewan Bogor) yang pada tahun 1946 ditingkatkan menjadi Perguruan Tinggi Kedokteran Hewan (PTKH). Pada tahun 1947 Landbouw Hogeschool dibuka kembali dengan nama

Faculteit voor Landbow-watenschappen

sebagai

kelanjutan

Landbouw Hogeschool, yang mempunyai Jurusan Pertanian dan Kehutanan. Bersama dengan itu dibentuk Faculteit der Diergeneskunde yang sebelumnya adalah Perguruan Tinggi Kedokteran Hewan (PTKH). Secara organik kedua faculteit yang ada di Bogor tersebut bernaung di bawah Universiteit van Indonesie yang kemudian berubah nama menjadi Universitas Indonesia. Pada tahun 1950 Faculteit voor Landbouw-watenshappen berubah nama menjadi Fakultas Pertanian Universitas Indonesia dengan tiga jurusan yaitu Sosial Ekonomi, Pengetahuan Alam dan Kehutanan serta pada tahun 1957 dibentuk Jurusan Perikanan Darat. Sedangkan Faculteit voor Diergeneeskunde berubah nama menjadi Fakultas Kedokteran Hewan Universitas Indonesia yang pada tahun 1960 berubah nama

25

menjadi Fakultas Kedokteran Hewan dan Peternakan Universitas Indonesia. Pada tanggal 1 September 1963, berdasarkan Keputusan Menteri Pendidikan Tinggi dan Ilmu Pengetahuan (PTIP) Nomor 91 tahun 1963, Fakultas Pertanian dan Fakultas Kedokteran Hewan, Fakultas Peternakan Universitas Indonesia selanjutnya melepas diri menjadi Institut Pertanian Bogor dan disahkan oleh Presiden RI dengan Surat Keputusan No. 2791 Tahun 1965. Pada awalnya, IPB terdiri dari lima fakultas yaitu : Fakultas Pertanian dan Fakultas Kehutanan berasal dari Jurusan Pertanian dan Jurusan Kehutanan Fakultas Pertanian Universitas Indonesia, sedangkan Fakultas Kedokteran Hewan dan Fakultas Peternakan berasal dari Fakultas Kedokteran Hewan, Peternakan dan Perikanan Laut Universitas Indonesia, Fakultas Perikanan merupakan gabungan Jurusan Perikanan Darat Fakultas Pertanian Universitas Indonesia dan Jurusan Perikanan Laut Fakultas Kedokteran Hewan dan Peternakan Universitas Indonesia. Pada tahun 1964, IPB berkembang menjadi 6 Fakultas dengan didirikannya

Fakultas

Teknologi

dan

Mekanisasi

Pertanian

(FATAMETA), yang pada tahun 1968 berubah menjadi Fakultas Mekanisasi dan Teknologi Hasil Pertanian dan tahun 1981 hingga saat ini bernama Fakultas Teknologi Pertanian. Pada tahun 1975, Sekolah Pascasarjana pertama di Indonesia dibuka di IPB yang pada tahun 1980 diresmikan menjadi Fakultas Pascasarjana IPB. Dengan terbitnya PP 30/1990 Fakultas Pascasarjana IPB beralih status menjadi Program Pendidikan Pascasarjana yang dipimpin oleh Direktur Program Pascasarjana. Pada tahun 1981, IPB membuka Fakultas Sains dan Matematika yang pada tahun 1983 berubah nama menjadi Fakultas Matematika dan Ilmu Pengetahuan Alam. Fakultas ini merupakan gabungan dari Departemen Ilmu Pengetahuan Alam, Departemen Botani dan Departemen Statistika dan Komputasi Fakultas Pertanian IPB serta Departemen Biokimia dan Departemen Zoologi Fakultas Kedokteran Hewan IPB. Pada Tahun 1979, IPB mulai menyelengarakan Program Diploma yang pada tahun 1980 menjadi

26

fakultas non gelar teknologi yang lebih dikenal dengan nama Fakultas Politeknik Pertanian. Berdasarkan PP 30 tahun 1990 Fakultas Politeknik Pertanian ditiadakan. Selanjutnya program pendidikan diploma tersebut dikelola oleh Jurusan/Fakultas di lingkungan IPB. Pada tahun 1992 IPB membuka program pendidikan Pascasarjana profesional setingkat S2 dalam bidang Manajemen Agribisnis (MMA). Hasil Pemikiran IPB telah mencanangkan konsep Pembangunan Pertanian Berkebudayaan Industri (PPBI) yang diharapkan dapat menjadikan Indonesia sebagai negara Industri yang berbasiskan pertanian yang tangguh. Tahun 2000 IPB membuka Fakultas Ekonomi dan Manajemen. Pada tanggal 26 Desember 2000 melalui Peraturan Pemerintah nomor 154 IPB telah ditetapkan Institut Pertanian Bogor sebagai Badan Hukum Milik Negara

(BHMN),

dengan

penetapan

ini

maka

IPB

dalam

menyelenggarakan kegiatan bersifat otonom. Sejalan dengan kebijakan Dasar Pendidikan IPB mengenai pengembangan Kurikulum Program Pendidikan IPB, dilakukan penataan departemen dengan menerapkan Kurikulum Sistem Mayor-Minor yang berlaku mulai mahasiswa tahun masuk 2005/2006. Pada tahun 2005 Fakultas Ekologi Manusia didirikan di IPB. 4.1.2 Visi, Misi dan Tujuan IPB 1. Visi Institut Pertanian Bogor "Menjadi universitas riset terkemuka di asia dengan kompetensi utama

pertanian

tropika,

berkarakter

kewirausahaan,

dan

bersendikan keharmonisan". Acuan visi tersebut berdasarkan pada visi jangka panjang IPB yang telah dirumuskan pada tahun 2003 dan telah ditetapkan sebagai visi IPB 2025, yaitu ”Menjadikan IPB sebagai perguruan tinggi bertaraf internasional dalam pengembangan sumberdaya manusia dan IPTEKS dengan kompetensi utama di bidang pertanian tropika”. Dasar acuan visi ini adalah rumusan rencana pembangunan jangka panjang Departemen Pendidikan Nasional 2005-2025, Renstra IPB

27

2020 yang telah dirumuskan sebelum status IPB BHMN, dan draft Rencana Pengembangan IPB 2025 - Senat Akademik IPB. 2. Misi Misi IPB yang digunakan merupakan misi dalam pengembangan IPB lima tahun ke depan (2012), yaitu : 1. Menyelenggarakan

pendidikan

tinggi

bermutu

tinggi

dan

pembinaan kemahasiswaan yang komprehensif dalam rangka meningkatkan daya saing bangsa. 2. Mengembangkan ilmu pengetahuan dan teknologi sesuai kebutuhan masyarakat pada masa sekarang dan kecenderungan pada masa yang akan datang. 3. Membangun sistem manajemen perguruan tinggi yang berkarakter kewirausahaan, efektif, efisien, transparan, dan akuntabel. 4. Mendorong

terbentuknya

masyarakat

madani

berdasarkan

kebenaran dan hak azasi manusia. 3. Tujuan Tujuan yang harus dicapai IPB adalah : 1. Menghasilkan

lulusan

yang

berkualitas

yang

mampu

mengembangkan dan menerapkan IPTEKS. 2. Memberikan inovasi IPTEKS ramah lingkungan untuk mendukung pembangunan nasional dan memperbaiki kesejahteraan umat manusia. 3. Menjadikan IPB sebagai lembaga pendidikan tinggi yang siap menghadapi tuntutan masyarakat dan tantangan pembangunan yang berubah dengan cepat secara nasional dan global. 4. Menjadikan IPB sebagai kekuatan moral dalam masyarakat madani Indonesia. 4.1.3 Tujuan Pendidikan Program Sarjana merupakan program pendidikan akademik yang bertujuan menyiapkan mahasiswa menjadi warga negara yang beriman dan bertaqwa kepada Tuhan Yang Maha Esa, berjiwa Pancasila, memiliki integritas kepribadian yang tinggi, terbuka dan tanggap terhadap

28

perubahan dan kemajuan ilmu pengetahuan, dan masalah yang dihadapi masyarakat. Program Sarjana Institut Pertanian Bogor diarahkan pada hasil lulusan yang memiliki kualifikasi sebagai berikut : 1.

Menguasai dasar-dasar ilmiah dan ketrampilan dalam bidang keahlian tertentu, sehingga mampu menemukan, memahami, menjelaskan, dan merumuskan cara penyelesaian masalah yang ada di dalam kawasan keahliannya.

2.

Mampu menerapkan ilmu pengetahuan dan ketrampilan yang dimilikinya sesuai dengan bidang keahliannya dalam kegiatan produktif dan pelayanan kepada masyarakat dengan sikap dan perilaku yang sesuai dengan tata kehidupan bersama.

3.

Mampu bersikap dan berperilaku dalam membawakan diri berkarya di bidang keahliannya maupun dalam berkehidupan bersama di masyarakat.

4.

Mampu mengikuti perkembangan ilmu pengetahuan, teknologi dan/atau seni yang merupakan keahliannya.

4.1.4 Kurikulum 1.

Kurikulum Program Sarjana IPB adalah kurikulum pendidikan tinggi yang merupakan seperangkat rencana dan pengaturan mengenai isi maupun bahan kajian dan pelajaran serta cara penyampaian dan penilaiannya yang digunakan sebagai pedoman penyelenggaraan kegiatan belajar-mengajar di IPB.

2.

Tahun

pertama

pendidikan

program

sarjana

di

IPB

diselenggarakan oleh Direktorat Program Pendidikan Tingkat Persiapan Bersama (TPB), bekerjasama dengan fakultas di lingkungan IPB. 3.

Pengertian kurikulum Mayor-Minor adalah kurikulum berbasis kompetensi dimana setiap mahasiswa mengikuti pendidikan dalam salah satu mayor sebagai bidang keahlian (kompetensi) utama dan

29

dapat mengikuti pendidikan dalam salah satu bidang minor sebagai bidang keahlian (kompetensi) pelengkap. 4.

Mayor

merupakan

bidang

keahlian

berdasarkan

disiplin

(keilmuan) utamanya pada suatu departemen atau fakultas, dimana mahasiswa

dapat

memperdalam

kompetensinya

(ilmu

pengetahuan, ketrampilan, dan perilaku) tertentu dalam suatu paket matakuliah. 5.

Minor merupakan bidang keahlian pelengkap yang diambil oleh mahasiswa yang berasal dari departemen lain di luar departemen utamanya (mayor).

6.

Berdasarkan tujuan pendidikannya, matakuliah dalam kurikulum program sarjana terdiri dari matakuliah umum, mata kuliah mayor, matakuliah interdep, mata kuliah minor, dan matakuliah penunjang (supporting course).

7.

Satuan kredit semester (SKS) adalah ukuran yang digunakan untuk menyatakan (1) besarnya beban studi mahasiswa, (2) ukuran keberhasilan usaha kumulatif bagi suatu program tertentu, (3) ukuran untuk beban penyelenggaraan pendidikan, khususnya bagi dosen.

8.

Kurikulum program sarjana untuk suatu gelar kesarjanaan mempunyai beban studi sekurang-kurangnya 144 sks dan sebanyak-banyaknya 160 sks. Dalam hal mahasiswa mengambil mayor ganda atau mayor dan minor ganda dimungkinkan beban studi yang lebih besar.

30

4.1.5. Struktur Organisasi Institut Pertanian Bogor Struktur organisasi Insitut Pertanian Bogor dapat Dilihat pada gambar.5 dibawah ini:

Gambar 5. Struktur organisasi Institut Pertanian Bogor (Sumber,Panduan Kemahasiswaan,2009) 4.1.6 Penerimaan Mahasiswa Baru Calon mahasiswa Institut Pertanian Bogor adalah warga negara Indonesia atau asing lulusan Sekolah Lanjutan Tingkat Atas, lulusan program diploma (minimal D3), atau mahasiswa Perguruan Tinggi lain, nasional maupun internasional. Mahasiwa baru IPB adalah mahasiswa yang pertama kali mengikuti pendidikan di IPB. Penerimaan mahasiswa baru dilaksanakan oleh Panitia Penerimaan Mahasiswa Baru (PPMB) yang diangkat dengan Keputusan Rektor. Penerimaan lulusan SLTA untuk terdaftar sebagai mahasiswa baru program sarjana dilaksanakan melalui 5 (lima) jalur, yaitu : (1) Undangan Seleksi Masuk IPB (USMI); (2) Seleksi Penerimaan Mahasiswa Baru (SPMB); (3) Undangan Khusus bagi lulusan SLTA yang mempunyai

31

prestasi Nasional maupun Internasional; (4) Seleksi Penerimaan Mahasiswa Beasiswa Utusan Daerah (BUD); dan mulai tahun akademik 2009/2010 IPB mengadakan Ujian Talenta Mandiri IPB (UTMI). Persyaratan umum untuk pendaftaran sebagai calon mahasiswa IPB adalah; (1) sehat jasmani dan rohani; (2) bebas dari penggunaan narkoba; (3) bersedia tinggal di Asrama IPB pada tahun pertama. 4.1.7. Jalur Undangan Seleksi Masuk IPB (USMI) Undangan Seleksi Masuk IPB (USMI) adalah sistem seleksi calon mahasiswa IPB yang tidak menggunakan ujian tertulis melainkan atas dasar prestasi belajar selama 1 sampai dengan 5 semester di tingkat SLTA. Proporsi daya tampung IPB jalur USMI ditetapkan oleh IPB. Tujuan dari USMI adalah menjaring lulusan terbaru SLTA yang berpotensi melanjutkan pendidikan di IPB dengan mengandalkan nilai matematika, fisika, kimia, dan biologi, serta mengupayakan adanya kesempatan pendidikan yang lebih adil bagi setiap lulusan terbaru SLTA dari setiap propinsi di Indonesia. Jalur ini digagas oleh Prof. Dr. Ir H. Andi Hakim Nasoetion, nama jalur USMI dilaksanakan mulai tahun 1889/1990. Seleksi calon mahasiswa jalur USMI dilaksanakan dengan mengundang

siswa-siswa

SLTA

yang

masuk

dalam

direktori

Performans Riwayat Akademik SLTA di IPB (PERAK SLTA IPB). Penerimaan jalur USMI IPB dilaksanakan oleh Panitia Penerimaan Mahasiswa Baru (PPMB) dengan pengelolaan yang diatur ketua PPMB Jalur USMI. Seleksi jalur USMI didasarkan atas peringkat dan nilai yang diperoleh siswa dalam mata ajaran Biologi, Fisika, Kimia, dan Matematika, serta prestasi siswa untuk beberapa kegiatan kokulikuler atau ekstrakulikuler dan kriteria lain yang ditetapkan oleh pimpinan IPB. Untuk siswa yang diusulkan, kepala sekolah SLTA wajib mengirimkan dokumen data prestasi siswa dan syarat lain yang ditentukan oleh IPB. Calon yang diterima di IPB dipanggil melalui Kepala SLTA yang bersangkutan. Calon tersebut wajib melapor ke IPB

32

pada tanggal yang ditentukan dengan menunjukkan dokumen asli dan syarat lain yang ditentukan, membayar sumbangan pembinaan pendidikan (SPP), dan biaya lain yang ditentukan IPB. 4.2. Karakteristik Data Karakteristik adalah ciri-ciri khusus yang dapat menjadi pembeda dalam suatu data. Mahasiswa IPB berasal dari berbagai macam latar belakang baik secara jenis kelamin, asal daerah, maupun jalur masuk di IPB. Dalam penyelenggaraan pendidikan program sarjana (S1) IPB memiliki berbagai macam jalur masuk untuk menyeleksi calon mahasiswa. Jalur masuk USMI merupakan jalur yang masuk yang paling banyak digunakan untuk menerima mahasiswa program sarjana di IPB dan meningkat tiap tahunnya. Data Panitia Penerimaaan Mahasiswa Baru (PPMB) IPB menunjukkan pada tahun 2005 mahasiswa yang masuk melalui jalur USMI 58 persen, tahun 2006 mencapai 66 persen, untuk tahun 2007 dan 2008 Mahasiswa Jalur USMI mencapai 69 persen. Berikut gambar.5 tentang sebaran jalur masuk mahasiswa program sarjana (S1) IPB dari tahun 2005 – 2008 :

Gambar.6 Presentase Mahasiswa Program Sarjana (S1) IPB Melalui Jalur Masuk USMI (PPMB,2009) Dari jumlah tersebut terlihat bahwa IPB sebagian besar mahasiswanya berasal dari jalur masuk USMI. Berdasarkan jenis kelamin jumlah mahasiswa USMI Perempuan lebih banyak (> 50 persen)

33

dibanding mahasiswa Laki-laki (< 50 persen). Sebaran mahasiswa USMI berdasarkan

jenis kelamin dari tahun 2005 -2008 dapat dilihat dari

gambar.6 berikut :

Gambar.7 Presentase Mahasiswa USMI Berdasarkan Jenis Kelamin (PPMB,2008) USMI merupakan jalur yang digunakan untuk mengundang putra-putri terbaik bangsa melalui undangan yang di bagikan kepada sekolah-sekolah di Indonesia dan Luar negeri. Menurut asal daerah mahasiswa jalur USMI tahun 2005–2008, mahasiswa asal Jawa Barat merupakan jumlah terbanyak yaitu 49,3 persen, dilanjutkan Sumatera 18 persen, Jawa Tengah 12,1 persen, Jakarta 8,6 persen, Jawa Timur dan Madura 7,2 persen, Sulawesi 1,6 persen, untuk Kalimantan 1,3 persen , Bali dan Nusa Tenggara 1,3 persen, Irian Jaya 0,5 persen, dan Luar Negeri 0,1 persen. Selengkapnya dapat dilihat pada Gambar 7.

34

Gambar.8 Asal Daerah Mahasiswa Jalur USMI IPB 2005-2008 (PPMB,2008) Jalur USMI adalah sistem seleksi calon mahasiswa IPB yang tidak menggunakan ujian tertulis, dasar penentuan mahasiswa jalur USMI berdasarkan prestasi belajar selama 5 semester di SLTA. Jalur USMI biasanya diterima dari siswa SLTA jalur IPA melalui tahap penilaian kompetensi akademik atas peringkat dan nilai yang diperoleh siswa dalam 4 (empat) mata ajaran yaitu Biologi, Fisika, Kimia dan Matematika dan prestasi dalam bidang kokulikuler dan ekstrakulikuler. Dari tahun 2005 sampai 2008 diperoleh data kompetensi akademik mahasiswa IPB jalur USMI yang akan dikelompokan menjadi 2 (dua) kategori yaitu A dan B. Dengan pengelompokan akan mempermudah dalam proses analisis, untuk itu perlunya konversi nilai-nilai kompetensi akademik siswa tersebut. Nilai matematika mahasiswa USMI tahun 2005 -2008 mempunyai nilai terendah adalah 62,0 dan nilai maksimum 99,0. Dari uji normal yang dilakukan didapatkan mean dari data tersebut adalah nilai 78,9. Tabel 2 menunjukkan hasil normalitas dari kompetensi nilai matematika Mahasiswa USMI dari tahun 2005 -2008 Tabel.2 Uji Normal Nilai Matematika SLTA Mahasiswa USMI 2005-2008 VAR00001 Valid N (listwise)

N 7774 7774

Minimum 62,00

Maximum 99,00

Mean 78,9896

Std. Deviation 5,74228

35

Frequency

600

400

200

Mean =78.9896 Std. Dev. =5.74228 N =7,774 0 60.00

80.00

100.00

VAR00001

Gambar.9 Kurva Normal Nilai Matematika SLTA Mahasiswa USMI IPB Tahun 2005 – 2008 (PPMB,2008) Nilai Fisika saat SLTA mahasiswa USMI dari tahun 2005–2008 mempunyai nilai minimum adalah 61,2 dan tertinggi 99 sehingga mendapatkan nilai mean 77,45. Tabel.3 Uji Normal Nilai Fisika SLTA Mahasiswa USMI 2005-2008 N

Minimum

VAR00002

7774

Valid N (listwise)

7774

61,20

Maximum 99,00

Mean 77,4666

Std. Deviation 5,39842

800

Frequency

600

400

200

Mean =77.4666 Std. Dev. =5.39842 N =7,774 0 60.00

80.00

100.00

VAR00002

Gambar.10 Kurva Normal Nilai Fisika SLTA Mahasiswa USMI IPB Tahun 2005 – 2008 (PPMB,2008) Analisis normalitas nilai Biologi SLTA pada mahasiswa USMI IPB tahun 2005-2008 yang memiliki nilai terendah 60,6 dan nilai maksimum 99, sehingga mean yang diperoleh dari uji normalitas adalah 79,29.

36

Tabel.4 Uji Normal Nilai Biologi SLTA Mahasiswa USMI 2005-2008 N 7774

VAR00003 Valid N (listwise)

Minimum 60,60

Maximum 99,00

Std. Deviation 5,16603

Mean 79,2917

7774

800

Frequency

600

400

200

Mean =79.2917 Std. Dev. =5.16603 N =7,774 0 60.00

80.00

100.00

VAR00003

Gambar.11

Kurva Normal Nilai Biologi SLTA Mahasiswa USMI IPB Tahun 2005 – 2008 (PPMB,2008)

Untuk mata ajaran kimia saat SLTA mahasiswa USMI tahun 20052008 memiliki nilai terendah 64 dan nilai maksimal 99, sehingga dapat diperoleh nilai mean 79,37. Uji normalitas untuk nilai kimia SLTA mahasiswa USMI tahun 2005-2008 dapat dilihat pada tabel. 5 sebagai berikut. Tabel.5 Uji Normal Nilai Kimia SLTA Mahasiswa USMI 2005-2008 VAR00004 Valid N (listwise)

N 7774 7774

Minimum 64,00

Maximum 99,00

Mean 79,3679

Std. Deviation 5,42721

37

800

Frequency

600

400

200

Mean =79.3679 Std. Dev. =5.42721 N =7,774 0 60.00

80.00

100.00

VAR00004

Gambar.12 Kurva Normal Nilai Kimia SLTA Mahasiswa USMI IPB Tahun 2005 – 2008 (PPMB,2008) Setelah dilakukan Uji normalitas maka nilai-nilai tersebut dikelompokkan menjadi A dan B. Pembagian didasarkan terhadap batas mean masing-masing nilai untuk matematika USMI kelompok A dibatasi dari nilai 79,0-99,0 dan kelompok B dari 62,0-78,9. Kelompok nilai fisika USMI A ditentukan dari 77,5-99,0 dan kelompok B dari 61,20-77,4, demikian dengan nilai biologi kelompok A dibatasi dari nilai 79,3-99,0 dan kelompok B 60,6-79,2, dan nilai kimia ditentukan dengan kelompok A dengan dilai 79,4-99,0 dan kelompok B 64-79,3. Setelah dilakukan pengelompokan diperoleh bahwa untuk mata ajaran biologi

mahasiswa USMI IPB 2005-2008 kelompok

A adalah 52

persen dan kelompok B sebesar 48 persen, mata ajaran matematika kelompok A dan B diperoleh 50 persen mahasiswa, Nilai fisika kelompok A terdapat 38 persen mahasiswa dan kelompok B 62 persen mahasiswa, nilai mata ajaran kimia mahasiswa USMI 2005-2008 yang termasuk kelompok A 53 persen dan kelompok B 47 persen. Berikut gambar.12 menunjukkan jumlah kompetensi akademik SLTA empat mata ajaran yang menjadi dasar penentuan mahasiswa USMI tahun 2005-2008.

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Gambar.13 Kompetensi akademik SLTA mahasiswa USMI IPB tahun 2005-2008 (PPMB,2008) Nilai kompetensi akademik SLTA ini akan dihubungkan dengan relevansi pilihan mayor mahasisiwa USMI tersebut, di Institut Pertanian Bogor terdapat 35 mayor. Sebaran jumlah mahasiswa terhadap pilihan mayor yang dipilih oleh mahasiswa USMI pada tahun 2005-2008 terbanyak adalah mayor Agronomi dan Hortikultura dengan jumlah 5,6 persen, Kedokteran Hewan 4,8 persen, untuk mayor Teknologi Industri Pertanian dan mayor Agribisnis memiliki presentase yang sama yaitu 4 persen, mayor Manajemen 3,9 persen, mayor Teknik Sipil dan Lingkungan baru terdapat sekitar 0,5 persen dari data tersebut dikarenakan mayor ini baru dibentuk pada tahun ajaran 2008/2009, dan Fakultas Peternakan untuk tahun masuk 2008/2009 masih belum masuk kepada mayor sehinga kode yang diberikan adalah D0 (2,2 persen), mahasiswa tersebut akan masuk memilih mayor pada tingkat berikutnya. Selengkapnya sebaran Mahasiswa USMI dari tahun 2005-2008 berdasarkan mayor adalah sebagai berikut:

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Tabel 6. Daftar Sebaran Jumlah Mahasiswa USMI tahun 20052008 berdasarkan pilihan Mayor No 1 2 3 4 5

Nama Mayor

Manajemen Sumberdaya Lahan Agronomi dan Hortikultura Proteksi Tanaman Arsitektur Lanskap Kedokteran Hewan Teknologi dan Manajemen Perikanan 6 Budidaya 7 Manajemen Sumberdaya Perairan 8 Teknologi Hasil Perairan Teknologi dan Manajemen Perikanan 9 Tangkap 10 Ilmu dan Teknologi Kelautan 11 Teknologi Produksi Ternak 12 Nutrisi dan Teknologi Pakan 13 Manajemen Hutan 14 Teknologi Hasil Hutan 15 Konservasi Sumberdaya Hutan 16 Silvikultur 17 Teknik Pertanian 18 Teknologi Pangan 19 Teknologi Industri Pertanian 20 Teknik Sipil dan Lingkungan 21 Statistika 22 Meteorologi Terapan 23 Biologi 24 Kimia 25 Matematika 26 Ilmu Komputer 27 Fisika 28 Biokimia 29 Ekonomi dan Studi Pembangunan 30 Manajemen 31 Agribisnis 32 Ekonomi Sumberdaya dan Lingkungan 33 Ilmu Gizi 34 Ilmu Keluarga dan Konsumen Komunikasi dan Pengembangan 35 Masyarakat 36 Peternakan *) Jumlah

Kode Mayor A1 A2 A3 A4 B0

2,5 persen 5,6 persen 2,5 persen 2,3 persen 4,8 persen

C1 C2 C3

2,4 persen 1,8 persen 2,2 persen

C4 C5 D1 D2 E1 E2 E3 E4 F1 F2 F3 F4 G1 G2 G3 G4 G5 G6 G7 G8 H1 H2 H3 H4 I1 I2

2,6 persen 1,8 persen 2,4 persen 2,1 persen 3,5 persen 2,2 persen 3,3 persen 1,9 persen 3,8 persen 3,6 persen 4,0 persen 0,5 persen 2,5 persen 1,6 persen 3,1 persen 2,9 persen 2,4 persen 3,2 persen 1,7 persen 2,4 persen 3,5 persen 3,9 persen 4,0 persen 2,6 persen 3,5 persen 1,6 persen

I3 D0

3,2 persen 2,2 persen 100 persen

Jumlah

40

Penilaian keberhasilan mahasiswa mengikuti pendidikan di mayor tersebut dinilai dari berbagai segi yaitu penilaian mata kuliah, penilaian semester, penilaian Tingkat Persiapan Bersama (TPB), penilaian interdept, penilaian Mayor, penilaian Minor, penilaian akhir tahun akademik, dan penilaian akhir program. Penilaian semester di mayor tersebut dilakukan tiap akhir semester, penilaian ini meliputi semua mata kuliah untuk mendapatkan Indek Prestasi (IP) dan tiap tahun akan di kumulatifkan men jadi (IPK). Kisaran prestasi akademik yang digunakan adalah 3,51–4,00, 2,76 – 3,50, 2,01 – 2,75, dan < 2,0. Pada Tingkat persiapan bersama penilaian akhir tahun pertama dilaksanakan oleh Direktorat Pendidikan Tingkat Persiapan Bersama. Perolehan IPK TPB Mahasiswa USMI tahun 2005-2008 dapat dilihat pada gambar.13 berikut ini. Pada kisaran nilai 3,52 – 4,00 diperoleh 11 persen mahasiswa, nilai IPK TPB 2,76 – 3,50 diperoleh 50 persen mahasiswa USMI dari tahun 2005-2008, IPK TPB 2,01-2,75 diperoleh 35 persen mahasiswa, dan IPK TPB < 2,00 diperoleh 4 persen mahasiswa.

Gambar.14 Perolehan IPK pada Tingkat Persiapan Bersama (TPB) Mahasiswa USMI Tahun 2005-2008 (PPMB,2008) Pada tahun kedua sampai lulus penilaian status studi mahasiswa dilakukan oleh fakultas masing-masing mayor. Gambar.14 dibawah ini menunjukkan bahwa mahasiswa USMI tahun 2005 – 2008 yang

41

memiliki IPK 3,51-4,00 adalah 9 persen, IPK 2,76-3,50 berjumlah 61 persen, IPK 2,01-2,75 berjumlah 27 persen, dan IPK mahasiswa <2,0 berjumlah 3 persen.

Gambar.15 Perolehan IPK Mahasiswa USMI Tahun 2005-2008 (PPMB,2008) Berbagai data yang dimiliki oleh Panitia Penerimaan Mahasiswa Baru (PPMB) IPB meliputi data akademik pelamar dan data pribadi dari pelamar USMI hanya dibutuhkan pada saat penyeleksian penerimaan, setelah selesai data-data tersebut diarsipkan dengan harapan dapat berguna di masa yang akan datang. Data-data tersebut seharusnya dapat diekstraksi dan diambil kemenarikannya sehingga mendapatkan informasi yang dapat berguna. Kompetensi akademik pada saat SLTA dapat dihubungkan dengan Prestasi Akademik pada saat mahasiswa tersebut masuk perkuliahan. Data-data tersebut dapat diketahui polapolanya sehingga didapatkan informasi hubungan kompetensi akademik siswa SLTA dengan pilihan mayor mereka dan dapat diketahui hubungan keduanya. Di dalam perkembangan zaman dan kemajuan teknologi, media penyimpan data dan komputer berkembang dengan cepat, dengan menggunakan Sistem Informasi Manajemen dapat mempercepat

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pengelolaan dan pemrosesan data menjadi salah satu informasi yang bermanfaat, salah satu cara untuk mengekstraksi data menggunakan tehnik data mining. Data mining dapat digunakan sebagai alat untuk ekstraksi dari data sehingga diperoleh pola suatu informasi yang dapat digunakan sebagai langkah strategis dalam pengambilan keputusan, informasi dari sumberdaya untuk meningkatkan mutu pendidikan, ataupun dapat diperoleh informasi tentang pemasaran yang tepat terhadap peserta didik sehingga dapat memberikan proses pendidikan bermutu tinggi dan dapat meningkatkan daya saing. 4.3. Market Basket Analysis Kompetensi akademik dari siswa SLTA berbeda-beda terdapat beberapa faktor yang mempengaruhi, baik dari asal daerah, ataupun jenis kelamin. Perlunya analisis ini dilakukan untuk mengetahui hubungan asosiasi pilihan mayor terhadap kompetensi akademik siswa SLTA khususnya 4 (empat) mata ajaran yang dijadikan dasar untuk masuk jalur USMI IPB, serta faktor asal daerah dan jenis kelamin yang kemungkinan memberikan pengaruh terhadapnya. Relevansi pilihan mayor didasarkan kepada nilai Indeks kumulatif yang didapatkan pada pilihan mayor tersebut. Data indeks prestasi TPB juga akan diekstrak untuk mendapatkan informasi apakah terdapat relevansi kompetensi akademik siswa saat SLTA terhadap prestasi pada tingkat persiapan bersama yang merupakan pendidikan dengan matakuliah wajibdasar umum. Market basket analysis dilakukan untuk mengetahui pola dari sebuah aturan yang diberlakukan. Penelitian ini memberikan aturan ”jika ada dalam kondisi tersebut- maka hasil yang diperoleh”. Aturan Asosiasi yang dilakukan dalam penelitian ini adalah ” jika mahasiswa berasal dari daerah...., dan memiliki nilai USMI...., memilih mayor....,→ maka Indeks prestasi mahasiswa......”. Didalam analisis ini perlu ditentukan atribut yang merupakan atribut kondisi dan atribut hasil, atribut kondisi

43

diletakkan pada kolom LHS (left-hand-side) dan atribut hasil akan diletakkan pada kolom RHS (right-hand-side). Didalam analisisnya market basket dapat memperlihatkan jumlah masing-masing item serta rules yang dinginkan. Dengan menentukan minimum support atau minimum confident maka hasil ekstraksi yang diinginkan akan didapatkan. Analisis item pada database yang di kelompokkan berdasar besarnya coverage dapat dilihat pada Lampiran 1. Dari analisis 7674 kejadian yang ada dalam database mahasiswa jalur USMI tahun 2005-2008 didapatkan 5154 hasil yang memenuhi aturan yang diinginkan. Untuk itu perlunya batasan sehingga diperoleh informasi yang optimal, batasan tersebut dengan memberikan batasan terhadap support yaitu 0,001 pada analisis. Dengan memberikan batasan tersebut, didapatkan hasil 848 rules yang memenuhi aturan yang ditentukan. Hasil dari analisis yang sesuai dengan rules yang ditentukan diketahui nilai coverage, support, confident, lift serta leverage. Nilai confident dalam program ”magnum Opus” disebut dengan nama ”Strengh” . Nilai support dalam analisis memberikan arti suatu ukuran yang menunjukkan presentase banyaknya kejadian kombinasi suatu item dalam basis data, nilai strengh menunjukkan keakuratan dari hubungan antar 2 item atau lebih dalam aturan asosiasi. Nilai Lift dan Leverage diperlukan untuk menunjukkan kevalidan proses transaksi, memberikan informasi hubungan antar item tersebut, serta memberikan informasi korelasi yang dibuat antar item tersebut. Hubungan kompetensi akademik siswa SLTA terhadap Prestasi akademik pada saat Tingkat Persiapan Bersama dilakukan dalam analisis, dikarenakan pada tingkat persiapan bersama siswa mengikuti kuliah wajib dengan mata kuliah yang sama yaitu Mata Kuliah Dasar Umum (MKDU). Hasil relevansi kompetensi akademik terhadap perkuliahan di tingkat persiapan bersama terdapat 312 hasil yang dapat dianalisis, selengkapnya dapat dilihat pada Lampiran 2. Contoh hasil analisis yang dilakukan

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relevansi kompetensi akademik terhadap perkuliahan di TPB adalah sebagai berikut: ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (7); Strength=0.700; Lift=1.39; Leverage=0.0003 (2.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H3 -> IPKB SM,[Coverage=0.001 (9); Support=0.001 (8); Strength=0.889; Lift=1.76; Leverage=0.0005 (3.5)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT H2 -> IPKB SM,[Coverage=0.001 (7); Support=0.001 (7); Strength=1.000; Lift=1.99; Leverage=0.0005 (3.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (8); Strength=0.471; Lift=0.93; Leverage=-0.0001 (-0.6)]

Selain pengukuran terhadap IPK di Tingkat Persiapan Bersama, analisis dilakukan terhadap IPK terakhir yang diperoleh pada semester genap tahun ajaran 2008/2009. Analisis dilakukan terhadap data mahasiswa USMI pada tahun 2005 – 2009, sehingga diketemukan 195 rules yang memenuhi syarat berupa aturan (” jika mahasiswa berasal dari daerah...., dan memiliki nilai USMI...., memilih mayor....,→ maka Indeks prestasi akhir mahasiswa......”) dan aturan tersebut harus memiliki minimum support 0,001, selengkapnya dapat dilihat pada Lampiran 3. Contoh hasil analisis yang dilakukan relevansi kompetensi akademik siswa SLTA terhadap pilihan mayornya adalah sebagai berikut: ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT D1 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.02; Leverage=0.0004 (3.0)] DEPT A1 & FISUS B & KIMUS B & BIOUS B & MATUS B & ASDAE 2 -> IPKA M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=3.48; Leverage=0.0004 (2.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKA SM, [Coverage=0.006 (44); Support=0.003 (21); Strength=0.477; Lift=1.12; Leverage=0.0003 (2.3)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (4); Strength=0.235; Lift=1.23; Leverage=0.0001 (0.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.97; Leverage=-0.0000 (-0.2)]

Analisis asosiasi dilakukan juga dengan menambahkan variabel jenis kelamin pada rules. Jenis kelamin laki-laki dan Perempuan dilibatkan dari variabel untuk melihat adanya pengaruh jenis kelamin terhadap potensi akademik, pilihan mayor dan asal daerah mahasiswa tersebut. Aturanyang diperlakukan pada analisis tersebut adalah (” jika

45

mahasiswa berasal dari daerah....,berjenis kelamin........ dan memiliki nilai USMI...., memilih mayor....,→ maka Indeks prestasi akhir mahasiswa......”).

Setelah

dilakukan

analisis

terhadap

mahasiswa

perempuan, didapatkan 194 rules yang dapat dilihat pada Lampiran 4. Sebagai contoh berdasarkan kemunculan dapat diilhat sebagai berikut: JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB SM, [Coverage=0.003 (23); Support=0.002 (14); Strength=0.609; Lift=1.21; Leverage=0.0003 (2.4)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKB SM, [Coverage=0.003 (20); Support=0.002 (13); Strength=0.650; Lift=1.29; Leverage=0.0004 (2.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB SM, [Coverage=0.003 (24); Support=0.001 (11); Strength=0.458; Lift=0.91; Leverage=-0.0001 (1.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB M, [Coverage=0.003 (24); Support=0.001 (10); Strength=0.417; Lift=1.21; Leverage=0.0002 (1.7)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (9); Strength=1.000; Lift=2.36; Leverage=0.0007 (5.2)]

Dari hasil tersebut diatas dapat dilihat berdasarkan seringnya rules yang muncul pada mahasiswa perempuan asal sumatera memiliki kompetensi akademik nilai-nilai USMI berkategori A. pengaruh yang didapatkan adalah korelasi terhadap IPK TPB dan IPK akhir pada mayor D1 (Teknologi Produksi Ternak). Terdapat hubungan berkorelasi negatif yaitu jika mahasiswi tersebut berada di mayor kedokteran hewan mendapatkan IPK TPB 2,76 -3,50, nilai lift 0,91 dapat menunjukkan bahwa hubungan pada rules tersebut. Analisis pada jenis kelamin laki-laki didapatkan 143 rules yang dapat dilihat pada Lampiran 5. Mahasiswa laki-laki asal Sumatera menampilkan 36 rules yang dapat dilihat pada Lampiran 5. contoh rules yang ditampilkan hubungan mahasiswa asalSumatera yang memiliki kompetensi akademik USMI terhdap prestasi pada mayor di IPB berdasarkan support dapat dilihat sebagai berikut : ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & JKEL 1 & DEPT F1 -> IPKB SM, [Coverage=0.002 (19); Support=0.002 (12); Strength=0.632; Lift=1.25; Leverage=0.0003 (2.4)]

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ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & JKEL 1 & DEPT A2 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (7); Strength=0.467; Lift=1.35; Leverage=0.0002 (1.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 & JKEL 1 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.93; Leverage=0.0004 (2.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & JKEL 1 & DEPT A4 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.74; Leverage=0.0003 (2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & JKEL 1 & DEPT E4 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=2.17; Leverage=0.0004 (3.2)]

Berdasarkan 5 support terbanyak, analisis menunjukkan bahwa kebanyakan rules yang dibuat menganalisis terhadap IPK TPB. Mahasiswa Asal Sumatera dari beberapa mayor diatas dan meiliki kompetensi akademik A pada nilai-nilai USMI memiliki korelasi yang positif terhadap IPK TPB. 4.5

Implikasi Manajerial Hasil dari penelitian menunjukan bahwa kompetensi akademik siswa SLTA memiliki pengaruh yang berbeda-beda terhadap keberhasilan mahasiswa tersebut menempuh pendidikan pada mayor yang dipilih. Faktor asal daerah dan jenis kelamin memberikan pengaruh terhadap keberhasilan didalam masa perkuliahan ditunjukkan adanya nilai yang berbeda pada pola. Implikasi manajerial yang dapat dilakukan setelah melihat analisis asosiasi kompetensi akademik dengan pilihan mayor pada mahasiswa USMI IPB adalah : 1. Dapat melihat pola dari asosiasi dan nilai-nilai dari pola yang terbentuk, sehingga dapat mempermudah penilaian terhadap kesesuaian kompetensi mahasiswa tersebut saat SLTA dengan mayor yang dipilih. 2. Bagi kepala departemen, dapat melihat pengaruh dari pola-pola mahasiswa yang berada pada mayornya. Dengan melihat pola tersebut dapat digunakan sebagai informasi yang dapat digunakan dalam pengambilan keputusan strategis agar lebih efektif dan efisien. 3. Terbentuknya pola dan struktur yang dibentuk dari variabel-variabel tersebut dapat memanfaatkan suatu data yang hanya menumpuk sehingga menjadi sumber daya informasi yang berguna.

KESIMPULAN DAN SARAN 1. Kesimpulan a. Institut Pertanian Bogor telah memiliki database yang lengkap, data-data tersebut dapat diaplikasikan dalam Market Basket Analysis. Data-data yang menjadi gunung data di dalam database tersebut dapat dibangkitkan untuk

memperoleh

informasi,

pola-pola

dapat

terbentuk

setelah

dilakukannya data mining. b. Analisis assosiatif pada kompetensi siswa SLTA dari mahasiswa USMI dengan pilihan mayor mereka dapat dihasilkan, untuk mengetahui assosiasinya dapat melihat pola dari beberapa variabel yang terdiri dari varibel nilai-nilai saat SLTA yang menjadikan dasar penentuan saat USMI yaitu nilai fisika, matematika, biologi dan kimia, variabel asal daerah, variabel pilihan mayor, variabel jenis kelamin dan variabel indeks prestasi saat perkuliahan ( indeks prestasi tingkat persiapan bersama, dan indeks prestasi akhir saat di mayor pada tahun akademik 2008/2009). c. Dari analisis 7674 kejadian yang ada dalam database mahasiswa jalur USMI tahun 2005-2008 didapatkan 848 hasil yang memenuhi aturan. Dari analisis yang dilakukan dengan market basket analysis, penilaian asosiatif kompetensi siswa saat SLTA terhadap prestasi akademik dalam perkuliahan dapat dibentuk dengan munculnya rules berkaitan dengan data hasil

pembelian terdiri dari: 1) Coverage, merupakan rules yang menyatakan seberapa banyak kemunculan variabel tersebut yang berada dibagian LHS (Left Hand Side). 2) Support, merupakan suatu ukuran yang menunjukkan seberapa besar tingkat dominasi atau kemunculan suatu item atau itemset dari keseluruhan transaksi. 3) Strenght/Confidence, menunjukkan keakuratan dari hubungan antar 2 item atau lebih dalam aturan asosiasi. 4) Lift, merupakan nilai yang menunjukkan kevalidan proses transaksi dan memberikan informasi apakah benar item A berkaitan erat dengan item B.

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5) Leverage, merupakan nilai dari jumlah kekurangan ataupun kelebihan support untuk memenuhi syarat. Jika nilai leverage positif maka hubungan antara kedua item adalah positif, sebaliknya jika nilai leverage negatif maka hubungan kedua item tersebut juga negatif. d. Pola dari hasil pengolahan data berdasarkan 4 aturan yang diberlakukan pada analisis yaitu terhadap IPK saat tingkat persiapan bersama, IPK akhir semester pada tahun akademim 2008/2009, jenis kelamin laki-laki dan jenis kelamin perempuan. e. Pada pengolahan data terhadap IPK tingkat persiapan bersama diperoleh 315 rules. Pola FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F2 -> IPKB CL merupakan pola yang sering muncul dari 7675 kasus selama tahun 2005-2008. Hasil association rules terdiri dari coverage=0.007 (57); support=0.005 (42); strength=0.737; lift=6.68; leverage=0.0047 (35.7). Dari hasil nilai coverage dapat diketahui bahwa item yang terletak disebelah kiri (LHS) yaitu Mahasiswa asal daerah Jawa Barat yang memiliki nilai fisika, biologi, kimia dan matematika saat SLTA pada kategori A dan berada pada mayor Ilmu dan teknologi pangan muncul sebanyak 0,7 persen dari 7675 kasus. Support yang dihasilkan adalah 0,5 persen, ini menunjukkan bahwa hubungan Mahasiswa asal daerah Jawa Barat yang memiliki nilai fisika, biologi, kimia dan matematika saat SLTA pada kategori A dan berada pada mayor Ilmu dan Teknologi Pangan memiliki IPK saat TPB pada selang 3,75-4,00 adalah sebanyak 0,5 persen dari data mahasiswa USMI tahun 2005 - 2008. Strenght memiliki nilai cukup besar yaitu sekitar 75 persen, angka ini menyatakan bahwa apabila Mahasiswa asal daerah Jawa Barat yang memiliki nilai fisika, biologi, kimia dan matematika saat SLTA pada kategori A dan berada pada mayor Ilmu dan teknologi pangan maka sebanyak 75 persen juga akan mendapatkan IPK 3,51–4,00 pada tingkat persiapan bersama. Nilai lift yang dihasilkan adalah >1, ini menyatakan bahwa adalah benar kedua hubungan pada pola diatas memiliki hubungan korelasi yang positif, hal ini bisa dibuktikan dengan nilai leverage yang memiliki nilai yang positif.

49

f. Analisis asosiasi yang didapat dari kompetensi akademik saat SLTA dengan pilihan mayor dapat dilihat terhadap variabel indeks prestasi akhir yang diperoleh saat kuliah mayor tersebut. Analisis yang dilakukan menggunakan market basket analysis terhadap database mahasiswa USMI dari tahun 2005-2008 didapatkan 195 rules dari 7675 kasus. Kemunculan rules yang terbanyak adalah ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA SM, hasil association rules terdiri dari coverage=0.007 (54); support=0.006 (44); strength=0.815; lift=1.92; leverage=0.0027 (21.1). Dari hasil nilai coverage dapat diketahui bahwa item yang terletak disebelah kiri (LHS) yaitu mahasiswa yang berasal dari Jawa Barat dan memiliki nilai kempotensi akademik saat SLTA pada mata ajaran fisika, kimia, biologi dan matematika pada kategori B serta berada pada mayor manajemen memiliki kemunculan 0,7 persen dari 7675 kasus. mahasiswa yang berasal dari Jawa Barat dan memiliki nilai kempotensi akademik saat SLTA pada mata ajaran fisika, kimia, biologi dan matematika pada kategori B serta berada pada mayor manajemen memiliki hubungan dengan IPK akhir pada tahun akademik 2008/2009 pada selang 2,76 -3,50 memiliki kemunculan terbanyak dari 7675 kasus dengan nilai 0,6 persen. Hubungantersebut relatif kuat dengan ditunjukkannya nilai 81 persen pada strengh. Pola diatas memiliki hubungan korelasi yang positif, hal ini bisa dibuktikan dengan nilai leverage yang memiliki nilai yang positif dan lift yang dihasilkan adalah >1. g. Penambahan variabel jenis kelamin laki-laki pada variabel aturan analisis menunjukkan hasil yang berbeda, didapatkan 144 rules dari 7675 kasus yang dianalisis. Kemunculan rules terbanyak adalah ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & JKEL 1 & DEPT E1 -> IPKB M, yang memiliki nilai association rules pada coverage=0.003 (21); support=0.003 (20); strength=0.952; lift=2.76; leverage=0.0017 (12.8). Rules diatas menunjukkan bahwa mahasiswa laki-laki asal Jawa Barat yang memiliki nilai pada mata ajaran fisika, kimia, biologi dan matematika saat SLTA dalam kategori B dan berada pada mayor manajemen hutan

50

memiliki hubungan terhadap IPK 2,01 – 2,75 pada tingkat persiapan bersama. Kemunculan rules tersebut sebesar 0,3 persen dari 7675, hubungan tersebut memiliki nilai strength 95 persen yang menunjukkan keakuratan dari hubungan rules tersebut. h. Variabel jenis kelamin perempuan juga dimasukkan dalam analisis, hasil market basket analysis menampilkan 194 rules. Kemunculan terbanyak adalah pola JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA SM, dengan nilai coverage=0.005 (38); support=0.004 (32); strength=0.842; lift=1.98; leverage=0.0021 (15.9). 2. Saran a. Sistem dan Database yang dimiliki Institut Pertanian Bogor sudah sistematis, tetapi database tersebut belum dapat digunakan secara optimal. Adanya

Sistem

Informasi

Manajemen

salah

satunya

dengan

membangkitkan data dapat mengoptimalkan dan mengorganisir dari database tersebut. Informasi berharga dapat didapat dari data-data yang ada dalam database dengan mengetahui pola-pola data yang ada tersebut. b. Database perlu dikelola dengan baik dengan mencari nilai-nilai kemenarikan dari suatu database, sehingga dapat mengoptimalkan datadata yang ada serta mendapatkan berbagai informasi yang berguna bagi institut pertanian bogor baik informasi yang bersifat strategis maupun manajerial. c. Penelitian selanjutnya diharapkan dapat memberikan informasi yang lebih spesifik seperti dengan menambahkan variabel kompetensi minat dan bakat siswa SLTA dan keinginan pilihan mayor mahasiswa tersebut agar informasi yang dihasilkan bisa memberikan hasil yang lebih akurat. Tidak hanya mahasiswa jalur USMI, bagi mahasiswa jalur BUD atau SNMPTN juga dapat diteliti lebih lanjut

DAFTAR PUSTAKA Agrawal R, T. Imielinski, A. Swami. 1993. Mining Association Rules between Sets of Items in Large Databases. Proceedings of the 1993 ACM SIGMOD Conference. Washington DC; USA Boztug Y, dan T. Reutterer. 2008. A Combined approach for segment-specific market basket analysis. Europan Journal of Operational Research 187 ; 294-312 Cavique, L. 2007. A Scalable algoritm for market basket analysis. Journal of Retailing and Consumer Service, 14; 400-407 Connolly, T, dan C. Begg. 2002. Database System A Practical Approach to Design, Implementation, and Management. England : AddisonWesley Detlor,

B. 2009. Information Management. information management, 944; 6

International journal of

Factpoint Group. 2008. Selecting the Right Deployment Option for Employee Performance and Talent Management Systems. USA; The FactPoint Group Giduici, P, dan S. Figini, 2009. Applied Data mining for Bussines and Industry second edition. United Kingdom. Wiley-IEEE Press Goharian

N, D. Grossman. 2003. Introduction to Data Mining. http://www.ir.iit.edu/~nazli/cs422/CS422-Slides/DMintroduction.pdf [14 November 2009]

Han, J. M. Kamber. 2006. Data Mining; Concepts & Techniques second edition. United Kingdom. Elsivier Inc. Hochreiter, R. 2006. Case Study: Market Basket Analysis.United Kingdom. Datenbanksysteme Indriyanto, B. 2005. Sumber Daya Pendidikan : Rektualisasi pasal 1 (ayat 10) Undang-Undang No 2 tahun 1989 tentang Sistem Pendidikan Nasional. Jakarta (www.depdiknas.go.id) Kantardzic, M. 2003. Data Mining: Concepts, Models, Methods, and Algorithm. United Kingdom. Wiley-IEEE Press Kona, H, S. Chakravarthy. 2003. Partitioned Approach to Association Rule Mining over Multiple Databases. Lecture Notes in Computer Science. Heidelberg ; Springer Berlin

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Lestari, T. 2009. Analisis Keranjang Belanja Pada Supermarket ( Studi Kasus Toserba Yogya Banjar). Skripsi. Departemen Manajemen. Fakultas Ekonomi dan Manajemen. Institut Pertanian Bogor Mutch, A. 1996. Information Management : A Challenge for Business Education. International Journal of Information Management, 16 ; 445 – 455 Mcleod, R. G Jr, Schell. 2004. Sistem Informasi Manajemen Edisi kedelapan. Jakarta. PT Indeks Panduan Program Sarjana IPB. 2008. Bogor. IPB Press Permendiknas. 2006. Jakarta. Departemen Pendidikan Nasional Redlon, M. 2008. A SAS® Market Basket Anlysis Macro: The “Poor Man’s Recommendation Egine”.Decision Intelligence, Inc, paper; 223-28 Riyanti, E.F. 2005. Pengembangan Aplikasi Data Mining Menggunakan Metode Induksi Beroreantasi Atribut ( Studi Kasus : Data PPMB IPB). Skripsi. Departemen Ilmu Komputer. Fakultas Matematika dan IPA Institut Pertanian Bogor Srikant, R, dan R. Agrawal. 1996. Mining Quantitative Association Rules in Large Relational Tables, Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data. USA Tanjung, H. 2005. Penerapan Data Mining Menggunakan Teknik Association Rule Pada Data Transaksi Perpustakaan Pusat IPB. Skripsi. Departemen Ilmu Komputer. Fakultas Matematika dan IPA Institut Pertanian Bogor

LAMPIRAN

53 Lanjutan Lampiran 1 Lampiran 1. Hasil nilai analisis Item pada atribut-atribut : Magnum Opus - The leader in association discovery technology. Version 4.3 Copyright (c) 1999-2009 G. I. Webb & Associates Pty Ltd. Limited duration evaluation license Data file: PENELITIANADIT.IDI 7674 cases / 0 holdout cases / 64 items Sun Dec 27 17:43:17 2009 Search for itemsets Search by leverage Filter out itemsets that are insignificant, critical value=0.05 Maximum number of values in an itemset = 4 Maximum number of itemsets = 1000 Minimum leverage = -1.0 Minimum leverage count = -2147483647 Minimum coverage = 0.0 Minimum coverage count = 1 All values allowed Found 1000 itemsets ASDAE 1 & BIOUS A & IPKB DS ,[Coverage=0.010 (73); Leverage=0.0026 (19.6); p=5.71E-005] ASDAE 1 & BIOUS A & IPKB M ,[Coverage=0.051 (393); Leverage=0.0057 (43.4); p=0.00126] ASDAE 1 & BIOUS A & KIMUS A & IPKB DS ,[Coverage=0.007 (55); Leverage=0.0022 (16.7); p=0.000307] ASDAE 1 & BIOUS A & KIMUS A & IPKB M ,[Coverage=0.039 (301); Leverage=0.0029 (22.1); p=0.0464] ASDAE 1 & BIOUS A & KIMUS A & MATUS A ,[Coverage=0.086 (658); Leverage=0.0329 (252.3); p=2.12E-068] ASDAE 1 & BIOUS A & KIMUS A ,[Coverage=0.105 (809); Leverage=0.0362 (277.4); p=1.19E-076] ASDAE 1 & BIOUS A & MATUS A & IPKB DS ,[Coverage=0.007 (55); Leverage=0.0025 (18.9); p=1.85E-005] ASDAE 1 & BIOUS A & MATUS A & IPKB M ,[Coverage=0.037 (283); Leverage=0.0032 (24.4); p=0.0272] ASDAE 1 & BIOUS A & MATUS A ,[Coverage=0.098 (750); Leverage=0.0324 (248.9); p=2.07E-065] ASDAE 1 & BIOUS A ,[Coverage=0.132 (1014); Leverage=0.0389 (298.5); p=4.11E-073] ASDAE 1 & DEPT A1 ,[Coverage=0.007 (51); Leverage=0.0022 (16.6); p=0.00163] ASDAE 1 & DEPT B0 ,[Coverage=0.013 (99); Leverage=0.0042 (32.4); p=1.20E-005] ASDAE 1 & FISUS A & BIOUS A & IPKB DS ,[Coverage=0.007 (50); Leverage=0.0027 (20.7); p=1.12E-005] ASDAE 1 & FISUS A & BIOUS A & IPKB M ,[Coverage=0.033 (255); Leverage=0.0028 (21.2); p=0.0403] ASDAE 1 & FISUS A & BIOUS A & KIMUS A ,[Coverage=0.078 (598); Leverage=0.0311 (238.4); p=2.09E-066] ASDAE 1 & FISUS A & BIOUS A & MATUS A ,[Coverage=0.076 (586); Leverage=0.0304 (233.2); p=3.71E-067] ASDAE 1 & FISUS A & BIOUS A ,[Coverage=0.088 (678); Leverage=0.0329 (252.6); p=4.58E-073] ASDAE 1 & FISUS A & DEPT B0 ,[Coverage=0.008 (58); Leverage=0.0024 (18.4); p=0.00162] ASDAE 1 & FISUS A & IPKB M ,[Coverage=0.041 (311); Leverage=0.0036 (27.9); p=0.0170]

54 Lanjutan Lampiran 1 ASDAE 1 & FISUS A & KIMUS A & DEPT B0 ,[Coverage=0.007 (52); Leverage=0.0024 (18.5); p=0.000784] ASDAE 1 & FISUS A & KIMUS A & IPKB DS ,[Coverage=0.006 (49); Leverage=0.0024 (18.1); p=0.000122] ASDAE 1 & FISUS A & KIMUS A & MATUS A ,[Coverage=0.079 (609); Leverage=0.0328 (252.0); p=1.47E-065] ASDAE 1 & FISUS A & KIMUS A ,[Coverage=0.090 (694); Leverage=0.0343 (263.6); p=8.18E-069] ASDAE 1 & FISUS A & MATUS A & IPKB DS ,[Coverage=0.006 (48); Leverage=0.0023 (17.6); p=0.000167] ASDAE 1 & FISUS A & MATUS A ,[Coverage=0.089 (681); Leverage=0.0356 (273.6); p=1.35E-066] ASDAE 1 & FISUS A ,[Coverage=0.107 (821); Leverage=0.0385 (295.3); p=4.13E-071] ASDAE 1 & IPKA DS ,[Coverage=0.005 (40); Leverage=0.0020 (15.7); p=0.000592] ASDAE 1 & IPKA M ,[Coverage=0.038 (295); Leverage=0.0040 (30.5); p=0.0124] ASDAE 1 & IPKB DS & IPKA DS ,[Coverage=0.004 (31); Leverage=0.0020 (15.3); p=6.32E-005] ASDAE 1 & IPKB DS ,[Coverage=0.013 (103); Leverage=0.0068 (51.9); p=6.71E-014] ASDAE 1 & IPKB M ,[Coverage=0.071 (546); Leverage=0.0091 (69.8); p=8.47E-006] ASDAE 1 & KIMUS A & DEPT B0 ,[Coverage=0.009 (69); Leverage=0.0022 (17.1); p=0.00135] ASDAE 1 & KIMUS A & IPKB M ,[Coverage=0.048 (372); Leverage=0.0031 (24.1); p=0.0472] ASDAE 1 & KIMUS A & MATUS A ,[Coverage=0.102 (783); Leverage=0.0364 (279.1); p=2.25E-064] ASDAE 1 & KIMUS A ,[Coverage=0.131 (1009); Leverage=0.0371 (285.0); p=6.54E-067] ASDAE 1 & MATUS A & DEPT B0 ,[Coverage=0.008 (65); Leverage=0.0021 (16.1); p=0.00168] ASDAE 1 & MATUS A & IPKB DS ,[Coverage=0.009 (66); Leverage=0.0020 (15.1); p=0.00179] ASDAE 1 & MATUS A & IPKB M ,[Coverage=0.046 (355); Leverage=0.0038 (28.8); p=0.0197] ASDAE 1 & MATUS A ,[Coverage=0.123 (946); Leverage=0.0343 (263.6); p=2.05E-056] ASDAE 2 & DEPT G5 ,[Coverage=0.004 (33); Leverage=0.0022 (17.2); p=3.40E-005] ASDAE 3 & BIOUS B & DEPT H1 ,[Coverage=0.014 (105); Leverage=0.0027 (20.6); p=0.00104] ASDAE 3 & BIOUS B & DEPT H2 ,[Coverage=0.015 (113); Leverage=0.0026 (20.0); p=0.00224] ASDAE 3 & BIOUS B & DEPT I3 ,[Coverage=0.013 (100); Leverage=0.0039 (30.1); p=4.27E-007] ASDAE 3 & BIOUS B & IPKA M ,[Coverage=0.065 (495); Leverage=0.0095 (72.9); p=7.40E-008] ASDAE 3 & BIOUS B & IPKB M & DEPT I3 ,[Coverage=0.007 (54); Leverage=0.0021 (16.1); p=0.000148] ASDAE 3 & BIOUS B & IPKB M & IPKA M ,[Coverage=0.053 (403); Leverage=0.0092 (70.5); p=8.08E-009] ASDAE 3 & BIOUS B & IPKB M ,[Coverage=0.115 (882); Leverage=0.0206 (158.4); p=2.17E-020] ASDAE 3 & BIOUS B & JKEL 1 ,[Coverage=0.106 (812); Leverage=0.0050 (38.3); p=0.0223] ASDAE 3 & BIOUS B & MATUS B & DEPT H1 ,[Coverage=0.010 (76); Leverage=0.0026 (20.0); p=0.000886] ASDAE 3 & BIOUS B & MATUS B & DEPT H2 ,[Coverage=0.011 (83); Leverage=0.0028 (21.3); p=0.000743] ASDAE 3 & BIOUS B & MATUS B & DEPT H4 ,[Coverage=0.007 (56); Leverage=0.0021 (15.7); p=0.000838] ASDAE 3 & BIOUS B & MATUS B & DEPT I3 ,[Coverage=0.011 (83); Leverage=0.0036 (27.9); p=5.43E-008] ASDAE 3 & BIOUS B & MATUS B & IPKA M ,[Coverage=0.050 (381); Leverage=0.0099 (76.0); p=1.09E-010] ASDAE 3 & BIOUS B & MATUS B & IPKB M ,[Coverage=0.089 (683); Leverage=0.0185 (141.9); p=1.16E-020] ASDAE 3 & BIOUS B & MATUS B ,[Coverage=0.186 (1427); Leverage=0.0295 (226.2); p=7.47E-029] ASDAE 3 & BIOUS B ,[Coverage=0.268 (2053); Leverage=0.0318 (243.7); p=4.44E-029] ASDAE 3 & DEPT G3 ,[Coverage=0.019 (144); Leverage=0.0033 (25.4); p=0.000532] ASDAE 3 & DEPT G4 ,[Coverage=0.017 (133); Leverage=0.0030 (23.3); p=0.000948] ASDAE 3 & DEPT G8 ,[Coverage=0.014 (108); Leverage=0.0022 (17.0); p=0.00697] ASDAE 3 & DEPT H1 ,[Coverage=0.023 (176); Leverage=0.0056 (43.2); p=5.09E-008] ASDAE 3 & DEPT H2 ,[Coverage=0.025 (194); Leverage=0.0061 (46.9); p=1.79E-008] ASDAE 3 & DEPT H4 ,[Coverage=0.016 (121); Leverage=0.0028 (21.6); p=0.00126]

55 Lanjutan Lampiran 1 ASDAE 3 & DEPT I3 ,[Coverage=0.018 (137); Leverage=0.0023 (18.0); p=0.0112] ASDAE 3 & FISUS B & BIOUS B & DEPT H1 ,[Coverage=0.012 (94); Leverage=0.0035 (26.6); p=2.80E-005] ASDAE 3 & FISUS B & BIOUS B & DEPT H2 ,[Coverage=0.012 (95); Leverage=0.0027 (20.7); p=0.00142] ASDAE 3 & FISUS B & BIOUS B & DEPT H4 ,[Coverage=0.008 (65); Leverage=0.0024 (18.6); p=0.000611] ASDAE 3 & FISUS B & BIOUS B & DEPT I3 ,[Coverage=0.011 (87); Leverage=0.0033 (25.3); p=2.54E-006] ASDAE 3 & FISUS B & BIOUS B & IPKA M ,[Coverage=0.056 (429); Leverage=0.0104 (79.7); p=1.92E-010] ASDAE 3 & FISUS B & BIOUS B & IPKB M ,[Coverage=0.100 (766); Leverage=0.0205 (157.0); p=9.36E-023] ASDAE 3 & FISUS B & BIOUS B & MATUS B ,[Coverage=0.168 (1291); Leverage=0.0301 (230.9); p=4.32E-032] ASDAE 3 & FISUS B & BIOUS B ,[Coverage=0.222 (1706); Leverage=0.0338 (259.8); p=1.62E-034] ASDAE 3 & FISUS B & DEPT G3 ,[Coverage=0.015 (117); Leverage=0.0037 (28.2); p=1.71E-006] ASDAE 3 & FISUS B & DEPT H1 ,[Coverage=0.017 (131); Leverage=0.0029 (22.5); p=0.000205] ASDAE 3 & FISUS B & DEPT H2 ,[Coverage=0.018 (138); Leverage=0.0024 (18.4); p=0.00330] ASDAE 3 & FISUS B & DEPT H4 ,[Coverage=0.012 (91); Leverage=0.0021 (16.4); p=0.00106] ASDAE 3 & FISUS B & DEPT I3 ,[Coverage=0.015 (112); Leverage=0.0028 (21.5); p=0.000841] ASDAE 3 & FISUS B & IPKA M ,[Coverage=0.077 (592); Leverage=0.0114 (87.8); p=1.85E-008] ASDAE 3 & FISUS B & IPKB M & DEPT E1 ,[Coverage=0.009 (72); Leverage=0.0021 (16.4); p=0.00122] ASDAE 3 & FISUS B & IPKB M & DEPT G3 ,[Coverage=0.008 (61); Leverage=0.0022 (16.7); p=0.000260] ASDAE 3 & FISUS B & IPKB M & IPKA M ,[Coverage=0.063 (484); Leverage=0.0113 (86.5); p=5.63E-010] ASDAE 3 & FISUS B & IPKB M ,[Coverage=0.141 (1082); Leverage=0.0235 (180.7); p=5.51E-020] ASDAE 3 & FISUS B & KIMUS B & BIOUS B ,[Coverage=0.164 (1260); Leverage=0.0267 (204.8); p=1.07E-025] ASDAE 3 & FISUS B & KIMUS B & DEPT G3 ,[Coverage=0.011 (86); Leverage=0.0031 (24.0); p=9.98E-006] ASDAE 3 & FISUS B & KIMUS B & DEPT H1 ,[Coverage=0.013 (96); Leverage=0.0035 (26.9); p=2.37E-005] ASDAE 3 & FISUS B & KIMUS B & DEPT H2 ,[Coverage=0.012 (93); Leverage=0.0022 (16.8); p=0.00792] ASDAE 3 & FISUS B & KIMUS B & DEPT H4 ,[Coverage=0.008 (64); Leverage=0.0021 (16.5); p=0.00175] ASDAE 3 & FISUS B & KIMUS B & DEPT I3 ,[Coverage=0.011 (86); Leverage=0.0023 (17.6); p=0.00163] ASDAE 3 & FISUS B & KIMUS B & IPKA M ,[Coverage=0.057 (440); Leverage=0.0094 (72.0); p=1.72E-008] ASDAE 3 & FISUS B & KIMUS B & IPKB M ,[Coverage=0.107 (819); Leverage=0.0212 (162.8); p=5.20E-023] ASDAE 3 & FISUS B & KIMUS B & MATUS B ,[Coverage=0.183 (1402); Leverage=0.0319 (245.0); p=3.45E-034] ASDAE 3 & FISUS B & KIMUS B ,[Coverage=0.227 (1739); Leverage=0.0335 (256.8); p=1.68E-033] ASDAE 3 & FISUS B & MATUS B & DEPT G3 ,[Coverage=0.012 (93); Leverage=0.0037 (28.3); p=3.14E-007] ASDAE 3 & FISUS B & MATUS B & DEPT H1 ,[Coverage=0.012 (93); Leverage=0.0025 (19.5); p=0.00175] ASDAE 3 & FISUS B & MATUS B & DEPT H2 ,[Coverage=0.013 (103); Leverage=0.0029 (22.0); p=0.000822] ASDAE 3 & FISUS B & MATUS B & DEPT H4 ,[Coverage=0.009 (70); Leverage=0.0024 (18.2); p=0.000453] ASDAE 3 & FISUS B & MATUS B & DEPT I3 ,[Coverage=0.011 (88); Leverage=0.0028 (21.6); p=0.000114] ASDAE 3 & FISUS B & MATUS B & IPKA M ,[Coverage=0.061 (465); Leverage=0.0121 (93.1); p=5.42E-013] ASDAE 3 & FISUS B & MATUS B & IPKB M ,[Coverage=0.110 (843); Leverage=0.0224 (171.5); p=6.16E-025] ASDAE 3 & FISUS B & MATUS B ,[Coverage=0.242 (1856); Leverage=0.0365 (279.9); p=1.05E-038] ASDAE 3 & FISUS B ,[Coverage=0.341 (2614); Leverage=0.0373 (286.2); p=1.41E-041] ASDAE 3 & IPKA M ,[Coverage=0.098 (752); Leverage=0.0038 (28.9); p=0.0498] ASDAE 3 & IPKB M & IPKA M ,[Coverage=0.079 (608); Leverage=0.0054 (41.8); p=0.00413] ASDAE 3 & IPKB M ,[Coverage=0.180 (1378); Leverage=0.0100 (76.4); p=0.000133] ASDAE 3 & KIMUS B & BIOUS B & DEPT H1 ,[Coverage=0.010 (78); Leverage=0.0028 (21.7); p=0.000346] ASDAE 3 & KIMUS B & BIOUS B & DEPT H4 ,[Coverage=0.007 (56); Leverage=0.0023 (17.3); p=0.000641]

56 Lanjutan Lampiran 1 ASDAE 3 & KIMUS B & BIOUS B & DEPT I3 ,[Coverage=0.010 (80); Leverage=0.0029 (22.4); p=1.83E-005] ASDAE 3 & KIMUS B & BIOUS B & IPKA M ,[Coverage=0.049 (377); Leverage=0.0079 (60.7); p=3.36E-007] ASDAE 3 & KIMUS B & BIOUS B & IPKB M ,[Coverage=0.089 (685); Leverage=0.0173 (133.1); p=4.25E-018] ASDAE 3 & KIMUS B & BIOUS B & MATUS B ,[Coverage=0.146 (1122); Leverage=0.0256 (196.7); p=8.46E-026] ASDAE 3 & KIMUS B & BIOUS B ,[Coverage=0.184 (1411); Leverage=0.0266 (204.3); p=8.25E-024] ASDAE 3 & KIMUS B & DEPT G3 ,[Coverage=0.013 (99); Leverage=0.0035 (27.2); p=3.41E-006] ASDAE 3 & KIMUS B & DEPT H1 ,[Coverage=0.014 (107); Leverage=0.0031 (23.7); p=0.000190] ASDAE 3 & KIMUS B & DEPT H2 ,[Coverage=0.015 (113); Leverage=0.0028 (21.2); p=0.00126] ASDAE 3 & KIMUS B & DEPT H4 ,[Coverage=0.010 (75); Leverage=0.0023 (17.8); p=0.000754] ASDAE 3 & KIMUS B & DEPT I3 ,[Coverage=0.012 (95); Leverage=0.0024 (18.3); p=0.00198] ASDAE 3 & KIMUS B & IPKA M ,[Coverage=0.065 (498); Leverage=0.0089 (68.6); p=4.82E-007] ASDAE 3 & KIMUS B & IPKB M & DEPT E1 ,[Coverage=0.009 (69); Leverage=0.0025 (18.8); p=0.000115] ASDAE 3 & KIMUS B & IPKB M & IPKA M ,[Coverage=0.055 (420); Leverage=0.0094 (72.2); p=6.99E-009] ASDAE 3 & KIMUS B & IPKB M ,[Coverage=0.120 (919); Leverage=0.0202 (155.0); p=6.85E-019] ASDAE 3 & KIMUS B & MATUS B & DEPT G3 ,[Coverage=0.011 (82); Leverage=0.0032 (24.9); p=1.82E-006] ASDAE 3 & KIMUS B & MATUS B & DEPT H1 ,[Coverage=0.011 (82); Leverage=0.0028 (21.5); p=0.000476] ASDAE 3 & KIMUS B & MATUS B & DEPT H2 ,[Coverage=0.011 (85); Leverage=0.0024 (18.3); p=0.00364] ASDAE 3 & KIMUS B & MATUS B & DEPT H4 ,[Coverage=0.008 (64); Leverage=0.0026 (20.2); p=5.88E-005] ASDAE 3 & KIMUS B & MATUS B & DEPT I3 ,[Coverage=0.010 (77); Leverage=0.0023 (18.0); p=0.000616] ASDAE 3 & KIMUS B & MATUS B & IPKA M ,[Coverage=0.053 (405); Leverage=0.0098 (75.4); p=6.16E-010] ASDAE 3 & KIMUS B & MATUS B & IPKB M ,[Coverage=0.097 (743); Leverage=0.0200 (153.2); p=2.82E-022] ASDAE 3 & KIMUS B & MATUS B ,[Coverage=0.201 (1546); Leverage=0.0323 (247.8); p=5.29E-033] ASDAE 3 & KIMUS B ,[Coverage=0.265 (2031); Leverage=0.0320 (245.3); p=1.79E-029] ASDAE 3 & MATUS B & DEPT G3 ,[Coverage=0.014 (105); Leverage=0.0039 (30.2); p=4.26E-007] ASDAE 3 & MATUS B & DEPT H2 ,[Coverage=0.016 (124); Leverage=0.0034 (26.4); p=7.68E-005] ASDAE 3 & MATUS B & DEPT H4 ,[Coverage=0.011 (84); Leverage=0.0030 (23.1); p=2.32E-005] ASDAE 3 & MATUS B & DEPT I3 ,[Coverage=0.013 (100); Leverage=0.0032 (24.2); p=5.03E-005] ASDAE 3 & MATUS B & IPKA M ,[Coverage=0.068 (518); Leverage=0.0114 (87.6); p=1.83E-010] ASDAE 3 & MATUS B & IPKB M & IPKA M ,[Coverage=0.057 (436); Leverage=0.0114 (87.7); p=2.51E-012] ASDAE 3 & MATUS B & IPKB M ,[Coverage=0.124 (948); Leverage=0.0213 (163.4); p=2.07E-020] ASDAE 3 & MATUS B ,[Coverage=0.282 (2162); Leverage=0.0342 (262.2); p=2.55E-033] ASDAE 4 & DEPT F2 ,[Coverage=0.006 (48); Leverage=0.0020 (15.2); p=0.00385] ASDAE 4 & DEPT F3 ,[Coverage=0.008 (64); Leverage=0.0036 (27.4); p=3.87E-006] ASDAE 4 & IPKA CL ,[Coverage=0.011 (83); Leverage=0.0028 (21.5); p=0.00214] ASDAE 4 & IPKB CL & DEPT F2 ,[Coverage=0.005 (40); Leverage=0.0021 (15.9); p=0.000758] ASDAE 4 & IPKB CL & IPKA CL ,[Coverage=0.008 (58); Leverage=0.0024 (18.3); p=0.00161] ASDAE 4 & IPKB CL ,[Coverage=0.021 (159); Leverage=0.0074 (57.0); p=1.10E-009] ASDAE 5 & DEPT A2 ,[Coverage=0.007 (53); Leverage=0.0029 (22.4); p=4.56E-005] ASDAE 5 & DEPT B0 ,[Coverage=0.006 (44); Leverage=0.0023 (17.4); p=0.000556] BIOUS A & ASDAE 4 & IPKA CL ,[Coverage=0.008 (61); Leverage=0.0022 (16.8); p=0.00503] BIOUS A & ASDAE 4 & IPKB CL ,[Coverage=0.015 (117); Leverage=0.0045 (34.6); p=9.68E-008] BIOUS A & ASDAE 6 ,[Coverage=0.011 (87); Leverage=0.0049 (37.3); p=2.02E-016] BIOUS A & ASDAE 8 ,[Coverage=0.012 (94); Leverage=0.0039 (30.3); p=1.34E-008]

57 Lanjutan Lampiran 1 BIOUS A & DEPT A2 ,[Coverage=0.032 (245); Leverage=0.0032 (24.3); p=0.00872] BIOUS A & DEPT B0 ,[Coverage=0.027 (209); Leverage=0.0023 (17.3); p=0.0364] BIOUS A & DEPT F2 ,[Coverage=0.026 (197); Leverage=0.0073 (56.1); p=1.29E-012] BIOUS A & DEPT F3 ,[Coverage=0.024 (187); Leverage=0.0038 (29.5); p=0.000322] BIOUS A & DEPT G1 ,[Coverage=0.017 (131); Leverage=0.0042 (32.6); p=8.93E-007] BIOUS A & DEPT H3 ,[Coverage=0.025 (191); Leverage=0.0044 (34.0); p=3.81E-005] BIOUS A & DEPT I1 ,[Coverage=0.025 (189); Leverage=0.0064 (49.1); p=4.72E-010] BIOUS A & IPKA CL ,[Coverage=0.048 (367); Leverage=0.0134 (102.8); p=6.52E-022] BIOUS A & IPKB CL & ASDAE 5 ,[Coverage=0.009 (67); Leverage=0.0030 (23.1); p=0.000250] BIOUS A & IPKB CL & DEPT F2 ,[Coverage=0.019 (145); Leverage=0.0054 (41.4); p=1.15E-009] BIOUS A & IPKB CL & DEPT G1 ,[Coverage=0.009 (71); Leverage=0.0028 (21.8); p=3.45E-006] BIOUS A & IPKB CL & IPKA CL ,[Coverage=0.032 (249); Leverage=0.0102 (78.5); p=8.80E-020] BIOUS A & IPKB CL ,[Coverage=0.080 (612); Leverage=0.0226 (173.7); p=3.77E-038] BIOUS A & IPKB SM & DEPT H3 ,[Coverage=0.017 (134); Leverage=0.0033 (25.2); p=0.000249] BIOUS A & IPKB SM & DEPT I1 ,[Coverage=0.016 (125); Leverage=0.0039 (29.8); p=6.69E-006] BIOUS A & IPKB SM & JKEL 0 & DEPT I1 ,[Coverage=0.013 (98); Leverage=0.0027 (20.4); p=0.000548] BIOUS A & JKEL 0 & DEPT I1 ,[Coverage=0.020 (154); Leverage=0.0048 (36.8); p=3.57E-009] BIOUS A & JKEL 0 & IPKA CL ,[Coverage=0.034 (259); Leverage=0.0041 (31.5); p=0.000266] BIOUS A & JKEL 0 & IPKB CL & IPKA CL ,[Coverage=0.023 (173); Leverage=0.0024 (18.6); p=0.00748] BIOUS A & JKEL 0 & IPKB CL ,[Coverage=0.053 (408); Leverage=0.0037 (28.6); p=0.00712] BIOUS A & JKEL 0 ,[Coverage=0.332 (2551); Leverage=0.0112 (85.8); p=2.97E-005] BIOUS A & KIMUS A & ASDAE 4 & IPKB CL ,[Coverage=0.013 (97); Leverage=0.0042 (32.2); p=1.84E-005] BIOUS A & KIMUS A & ASDAE 6 ,[Coverage=0.011 (82); Leverage=0.0047 (36.4); p=6.84E-018] BIOUS A & KIMUS A & ASDAE 8 ,[Coverage=0.011 (81); Leverage=0.0041 (31.7); p=2.49E-011] BIOUS A & KIMUS A & DEPT F2 ,[Coverage=0.023 (178); Leverage=0.0079 (60.4); p=3.87E-017] BIOUS A & KIMUS A & DEPT F3 ,[Coverage=0.019 (148); Leverage=0.0048 (37.2); p=5.76E-006] BIOUS A & KIMUS A & DEPT G1 ,[Coverage=0.015 (113); Leverage=0.0043 (33.2); p=2.67E-008] BIOUS A & KIMUS A & DEPT G4 ,[Coverage=0.013 (100); Leverage=0.0024 (18.7); p=0.00553] BIOUS A & KIMUS A & DEPT G6 ,[Coverage=0.014 (106); Leverage=0.0022 (16.7); p=0.0153] BIOUS A & KIMUS A & DEPT G8 ,[Coverage=0.011 (87); Leverage=0.0025 (19.5); p=0.00183] BIOUS A & KIMUS A & DEPT H3 ,[Coverage=0.019 (149); Leverage=0.0050 (38.5); p=2.63E-006] BIOUS A & KIMUS A & DEPT I1 ,[Coverage=0.019 (144); Leverage=0.0059 (44.9); p=6.60E-009] BIOUS A & KIMUS A & IPKA CL ,[Coverage=0.038 (288); Leverage=0.0125 (95.6); p=1.50E-021] BIOUS A & KIMUS A & IPKB CL & DEPT F2 ,[Coverage=0.017 (132); Leverage=0.0059 (45.0); p=3.86E-013] BIOUS A & KIMUS A & IPKB CL & DEPT F3 ,[Coverage=0.007 (54); Leverage=0.0023 (17.7); p=1.05E-005] BIOUS A & KIMUS A & IPKB CL & DEPT G1 ,[Coverage=0.008 (63); Leverage=0.0029 (22.1); p=2.22E-007] BIOUS A & KIMUS A & IPKB CL & IPKA CL ,[Coverage=0.028 (216); Leverage=0.0104 (79.7); p=1.62E-025] BIOUS A & KIMUS A & IPKB CL ,[Coverage=0.070 (538); Leverage=0.0244 (187.2); p=8.45E-055] BIOUS A & KIMUS A & IPKB SM & DEPT H3 ,[Coverage=0.013 (103); Leverage=0.0034 (26.4); p=0.000104] BIOUS A & KIMUS A & IPKB SM & DEPT I1 ,[Coverage=0.012 (93); Leverage=0.0027 (20.5); p=0.000359] BIOUS A & KIMUS A & JKEL 0 & DEPT I1 ,[Coverage=0.015 (117); Leverage=0.0036 (27.7); p=3.76E-007] BIOUS A & KIMUS A & JKEL 0 & IPKA CL ,[Coverage=0.026 (201); Leverage=0.0029 (22.4); p=0.00298] BIOUS A & KIMUS A & JKEL 0 & IPKB CL ,[Coverage=0.047 (358); Leverage=0.0032 (24.4); p=0.0133]

58 Lanjutan Lampiran 1 BIOUS A & KIMUS A & JKEL 0 ,[Coverage=0.235 (1804); Leverage=0.0090 (69.2); p=0.000386] BIOUS A & KIMUS A & MATUS A & ASDAE 6 ,[Coverage=0.010 (75); Leverage=0.0043 (33.1); p=4.37E-016] BIOUS A & KIMUS A & MATUS A & ASDAE 8 ,[Coverage=0.010 (75); Leverage=0.0042 (32.0); p=1.64E-014] BIOUS A & KIMUS A & MATUS A & DEPT F2 ,[Coverage=0.021 (158); Leverage=0.0078 (60.1); p=1.81E-020] BIOUS A & KIMUS A & MATUS A & DEPT F3 ,[Coverage=0.015 (116); Leverage=0.0041 (31.4); p=4.30E-005] BIOUS A & KIMUS A & MATUS A & DEPT G1 ,[Coverage=0.013 (103); Leverage=0.0042 (32.0); p=1.27E-008] BIOUS A & KIMUS A & MATUS A & DEPT G6 ,[Coverage=0.012 (92); Leverage=0.0031 (23.8); p=0.000492] BIOUS A & KIMUS A & MATUS A & DEPT H3 ,[Coverage=0.016 (121); Leverage=0.0048 (36.7); p=2.28E-006] BIOUS A & KIMUS A & MATUS A & DEPT I1 ,[Coverage=0.014 (106); Leverage=0.0040 (30.9); p=2.31E-005] BIOUS A & KIMUS A & MATUS A & IPKA CL ,[Coverage=0.030 (231); Leverage=0.0116 (88.7); p=1.98E-018] BIOUS A & KIMUS A & MATUS A & IPKB CL ,[Coverage=0.060 (460); Leverage=0.0227 (174.0); p=3.57E-058] BIOUS A & KIMUS A & MATUS A & JKEL 0 ,[Coverage=0.177 (1362); Leverage=0.0050 (38.3); p=0.0236] BIOUS A & KIMUS A & MATUS A ,[Coverage=0.278 (2135); Leverage=0.0892 (684.3); p=2.55E-240] BIOUS A & KIMUS A ,[Coverage=0.365 (2798); Leverage=0.0930 (713.6); p=3.03E-239] BIOUS A & MATUS A & ASDAE 4 & IPKB CL ,[Coverage=0.012 (95); Leverage=0.0045 (34.4); p=2.13E-006] BIOUS A & MATUS A & ASDAE 6 ,[Coverage=0.010 (80); Leverage=0.0047 (36.0); p=1.22E-017] BIOUS A & MATUS A & ASDAE 8 ,[Coverage=0.011 (82); Leverage=0.0042 (32.3); p=3.09E-012] BIOUS A & MATUS A & DEPT F2 ,[Coverage=0.022 (167); Leverage=0.0077 (59.2); p=5.17E-018] BIOUS A & MATUS A & DEPT F3 ,[Coverage=0.017 (132); Leverage=0.0040 (30.8); p=0.000111] BIOUS A & MATUS A & DEPT G1 ,[Coverage=0.015 (118); Leverage=0.0046 (35.1); p=7.95E-009] BIOUS A & MATUS A & DEPT G6 ,[Coverage=0.014 (110); Leverage=0.0022 (17.3); p=0.00542] BIOUS A & MATUS A & DEPT H3 ,[Coverage=0.018 (140); Leverage=0.0051 (39.1); p=1.33E-006] BIOUS A & MATUS A & DEPT I1 ,[Coverage=0.016 (123); Leverage=0.0039 (29.6); p=1.36E-005] BIOUS A & MATUS A & IPKA CL & DEPT F2 ,[Coverage=0.005 (39); Leverage=0.0020 (15.7); p=8.27E-007] BIOUS A & MATUS A & IPKA CL ,[Coverage=0.034 (262); Leverage=0.0105 (80.7); p=2.22E-018] BIOUS A & MATUS A & IPKB CL & ASDAE 5 ,[Coverage=0.007 (54); Leverage=0.0024 (18.2); p=0.00133] BIOUS A & MATUS A & IPKB CL & DEPT F2 ,[Coverage=0.016 (126); Leverage=0.0060 (45.7); p=1.15E-014] BIOUS A & MATUS A & IPKB CL & DEPT G1 ,[Coverage=0.008 (64); Leverage=0.0029 (22.6); p=1.42E-007] BIOUS A & MATUS A & IPKB CL & IPKA CL ,[Coverage=0.026 (198); Leverage=0.0098 (75.0); p=2.40E-023] BIOUS A & MATUS A & IPKB CL ,[Coverage=0.065 (499); Leverage=0.0228 (175.2); p=8.53E-052] BIOUS A & MATUS A & IPKB SM & DEPT H3 ,[Coverage=0.013 (97); Leverage=0.0035 (26.5); p=5.68E-005] BIOUS A & MATUS A & IPKB SM & DEPT I1 ,[Coverage=0.010 (80); Leverage=0.0024 (18.1); p=0.00156] BIOUS A & MATUS A & JKEL 0 & DEPT I1 ,[Coverage=0.013 (103); Leverage=0.0035 (26.7); p=7.32E-006] BIOUS A & MATUS A & JKEL 0 & IPKA CL ,[Coverage=0.023 (180); Leverage=0.0023 (17.6); p=0.0128] BIOUS A & MATUS A & JKEL 0 & IPKB CL ,[Coverage=0.044 (334); Leverage=0.0032 (24.6); p=0.0103] BIOUS A & MATUS A & JKEL 0 ,[Coverage=0.213 (1632); Leverage=0.0062 (47.9); p=0.00897] BIOUS A & MATUS A ,[Coverage=0.333 (2555); Leverage=0.0769 (590.3); p=6.38E-163] BIOUS B & ASDAE 2 & IPKA M ,[Coverage=0.012 (91); Leverage=0.0023 (17.7); p=0.0149] BIOUS B & ASDAE 2 ,[Coverage=0.050 (380); Leverage=0.0085 (65.6); p=5.12E-008] BIOUS B & ASDAE 4 ,[Coverage=0.068 (524); Leverage=0.0105 (80.7); p=9.17E-009] BIOUS B & DEPT C2 ,[Coverage=0.012 (95); Leverage=0.0024 (18.8); p=0.00165] BIOUS B & DEPT F1 ,[Coverage=0.021 (158); Leverage=0.0023 (17.6); p=0.0209] BIOUS B & DEPT G5 ,[Coverage=0.015 (113); Leverage=0.0032 (24.3); p=0.000188]

59 Lanjutan Lampiran 1 BIOUS B & DEPT G7 ,[Coverage=0.011 (83); Leverage=0.0028 (21.2); p=0.000113] BIOUS B & DEPT H1 ,[Coverage=0.019 (145); Leverage=0.0020 (15.6); p=0.0306] BIOUS B & DEPT I3 ,[Coverage=0.019 (142); Leverage=0.0034 (26.0); p=0.000421] BIOUS B & IPKA M & DEPT E1 ,[Coverage=0.008 (59); Leverage=0.0020 (15.4); p=0.000803] BIOUS B & IPKA M ,[Coverage=0.112 (858); Leverage=0.0200 (153.5); p=3.10E-019] BIOUS B & IPKB M & DEPT C2 ,[Coverage=0.008 (62); Leverage=0.0022 (16.9); p=0.000297] BIOUS B & IPKB M & DEPT I3 ,[Coverage=0.010 (77); Leverage=0.0023 (17.6); p=0.000966] BIOUS B & IPKB M & IPKA M ,[Coverage=0.088 (676); Leverage=0.0162 (124.3); p=1.07E-015] BIOUS B & IPKB M & JKEL 1 ,[Coverage=0.078 (595); Leverage=0.0053 (40.6); p=0.00830] BIOUS B & IPKB M ,[Coverage=0.192 (1471); Leverage=0.0264 (202.8); p=1.11E-022] BIOUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.028 (217); Leverage=0.0025 (19.5); p=0.0383] BIOUS B & JKEL 1 & DEPT G7 ,[Coverage=0.006 (48); Leverage=0.0020 (15.4); p=0.000143] BIOUS B & JKEL 1 ,[Coverage=0.192 (1472); Leverage=0.0112 (85.9); p=2.82E-005] BIOUS B & MATUS B & ASDAE 2 ,[Coverage=0.031 (238); Leverage=0.0038 (29.3); p=0.00610] BIOUS B & MATUS B & ASDAE 4 ,[Coverage=0.047 (357); Leverage=0.0082 (62.8); p=1.88E-006] BIOUS B & MATUS B & ASDAE 5 ,[Coverage=0.026 (202); Leverage=0.0035 (26.7); p=0.00680] BIOUS B & MATUS B & DEPT D1 ,[Coverage=0.010 (79); Leverage=0.0022 (16.7); p=0.00675] BIOUS B & MATUS B & DEPT D2 ,[Coverage=0.008 (62); Leverage=0.0024 (18.7); p=0.000480] BIOUS B & MATUS B & DEPT E1 ,[Coverage=0.013 (101); Leverage=0.0022 (17.0); p=0.0140] BIOUS B & MATUS B & DEPT E3 ,[Coverage=0.014 (108); Leverage=0.0036 (27.5); p=9.68E-005] BIOUS B & MATUS B & DEPT E4 ,[Coverage=0.008 (62); Leverage=0.0020 (15.2); p=0.00486] BIOUS B & MATUS B & DEPT H4 ,[Coverage=0.010 (80); Leverage=0.0021 (15.7); p=0.0107] BIOUS B & MATUS B & DEPT I3 ,[Coverage=0.015 (112); Leverage=0.0046 (35.0); p=1.25E-006] BIOUS B & MATUS B & IPKA DS ,[Coverage=0.008 (61); Leverage=0.0024 (18.1); p=0.000705] BIOUS B & MATUS B & IPKA M & DEPT E1 ,[Coverage=0.006 (49); Leverage=0.0024 (18.3); p=9.92E-006] BIOUS B & MATUS B & IPKA M ,[Coverage=0.081 (620); Leverage=0.0199 (152.4); p=7.16E-021] BIOUS B & MATUS B & IPKB DS ,[Coverage=0.014 (107); Leverage=0.0022 (16.7); p=0.0189] BIOUS B & MATUS B & IPKB M & DEPT E1 ,[Coverage=0.009 (70); Leverage=0.0030 (23.0); p=3.94E-005] BIOUS B & MATUS B & IPKB M & DEPT E3 ,[Coverage=0.009 (69); Leverage=0.0028 (21.6); p=2.60E-005] BIOUS B & MATUS B & IPKB M & DEPT I3 ,[Coverage=0.008 (65); Leverage=0.0032 (24.3); p=1.31E-006] BIOUS B & MATUS B & IPKB M & IPKA M ,[Coverage=0.066 (506); Leverage=0.0182 (139.9); p=3.84E-021] BIOUS B & MATUS B & IPKB M & JKEL 1 ,[Coverage=0.059 (456); Leverage=0.0054 (41.5); p=0.00306] BIOUS B & MATUS B & IPKB M ,[Coverage=0.143 (1100); Leverage=0.0337 (258.3); p=5.90E-040] BIOUS B & MATUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.020 (152); Leverage=0.0023 (17.5); p=0.0295] BIOUS B & MATUS B & JKEL 1 ,[Coverage=0.126 (965); Leverage=0.0059 (45.1); p=0.0121] BIOUS B & MATUS B ,[Coverage=0.318 (2441); Leverage=0.0769 (590.0); p=8.44E-163] DEPT A1 & BIOUS B & IPKB M ,[Coverage=0.009 (66); Leverage=0.0021 (16.2); p=0.000957] DEPT A1 & BIOUS B & MATUS B & IPKB M ,[Coverage=0.006 (49); Leverage=0.0021 (15.8); p=0.000738] DEPT A1 & BIOUS B & MATUS B ,[Coverage=0.010 (78); Leverage=0.0022 (17.2); p=0.00480] DEPT A1 & BIOUS B ,[Coverage=0.015 (114); Leverage=0.0029 (22.5); p=0.000632] DEPT A1 & FISUS B & BIOUS B & MATUS B ,[Coverage=0.010 (73); Leverage=0.0025 (19.4); p=0.00136] DEPT A1 & FISUS B & BIOUS B ,[Coverage=0.012 (91); Leverage=0.0023 (17.8); p=0.00485] DEPT A1 & FISUS B & KIMUS B & BIOUS B ,[Coverage=0.010 (73); Leverage=0.0026 (19.6); p=0.00119]

60 Lanjutan Lampiran 1 DEPT A1 & FISUS B & KIMUS B & MATUS B ,[Coverage=0.010 (78); Leverage=0.0025 (19.5); p=0.00159] DEPT A1 & FISUS B & KIMUS B ,[Coverage=0.012 (95); Leverage=0.0026 (20.0); p=0.00187] DEPT A1 & FISUS B & MATUS B ,[Coverage=0.012 (95); Leverage=0.0020 (15.3); p=0.0146] DEPT A1 & IPKA M ,[Coverage=0.008 (63); Leverage=0.0034 (26.4); p=3.07E-006] DEPT A1 & IPKB M & IPKA M ,[Coverage=0.008 (58); Leverage=0.0038 (29.4); p=3.70E-008] DEPT A1 & IPKB M ,[Coverage=0.014 (104); Leverage=0.0050 (38.1); p=8.28E-009] DEPT A1 & KIMUS B & BIOUS B & IPKB M ,[Coverage=0.007 (50); Leverage=0.0022 (16.8); p=0.000413] DEPT A1 & KIMUS B & BIOUS B & MATUS B ,[Coverage=0.008 (65); Leverage=0.0024 (18.2); p=0.00175] DEPT A1 & KIMUS B & BIOUS B ,[Coverage=0.011 (84); Leverage=0.0030 (22.9); p=0.000284] DEPT A1 & KIMUS B & IPKB M ,[Coverage=0.008 (65); Leverage=0.0021 (15.8); p=0.00122] DEPT A1 & KIMUS B & MATUS B & IPKB M ,[Coverage=0.007 (54); Leverage=0.0024 (18.2); p=0.000162] DEPT A1 & KIMUS B & MATUS B ,[Coverage=0.011 (84); Leverage=0.0024 (18.3); p=0.00339] DEPT A1 & KIMUS B ,[Coverage=0.014 (110); Leverage=0.0026 (19.7); p=0.00248] FISUS A & ASDAE 4 & IPKB CL ,[Coverage=0.011 (88); Leverage=0.0036 (27.5); p=0.000114] FISUS A & ASDAE 6 ,[Coverage=0.011 (84); Leverage=0.0062 (47.5); p=6.75E-024] FISUS A & ASDAE 7 ,[Coverage=0.007 (53); Leverage=0.0021 (16.1); p=0.000624] FISUS A & ASDAE 8 ,[Coverage=0.012 (94); Leverage=0.0061 (47.2); p=2.85E-018] FISUS A & BIOUS A & ASDAE 4 & IPKB CL ,[Coverage=0.010 (76); Leverage=0.0032 (24.9); p=0.000187] FISUS A & BIOUS A & ASDAE 6 ,[Coverage=0.010 (80); Leverage=0.0048 (36.5); p=1.11E-018] FISUS A & BIOUS A & ASDAE 7 ,[Coverage=0.006 (43); Leverage=0.0020 (15.4); p=0.000576] FISUS A & BIOUS A & ASDAE 8 ,[Coverage=0.011 (83); Leverage=0.0045 (34.3); p=3.80E-014] FISUS A & BIOUS A & DEPT F2 ,[Coverage=0.018 (140); Leverage=0.0074 (57.1); p=3.47E-016] FISUS A & BIOUS A & DEPT F3 ,[Coverage=0.016 (120); Leverage=0.0044 (33.5); p=1.61E-005] FISUS A & BIOUS A & DEPT G1 ,[Coverage=0.012 (95); Leverage=0.0042 (32.3); p=8.74E-010] FISUS A & BIOUS A & DEPT H3 ,[Coverage=0.016 (121); Leverage=0.0045 (34.8); p=7.73E-006] FISUS A & BIOUS A & DEPT I1 ,[Coverage=0.015 (114); Leverage=0.0048 (37.2); p=5.81E-007] FISUS A & BIOUS A & IPKA CL ,[Coverage=0.030 (231); Leverage=0.0112 (85.9); p=4.08E-017] FISUS A & BIOUS A & IPKB CL & ASDAE 5 ,[Coverage=0.006 (48); Leverage=0.0023 (17.6); p=0.000950] FISUS A & BIOUS A & IPKB CL & DEPT F2 ,[Coverage=0.013 (101); Leverage=0.0053 (40.4); p=2.30E-011] FISUS A & BIOUS A & IPKB CL & DEPT F3 ,[Coverage=0.006 (49); Leverage=0.0024 (18.4); p=4.99E-007] FISUS A & BIOUS A & IPKB CL & DEPT G1 ,[Coverage=0.007 (52); Leverage=0.0026 (19.9); p=1.15E-007] FISUS A & BIOUS A & IPKB CL & IPKA CL ,[Coverage=0.023 (179); Leverage=0.0095 (72.8); p=5.34E-024] FISUS A & BIOUS A & IPKB CL ,[Coverage=0.055 (424); Leverage=0.0215 (164.9); p=1.57E-045] FISUS A & BIOUS A & IPKB SM & DEPT H3 ,[Coverage=0.010 (80); Leverage=0.0025 (19.1); p=0.00141] FISUS A & BIOUS A & IPKB SM & DEPT I1 ,[Coverage=0.010 (78); Leverage=0.0027 (20.6); p=6.37E-005] FISUS A & BIOUS A & JKEL 0 & DEPT I1 ,[Coverage=0.012 (93); Leverage=0.0029 (22.3); p=4.27E-006] FISUS A & BIOUS A & JKEL 0 & IPKB CL ,[Coverage=0.037 (286); Leverage=0.0030 (23.1); p=0.00948] FISUS A & BIOUS A & JKEL 0 ,[Coverage=0.184 (1410); Leverage=0.0073 (55.9); p=0.00190] FISUS A & BIOUS A & KIMUS A & ASDAE 6 ,[Coverage=0.010 (76); Leverage=0.0044 (34.1); p=3.07E-017] FISUS A & BIOUS A & KIMUS A & ASDAE 8 ,[Coverage=0.010 (78); Leverage=0.0045 (34.5); p=7.40E-017] FISUS A & BIOUS A & KIMUS A & DEPT F2 ,[Coverage=0.017 (134); Leverage=0.0073 (56.3); p=1.49E-019] FISUS A & BIOUS A & KIMUS A & DEPT F3 ,[Coverage=0.014 (104); Leverage=0.0039 (29.8); p=5.78E-005] FISUS A & BIOUS A & KIMUS A & DEPT G1 ,[Coverage=0.011 (86); Leverage=0.0038 (29.5); p=3.57E-009]

61 Lanjutan Lampiran 1 FISUS A & BIOUS A & KIMUS A & DEPT H3 ,[Coverage=0.014 (107); Leverage=0.0043 (33.0); p=9.62E-006] FISUS A & BIOUS A & KIMUS A & DEPT I1 ,[Coverage=0.013 (96); Leverage=0.0039 (30.1); p=2.01E-005] FISUS A & BIOUS A & KIMUS A & IPKA CL ,[Coverage=0.027 (204); Leverage=0.0104 (79.5); p=5.61E-016] FISUS A & BIOUS A & KIMUS A & IPKB CL ,[Coverage=0.052 (396); Leverage=0.0210 (161.3); p=1.12E-051] FISUS A & BIOUS A & KIMUS A & JKEL 0 ,[Coverage=0.157 (1207); Leverage=0.0059 (45.1); p=0.00720] FISUS A & BIOUS A & KIMUS A & MATUS A ,[Coverage=0.211 (1623); Leverage=0.0810 (621.5); p=4.99E-253] FISUS A & BIOUS A & KIMUS A ,[Coverage=0.244 (1874); Leverage=0.0886 (680.3); p=1.91E-267] FISUS A & BIOUS A & MATUS A & ASDAE 6 ,[Coverage=0.010 (75); Leverage=0.0046 (35.1); p=6.70E-018] FISUS A & BIOUS A & MATUS A & ASDAE 8 ,[Coverage=0.010 (77); Leverage=0.0043 (33.0); p=1.21E-014] FISUS A & BIOUS A & MATUS A & DEPT F2 ,[Coverage=0.017 (128); Leverage=0.0070 (53.9); p=6.24E-018] FISUS A & BIOUS A & MATUS A & DEPT F3 ,[Coverage=0.013 (100); Leverage=0.0037 (28.2); p=0.000110] FISUS A & BIOUS A & MATUS A & DEPT G1 ,[Coverage=0.012 (91); Leverage=0.0042 (31.9); p=3.97E-010] FISUS A & BIOUS A & MATUS A & DEPT G6 ,[Coverage=0.010 (76); Leverage=0.0024 (18.2); p=0.00426] FISUS A & BIOUS A & MATUS A & DEPT H3 ,[Coverage=0.014 (106); Leverage=0.0045 (34.5); p=3.41E-006] FISUS A & BIOUS A & MATUS A & DEPT I1 ,[Coverage=0.012 (89); Leverage=0.0033 (25.2); p=0.000240] FISUS A & BIOUS A & MATUS A & IPKA CL ,[Coverage=0.026 (197); Leverage=0.0100 (76.6); p=3.09E-015] FISUS A & BIOUS A & MATUS A & IPKB CL ,[Coverage=0.050 (383); Leverage=0.0199 (153.0); p=2.20E-049] FISUS A & BIOUS A & MATUS A & JKEL 0 ,[Coverage=0.151 (1158); Leverage=0.0045 (34.5); p=0.0295] FISUS A & BIOUS A & MATUS A ,[Coverage=0.236 (1812); Leverage=0.0833 (639.0); p=2.32E-237] FISUS A & BIOUS A ,[Coverage=0.285 (2184); Leverage=0.0874 (670.6); p=6.51E-226] FISUS A & DEPT F2 ,[Coverage=0.021 (160); Leverage=0.0074 (56.5); p=1.39E-012] FISUS A & DEPT F3 ,[Coverage=0.020 (154); Leverage=0.0050 (38.3); p=3.52E-006] FISUS A & DEPT G1 ,[Coverage=0.016 (121); Leverage=0.0063 (48.7); p=4.18E-013] FISUS A & DEPT G6 ,[Coverage=0.016 (122); Leverage=0.0037 (28.7); p=9.62E-005] FISUS A & DEPT G7 ,[Coverage=0.009 (66); Leverage=0.0022 (16.9); p=0.00154] FISUS A & DEPT H3 ,[Coverage=0.019 (145); Leverage=0.0039 (29.7); p=0.000249] FISUS A & DEPT I1 ,[Coverage=0.017 (134); Leverage=0.0041 (31.2); p=5.42E-005] FISUS A & IPKA CL ,[Coverage=0.035 (269); Leverage=0.0098 (74.9); p=2.34E-012] FISUS A & IPKB CL & ASDAE 5 ,[Coverage=0.007 (54); Leverage=0.0024 (18.1); p=0.00140] FISUS A & IPKB CL & DEPT F2 ,[Coverage=0.015 (117); Leverage=0.0053 (40.9); p=2.44E-009] FISUS A & IPKB CL & DEPT F3 ,[Coverage=0.008 (59); Leverage=0.0032 (24.4); p=1.81E-007] FISUS A & IPKB CL & DEPT G1 ,[Coverage=0.008 (62); Leverage=0.0034 (25.8); p=6.13E-008] FISUS A & IPKB CL & IPKA CL ,[Coverage=0.027 (205); Leverage=0.0104 (79.8); p=8.40E-020] FISUS A & IPKB CL ,[Coverage=0.065 (500); Leverage=0.0232 (178.0); p=1.54E-039] FISUS A & IPKB SM & DEPT I1 ,[Coverage=0.011 (88); Leverage=0.0024 (18.7); p=0.00268] FISUS A & IPKB SM & JKEL 0 & DEPT I1 ,[Coverage=0.009 (70); Leverage=0.0020 (15.4); p=0.00386] FISUS A & JKEL 0 & DEPT I1 ,[Coverage=0.014 (108); Leverage=0.0032 (24.9); p=9.55E-005] FISUS A & JKEL 1 & DEPT G6 ,[Coverage=0.009 (72); Leverage=0.0022 (16.8); p=0.00270] FISUS A & KIMUS A & ASDAE 4 & IPKB CL ,[Coverage=0.011 (81); Leverage=0.0034 (26.4); p=0.000125] FISUS A & KIMUS A & ASDAE 6 ,[Coverage=0.010 (78); Leverage=0.0044 (34.0); p=5.05E-016] FISUS A & KIMUS A & ASDAE 8 ,[Coverage=0.011 (82); Leverage=0.0043 (32.7); p=5.77E-013] FISUS A & KIMUS A & DEPT F2 ,[Coverage=0.020 (150); Leverage=0.0083 (63.6); p=4.07E-018] FISUS A & KIMUS A & DEPT F3 ,[Coverage=0.016 (126); Leverage=0.0045 (34.7); p=1.04E-005]

62 Lanjutan Lampiran 1 FISUS A & KIMUS A & DEPT G1 ,[Coverage=0.014 (109); Leverage=0.0059 (45.6); p=2.18E-015] FISUS A & KIMUS A & DEPT G6 ,[Coverage=0.013 (99); Leverage=0.0033 (25.4); p=0.000280] FISUS A & KIMUS A & DEPT G8 ,[Coverage=0.009 (72); Leverage=0.0021 (16.5); p=0.00552] FISUS A & KIMUS A & DEPT H3 ,[Coverage=0.016 (125); Leverage=0.0044 (34.0); p=1.47E-005] FISUS A & KIMUS A & DEPT I1 ,[Coverage=0.015 (113); Leverage=0.0042 (31.9); p=1.77E-005] FISUS A & KIMUS A & IPKA CL ,[Coverage=0.030 (229); Leverage=0.0099 (75.9); p=1.48E-013] FISUS A & KIMUS A & IPKB CL & DEPT F2 ,[Coverage=0.014 (110); Leverage=0.0060 (46.1); p=3.35E-013] FISUS A & KIMUS A & IPKB CL & DEPT F3 ,[Coverage=0.007 (52); Leverage=0.0027 (21.1); p=5.95E-008] FISUS A & KIMUS A & IPKB CL & DEPT G1 ,[Coverage=0.007 (56); Leverage=0.0031 (23.5); p=3.89E-009] FISUS A & KIMUS A & IPKB CL & IPKA CL ,[Coverage=0.024 (184); Leverage=0.0100 (76.5); p=1.58E-023] FISUS A & KIMUS A & IPKB CL ,[Coverage=0.059 (453); Leverage=0.0249 (190.9); p=4.32E-052] FISUS A & KIMUS A & IPKB SM & DEPT I1 ,[Coverage=0.010 (73); Leverage=0.0021 (16.1); p=0.00213] FISUS A & KIMUS A & JKEL 0 & DEPT I1 ,[Coverage=0.012 (90); Leverage=0.0026 (19.9); p=8.22E-005] FISUS A & KIMUS A & JKEL 0 ,[Coverage=0.191 (1462); Leverage=0.0044 (33.5); p=0.0451] FISUS A & KIMUS A & JKEL 1 & DEPT G6 ,[Coverage=0.008 (59); Leverage=0.0020 (15.5); p=0.00373] FISUS A & KIMUS A & MATUS A & ASDAE 6 ,[Coverage=0.009 (72); Leverage=0.0041 (31.6); p=2.56E-015] FISUS A & KIMUS A & MATUS A & ASDAE 8 ,[Coverage=0.010 (77); Leverage=0.0042 (32.4); p=2.74E-014] FISUS A & KIMUS A & MATUS A & DEPT F2 ,[Coverage=0.018 (135); Leverage=0.0078 (60.0); p=8.82E-019] FISUS A & KIMUS A & MATUS A & DEPT F3 ,[Coverage=0.014 (108); Leverage=0.0041 (31.4); p=2.77E-005] FISUS A & KIMUS A & MATUS A & DEPT G1 ,[Coverage=0.013 (102); Leverage=0.0055 (42.2); p=1.83E-017] FISUS A & KIMUS A & MATUS A & DEPT G6 ,[Coverage=0.011 (87); Leverage=0.0033 (25.3); p=0.000167] FISUS A & KIMUS A & MATUS A & DEPT H3 ,[Coverage=0.014 (109); Leverage=0.0043 (32.7); p=1.36E-005] FISUS A & KIMUS A & MATUS A & DEPT I1 ,[Coverage=0.012 (94); Leverage=0.0034 (26.0); p=0.000210] FISUS A & KIMUS A & MATUS A & IPKA CL ,[Coverage=0.026 (199); Leverage=0.0092 (70.5); p=7.10E-013] FISUS A & KIMUS A & MATUS A & IPKB CL ,[Coverage=0.054 (411); Leverage=0.0232 (178.2); p=2.78E-055] FISUS A & KIMUS A & MATUS A ,[Coverage=0.252 (1933); Leverage=0.0972 (746.1); p<4.94E-324] FISUS A & KIMUS A ,[Coverage=0.300 (2304); Leverage=0.1007 (772.7); p=1.17E-303] FISUS A & MATUS A & ASDAE 4 & IPKB CL ,[Coverage=0.010 (80); Leverage=0.0035 (26.5); p=0.000106] FISUS A & MATUS A & ASDAE 6 ,[Coverage=0.010 (77); Leverage=0.0046 (35.5); p=8.08E-017] FISUS A & MATUS A & ASDAE 8 ,[Coverage=0.011 (85); Leverage=0.0050 (38.6); p=1.65E-017] FISUS A & MATUS A & DEPT F2 ,[Coverage=0.019 (143); Leverage=0.0082 (62.8); p=4.54E-016] FISUS A & MATUS A & DEPT F3 ,[Coverage=0.016 (124); Leverage=0.0045 (34.3); p=1.20E-005] FISUS A & MATUS A & DEPT G1 ,[Coverage=0.015 (114); Leverage=0.0069 (53.1); p=8.16E-018] FISUS A & MATUS A & DEPT G6 ,[Coverage=0.014 (107); Leverage=0.0045 (34.7); p=1.21E-006] FISUS A & MATUS A & DEPT H3 ,[Coverage=0.016 (121); Leverage=0.0041 (31.6); p=4.82E-005] FISUS A & MATUS A & DEPT I1 ,[Coverage=0.014 (105); Leverage=0.0033 (25.3); p=0.000482] FISUS A & MATUS A & IPKA CL ,[Coverage=0.029 (225); Leverage=0.0097 (74.5); p=3.09E-013] FISUS A & MATUS A & IPKB CL & ASDAE 5 ,[Coverage=0.007 (51); Leverage=0.0025 (19.1); p=0.000470] FISUS A & MATUS A & IPKB CL & DEPT F2 ,[Coverage=0.014 (107); Leverage=0.0063 (48.0); p=5.88E-013] FISUS A & MATUS A & IPKB CL & DEPT F3 ,[Coverage=0.007 (52); Leverage=0.0030 (22.8); p=3.13E-008] FISUS A & MATUS A & IPKB CL & DEPT G1 ,[Coverage=0.008 (60); Leverage=0.0038 (29.4); p=1.62E-011] FISUS A & MATUS A & IPKB CL & IPKA CL ,[Coverage=0.023 (176); Leverage=0.0097 (74.7); p=1.26E-020] FISUS A & MATUS A & IPKB CL ,[Coverage=0.058 (444); Leverage=0.0253 (194.4); p=3.59E-050]

63 Lanjutan Lampiran 1 FISUS A & MATUS A & IPKB SM & DEPT G6 ,[Coverage=0.009 (69); Leverage=0.0020 (15.1); p=0.00210] FISUS A & MATUS A & IPKB SM & DEPT I1 ,[Coverage=0.009 (71); Leverage=0.0023 (17.3); p=0.00341] FISUS A & MATUS A & JKEL 0 & DEPT I1 ,[Coverage=0.011 (83); Leverage=0.0023 (17.9); p=0.00169] FISUS A & MATUS A & JKEL 1 & DEPT G6 ,[Coverage=0.008 (61); Leverage=0.0024 (18.2); p=0.000771] FISUS A & MATUS A ,[Coverage=0.295 (2264); Leverage=0.1069 (820.6); p<4.94E-324] FISUS B & ASDAE 2 ,[Coverage=0.060 (457); Leverage=0.0068 (52.5); p=4.81E-006] FISUS B & ASDAE 4 ,[Coverage=0.083 (639); Leverage=0.0089 (68.6); p=3.32E-007] FISUS B & BIOUS B & ASDAE 2 ,[Coverage=0.039 (297); Leverage=0.0060 (45.7); p=8.36E-005] FISUS B & BIOUS B & ASDAE 4 ,[Coverage=0.057 (435); Leverage=0.0105 (80.6); p=5.21E-009] FISUS B & BIOUS B & DEPT C2 ,[Coverage=0.010 (79); Leverage=0.0024 (18.1); p=0.00208] FISUS B & BIOUS B & DEPT C4 ,[Coverage=0.009 (71); Leverage=0.0022 (17.0); p=0.00221] FISUS B & BIOUS B & DEPT E1 ,[Coverage=0.016 (120); Leverage=0.0025 (18.9); p=0.00945] FISUS B & BIOUS B & DEPT E3 ,[Coverage=0.015 (114); Leverage=0.0023 (17.8); p=0.0115] FISUS B & BIOUS B & DEPT H1 ,[Coverage=0.016 (123); Leverage=0.0025 (19.6); p=0.00797] FISUS B & BIOUS B & DEPT H4 ,[Coverage=0.012 (93); Leverage=0.0020 (15.6); p=0.0139] FISUS B & BIOUS B & DEPT I3 ,[Coverage=0.016 (125); Leverage=0.0042 (32.3); p=1.26E-005] FISUS B & BIOUS B & IPKA M & DEPT E1 ,[Coverage=0.007 (55); Leverage=0.0024 (18.6); p=1.42E-005] FISUS B & BIOUS B & IPKA M ,[Coverage=0.093 (710); Leverage=0.0191 (146.8); p=2.56E-018] FISUS B & BIOUS B & IPKB M & DEPT E1 ,[Coverage=0.010 (77); Leverage=0.0027 (20.7); p=0.000325] FISUS B & BIOUS B & IPKB M & DEPT E3 ,[Coverage=0.009 (72); Leverage=0.0022 (17.2); p=0.00207] FISUS B & BIOUS B & IPKB M & DEPT I3 ,[Coverage=0.009 (67); Leverage=0.0025 (19.5); p=0.000246] FISUS B & BIOUS B & IPKB M & IPKA M ,[Coverage=0.074 (565); Leverage=0.0162 (124.0); p=4.55E-016] FISUS B & BIOUS B & IPKB M & JKEL 1 ,[Coverage=0.065 (498); Leverage=0.0041 (31.5); p=0.0240] FISUS B & BIOUS B & IPKB M ,[Coverage=0.161 (1238); Leverage=0.0292 (224.3); p=1.76E-028] FISUS B & BIOUS B & JKEL 1 ,[Coverage=0.152 (1167); Leverage=0.0077 (59.0); p=0.00230] FISUS B & BIOUS B & MATUS B & ASDAE 2 ,[Coverage=0.027 (205); Leverage=0.0027 (20.8); p=0.0336] FISUS B & BIOUS B & MATUS B & ASDAE 4 ,[Coverage=0.042 (321); Leverage=0.0080 (61.2); p=1.60E-006] FISUS B & BIOUS B & MATUS B & ASDAE 5 ,[Coverage=0.024 (182); Leverage=0.0036 (27.3); p=0.00465] FISUS B & BIOUS B & MATUS B & DEPT D1 ,[Coverage=0.010 (76); Leverage=0.0027 (21.0); p=0.000676] FISUS B & BIOUS B & MATUS B & DEPT D2 ,[Coverage=0.007 (55); Leverage=0.0022 (16.8); p=0.00116] FISUS B & BIOUS B & MATUS B & DEPT E1 ,[Coverage=0.012 (95); Leverage=0.0027 (20.9); p=0.00271] FISUS B & BIOUS B & MATUS B & DEPT E3 ,[Coverage=0.013 (98); Leverage=0.0036 (27.5); p=8.90E-005] FISUS B & BIOUS B & MATUS B & DEPT E4 ,[Coverage=0.008 (58); Leverage=0.0022 (16.7); p=0.00174] FISUS B & BIOUS B & MATUS B & DEPT I3 ,[Coverage=0.013 (100); Leverage=0.0040 (30.9); p=4.72E-006] FISUS B & BIOUS B & MATUS B & IPKA DS ,[Coverage=0.007 (55); Leverage=0.0022 (17.1); p=0.000948] FISUS B & BIOUS B & MATUS B & IPKA M ,[Coverage=0.073 (557); Leverage=0.0188 (144.2); p=5.69E-020] FISUS B & BIOUS B & MATUS B & IPKB DS ,[Coverage=0.013 (99); Leverage=0.0025 (19.2); p=0.00657] FISUS B & BIOUS B & MATUS B & IPKB M ,[Coverage=0.128 (984); Leverage=0.0314 (241.0); p=2.69E-037] FISUS B & BIOUS B & MATUS B & JKEL 1 ,[Coverage=0.111 (855); Leverage=0.0056 (42.9); p=0.0133] FISUS B & BIOUS B & MATUS B ,[Coverage=0.281 (2155); Leverage=0.0807 (619.4); p=2.67E-184] FISUS B & BIOUS B ,[Coverage=0.383 (2940); Leverage=0.0876 (672.0); p=1.89E-226] FISUS B & DEPT E1 ,[Coverage=0.025 (189); Leverage=0.0034 (26.2); p=0.000374] FISUS B & DEPT E3 ,[Coverage=0.024 (188); Leverage=0.0043 (33.2); p=4.54E-006]

64 Lanjutan Lampiran 1 FISUS B & DEPT E4 ,[Coverage=0.014 (106); Leverage=0.0020 (15.4); p=0.00480] FISUS B & DEPT G3 ,[Coverage=0.023 (175); Leverage=0.0034 (26.4); p=0.000187] FISUS B & DEPT H1 ,[Coverage=0.024 (187); Leverage=0.0027 (20.5); p=0.00493] FISUS B & DEPT H4 ,[Coverage=0.019 (142); Leverage=0.0023 (17.4); p=0.00588] FISUS B & DEPT I3 ,[Coverage=0.024 (184); Leverage=0.0045 (34.8); p=1.03E-006] FISUS B & IPKA M & DEPT E1 ,[Coverage=0.010 (73); Leverage=0.0022 (16.9); p=0.000105] FISUS B & IPKA M ,[Coverage=0.134 (1025); Leverage=0.0154 (118.6); p=5.02E-013] FISUS B & IPKB M & DEPT E1 ,[Coverage=0.015 (113); Leverage=0.0029 (22.4); p=5.54E-005] FISUS B & IPKB M & DEPT E3 ,[Coverage=0.014 (109); Leverage=0.0027 (20.8); p=0.000139] FISUS B & IPKB M & DEPT G3 ,[Coverage=0.012 (90); Leverage=0.0026 (19.7); p=5.38E-005] FISUS B & IPKB M & IPKA M & DEPT E1 ,[Coverage=0.009 (67); Leverage=0.0021 (15.8); p=0.000141] FISUS B & IPKB M & IPKA M ,[Coverage=0.105 (808); Leverage=0.0128 (98.3); p=3.55E-011] FISUS B & IPKB M ,[Coverage=0.238 (1825); Leverage=0.0252 (193.4); p=4.01E-022] FISUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.034 (263); Leverage=0.0029 (22.2); p=0.0327] FISUS B & JKEL 1 & DEPT E1 ,[Coverage=0.011 (87); Leverage=0.0021 (15.8); p=0.0107] FISUS B & KIMUS B & ASDAE 2 & IPKA M ,[Coverage=0.011 (83); Leverage=0.0025 (19.1); p=0.00657] FISUS B & KIMUS B & ASDAE 4 ,[Coverage=0.056 (432); Leverage=0.0090 (68.8); p=5.61E-007] FISUS B & KIMUS B & ASDAE 5 ,[Coverage=0.034 (259); Leverage=0.0056 (42.7); p=7.60E-005] FISUS B & KIMUS B & BIOUS B & ASDAE 2 ,[Coverage=0.028 (212); Leverage=0.0037 (28.6); p=0.00567] FISUS B & KIMUS B & BIOUS B & ASDAE 4 ,[Coverage=0.043 (332); Leverage=0.0096 (73.4); p=1.19E-008] FISUS B & KIMUS B & BIOUS B & ASDAE 5 ,[Coverage=0.024 (186); Leverage=0.0042 (32.0); p=0.00113] FISUS B & KIMUS B & BIOUS B & DEPT C2 ,[Coverage=0.008 (60); Leverage=0.0020 (15.6); p=0.00434] FISUS B & KIMUS B & BIOUS B & DEPT D1 ,[Coverage=0.009 (71); Leverage=0.0021 (16.2); p=0.00653] FISUS B & KIMUS B & BIOUS B & DEPT E1 ,[Coverage=0.013 (98); Leverage=0.0032 (24.2); p=0.000620] FISUS B & KIMUS B & BIOUS B & DEPT E3 ,[Coverage=0.013 (96); Leverage=0.0034 (25.8); p=0.000211] FISUS B & KIMUS B & BIOUS B & DEPT E4 ,[Coverage=0.008 (62); Leverage=0.0027 (20.7); p=0.000129] FISUS B & KIMUS B & BIOUS B & DEPT H1 ,[Coverage=0.012 (92); Leverage=0.0022 (16.5); p=0.0146] FISUS B & KIMUS B & BIOUS B & DEPT I3 ,[Coverage=0.014 (106); Leverage=0.0044 (33.9); p=6.06E-008] FISUS B & KIMUS B & BIOUS B & IPKA DS ,[Coverage=0.007 (53); Leverage=0.0020 (15.3); p=0.00274] FISUS B & KIMUS B & BIOUS B & IPKA M ,[Coverage=0.074 (569); Leverage=0.0206 (158.1); p=1.28E-023] FISUS B & KIMUS B & BIOUS B & IPKB DS ,[Coverage=0.015 (113); Leverage=0.0044 (33.6); p=7.66E-006] FISUS B & KIMUS B & BIOUS B & IPKB M ,[Coverage=0.130 (999); Leverage=0.0338 (259.4); p=5.61E-043] FISUS B & KIMUS B & BIOUS B & JKEL 1 ,[Coverage=0.111 (851); Leverage=0.0056 (42.6); p=0.0136] FISUS B & KIMUS B & BIOUS B & MATUS B ,[Coverage=0.223 (1715); Leverage=0.0723 (555.1); p=2.99E-191] FISUS B & KIMUS B & BIOUS B ,[Coverage=0.280 (2145); Leverage=0.0824 (632.4); p=1.05E-241] FISUS B & KIMUS B & DEPT C1 ,[Coverage=0.011 (87); Leverage=0.0021 (15.9); p=0.00917] FISUS B & KIMUS B & DEPT C2 ,[Coverage=0.010 (78); Leverage=0.0020 (15.6); p=0.00711] FISUS B & KIMUS B & DEPT D1 ,[Coverage=0.013 (100); Leverage=0.0030 (23.0); p=0.000476] FISUS B & KIMUS B & DEPT D2 ,[Coverage=0.009 (69); Leverage=0.0020 (15.6); p=0.00404] FISUS B & KIMUS B & DEPT E1 ,[Coverage=0.018 (136); Leverage=0.0042 (32.3); p=2.70E-005] FISUS B & KIMUS B & DEPT E3 ,[Coverage=0.018 (141); Leverage=0.0054 (41.1); p=2.71E-008] FISUS B & KIMUS B & DEPT E4 ,[Coverage=0.010 (76); Leverage=0.0024 (18.3); p=0.00135] FISUS B & KIMUS B & DEPT G3 ,[Coverage=0.016 (126); Leverage=0.0041 (31.4); p=2.16E-005]

65 Lanjutan Lampiran 1 FISUS B & KIMUS B & DEPT H1 ,[Coverage=0.016 (125); Leverage=0.0025 (19.0); p=0.00989] FISUS B & KIMUS B & DEPT I3 ,[Coverage=0.018 (139); Leverage=0.0056 (42.8); p=4.91E-009] FISUS B & KIMUS B & IPKA M & DEPT E1 ,[Coverage=0.008 (63); Leverage=0.0026 (19.8); p=9.33E-008] FISUS B & KIMUS B & IPKA M ,[Coverage=0.097 (748); Leverage=0.0223 (170.8); p=5.79E-024] FISUS B & KIMUS B & IPKB DS ,[Coverage=0.020 (153); Leverage=0.0054 (41.5); p=2.71E-007] FISUS B & KIMUS B & IPKB M & DEPT C1 ,[Coverage=0.007 (50); Leverage=0.0020 (15.4); p=0.000601] FISUS B & KIMUS B & IPKB M & DEPT D1 ,[Coverage=0.008 (64); Leverage=0.0022 (16.5); p=0.000247] FISUS B & KIMUS B & IPKB M & DEPT E1 ,[Coverage=0.012 (90); Leverage=0.0035 (27.1); p=4.64E-008] FISUS B & KIMUS B & IPKB M & DEPT E3 ,[Coverage=0.011 (81); Leverage=0.0031 (23.7); p=1.65E-005] FISUS B & KIMUS B & IPKB M & DEPT G3 ,[Coverage=0.009 (67); Leverage=0.0028 (21.4); p=2.99E-005] FISUS B & KIMUS B & IPKB M & DEPT I3 ,[Coverage=0.010 (74); Leverage=0.0028 (21.6); p=3.64E-006] FISUS B & KIMUS B & IPKB M & IPKA M ,[Coverage=0.079 (603); Leverage=0.0197 (151.1); p=8.84E-023] FISUS B & KIMUS B & IPKB M ,[Coverage=0.174 (1334); Leverage=0.0385 (295.1); p=1.74E-047] FISUS B & KIMUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.024 (183); Leverage=0.0026 (20.2); p=0.0226] FISUS B & KIMUS B & JKEL 1 ,[Coverage=0.153 (1171); Leverage=0.0046 (35.5); p=0.0456] FISUS B & KIMUS B & MATUS B & ASDAE 4 ,[Coverage=0.044 (336); Leverage=0.0068 (52.5); p=4.70E-005] FISUS B & KIMUS B & MATUS B & ASDAE 5 ,[Coverage=0.028 (214); Leverage=0.0059 (45.1); p=1.32E-005] FISUS B & KIMUS B & MATUS B & DEPT D1 ,[Coverage=0.012 (89); Leverage=0.0038 (28.9); p=7.61E-006] FISUS B & KIMUS B & MATUS B & DEPT D2 ,[Coverage=0.008 (60); Leverage=0.0024 (18.3); p=0.000573] FISUS B & KIMUS B & MATUS B & DEPT E1 ,[Coverage=0.014 (106); Leverage=0.0033 (25.1); p=0.000535] FISUS B & KIMUS B & MATUS B & DEPT E3 ,[Coverage=0.015 (118); Leverage=0.0048 (36.6); p=2.39E-008] FISUS B & KIMUS B & MATUS B & DEPT E4 ,[Coverage=0.008 (63); Leverage=0.0023 (17.9); p=0.00106] FISUS B & KIMUS B & MATUS B & DEPT G3 ,[Coverage=0.014 (104); Leverage=0.0039 (30.1); p=2.11E-005] FISUS B & KIMUS B & MATUS B & DEPT H1 ,[Coverage=0.013 (98); Leverage=0.0020 (15.2); p=0.0249] FISUS B & KIMUS B & MATUS B & DEPT H4 ,[Coverage=0.010 (79); Leverage=0.0022 (17.1); p=0.00585] FISUS B & KIMUS B & MATUS B & DEPT I2 ,[Coverage=0.007 (54); Leverage=0.0020 (15.2); p=0.00189] FISUS B & KIMUS B & MATUS B & DEPT I3 ,[Coverage=0.014 (110); Leverage=0.0047 (35.8); p=6.14E-007] FISUS B & KIMUS B & MATUS B & IPKA M ,[Coverage=0.078 (600); Leverage=0.0195 (149.5); p=1.82E-020] FISUS B & KIMUS B & MATUS B & IPKB DS ,[Coverage=0.016 (122); Leverage=0.0046 (35.0); p=5.42E-006] FISUS B & KIMUS B & MATUS B & IPKB M ,[Coverage=0.141 (1080); Leverage=0.0351 (269.0); p=6.47E-044] FISUS B & KIMUS B & MATUS B ,[Coverage=0.306 (2352); Leverage=0.0944 (724.7); p=3.14E-314] FISUS B & KIMUS B ,[Coverage=0.393 (3013); Leverage=0.1009 (774.6); p=1.13E-304] FISUS B & MATUS B & ASDAE 4 ,[Coverage=0.057 (439); Leverage=0.0069 (52.8); p=0.000107] FISUS B & MATUS B & ASDAE 5 ,[Coverage=0.034 (264); Leverage=0.0044 (33.9); p=0.00141] FISUS B & MATUS B & DEPT A2 ,[Coverage=0.026 (197); Leverage=0.0025 (19.1); p=0.0301] FISUS B & MATUS B & DEPT A3 ,[Coverage=0.013 (99); Leverage=0.0026 (19.7); p=0.00228] FISUS B & MATUS B & DEPT D0 ,[Coverage=0.011 (85); Leverage=0.0020 (15.3); p=0.00989] FISUS B & MATUS B & DEPT D1 ,[Coverage=0.015 (112); Leverage=0.0039 (30.2); p=7.93E-006] FISUS B & MATUS B & DEPT D2 ,[Coverage=0.010 (73); Leverage=0.0021 (16.2); p=0.00309] FISUS B & MATUS B & DEPT E1 ,[Coverage=0.018 (135); Leverage=0.0032 (24.8); p=0.00109] FISUS B & MATUS B & DEPT E3 ,[Coverage=0.019 (147); Leverage=0.0055 (42.2); p=3.70E-008] FISUS B & MATUS B & DEPT E4 ,[Coverage=0.010 (80); Leverage=0.0024 (18.6); p=0.00119] FISUS B & MATUS B & DEPT G3 ,[Coverage=0.017 (131); Leverage=0.0040 (30.4); p=4.16E-005]

66 Lanjutan Lampiran 1 FISUS B & MATUS B & DEPT H4 ,[Coverage=0.013 (100); Leverage=0.0020 (15.7); p=0.0146] FISUS B & MATUS B & DEPT I3 ,[Coverage=0.018 (135); Leverage=0.0044 (34.0); p=5.51E-006] FISUS B & MATUS B & IPKA M & DEPT D1 ,[Coverage=0.006 (46); Leverage=0.0020 (15.2); p=7.23E-006] FISUS B & MATUS B & IPKA M & DEPT E1 ,[Coverage=0.008 (59); Leverage=0.0025 (19.5); p=6.73E-006] FISUS B & MATUS B & IPKA M ,[Coverage=0.099 (756); Leverage=0.0185 (142.3); p=5.55E-017] FISUS B & MATUS B & IPKB DS ,[Coverage=0.018 (140); Leverage=0.0028 (21.4); p=0.00535] FISUS B & MATUS B & IPKB M & DEPT D2 ,[Coverage=0.007 (55); Leverage=0.0023 (17.4); p=4.03E-005] FISUS B & MATUS B & IPKB M & DEPT E1 ,[Coverage=0.011 (88); Leverage=0.0035 (26.6); p=6.08E-006] FISUS B & MATUS B & IPKB M & DEPT E3 ,[Coverage=0.011 (85); Leverage=0.0031 (24.0); p=1.29E-005] FISUS B & MATUS B & IPKB M & DEPT G3 ,[Coverage=0.009 (67); Leverage=0.0025 (19.4); p=0.000167] FISUS B & MATUS B & IPKB M & DEPT I3 ,[Coverage=0.010 (73); Leverage=0.0027 (20.6); p=8.05E-005] FISUS B & MATUS B & IPKB M & IPKA M ,[Coverage=0.080 (612); Leverage=0.0171 (131.4); p=1.68E-017] FISUS B & MATUS B & IPKB M ,[Coverage=0.178 (1365); Leverage=0.0339 (260.3); p=8.45E-037] FISUS B & MATUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.024 (184); Leverage=0.0024 (18.6); p=0.0341] FISUS B & MATUS B ,[Coverage=0.418 (3204); Leverage=0.1072 (822.6); p<4.94E-324] IPKA CL & DEPT F2 ,[Coverage=0.007 (56); Leverage=0.0049 (37.9); p=7.94E-015] IPKA CL & DEPT F3 ,[Coverage=0.005 (39); Leverage=0.0024 (18.8); p=4.80E-005] IPKA CL & DEPT G1 ,[Coverage=0.004 (32); Leverage=0.0025 (19.4); p=8.02E-007] IPKA CL & DEPT H3 ,[Coverage=0.009 (72); Leverage=0.0068 (51.9); p=1.04E-022] IPKA CL & DEPT I1 ,[Coverage=0.006 (45); Leverage=0.0035 (27.1); p=5.99E-009] IPKA M & DEPT A3 ,[Coverage=0.007 (54); Leverage=0.0023 (17.6); p=0.00112] IPKA M & DEPT B0 ,[Coverage=0.013 (96); Leverage=0.0033 (25.1); p=0.000628] IPKA M & DEPT C2 ,[Coverage=0.007 (53); Leverage=0.0029 (22.5); p=1.32E-005] IPKA M & DEPT D1 ,[Coverage=0.009 (67); Leverage=0.0038 (29.5); p=3.45E-007] IPKA M & DEPT D2 ,[Coverage=0.008 (59); Leverage=0.0043 (32.9); p=5.73E-011] IPKA M & DEPT E1 ,[Coverage=0.012 (91); Leverage=0.0053 (40.4); p=1.64E-009] IPKA M & DEPT G3 ,[Coverage=0.010 (73); Leverage=0.0035 (26.8); p=1.66E-005] IPKA M & DEPT G4 ,[Coverage=0.011 (81); Leverage=0.0050 (38.3); p=8.04E-010] IPKA M & DEPT G7 ,[Coverage=0.006 (44); Leverage=0.0025 (19.3); p=3.75E-005] IPKA SM & ASDAE 3 & BIOUS B & DEPT H2 ,[Coverage=0.011 (81); Leverage=0.0029 (22.0); p=4.06E-005] IPKA SM & ASDAE 3 & BIOUS B ,[Coverage=0.119 (913); Leverage=0.0054 (41.7); p=0.0159] IPKA SM & ASDAE 3 & DEPT H1 ,[Coverage=0.012 (91); Leverage=0.0021 (16.3); p=0.00765] IPKA SM & ASDAE 3 & DEPT H2 ,[Coverage=0.016 (123); Leverage=0.0039 (30.0); p=6.02E-006] IPKA SM & ASDAE 3 & FISUS B & DEPT H1 ,[Coverage=0.010 (74); Leverage=0.0023 (17.9); p=0.000762] IPKA SM & ASDAE 3 & FISUS B & DEPT H2 ,[Coverage=0.012 (95); Leverage=0.0025 (19.2); p=0.000157] IPKA SM & ASDAE 3 & FISUS B & KIMUS B ,[Coverage=0.104 (795); Leverage=0.0074 (56.9); p=0.000943] IPKA SM & ASDAE 3 & FISUS B ,[Coverage=0.152 (1164); Leverage=0.0071 (54.6); p=0.00423] IPKA SM & ASDAE 3 & KIMUS B & BIOUS B ,[Coverage=0.083 (638); Leverage=0.0051 (39.1); p=0.0107] IPKA SM & ASDAE 3 & KIMUS B & DEPT H1 ,[Coverage=0.008 (65); Leverage=0.0026 (19.6); p=9.42E-005] IPKA SM & ASDAE 3 & KIMUS B & DEPT H2 ,[Coverage=0.011 (82); Leverage=0.0031 (23.8); p=9.92E-006] IPKA SM & ASDAE 3 & KIMUS B & MATUS B ,[Coverage=0.090 (687); Leverage=0.0040 (30.8); p=0.0404] IPKA SM & ASDAE 3 & KIMUS B ,[Coverage=0.121 (925); Leverage=0.0082 (63.0); p=0.000543] IPKA SM & ASDAE 3 & MATUS B & DEPT H1 ,[Coverage=0.008 (61); Leverage=0.0020 (15.2); p=0.000880]

67 Lanjutan Lampiran 1 IPKA SM & ASDAE 3 & MATUS B & DEPT H2 ,[Coverage=0.011 (85); Leverage=0.0030 (23.1); p=1.61E-005] IPKA SM & ASDAE 3 ,[Coverage=0.214 (1639); Leverage=0.0048 (36.8); p=0.0467] IPKA SM & ASDAE 4 & DEPT F3 ,[Coverage=0.006 (44); Leverage=0.0022 (16.8); p=1.78E-005] IPKA SM & ASDAE 4 ,[Coverage=0.060 (457); Leverage=0.0084 (64.4); p=3.19E-006] IPKA SM & BIOUS B & ASDAE 4 ,[Coverage=0.035 (271); Leverage=0.0063 (48.6); p=5.94E-006] IPKA SM & BIOUS B & DEPT H2 ,[Coverage=0.014 (110); Leverage=0.0025 (19.4); p=0.00263] IPKA SM & BIOUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.015 (118); Leverage=0.0021 (15.9); p=0.0256] IPKA SM & BIOUS B & JKEL 1 ,[Coverage=0.089 (681); Leverage=0.0073 (56.3); p=0.000551] IPKA SM & BIOUS B & MATUS B & ASDAE 4 ,[Coverage=0.023 (174); Leverage=0.0029 (22.5); p=0.00817] IPKA SM & BIOUS B & MATUS B & DEPT A2 ,[Coverage=0.011 (84); Leverage=0.0020 (15.6); p=0.0134] IPKA SM & BIOUS B & MATUS B & DEPT H2 ,[Coverage=0.011 (86); Leverage=0.0034 (25.9); p=4.63E-005] IPKA SM & BIOUS B & MATUS B & JKEL 1 ,[Coverage=0.057 (440); Leverage=0.0035 (27.1); p=0.0413] IPKA SM & BIOUS B & MATUS B ,[Coverage=0.140 (1072); Leverage=0.0047 (36.0); p=0.0393] IPKA SM & BIOUS B ,[Coverage=0.214 (1640); Leverage=0.0103 (79.0); p=0.000143] IPKA SM & DEPT A2 ,[Coverage=0.028 (215); Leverage=0.0045 (34.2); p=0.000360] IPKA SM & DEPT D1 ,[Coverage=0.015 (115); Leverage=0.0041 (31.8); p=2.66E-006] IPKA SM & DEPT F1 ,[Coverage=0.019 (145); Leverage=0.0027 (20.6); p=0.00781] IPKA SM & DEPT F2 ,[Coverage=0.019 (142); Leverage=0.0035 (26.6); p=0.000606] IPKA SM & DEPT F3 ,[Coverage=0.022 (172); Leverage=0.0056 (43.0); p=2.95E-007] IPKA SM & DEPT G1 ,[Coverage=0.013 (96); Leverage=0.0020 (15.4); p=0.0140] IPKA SM & DEPT H1 ,[Coverage=0.017 (132); Leverage=0.0023 (17.4); p=0.0174] IPKA SM & DEPT H2 ,[Coverage=0.025 (189); Leverage=0.0081 (62.1); p=1.37E-013] IPKA SM & DEPT I3 ,[Coverage=0.016 (122); Leverage=0.0025 (19.3); p=0.00673] IPKA SM & FISUS B & ASDAE 4 ,[Coverage=0.042 (323); Leverage=0.0054 (41.2); p=2.04E-005] IPKA SM & FISUS B & BIOUS B & ASDAE 2 ,[Coverage=0.019 (145); Leverage=0.0025 (18.9); p=0.0139] IPKA SM & FISUS B & BIOUS B & ASDAE 4 ,[Coverage=0.030 (227); Leverage=0.0055 (42.4); p=1.61E-005] IPKA SM & FISUS B & BIOUS B & DEPT H2 ,[Coverage=0.013 (97); Leverage=0.0032 (24.6); p=0.000158] IPKA SM & FISUS B & BIOUS B & JKEL 1 ,[Coverage=0.072 (554); Leverage=0.0074 (56.7); p=0.000228] IPKA SM & FISUS B & BIOUS B & MATUS B ,[Coverage=0.124 (955); Leverage=0.0053 (40.4); p=0.0203] IPKA SM & FISUS B & BIOUS B ,[Coverage=0.172 (1318); Leverage=0.0091 (70.2); p=0.000468] IPKA SM & FISUS B & DEPT H1 ,[Coverage=0.013 (97); Leverage=0.0020 (15.6); p=0.00534] IPKA SM & FISUS B & DEPT H2 ,[Coverage=0.018 (136); Leverage=0.0025 (19.5); p=0.00173] IPKA SM & FISUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.018 (140); Leverage=0.0024 (18.3); p=0.0191] IPKA SM & FISUS B & JKEL 1 ,[Coverage=0.112 (863); Leverage=0.0082 (62.6); p=5.50E-005] IPKA SM & FISUS B & KIMUS B & ASDAE 4 ,[Coverage=0.028 (213); Leverage=0.0039 (29.7); p=0.00182] IPKA SM & FISUS B & KIMUS B & BIOUS B ,[Coverage=0.125 (959); Leverage=0.0063 (48.6); p=0.00668] IPKA SM & FISUS B & KIMUS B & DEPT H1 ,[Coverage=0.010 (75); Leverage=0.0029 (21.9); p=5.09E-005] IPKA SM & FISUS B & KIMUS B & DEPT H2 ,[Coverage=0.013 (97); Leverage=0.0030 (22.8); p=0.000442] IPKA SM & FISUS B & KIMUS B & JKEL 1 ,[Coverage=0.073 (558); Leverage=0.0063 (48.4); p=0.00147] IPKA SM & FISUS B & KIMUS B & MATUS B ,[Coverage=0.136 (1044); Leverage=0.0060 (45.8); p=0.0117] IPKA SM & FISUS B & KIMUS B ,[Coverage=0.176 (1347); Leverage=0.0089 (68.2); p=0.000685] IPKA SM & FISUS B & MATUS B & ASDAE 4 ,[Coverage=0.028 (213); Leverage=0.0029 (22.2); p=0.0172] IPKA SM & FISUS B & MATUS B & DEPT A2 ,[Coverage=0.014 (107); Leverage=0.0022 (17.2); p=0.00977]

68 Lanjutan Lampiran 1 IPKA SM & FISUS B & MATUS B & DEPT H2 ,[Coverage=0.013 (103); Leverage=0.0031 (24.1); p=0.000236] IPKA SM & FISUS B & MATUS B & JKEL 1 ,[Coverage=0.076 (584); Leverage=0.0055 (42.1); p=0.00522] IPKA SM & FISUS B & MATUS B ,[Coverage=0.185 (1416); Leverage=0.0073 (56.2); p=0.00458] IPKA SM & FISUS B ,[Coverage=0.273 (2094); Leverage=0.0112 (85.6); p=2.56E-005] IPKA SM & IPKB CL & DEPT F2 ,[Coverage=0.015 (113); Leverage=0.0037 (28.1); p=3.51E-005] IPKA SM & JKEL 1 & ASDAE 4 ,[Coverage=0.025 (193); Leverage=0.0027 (20.8); p=0.0223] IPKA SM & JKEL 1 & DEPT F1 ,[Coverage=0.012 (91); Leverage=0.0025 (19.3); p=0.00166] IPKA SM & JKEL 1 ,[Coverage=0.169 (1298); Leverage=0.0092 (70.6); p=0.000423] IPKA SM & KIMUS B & ASDAE 4 ,[Coverage=0.032 (242); Leverage=0.0034 (25.8); p=0.00724] IPKA SM & KIMUS B & BIOUS B & ASDAE 4 ,[Coverage=0.023 (178); Leverage=0.0029 (22.2); p=0.00954] IPKA SM & KIMUS B & BIOUS B & DEPT H2 ,[Coverage=0.010 (79); Leverage=0.0024 (18.6); p=0.00253] IPKA SM & KIMUS B & BIOUS B & JKEL 1 ,[Coverage=0.058 (445); Leverage=0.0037 (28.2); p=0.0278] IPKA SM & KIMUS B & BIOUS B & MATUS B ,[Coverage=0.108 (830); Leverage=0.0041 (31.7); p=0.0472] IPKA SM & KIMUS B & BIOUS B ,[Coverage=0.142 (1086); Leverage=0.0059 (44.9); p=0.0140] IPKA SM & KIMUS B & DEPT A2 ,[Coverage=0.016 (121); Leverage=0.0025 (19.3); p=0.00461] IPKA SM & KIMUS B & DEPT H1 ,[Coverage=0.011 (84); Leverage=0.0026 (19.9); p=0.000671] IPKA SM & KIMUS B & DEPT H2 ,[Coverage=0.015 (114); Leverage=0.0032 (24.6); p=0.000187] IPKA SM & KIMUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.014 (108); Leverage=0.0022 (16.7); p=0.0146] IPKA SM & KIMUS B & JKEL 1 ,[Coverage=0.085 (655); Leverage=0.0053 (41.0); p=0.00676] IPKA SM & KIMUS B & MATUS B & DEPT A2 ,[Coverage=0.012 (95); Leverage=0.0027 (21.1); p=0.00160] IPKA SM & KIMUS B & MATUS B & DEPT H1 ,[Coverage=0.008 (63); Leverage=0.0022 (16.7); p=0.000970] IPKA SM & KIMUS B & MATUS B & DEPT H2 ,[Coverage=0.011 (87); Leverage=0.0029 (22.0); p=0.000530] IPKA SM & KIMUS B & MATUS B & JKEL 1 ,[Coverage=0.062 (476); Leverage=0.0039 (29.6); p=0.0313] IPKA SM & KIMUS B & MATUS B ,[Coverage=0.151 (1157); Leverage=0.0048 (37.0); p=0.0382] IPKA SM & KIMUS B ,[Coverage=0.209 (1605); Leverage=0.0084 (64.4); p=0.00157] IPKA SM & MATUS B & DEPT A2 ,[Coverage=0.017 (134); Leverage=0.0034 (25.8); p=0.000219] IPKA SM & MATUS B & DEPT H2 ,[Coverage=0.015 (118); Leverage=0.0030 (22.9); p=0.000462] IPKA SM & MATUS B & JKEL 1 ,[Coverage=0.089 (681); Leverage=0.0036 (27.8); p=0.0483] IPKA SM & MATUS B ,[Coverage=0.219 (1679); Leverage=0.0052 (39.9); p=0.0344] IPKB CL & ASDAE 5 ,[Coverage=0.011 (83); Leverage=0.0029 (22.3); p=0.00155] IPKB CL & DEPT F2 ,[Coverage=0.026 (200); Leverage=0.0222 (170.0); p=4.55E-138] IPKB CL & DEPT F3 ,[Coverage=0.012 (91); Leverage=0.0075 (57.5); p=2.91E-020] IPKB CL & DEPT G1 ,[Coverage=0.012 (95); Leverage=0.0096 (74.1); p=3.71E-042] IPKB CL & DEPT H3 ,[Coverage=0.007 (52); Leverage=0.0024 (18.6); p=0.000693] IPKB CL & DEPT I1 ,[Coverage=0.007 (52); Leverage=0.0029 (22.2); p=3.43E-005] IPKB CL & IPKA CL & ASDAE 5 ,[Coverage=0.005 (39); Leverage=0.0020 (15.4); p=0.00121] IPKB CL & IPKA CL & DEPT F2 ,[Coverage=0.007 (55); Leverage=0.0054 (41.7); p=1.16E-020] IPKB CL & IPKA CL & DEPT F3 ,[Coverage=0.004 (33); Leverage=0.0026 (20.0); p=6.62E-007] IPKB CL & IPKA CL & DEPT G1 ,[Coverage=0.004 (32); Leverage=0.0031 (23.9); p=1.68E-011] IPKB CL & IPKA CL & DEPT H3 ,[Coverage=0.005 (35); Leverage=0.0029 (22.0); p=6.32E-008] IPKB CL & IPKA CL ,[Coverage=0.043 (329); Leverage=0.0355 (272.8); p=4.66E-208] IPKB DS & IPKA DS ,[Coverage=0.011 (87); Leverage=0.0107 (82.0); p=5.16E-095] IPKB M & ASDAE 8 ,[Coverage=0.008 (61); Leverage=0.0024 (18.6); p=0.000357]

69 Lanjutan Lampiran 1 IPKB M & DEPT A3 ,[Coverage=0.014 (111); Leverage=0.0059 (45.5); p=7.66E-012] IPKB M & DEPT C1 ,[Coverage=0.011 (88); Leverage=0.0033 (25.6); p=5.09E-005] IPKB M & DEPT C2 ,[Coverage=0.012 (94); Leverage=0.0051 (39.2); p=1.28E-010] IPKB M & DEPT C4 ,[Coverage=0.011 (82); Leverage=0.0044 (33.4); p=5.80E-009] IPKB M & DEPT C5 ,[Coverage=0.010 (78); Leverage=0.0025 (19.0); p=0.00151] IPKB M & DEPT D0 ,[Coverage=0.010 (73); Leverage=0.0020 (15.4); p=0.00772] IPKB M & DEPT D1 ,[Coverage=0.015 (115); Leverage=0.0062 (47.4); p=2.14E-012] IPKB M & DEPT D2 ,[Coverage=0.011 (87); Leverage=0.0052 (40.1); p=1.48E-012] IPKB M & DEPT E1 ,[Coverage=0.019 (147); Leverage=0.0073 (56.0); p=6.09E-013] IPKB M & DEPT E2 ,[Coverage=0.010 (73); Leverage=0.0020 (15.4); p=0.00772] IPKB M & DEPT E3 ,[Coverage=0.019 (143); Leverage=0.0074 (56.5); p=1.10E-013] IPKB M & DEPT E4 ,[Coverage=0.009 (72); Leverage=0.0028 (21.3); p=0.000179] IPKB M & DEPT G3 ,[Coverage=0.015 (114); Leverage=0.0040 (30.9); p=2.04E-005] IPKB M & DEPT I2 ,[Coverage=0.008 (65); Leverage=0.0029 (21.9); p=3.75E-005] IPKB M & DEPT I3 ,[Coverage=0.016 (124); Leverage=0.0053 (40.6); p=3.93E-008] IPKB M & IPKA M & DEPT A3 ,[Coverage=0.007 (51); Leverage=0.0029 (22.5); p=1.36E-005] IPKB M & IPKA M & DEPT C2 ,[Coverage=0.007 (51); Leverage=0.0035 (27.2); p=3.48E-008] IPKB M & IPKA M & DEPT D1 ,[Coverage=0.008 (62); Leverage=0.0042 (32.6); p=2.12E-009] IPKB M & IPKA M & DEPT D2 ,[Coverage=0.007 (53); Leverage=0.0042 (32.6); p=5.09E-012] IPKB M & IPKA M & DEPT E1 ,[Coverage=0.011 (83); Leverage=0.0057 (43.4); p=5.15E-012] IPKB M & IPKA M & DEPT E3 ,[Coverage=0.007 (54); Leverage=0.0021 (16.4); p=0.00314] IPKB M & IPKA M & DEPT G3 ,[Coverage=0.008 (61); Leverage=0.0032 (24.9); p=1.51E-005] IPKB M & IPKA M ,[Coverage=0.150 (1151); Leverage=0.0839 (644.1); p<4.94E-324] IPKB SM & ASDAE 2 ,[Coverage=0.046 (352); Leverage=0.0028 (21.6); p=0.0424] IPKB SM & ASDAE 3 & DEPT H1 ,[Coverage=0.015 (115); Leverage=0.0034 (26.4); p=3.54E-005] IPKB SM & ASDAE 3 & DEPT H2 ,[Coverage=0.018 (138); Leverage=0.0039 (30.3); p=2.06E-005] IPKB SM & ASDAE 3 & FISUS B & DEPT H1 ,[Coverage=0.011 (88); Leverage=0.0022 (17.1); p=0.000478] IPKB SM & ASDAE 3 & KIMUS B & DEPT H1 ,[Coverage=0.009 (72); Leverage=0.0023 (17.6); p=0.000631] IPKB SM & ASDAE 3 & MATUS B & DEPT H2 ,[Coverage=0.011 (88); Leverage=0.0024 (18.6); p=0.000908] IPKB SM & ASDAE 4 & DEPT A2 ,[Coverage=0.007 (56); Leverage=0.0030 (23.3); p=6.97E-006] IPKB SM & ASDAE 4 ,[Coverage=0.072 (556); Leverage=0.0117 (90.1); p=1.45E-010] IPKB SM & BIOUS B & ASDAE 4 ,[Coverage=0.042 (324); Leverage=0.0075 (57.5); p=2.46E-007] IPKB SM & BIOUS B & MATUS B & ASDAE 4 ,[Coverage=0.027 (207); Leverage=0.0035 (27.2); p=0.00278] IPKB SM & DEPT A2 ,[Coverage=0.033 (257); Leverage=0.0055 (42.4); p=1.36E-005] IPKB SM & DEPT A4 ,[Coverage=0.014 (104); Leverage=0.0020 (15.4); p=0.0116] IPKB SM & DEPT F1 ,[Coverage=0.025 (189); Leverage=0.0054 (41.4); p=4.56E-007] IPKB SM & DEPT G4 ,[Coverage=0.019 (146); Leverage=0.0044 (33.7); p=2.74E-006] IPKB SM & DEPT G6 ,[Coverage=0.022 (167); Leverage=0.0057 (43.6); p=7.58E-009] IPKB SM & DEPT G8 ,[Coverage=0.014 (111); Leverage=0.0023 (17.8); p=0.00485] IPKB SM & DEPT H1 ,[Coverage=0.023 (173); Leverage=0.0048 (37.0); p=2.64E-006] IPKB SM & DEPT H2 ,[Coverage=0.029 (219); Leverage=0.0089 (68.4); p=1.63E-016] IPKB SM & DEPT H3 ,[Coverage=0.027 (210); Leverage=0.0075 (57.4); p=7.19E-012] IPKB SM & DEPT I1 ,[Coverage=0.024 (182); Leverage=0.0060 (46.0); p=6.10E-009]

70 Lanjutan Lampiran 1 IPKB SM & FISUS B & ASDAE 4 ,[Coverage=0.051 (391); Leverage=0.0063 (48.2); p=5.88E-006] IPKB SM & FISUS B & BIOUS B & ASDAE 4 ,[Coverage=0.034 (264); Leverage=0.0059 (44.9); p=5.39E-006] IPKB SM & FISUS B & DEPT H1 ,[Coverage=0.016 (124); Leverage=0.0023 (17.3); p=0.00340] IPKB SM & FISUS B & KIMUS B & ASDAE 4 ,[Coverage=0.033 (257); Leverage=0.0050 (38.7); p=0.000313] IPKB SM & FISUS B & KIMUS B & DEPT H1 ,[Coverage=0.011 (84); Leverage=0.0021 (16.1); p=0.00751] IPKB SM & FISUS B & MATUS B & ASDAE 4 ,[Coverage=0.034 (260); Leverage=0.0036 (27.9); p=0.00746] IPKB SM & FISUS B & MATUS B & DEPT A2 ,[Coverage=0.016 (126); Leverage=0.0024 (18.7); p=0.00990] IPKB SM & IPKA SM & ASDAE 3 & DEPT H1 ,[Coverage=0.010 (76); Leverage=0.0028 (21.4); p=0.000122] IPKB SM & IPKA SM & ASDAE 3 & DEPT H2 ,[Coverage=0.013 (97); Leverage=0.0028 (21.7); p=0.000246] IPKB SM & IPKA SM & ASDAE 4 & DEPT A2 ,[Coverage=0.005 (39); Leverage=0.0020 (15.2); p=0.000414] IPKB SM & IPKA SM & ASDAE 4 ,[Coverage=0.044 (340); Leverage=0.0081 (62.5); p=1.48E-006] IPKB SM & IPKA SM & BIOUS B & ASDAE 2 ,[Coverage=0.017 (130); Leverage=0.0021 (16.0); p=0.0386] IPKB SM & IPKA SM & BIOUS B & ASDAE 4 ,[Coverage=0.027 (210); Leverage=0.0061 (47.0); p=2.25E-007] IPKB SM & IPKA SM & BIOUS B & JKEL 1 ,[Coverage=0.062 (477); Leverage=0.0046 (35.4); p=0.0139] IPKB SM & IPKA SM & BIOUS B ,[Coverage=0.152 (1168); Leverage=0.0084 (64.7); p=0.000686] IPKB SM & IPKA SM & DEPT A2 ,[Coverage=0.024 (188); Leverage=0.0078 (60.2); p=1.54E-010] IPKB SM & IPKA SM & DEPT A4 ,[Coverage=0.009 (70); Leverage=0.0022 (17.2); p=0.00325] IPKB SM & IPKA SM & DEPT C3 ,[Coverage=0.010 (74); Leverage=0.0025 (19.4); p=0.00125] IPKB SM & IPKA SM & DEPT F1 ,[Coverage=0.017 (128); Leverage=0.0052 (40.1); p=2.99E-007] IPKB SM & IPKA SM & DEPT F3 ,[Coverage=0.015 (114); Leverage=0.0030 (22.8); p=0.00255] IPKB SM & IPKA SM & DEPT G6 ,[Coverage=0.013 (102); Leverage=0.0037 (28.5); p=5.57E-005] IPKB SM & IPKA SM & DEPT H1 ,[Coverage=0.014 (111); Leverage=0.0039 (30.0); p=5.04E-005] IPKB SM & IPKA SM & DEPT H2 ,[Coverage=0.020 (153); Leverage=0.0075 (57.8); p=4.74E-015] IPKB SM & IPKA SM & DEPT H3 ,[Coverage=0.015 (113); Leverage=0.0029 (22.1); p=0.00327] IPKB SM & IPKA SM & DEPT I1 ,[Coverage=0.014 (109); Leverage=0.0036 (28.0); p=0.000141] IPKB SM & IPKA SM & FISUS B & ASDAE 4 ,[Coverage=0.032 (249); Leverage=0.0051 (39.3); p=2.91E-006] IPKB SM & IPKA SM & FISUS B & BIOUS B ,[Coverage=0.120 (921); Leverage=0.0051 (39.1); p=0.0242] IPKB SM & IPKA SM & FISUS B & JKEL 1 ,[Coverage=0.078 (597); Leverage=0.0047 (36.2); p=0.0168] IPKB SM & IPKA SM & FISUS B & KIMUS B ,[Coverage=0.124 (948); Leverage=0.0058 (44.2); p=0.0130] IPKB SM & IPKA SM & FISUS B & MATUS B ,[Coverage=0.131 (1003); Leverage=0.0055 (41.9); p=0.0184] IPKB SM & IPKA SM & FISUS B ,[Coverage=0.194 (1488); Leverage=0.0089 (68.5); p=0.000237] IPKB SM & IPKA SM & JKEL 0 & DEPT I1 ,[Coverage=0.012 (90); Leverage=0.0029 (22.4); p=7.94E-005] IPKB SM & IPKA SM & JKEL 1 & DEPT F1 ,[Coverage=0.010 (79); Leverage=0.0037 (28.3); p=2.65E-006] IPKB SM & IPKA SM & JKEL 1 & DEPT G6 ,[Coverage=0.009 (66); Leverage=0.0029 (22.5); p=4.95E-005] IPKB SM & IPKA SM & KIMUS B & ASDAE 4 ,[Coverage=0.024 (187); Leverage=0.0034 (26.2); p=0.00218] IPKB SM & IPKA SM & KIMUS B & DEPT A2 ,[Coverage=0.014 (105); Leverage=0.0021 (16.1); p=0.0107] IPKB SM & IPKA SM & KIMUS B & DEPT H1 ,[Coverage=0.009 (70); Leverage=0.0023 (17.5); p=0.000555] IPKB SM & IPKA SM & KIMUS B & DEPT H2 ,[Coverage=0.012 (92); Leverage=0.0026 (19.6); p=0.000872] IPKB SM & IPKA SM & KIMUS B ,[Coverage=0.149 (1142); Leverage=0.0069 (53.1); p=0.00435] IPKB SM & IPKA SM & MATUS B & ASDAE 4 ,[Coverage=0.025 (190); Leverage=0.0025 (18.9); p=0.0206] IPKB SM & IPKA SM & MATUS B & DEPT A2 ,[Coverage=0.015 (117); Leverage=0.0029 (22.4); p=0.000583] IPKB SM & IPKA SM & MATUS B & DEPT H2 ,[Coverage=0.013 (96); Leverage=0.0025 (19.0); p=0.00120] IPKB SM & IPKA SM & MATUS B ,[Coverage=0.156 (1195); Leverage=0.0048 (36.5); p=0.0364]

71 Lanjutan Lampiran 1 IPKB SM & IPKA SM ,[Coverage=0.300 (2302); Leverage=0.0862 (661.6); p=5.06E-210] IPKB SM & JKEL 0 & DEPT H2 ,[Coverage=0.020 (151); Leverage=0.0020 (15.2); p=0.0179] IPKB SM & JKEL 0 & DEPT I1 ,[Coverage=0.019 (142); Leverage=0.0038 (29.2); p=2.19E-006] IPKB SM & JKEL 1 & DEPT F1 ,[Coverage=0.015 (112); Leverage=0.0035 (26.9); p=1.74E-005] IPKB SM & JKEL 1 & DEPT G6 ,[Coverage=0.013 (100); Leverage=0.0035 (27.0); p=3.54E-006] IPKB SM & KIMUS B & ASDAE 4 ,[Coverage=0.039 (297); Leverage=0.0044 (34.0); p=0.00158] IPKB SM & KIMUS B & BIOUS B & ASDAE 4 ,[Coverage=0.028 (218); Leverage=0.0043 (33.2); p=0.000229] IPKB SM & KIMUS B & DEPT H1 ,[Coverage=0.013 (100); Leverage=0.0024 (18.2); p=0.00326] IPKB SM & KIMUS B & MATUS B & ASDAE 4 ,[Coverage=0.028 (215); Leverage=0.0031 (23.8); p=0.0159] IPKB SM & KIMUS B & MATUS B & DEPT A2 ,[Coverage=0.014 (104); Leverage=0.0020 (15.6); p=0.0226] IPKB SM & MATUS B & ASDAE 4 ,[Coverage=0.040 (305); Leverage=0.0033 (25.2); p=0.0148] IPKB SM & MATUS B & DEPT A2 ,[Coverage=0.020 (151); Leverage=0.0028 (21.7); p=0.00356] JKEL 0 & ASDAE 3 & DEPT G3 ,[Coverage=0.014 (107); Leverage=0.0023 (17.7); p=0.00199] JKEL 0 & ASDAE 3 & DEPT H1 ,[Coverage=0.017 (127); Leverage=0.0023 (17.9); p=0.00272] JKEL 0 & ASDAE 3 & FISUS B & DEPT G3 ,[Coverage=0.012 (89); Leverage=0.0021 (16.5); p=0.000813] JKEL 0 & DEPT A3 ,[Coverage=0.017 (134); Leverage=0.0021 (16.2); p=0.00800] JKEL 0 & DEPT D0 ,[Coverage=0.016 (122); Leverage=0.0024 (18.5); p=0.00157] JKEL 0 & DEPT G3 ,[Coverage=0.023 (178); Leverage=0.0037 (28.6); p=5.30E-005] JKEL 0 & DEPT G4 ,[Coverage=0.021 (160); Leverage=0.0028 (21.7); p=0.00124] JKEL 0 & DEPT H1 ,[Coverage=0.026 (196); Leverage=0.0037 (28.6); p=0.000126] JKEL 0 & DEPT H2 ,[Coverage=0.027 (208); Leverage=0.0029 (22.6); p=0.00325] JKEL 0 & DEPT H3 ,[Coverage=0.027 (206); Leverage=0.0024 (18.1); p=0.0159] JKEL 0 & DEPT H4 ,[Coverage=0.019 (146); Leverage=0.0027 (20.8); p=0.00121] JKEL 0 & DEPT I1 ,[Coverage=0.028 (213); Leverage=0.0059 (45.6); p=1.05E-009] JKEL 0 & DEPT I2 ,[Coverage=0.015 (116); Leverage=0.0050 (38.5); p=1.58E-015] JKEL 0 & DEPT I3 ,[Coverage=0.023 (174); Leverage=0.0031 (24.0); p=0.000654] JKEL 0 & FISUS B & DEPT G3 ,[Coverage=0.017 (130); Leverage=0.0026 (20.2); p=0.000833] JKEL 0 & FISUS B & DEPT I3 ,[Coverage=0.017 (134); Leverage=0.0026 (19.9); p=0.00116] JKEL 0 & IPKA CL & DEPT I1 ,[Coverage=0.006 (44); Leverage=0.0021 (16.1); p=1.21E-008] JKEL 0 & IPKA CL ,[Coverage=0.045 (345); Leverage=0.0038 (28.8); p=0.00353] JKEL 0 & IPKB M & DEPT I2 ,[Coverage=0.008 (59); Leverage=0.0024 (18.7); p=0.000187] JKEL 0 & KIMUS B & DEPT G3 ,[Coverage=0.014 (107); Leverage=0.0021 (16.5); p=0.00249] JKEL 0 & KIMUS B & DEPT I2 ,[Coverage=0.009 (70); Leverage=0.0020 (15.1); p=0.00304] JKEL 0 & KIMUS B & MATUS B & DEPT I2 ,[Coverage=0.008 (58); Leverage=0.0024 (18.1); p=0.000349] JKEL 0 & MATUS B & DEPT I2 ,[Coverage=0.010 (77); Leverage=0.0024 (18.6); p=0.000314] JKEL 1 & ASDAE 4 ,[Coverage=0.048 (372); Leverage=0.0031 (23.4); p=0.0491] JKEL 1 & DEPT C1 ,[Coverage=0.011 (87); Leverage=0.0024 (18.8); p=0.00251] JKEL 1 & DEPT C5 ,[Coverage=0.012 (95); Leverage=0.0040 (30.6); p=1.23E-006] JKEL 1 & DEPT E2 ,[Coverage=0.012 (89); Leverage=0.0034 (26.1); p=2.45E-005] JKEL 1 & DEPT F1 ,[Coverage=0.022 (169); Leverage=0.0076 (58.6); p=1.23E-012] JKEL 1 & DEPT G6 ,[Coverage=0.019 (145); Leverage=0.0069 (52.7); p=3.54E-012] JKEL 1 & DEPT G7 ,[Coverage=0.009 (68); Leverage=0.0025 (19.4); p=0.000329] KIMUS A & ASDAE 4 & IPKA CL ,[Coverage=0.008 (60); Leverage=0.0021 (16.5); p=0.00507]

72 Lanjutan Lampiran 1 KIMUS A & ASDAE 4 & IPKB CL ,[Coverage=0.016 (123); Leverage=0.0052 (39.6); p=8.06E-007] KIMUS A & ASDAE 6 ,[Coverage=0.011 (85); Leverage=0.0045 (34.7); p=3.05E-014] KIMUS A & ASDAE 8 ,[Coverage=0.012 (91); Leverage=0.0035 (26.5); p=6.44E-007] KIMUS A & DEPT F2 ,[Coverage=0.030 (227); Leverage=0.0110 (84.4); p=7.74E-028] KIMUS A & DEPT F3 ,[Coverage=0.026 (197); Leverage=0.0049 (37.6); p=5.72E-006] KIMUS A & DEPT G1 ,[Coverage=0.020 (154); Leverage=0.0071 (54.4); p=7.99E-017] KIMUS A & DEPT G4 ,[Coverage=0.020 (157); Leverage=0.0052 (40.1); p=2.18E-008] KIMUS A & DEPT G6 ,[Coverage=0.021 (158); Leverage=0.0039 (29.6); p=6.99E-005] KIMUS A & DEPT G8 ,[Coverage=0.016 (123); Leverage=0.0034 (26.0); p=6.12E-005] KIMUS A & DEPT H3 ,[Coverage=0.026 (198); Leverage=0.0051 (39.2); p=2.35E-006] KIMUS A & DEPT I1 ,[Coverage=0.025 (191); Leverage=0.0064 (49.5); p=3.29E-010] KIMUS A & IPKA CL & DEPT F2 ,[Coverage=0.006 (49); Leverage=0.0026 (19.6); p=2.46E-008] KIMUS A & IPKA CL ,[Coverage=0.047 (360); Leverage=0.0121 (92.6); p=4.19E-018] KIMUS A & IPKA SM & IPKB CL & DEPT F2 ,[Coverage=0.012 (90); Leverage=0.0024 (18.7); p=0.00215] KIMUS A & IPKB CL & DEPT F2 ,[Coverage=0.022 (168); Leverage=0.0082 (63.2); p=1.86E-021] KIMUS A & IPKB CL & DEPT F3 ,[Coverage=0.009 (70); Leverage=0.0029 (22.3); p=1.11E-006] KIMUS A & IPKB CL & DEPT G1 ,[Coverage=0.010 (79); Leverage=0.0038 (29.2); p=2.70E-010] KIMUS A & IPKB CL & DEPT I1 ,[Coverage=0.006 (46); Leverage=0.0024 (18.7); p=8.47E-006] KIMUS A & IPKB CL & IPKA CL & DEPT F2 ,[Coverage=0.006 (48); Leverage=0.0025 (19.2); p=4.14E-008] KIMUS A & IPKB CL & IPKA CL ,[Coverage=0.034 (263); Leverage=0.0118 (90.5); p=2.96E-026] KIMUS A & IPKB CL ,[Coverage=0.088 (677); Leverage=0.0304 (233.5); p=1.18E-069] KIMUS A & IPKB SM & DEPT G4 ,[Coverage=0.014 (105); Leverage=0.0034 (25.9); p=1.75E-005] KIMUS A & IPKB SM & DEPT H3 ,[Coverage=0.017 (134); Leverage=0.0031 (23.9); p=0.000478] KIMUS A & IPKB SM & DEPT I1 ,[Coverage=0.016 (125); Leverage=0.0038 (28.8); p=1.46E-005] KIMUS A & IPKB SM & JKEL 0 & DEPT I1 ,[Coverage=0.013 (98); Leverage=0.0027 (20.5); p=0.000192] KIMUS A & IPKB SM ,[Coverage=0.278 (2134); Leverage=0.0141 (107.8); p=4.61E-007] KIMUS A & JKEL 0 & DEPT H3 ,[Coverage=0.018 (140); Leverage=0.0022 (17.2); p=0.00589] KIMUS A & JKEL 0 & DEPT I1 ,[Coverage=0.020 (151); Leverage=0.0042 (32.6); p=2.33E-007] KIMUS A & JKEL 0 & IPKA CL ,[Coverage=0.031 (241); Leverage=0.0023 (17.8); p=0.0264] KIMUS A & JKEL 0 ,[Coverage=0.331 (2537); Leverage=0.0056 (42.7); p=0.0235] KIMUS A & MATUS A & ASDAE 4 & IPKB CL ,[Coverage=0.013 (99); Leverage=0.0042 (32.5); p=1.88E-005] KIMUS A & MATUS A & ASDAE 6 ,[Coverage=0.010 (77); Leverage=0.0042 (32.4); p=2.74E-014] KIMUS A & MATUS A & ASDAE 8 ,[Coverage=0.011 (81); Leverage=0.0040 (30.7); p=3.53E-011] KIMUS A & MATUS A & DEPT F2 ,[Coverage=0.025 (189); Leverage=0.0100 (76.8); p=4.81E-027] KIMUS A & MATUS A & DEPT F3 ,[Coverage=0.020 (150); Leverage=0.0051 (39.1); p=1.99E-006] KIMUS A & MATUS A & DEPT G1 ,[Coverage=0.018 (137); Leverage=0.0069 (53.1); p=3.01E-019] KIMUS A & MATUS A & DEPT G4 ,[Coverage=0.013 (99); Leverage=0.0023 (17.6); p=0.00831] KIMUS A & MATUS A & DEPT G6 ,[Coverage=0.017 (128); Leverage=0.0045 (34.2); p=2.31E-007] KIMUS A & MATUS A & DEPT H3 ,[Coverage=0.020 (150); Leverage=0.0051 (39.4); p=1.56E-006] KIMUS A & MATUS A & DEPT I1 ,[Coverage=0.017 (134); Leverage=0.0046 (35.5); p=4.77E-006] KIMUS A & MATUS A & IPKA CL & DEPT F2 ,[Coverage=0.005 (42); Leverage=0.0023 (17.8); p=1.10E-007] KIMUS A & MATUS A & IPKA CL ,[Coverage=0.036 (274); Leverage=0.0115 (87.9); p=1.71E-016] KIMUS A & MATUS A & IPKB CL & DEPT F2 ,[Coverage=0.018 (141); Leverage=0.0076 (58.0); p=4.26E-021]

73 Lanjutan Lampiran 1 KIMUS A & MATUS A & IPKB CL & DEPT F3 ,[Coverage=0.007 (57); Leverage=0.0027 (20.8); p=3.14E-007] KIMUS A & MATUS A & IPKB CL & DEPT G1 ,[Coverage=0.009 (69); Leverage=0.0035 (27.1); p=1.31E-010] KIMUS A & MATUS A & IPKB CL & IPKA CL ,[Coverage=0.027 (210); Leverage=0.0104 (80.0); p=7.66E-025] KIMUS A & MATUS A & IPKB CL ,[Coverage=0.072 (552); Leverage=0.0283 (217.5); p=1.07E-072] KIMUS A & MATUS A & IPKB SM & DEPT G6 ,[Coverage=0.011 (84); Leverage=0.0025 (19.5); p=0.000315] KIMUS A & MATUS A & IPKB SM & DEPT H3 ,[Coverage=0.013 (98); Leverage=0.0028 (21.4); p=0.00137] KIMUS A & MATUS A & IPKB SM & DEPT I1 ,[Coverage=0.011 (85); Leverage=0.0023 (17.5); p=0.00269] KIMUS A & MATUS A & IPKB SM ,[Coverage=0.190 (1458); Leverage=0.0062 (47.8); p=0.0125] KIMUS A & MATUS A & JKEL 0 & DEPT I1 ,[Coverage=0.014 (110); Leverage=0.0035 (26.9); p=3.35E-006] KIMUS A & MATUS A & JKEL 1 & DEPT G6 ,[Coverage=0.009 (70); Leverage=0.0022 (17.1); p=0.00220] KIMUS A & MATUS A ,[Coverage=0.365 (2800); Leverage=0.1058 (812.1); p=1.55E-311] KIMUS B & ASDAE 2 & IPKA M ,[Coverage=0.012 (93); Leverage=0.0024 (18.4); p=0.0124] KIMUS B & ASDAE 4 ,[Coverage=0.065 (495); Leverage=0.0075 (57.5); p=3.22E-005] KIMUS B & ASDAE 5 ,[Coverage=0.040 (304); Leverage=0.0057 (43.4); p=7.42E-005] KIMUS B & BIOUS B & ASDAE 2 & IPKA M ,[Coverage=0.010 (75); Leverage=0.0026 (20.0); p=0.00278] KIMUS B & BIOUS B & ASDAE 2 ,[Coverage=0.032 (245); Leverage=0.0046 (35.3); p=0.00128] KIMUS B & BIOUS B & ASDAE 4 ,[Coverage=0.048 (367); Leverage=0.0093 (71.3); p=7.82E-008] KIMUS B & BIOUS B & ASDAE 5 ,[Coverage=0.028 (212); Leverage=0.0047 (35.9); p=0.000466] KIMUS B & BIOUS B & DEPT C1 ,[Coverage=0.010 (73); Leverage=0.0020 (15.1); p=0.0100] KIMUS B & BIOUS B & DEPT C2 ,[Coverage=0.009 (67); Leverage=0.0021 (16.2); p=0.00410] KIMUS B & BIOUS B & DEPT E1 ,[Coverage=0.014 (104); Leverage=0.0026 (19.6); p=0.00569] KIMUS B & BIOUS B & DEPT E3 ,[Coverage=0.014 (105); Leverage=0.0032 (24.8); p=0.000528] KIMUS B & BIOUS B & DEPT E4 ,[Coverage=0.009 (67); Leverage=0.0026 (20.0); p=0.000341] KIMUS B & BIOUS B & DEPT H1 ,[Coverage=0.014 (105); Leverage=0.0024 (18.7); p=0.00851] KIMUS B & BIOUS B & DEPT I3 ,[Coverage=0.015 (117); Leverage=0.0052 (39.6); p=5.25E-008] KIMUS B & BIOUS B & IPKA M & DEPT E1 ,[Coverage=0.007 (53); Leverage=0.0025 (19.5); p=1.78E-006] KIMUS B & BIOUS B & IPKA M ,[Coverage=0.084 (643); Leverage=0.0226 (173.1); p=3.00E-026] KIMUS B & BIOUS B & IPKB DS ,[Coverage=0.016 (120); Leverage=0.0038 (29.2); p=0.000132] KIMUS B & BIOUS B & IPKB M & DEPT E1 ,[Coverage=0.010 (73); Leverage=0.0031 (24.1); p=5.11E-006] KIMUS B & BIOUS B & IPKB M & DEPT E3 ,[Coverage=0.009 (70); Leverage=0.0032 (24.3); p=1.49E-005] KIMUS B & BIOUS B & IPKB M & DEPT E4 ,[Coverage=0.005 (40); Leverage=0.0022 (16.9); p=4.58E-005] KIMUS B & BIOUS B & IPKB M & DEPT G3 ,[Coverage=0.007 (52); Leverage=0.0020 (15.6); p=0.00201] KIMUS B & BIOUS B & IPKB M & DEPT I3 ,[Coverage=0.009 (68); Leverage=0.0036 (27.3); p=1.20E-007] KIMUS B & BIOUS B & IPKB M & IPKA M ,[Coverage=0.068 (525); Leverage=0.0205 (157.1); p=4.89E-026] KIMUS B & BIOUS B & IPKB M & JKEL 1 ,[Coverage=0.060 (463); Leverage=0.0052 (40.2); p=0.00422] KIMUS B & BIOUS B & IPKB M ,[Coverage=0.146 (1122); Leverage=0.0360 (276.2); p=2.96E-045] KIMUS B & BIOUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.021 (158); Leverage=0.0026 (19.7); p=0.0176] KIMUS B & BIOUS B & JKEL 1 ,[Coverage=0.128 (982); Leverage=0.0075 (57.6); p=0.00200] KIMUS B & BIOUS B & MATUS B & ASDAE 4 ,[Coverage=0.037 (282); Leverage=0.0072 (55.3); p=6.03E-006] KIMUS B & BIOUS B & MATUS B & ASDAE 5 ,[Coverage=0.023 (174); Leverage=0.0051 (38.9); p=5.74E-005] KIMUS B & BIOUS B & MATUS B & DEPT D1 ,[Coverage=0.009 (68); Leverage=0.0026 (20.0); p=0.000775] KIMUS B & BIOUS B & MATUS B & DEPT D2 ,[Coverage=0.007 (50); Leverage=0.0022 (16.7); p=0.000884] KIMUS B & BIOUS B & MATUS B & DEPT E1 ,[Coverage=0.011 (87); Leverage=0.0029 (22.3); p=0.00102]

74 Lanjutan Lampiran 1 KIMUS B & BIOUS B & MATUS B & DEPT E3 ,[Coverage=0.012 (91); Leverage=0.0036 (27.7); p=1.62E-005] KIMUS B & BIOUS B & MATUS B & DEPT E4 ,[Coverage=0.007 (54); Leverage=0.0023 (18.0); p=0.000574] KIMUS B & BIOUS B & MATUS B & DEPT H1 ,[Coverage=0.011 (83); Leverage=0.0022 (16.8); p=0.0106] KIMUS B & BIOUS B & MATUS B & DEPT H4 ,[Coverage=0.008 (65); Leverage=0.0020 (15.5); p=0.00765] KIMUS B & BIOUS B & MATUS B & DEPT I3 ,[Coverage=0.013 (98); Leverage=0.0050 (38.7); p=1.84E-008] KIMUS B & BIOUS B & MATUS B & IPKA M ,[Coverage=0.066 (510); Leverage=0.0195 (149.7); p=7.09E-023] KIMUS B & BIOUS B & MATUS B & IPKB DS ,[Coverage=0.013 (97); Leverage=0.0036 (27.4); p=0.000127] KIMUS B & BIOUS B & MATUS B & IPKB M ,[Coverage=0.118 (908); Leverage=0.0338 (259.4); p=2.39E-046] KIMUS B & BIOUS B & MATUS B & JKEL 1 ,[Coverage=0.098 (749); Leverage=0.0052 (40.1); p=0.0151] KIMUS B & BIOUS B & MATUS B ,[Coverage=0.245 (1881); Leverage=0.0803 (616.2); p=2.21E-197] KIMUS B & BIOUS B ,[Coverage=0.320 (2453); Leverage=0.0929 (713.2); p=3.75E-239] KIMUS B & DEPT C1 ,[Coverage=0.013 (101); Leverage=0.0020 (15.4); p=0.0125] KIMUS B & DEPT C2 ,[Coverage=0.012 (94); Leverage=0.0024 (18.8); p=0.00166] KIMUS B & DEPT D1 ,[Coverage=0.015 (115); Leverage=0.0029 (22.3); p=0.000795] KIMUS B & DEPT E1 ,[Coverage=0.020 (155); Leverage=0.0039 (30.1); p=0.000101] KIMUS B & DEPT E3 ,[Coverage=0.021 (162); Leverage=0.0056 (43.3); p=1.73E-008] KIMUS B & DEPT E4 ,[Coverage=0.011 (85); Leverage=0.0020 (15.5); p=0.00628] KIMUS B & DEPT G3 ,[Coverage=0.019 (146); Leverage=0.0042 (32.0); p=1.79E-005] KIMUS B & DEPT H1 ,[Coverage=0.020 (151); Leverage=0.0030 (23.3); p=0.00236] KIMUS B & DEPT I2 ,[Coverage=0.010 (77); Leverage=0.0023 (17.9); p=0.000839] KIMUS B & DEPT I3 ,[Coverage=0.020 (156); Leverage=0.0054 (41.5); p=3.60E-008] KIMUS B & IPKA M & DEPT D1 ,[Coverage=0.007 (50); Leverage=0.0024 (18.3); p=4.50E-006] KIMUS B & IPKA M & DEPT E1 ,[Coverage=0.009 (70); Leverage=0.0035 (27.0); p=6.19E-009] KIMUS B & IPKA M & DEPT E3 ,[Coverage=0.006 (47); Leverage=0.0021 (16.0); p=0.00143] KIMUS B & IPKA M & DEPT G3 ,[Coverage=0.007 (51); Leverage=0.0021 (16.5); p=7.49E-005] KIMUS B & IPKA M ,[Coverage=0.114 (873); Leverage=0.0231 (177.7); p=3.54E-025] KIMUS B & IPKB DS ,[Coverage=0.022 (172); Leverage=0.0049 (37.7); p=3.32E-006] KIMUS B & IPKB M & DEPT D1 ,[Coverage=0.010 (77); Leverage=0.0029 (22.6); p=1.45E-005] KIMUS B & IPKB M & DEPT E1 ,[Coverage=0.013 (102); Leverage=0.0042 (32.5); p=3.84E-008] KIMUS B & IPKB M & DEPT E3 ,[Coverage=0.012 (93); Leverage=0.0033 (25.4); p=1.23E-005] KIMUS B & IPKB M & DEPT G3 ,[Coverage=0.010 (74); Leverage=0.0026 (20.1); p=0.000103] KIMUS B & IPKB M & DEPT I3 ,[Coverage=0.011 (85); Leverage=0.0034 (26.3); p=1.18E-006] KIMUS B & IPKB M & IPKA M & DEPT D1 ,[Coverage=0.006 (45); Leverage=0.0020 (15.7); p=4.46E-005] KIMUS B & IPKB M & IPKA M & DEPT E1 ,[Coverage=0.008 (63); Leverage=0.0031 (23.7); p=8.73E-008] KIMUS B & IPKB M & IPKA M ,[Coverage=0.092 (707); Leverage=0.0212 (162.5); p=1.35E-025] KIMUS B & IPKB M ,[Coverage=0.202 (1553); Leverage=0.0393 (301.4); p=6.78E-048] KIMUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.027 (211); Leverage=0.0032 (24.5); p=0.0112] KIMUS B & JKEL 1 ,[Coverage=0.183 (1405); Leverage=0.0048 (37.0); p=0.0425] KIMUS B & MATUS B & ASDAE 4 ,[Coverage=0.048 (367); Leverage=0.0064 (48.9); p=0.000198] KIMUS B & MATUS B & ASDAE 5 ,[Coverage=0.031 (236); Leverage=0.0061 (46.5); p=1.20E-005] KIMUS B & MATUS B & DEPT D1 ,[Coverage=0.013 (97); Leverage=0.0039 (29.6); p=7.40E-006] KIMUS B & MATUS B & DEPT D2 ,[Coverage=0.008 (64); Leverage=0.0022 (17.2); p=0.00140] KIMUS B & MATUS B & DEPT E1 ,[Coverage=0.016 (119); Leverage=0.0037 (28.2); p=0.000164]

75 Lanjutan Lampiran 1 KIMUS B & MATUS B & DEPT E3 ,[Coverage=0.017 (132); Leverage=0.0060 (45.7); p=1.38E-009] KIMUS B & MATUS B & DEPT E4 ,[Coverage=0.009 (67); Leverage=0.0021 (16.4); p=0.00299] KIMUS B & MATUS B & DEPT G3 ,[Coverage=0.015 (116); Leverage=0.0043 (33.1); p=5.43E-006] KIMUS B & MATUS B & DEPT H1 ,[Coverage=0.014 (109); Leverage=0.0021 (16.2); p=0.0215] KIMUS B & MATUS B & DEPT H4 ,[Coverage=0.012 (89); Leverage=0.0025 (19.5); p=0.00244] KIMUS B & MATUS B & DEPT I2 ,[Coverage=0.008 (63); Leverage=0.0026 (20.0); p=0.000148] KIMUS B & MATUS B & DEPT I3 ,[Coverage=0.016 (120); Leverage=0.0048 (36.8); p=5.47E-007] KIMUS B & MATUS B & IPKA M & DEPT D1 ,[Coverage=0.006 (45); Leverage=0.0026 (19.8); p=4.05E-008] KIMUS B & MATUS B & IPKA M & DEPT E1 ,[Coverage=0.008 (59); Leverage=0.0031 (23.8); p=2.64E-009] KIMUS B & MATUS B & IPKA M ,[Coverage=0.087 (670); Leverage=0.0214 (164.5); p=2.94E-023] KIMUS B & MATUS B & IPKB DS ,[Coverage=0.017 (133); Leverage=0.0046 (35.3); p=6.89E-006] KIMUS B & MATUS B & IPKB M & DEPT C1 ,[Coverage=0.006 (46); Leverage=0.0021 (15.7); p=0.000397] KIMUS B & MATUS B & IPKB M & DEPT D1 ,[Coverage=0.008 (62); Leverage=0.0029 (22.5); p=1.19E-005] KIMUS B & MATUS B & IPKB M & DEPT D2 ,[Coverage=0.006 (46); Leverage=0.0021 (16.1); p=0.000282] KIMUS B & MATUS B & IPKB M & DEPT E1 ,[Coverage=0.011 (83); Leverage=0.0041 (31.7); p=2.68E-008] KIMUS B & MATUS B & IPKB M & DEPT E3 ,[Coverage=0.010 (75); Leverage=0.0034 (25.8); p=5.80E-006] KIMUS B & MATUS B & IPKB M & DEPT G3 ,[Coverage=0.007 (57); Leverage=0.0022 (17.0); p=0.000737] KIMUS B & MATUS B & IPKB M & DEPT I3 ,[Coverage=0.009 (70); Leverage=0.0035 (27.2); p=3.33E-007] KIMUS B & MATUS B & IPKB M & IPKA M ,[Coverage=0.072 (551); Leverage=0.0202 (155.2); p=8.22E-025] KIMUS B & MATUS B & IPKB M & JKEL 1 ,[Coverage=0.062 (478); Leverage=0.0034 (26.1); p=0.0484] KIMUS B & MATUS B & IPKB M ,[Coverage=0.156 (1199); Leverage=0.0377 (289.1); p=8.21E-048] KIMUS B & MATUS B & JKEL 1 & ASDAE 4 ,[Coverage=0.021 (160); Leverage=0.0028 (21.7); p=0.0101] KIMUS B & MATUS B ,[Coverage=0.344 (2639); Leverage=0.1058 (812.2); p=9.99E-312] MATUS A & ASDAE 4 & IPKB CL ,[Coverage=0.015 (117); Leverage=0.0050 (38.4); p=3.13E-007] MATUS A & ASDAE 6 ,[Coverage=0.011 (85); Leverage=0.0049 (37.6); p=3.66E-016] MATUS A & ASDAE 8 ,[Coverage=0.013 (96); Leverage=0.0046 (35.2); p=4.60E-011] MATUS A & DEPT F2 ,[Coverage=0.027 (208); Leverage=0.0096 (73.6); p=1.26E-020] MATUS A & DEPT F3 ,[Coverage=0.025 (189); Leverage=0.0051 (38.8); p=3.41E-006] MATUS A & DEPT G1 ,[Coverage=0.021 (160); Leverage=0.0086 (66.1); p=4.04E-024] MATUS A & DEPT G5 ,[Coverage=0.018 (139); Leverage=0.0062 (47.6); p=4.22E-013] MATUS A & DEPT G6 ,[Coverage=0.023 (179); Leverage=0.0075 (57.9); p=1.64E-014] MATUS A & DEPT H3 ,[Coverage=0.025 (189); Leverage=0.0051 (39.3); p=2.49E-006] MATUS A & DEPT I1 ,[Coverage=0.021 (159); Leverage=0.0033 (25.6); p=0.000922] MATUS A & IPKA CL & DEPT F2 ,[Coverage=0.006 (45); Leverage=0.0023 (17.3); p=1.65E-006] MATUS A & IPKA CL ,[Coverage=0.042 (324); Leverage=0.0094 (72.0); p=2.25E-011] MATUS A & IPKA SM & IPKB CL & DEPT F2 ,[Coverage=0.011 (82); Leverage=0.0021 (16.2); p=0.00515] MATUS A & IPKB CL & ASDAE 5 ,[Coverage=0.008 (63); Leverage=0.0024 (18.1); p=0.00314] MATUS A & IPKB CL & DEPT F2 ,[Coverage=0.020 (155); Leverage=0.0073 (56.2); p=1.39E-016] MATUS A & IPKB CL & DEPT F3 ,[Coverage=0.009 (69); Leverage=0.0031 (24.0); p=1.99E-007] MATUS A & IPKB CL & DEPT G1 ,[Coverage=0.010 (80); Leverage=0.0043 (33.1); p=1.18E-012] MATUS A & IPKB CL & IPKA CL & DEPT F2 ,[Coverage=0.006 (44); Leverage=0.0022 (16.8); p=2.72E-006] MATUS A & IPKB CL & IPKA CL ,[Coverage=0.031 (237); Leverage=0.0097 (74.4); p=1.33E-017] MATUS A & IPKB CL ,[Coverage=0.081 (625); Leverage=0.0270 (207.0); p=3.08E-053]

76 Lanjutan Lampiran 1 MATUS A & IPKB SM & DEPT G6 ,[Coverage=0.016 (123); Leverage=0.0043 (32.8); p=3.72E-007] MATUS A & IPKB SM & DEPT H3 ,[Coverage=0.016 (126); Leverage=0.0029 (22.2); p=0.00115] MATUS A & IPKB SM & IPKA SM & DEPT G6 ,[Coverage=0.009 (70); Leverage=0.0021 (16.3); p=0.00527] MATUS A & IPKB SM & JKEL 1 & DEPT G6 ,[Coverage=0.009 (67); Leverage=0.0023 (17.6); p=0.000263] MATUS A & IPKB SM ,[Coverage=0.258 (1983); Leverage=0.0095 (73.2); p=0.000452] MATUS A & JKEL 0 & DEPT I1 ,[Coverage=0.017 (131); Leverage=0.0034 (25.7); p=0.000215] MATUS A & JKEL 1 & DEPT G6 ,[Coverage=0.013 (98); Leverage=0.0034 (26.4); p=6.11E-006] MATUS B & ASDAE 4 ,[Coverage=0.066 (509); Leverage=0.0057 (43.5); p=0.00128] MATUS B & ASDAE 5 ,[Coverage=0.041 (315); Leverage=0.0049 (37.7); p=0.000491] MATUS B & DEPT A2 ,[Coverage=0.031 (241); Leverage=0.0035 (26.6); p=0.00457] MATUS B & DEPT A3 ,[Coverage=0.014 (111); Leverage=0.0020 (15.4); p=0.0142] MATUS B & DEPT C1 ,[Coverage=0.014 (108); Leverage=0.0022 (16.9); p=0.00666] MATUS B & DEPT D1 ,[Coverage=0.017 (127); Leverage=0.0037 (28.4); p=2.45E-005] MATUS B & DEPT D2 ,[Coverage=0.011 (88); Leverage=0.0025 (19.6); p=0.000451] MATUS B & DEPT E1 ,[Coverage=0.020 (153); Leverage=0.0026 (20.1); p=0.00686] MATUS B & DEPT E3 ,[Coverage=0.022 (168); Leverage=0.0054 (41.7); p=4.75E-008] MATUS B & DEPT G3 ,[Coverage=0.020 (152); Leverage=0.0040 (30.7); p=3.50E-005] MATUS B & DEPT H2 ,[Coverage=0.022 (170); Leverage=0.0025 (19.5); p=0.0123] MATUS B & DEPT H4 ,[Coverage=0.016 (123); Leverage=0.0028 (21.3); p=0.00143] MATUS B & DEPT I2 ,[Coverage=0.011 (83); Leverage=0.0026 (20.1); p=0.000183] MATUS B & DEPT I3 ,[Coverage=0.020 (154); Leverage=0.0042 (32.2); p=1.54E-005] MATUS B & IPKA M & DEPT D1 ,[Coverage=0.007 (50); Leverage=0.0021 (16.3); p=3.91E-005] MATUS B & IPKA M & DEPT E1 ,[Coverage=0.008 (64); Leverage=0.0024 (18.2); p=7.75E-005] MATUS B & IPKA M & DEPT E3 ,[Coverage=0.006 (48); Leverage=0.0021 (15.8); p=0.00183] MATUS B & IPKA M ,[Coverage=0.114 (875); Leverage=0.0176 (135.2); p=2.33E-015] MATUS B & IPKB M & DEPT C1 ,[Coverage=0.008 (60); Leverage=0.0020 (15.7); p=0.000492] MATUS B & IPKB M & DEPT D1 ,[Coverage=0.010 (73); Leverage=0.0020 (15.1); p=0.00287] MATUS B & IPKB M & DEPT D2 ,[Coverage=0.008 (61); Leverage=0.0022 (17.2); p=0.000131] MATUS B & IPKB M & DEPT E1 ,[Coverage=0.013 (98); Leverage=0.0031 (24.0); p=3.87E-005] MATUS B & IPKB M & DEPT E3 ,[Coverage=0.013 (99); Leverage=0.0035 (27.0); p=2.89E-006] MATUS B & IPKB M & DEPT G3 ,[Coverage=0.010 (76); Leverage=0.0024 (18.6); p=0.000280] MATUS B & IPKB M & DEPT I3 ,[Coverage=0.011 (85); Leverage=0.0029 (22.6); p=2.61E-005] MATUS B & IPKB M & IPKA M & DEPT E1 ,[Coverage=0.008 (61); Leverage=0.0025 (19.2); p=1.28E-005] MATUS B & IPKB M & IPKA M ,[Coverage=0.092 (708); Leverage=0.0168 (128.8); p=9.13E-017] MATUS B & IPKB M ,[Coverage=0.208 (1595); Leverage=0.0343 (263.4); p=4.83E-037]

77 Lanjutan lampiran 2 Lampiran 2. Hasil Market Basket Analisys berdasarkan IPK tingkat Persiapan Bersama ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT C1 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=2.42; Leverage=0.0004 (2.9)] ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT F2 -> IPKB CL, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=6.47; Leverage=0.0006 (4.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB CL, [Coverage=0.005 (38); Support=0.001 (4); Strength=0.105; Lift=0.95; Leverage=-0.0000 (-0.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F2 -> IPKB CL, [Coverage=0.002 (16); Support=0.001 (11); Strength=0.688; Lift=6.23; Leverage=0.0012 (9.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKB CL, [Coverage=0.003 (25); Support=0.001 (9); Strength=0.360; Lift=3.26; Leverage=0.0008 (6.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKB CL, [Coverage=0.002 (17); Support=0.001 (9); Strength=0.529; Lift=4.80; Leverage=0.0009 (7.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G6 -> IPKB CL, [Coverage=0.003 (20); Support=0.001 (7); Strength=0.350; Lift=3.17; Leverage=0.0006 (4.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H1 -> IPKB CL, [Coverage=0.001 (8); Support=0.000 (1); Strength=0.125; Lift=1.13; Leverage=0.0000 (0.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKB CL, [Coverage=0.004 (29); Support=0.001 (4); Strength=0.138; Lift=1.25; Leverage=0.0001 (0.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKB DS, [Coverage=0.003 (21); Support=0.001 (6); Strength=0.286; Lift=7.72; Leverage=0.0007 (5.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB DS, [Coverage=0.005 (38); Support=0.001 (4); Strength=0.105; Lift=2.84; Leverage=0.0003 (2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C1 -> IPKB DS, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=9.83; Leverage=0.0005 (3.6)] ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.48; Leverage=0.0005 (3.6)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT E1 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] ASDAE 1 & BIOUS A & MATUS A & FISUS B & KIMUS B & DEPT A2 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.48; Leverage=0.0005 (3.6)] ASDAE 1 & BIOUS A & MATUS A & FISUS B & KIMUS B & DEPT B0 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=2.32; Leverage=0.0003 (2.3)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKB M, [Coverage=0.003 (21); Support=0.001 (9); Strength=0.429; Lift=1.24; Leverage=0.0002 (1.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB M, [Coverage=0.005 (38); Support=0.002 (12); Strength=0.316; Lift=0.92; Leverage=-0.0001 (-1.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A3 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (9); Strength=0.750; Lift=2.17; Leverage=0.0006 (4.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A4 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=1.16; Leverage=0.0001 (0.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB M, [Coverage=0.004 (34); Support=0.002 (15); Strength=0.441; Lift=1.28; Leverage=0.0004 (3.3)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C1 -> IPKB M, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=1.05; Leverage=0.0000 (0.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C2 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (7); Strength=0.700; Lift=2.03; Leverage=0.0005 (3.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C3 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=0.89; Leverage=-0.0001 (-0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C4 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.93; Leverage=0.0005 (3.9)]

78 Lanjutan lampiran 2

ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C5 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (7); Strength=0.538; Lift=1.56; Leverage=0.0003 (2.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D0 -> IPKB M, [Coverage=0.002 (16); Support=0.001 (10); Strength=0.625; Lift=1.81; Leverage=0.0006 (4.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=1.45; Leverage=0.0002 (1.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D2 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.61; Leverage=0.0002 (1.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKB M, [Coverage=0.003 (21); Support=0.001 (10); Strength=0.476; Lift=1.38; Leverage=0.0004 (2.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E2 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.81; Leverage=0.0003 (2.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (7); Strength=0.467; Lift=1.35; Leverage=0.0002 (1.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E4 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.93; Leverage=0.0005 (3.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKB M, [Coverage=0.004 (27); Support=0.001 (5); Strength=0.185; Lift=0.54; Leverage=-0.0006 (-4.3)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKB M, [Coverage=0.003 (25); Support=0.001 (6); Strength=0.240; Lift=0.70; Leverage=-0.0003 (-2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKB M, [Coverage=0.002 (18); Support=0.001 (9); Strength=0.500; Lift=1.45; Leverage=0.0004 (2.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G7 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.97; Leverage=-0.0000 (-0.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=1.12; Leverage=0.0001 (0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H2 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (4); Strength=0.267; Lift=0.77; Leverage=-0.0002 (-1.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKB M, [Coverage=0.004 (29); Support=0.001 (7); Strength=0.241; Lift=0.70; Leverage=-0.0004 (-3.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I3 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (9); Strength=0.692; Lift=2.01; Leverage=0.0006 (4.5)] ASDAE 1 & FISUS A & KIMUS A & MATUS A & BIOUS B & DEPT B0 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.81; Leverage=0.0003 (2.2)] ASDAE 1 & FISUS A & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB M, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.90; Leverage=0.0003 (2.6)] ASDAE 1 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.48; Leverage=0.0005 (3.6)] ASDAE 1 & KIMUS A & MATUS A & FISUS B & BIOUS B & DEPT H1 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=2.32; Leverage=0.0003 (2.3)] ASDAE 1 & MATUS A & FISUS B & KIMUS B & BIOUS B & DEPT E4 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=2.32; Leverage=0.0003 (2.3)] ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT B0 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT D1 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT B0 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT G4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (7); Strength=1.000; Lift=1.99; Leverage=0.0005 (3.5)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT H3 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)]

79 Lanjutan lampiran 2

ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKB SM, [Coverage=0.003 (21); Support=0.001 (5); Strength=0.238; Lift=0.47; Leverage=-0.0007 (-5.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB SM, [Coverage=0.005 (38); Support=0.002 (18); Strength=0.474; Lift=0.94; Leverage=-0.0001 (-1.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A4 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.79; Leverage=-0.0002 (-1.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB SM, [Coverage=0.004 (34); Support=0.002 (15); Strength=0.441; Lift=0.88; Leverage=-0.0003 (-2.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C3 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (9); Strength=0.692; Lift=1.37; Leverage=0.0003 (2.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C4 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C5 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=0.76; Leverage=-0.0002 (-1.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D0 -> IPKB SM, [Coverage=0.002 (16); Support=0.001 (4); Strength=0.250; Lift=0.50; Leverage=-0.0005 (-4.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.83; Leverage=-0.0001 (-1.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D2 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=0.88; Leverage=-0.0001 (-0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKB SM, [Coverage=0.003 (21); Support=0.001 (9); Strength=0.429; Lift=0.85; Leverage=-0.0002 (-1.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (5); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKB SM, [Coverage=0.004 (27); Support=0.002 (19); Strength=0.704; Lift=1.40; Leverage=0.0007 (5.4)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKB SM, [Coverage=0.003 (25); Support=0.001 (10); Strength=0.400; Lift=0.79; Leverage=-0.0003 (-2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (6); Strength=0.353; Lift=0.70; Leverage=-0.0003 (-2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKB SM, [Coverage=0.002 (18); Support=0.001 (6); Strength=0.333; Lift=0.66; Leverage=-0.0004 (-3.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G3 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (9); Strength=0.692; Lift=1.37; Leverage=0.0003 (2.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G4 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.32; Leverage=0.0003 (2.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G6 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (9); Strength=0.450; Lift=0.89; Leverage=-0.0001 (-1.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G7 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=0.92; Leverage=-0.0001 (-0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H1 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.24; Leverage=0.0001 (1.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H2 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (10); Strength=0.667; Lift=1.32; Leverage=0.0003 (2.4)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKB SM, [Coverage=0.004 (29); Support=0.002 (17); Strength=0.586; Lift=1.16; Leverage=0.0003 (2.4)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I1 -> IPKB SM, [Coverage=0.002 (14); Support=0.002 (12); Strength=0.857; Lift=1.70; Leverage=0.0006 (4.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] ASDAE 1 & FISUS A & BIOUS A & MATUS A & KIMUS B & DEPT G6 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT C1 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=2.42; Leverage=0.0004 (2.9)]

80 Lanjutan lampiran 2

ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 2 & DEPT F3 -> IPKB CL, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=7.25; Leverage=0.0004 (3.4)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 2 & DEPT F2 -> IPKB CL, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=6.04; Leverage=0.0009 (6.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 2 & DEPT G6 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT F2 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (8); Strength=1.000; Lift=9.06; Leverage=0.0009 (7.1)] DEPT A1 & FISUS B & KIMUS B & BIOUS B & MATUS B & ASDAE 2 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=2.42; Leverage=0.0004 (2.9)] MATUS A & FISUS B & KIMUS B & BIOUS B & ASDAE 2 & DEPT G5 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.45; Leverage=0.0002 (1.2)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 2 & DEPT A2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.42; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT H3 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] MATUS A & FISUS B & KIMUS B & BIOUS B & ASDAE 2 & DEPT G5 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT B0 -> IPKB CL, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=2.79; Leverage=0.0003 (2.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G4 -> IPKB CL, [Coverage=0.003 (21); Support=0.001 (5); Strength=0.238; Lift=2.16; Leverage=0.0003 (2.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G8 -> IPKB CL, [Coverage=0.003 (21); Support=0.001 (5); Strength=0.238; Lift=2.16; Leverage=0.0003 (2.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I1 -> IPKB CL, [Coverage=0.005 (36); Support=0.001 (8); Strength=0.222; Lift=2.01; Leverage=0.0005 (4.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H1 -> IPKB CL, [Coverage=0.003 (24); Support=0.001 (8); Strength=0.333; Lift=3.02; Leverage=0.0007 (5.4)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G6 -> IPKB CL, [Coverage=0.004 (29); Support=0.001 (10); Strength=0.345; Lift=3.12; Leverage=0.0009 (6.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H3 -> IPKB CL, [Coverage=0.006 (44); Support=0.002 (12); Strength=0.273; Lift=2.47; Leverage=0.0009 (7.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F3 -> IPKB CL, [Coverage=0.004 (32); Support=0.002 (14); Strength=0.438; Lift=3.96; Leverage=0.0014 (10.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G1 -> IPKB CL, [Coverage=0.004 (31); Support=0.002 (16); Strength=0.516; Lift=4.68; Leverage=0.0016 (12.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F2 -> IPKB CL, [Coverage=0.007 (57); Support=0.005 (42); Strength=0.737; Lift=6.68; Leverage=0.0047 (35.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F3 -> IPKB M, [Coverage=0.004 (32); Support=0.001 (4); Strength=0.125; Lift=0.36; Leverage=-0.0009 (-7.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G6 -> IPKB M, [Coverage=0.004 (29); Support=0.001 (4); Strength=0.138; Lift=0.40; Leverage=-0.0008 (-6.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G4 -> IPKB M, [Coverage=0.003 (21); Support=0.001 (4); Strength=0.190; Lift=0.55; Leverage=-0.0004 (-3.2)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT E1 -> IPKB M, [Coverage=0.002 (14); Support=0.001 (4); Strength=0.286; Lift=0.83; Leverage=-0.0001 (-0.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A2 -> IPKB M, [Coverage=0.002 (14); Support=0.001 (5); Strength=0.357; Lift=1.04; Leverage=0.0000 (0.2)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C3 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=1.12; Leverage=0.0001 (0.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G3 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (4); Strength=0.400; Lift=1.16; Leverage=0.0001 (0.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H4 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=1.21; Leverage=0.0001 (0.9)]

81 Lanjutan lampiran 2

FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I2 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I3 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.61; Leverage=0.0002 (1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D1 -> IPKB M, [Coverage=0.002 (17); Support=0.001 (8); Strength=0.471; Lift=1.36; Leverage=0.0003 (2.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D2 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=2.42; Leverage=0.0004 (2.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A3 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (7); Strength=0.700; Lift=2.03; Leverage=0.0005 (3.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F2 -> IPKB SM, [Coverage=0.007 (57); Support=0.002 (15); Strength=0.263; Lift=0.52; Leverage=-0.0018 (-13.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F3 -> IPKB SM, [Coverage=0.004 (32); Support=0.002 (14); Strength=0.438; Lift=0.87; Leverage=-0.0003 (-2.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G1 -> IPKB SM, [Coverage=0.004 (31); Support=0.002 (13); Strength=0.419; Lift=0.83; Leverage=-0.0003 (-2.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D1 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.82; Leverage=-0.0002 (-1.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A2 -> IPKB SM, [Coverage=0.002 (14); Support=0.001 (6); Strength=0.429; Lift=0.85; Leverage=-0.0001 (-1.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C3 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=0.92; Leverage=-0.0001 (-0.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G8 -> IPKB SM, [Coverage=0.003 (21); Support=0.001 (10); Strength=0.476; Lift=0.95; Leverage=-0.0001 (-0.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G3 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (5); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C1 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.19; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT E1 -> IPKB SM, [Coverage=0.002 (14); Support=0.001 (8); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT E2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G5 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (8); Strength=0.533; Lift=1.06; Leverage=0.0001 (0.4)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G6 -> IPKB SM, [Coverage=0.004 (29); Support=0.002 (15); Strength=0.517; Lift=1.03; Leverage=0.0001 (0.4)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H1 -> IPKB SM, [Coverage=0.003 (24); Support=0.002 (13); Strength=0.542; Lift=1.08; Leverage=0.0001 (0.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H4 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.16; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT B0 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (8); Strength=0.615; Lift=1.22; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C5 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.32; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D0 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (7); Strength=0.636; Lift=1.26; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G4 -> IPKB SM, [Coverage=0.003 (21); Support=0.002 (12); Strength=0.571; Lift=1.13; Leverage=0.0002 (1.4)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G7 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.42; Leverage=0.0002 (1.5)]

82 Lanjutan lampiran 2

FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A4 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.32; Leverage=0.0003 (2.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F1 -> IPKB SM, [Coverage=0.002 (14); Support=0.001 (11); Strength=0.786; Lift=1.56; Leverage=0.0005 (3.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H2 -> IPKB SM, [Coverage=0.003 (22); Support=0.002 (16); Strength=0.727; Lift=1.44; Leverage=0.0006 (4.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H3 -> IPKB SM, [Coverage=0.006 (44); Support=0.004 (29); Strength=0.659; Lift=1.31; Leverage=0.0009 (6.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I1 -> IPKB SM, [Coverage=0.005 (36); Support=0.004 (27); Strength=0.750; Lift=1.49; Leverage=0.0012 (8.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB CL, [Coverage=0.006 (45); Support=0.001 (4); Strength=0.089; Lift=0.81; Leverage=-0.0001 (-1.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F2 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=6.80; Leverage=0.0007 (5.1)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F2 -> IPKB CL, [Coverage=0.002 (12); Support=0.001 (10); Strength=0.833; Lift=7.55; Leverage=0.0011 (8.7)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G1 -> IPKB CL, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=3.29; Leverage=0.0004 (2.8)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT F2 -> IPKB CL, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=7.55; Leverage=0.0006 (4.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKB DS, [Coverage=0.003 (25); Support=0.001 (6); Strength=0.240; Lift=6.49; Leverage=0.0007 (5.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKB DS, [Coverage=0.003 (24); Support=0.001 (4); Strength=0.167; Lift=4.50; Leverage=0.0004 (3.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB DS, [Coverage=0.004 (27); Support=0.001 (7); Strength=0.259; Lift=7.01; Leverage=0.0008 (6.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB DS, [Coverage=0.006 (43); Support=0.001 (5); Strength=0.116; Lift=3.14; Leverage=0.0004 (3.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKB DS, [Coverage=0.004 (32); Support=0.001 (4); Strength=0.125; Lift=3.38; Leverage=0.0004 (2.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB DS, [Coverage=0.008 (63); Support=0.001 (5); Strength=0.079; Lift=2.14; Leverage=0.0003 (2.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB M, [Coverage=0.006 (45); Support=0.002 (15); Strength=0.333; Lift=0.97; Leverage=-0.0001 (-0.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKB M, [Coverage=0.003 (24); Support=0.002 (16); Strength=0.667; Lift=1.93; Leverage=0.0010 (7.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKB M, [Coverage=0.003 (24); Support=0.001 (11); Strength=0.458; Lift=1.33; Leverage=0.0004 (2.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKB M, [Coverage=0.004 (32); Support=0.002 (12); Strength=0.375; Lift=1.09; Leverage=0.0001 (1.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKB M, [Coverage=0.004 (31); Support=0.002 (19); Strength=0.613; Lift=1.78; Leverage=0.0011 (8.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKB M, [Coverage=0.004 (30); Support=0.003 (23); Strength=0.767; Lift=2.22; Leverage=0.0016 (12.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKB M, [Coverage=0.002 (17); Support=0.001 (8); Strength=0.471; Lift=1.36; Leverage=0.0003 (2.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKB M, [Coverage=0.003 (25); Support=0.002 (16); Strength=0.640; Lift=1.86; Leverage=0.0010 (7.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKB M, [Coverage=0.003 (24); Support=0.002 (12); Strength=0.500; Lift=1.45; Leverage=0.0005 (3.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB M, [Coverage=0.004 (27); Support=0.001 (10); Strength=0.370; Lift=1.07; Leverage=0.0001 (0.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKB M, [Coverage=0.005 (35); Support=0.003 (25); Strength=0.714; Lift=2.07; Leverage=0.0017 (12.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKB M, [Coverage=0.004 (30); Support=0.003 (23); Strength=0.767; Lift=2.22; Leverage=0.0016 (12.7)]

83 Lanjutan lampiran 2

ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKB M, [Coverage=0.006 (45); Support=0.005 (38); Strength=0.844; Lift=2.45; Leverage=0.0029 (22.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKB M, [Coverage=0.003 (21); Support=0.002 (16); Strength=0.762; Lift=2.21; Leverage=0.0011 (8.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.006 (43); Support=0.003 (25); Strength=0.581; Lift=1.69; Leverage=0.0013 (10.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKB M, [Coverage=0.004 (32); Support=0.003 (22); Strength=0.688; Lift=1.99; Leverage=0.0014 (11.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKB M, [Coverage=0.004 (31); Support=0.001 (10); Strength=0.323; Lift=0.94; Leverage=-0.0001 (-0.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKB M, [Coverage=0.003 (21); Support=0.001 (9); Strength=0.429; Lift=1.24; Leverage=0.0002 (1.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKB M, [Coverage=0.002 (16); Support=0.001 (10); Strength=0.625; Lift=1.81; Leverage=0.0006 (4.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKB M, [Coverage=0.006 (45); Support=0.004 (29); Strength=0.644; Lift=1.87; Leverage=0.0018 (13.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKB M, [Coverage=0.003 (22); Support=0.001 (8); Strength=0.364; Lift=1.05; Leverage=0.0001 (0.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKB M, [Coverage=0.002 (18); Support=0.001 (6); Strength=0.333; Lift=0.97; Leverage=-0.0000 (-0.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G7 -> IPKB M, [Coverage=0.002 (18); Support=0.001 (11); Strength=0.611; Lift=1.77; Leverage=0.0006 (4.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKB M, [Coverage=0.003 (21); Support=0.001 (8); Strength=0.381; Lift=1.10; Leverage=0.0001 (0.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKB M, [Coverage=0.008 (62); Support=0.002 (18); Strength=0.290; Lift=0.84; Leverage=-0.0004 (-3.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKB M, [Coverage=0.007 (54); Support=0.002 (17); Strength=0.315; Lift=0.91; Leverage=-0.0002 (-1.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKB M, [Coverage=0.003 (23); Support=0.001 (6); Strength=0.261; Lift=0.76; Leverage=-0.0003 (-1.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKB M, [Coverage=0.006 (44); Support=0.003 (23); Strength=0.523; Lift=1.52; Leverage=0.0010 (7.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKB M, [Coverage=0.002 (19); Support=0.001 (4); Strength=0.211; Lift=0.61; Leverage=-0.0003 (-2.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKB M, [Coverage=0.004 (28); Support=0.003 (21); Strength=0.750; Lift=2.17; Leverage=0.0015 (11.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB M, [Coverage=0.008 (63); Support=0.005 (37); Strength=0.587; Lift=1.70; Leverage=0.0020 (15.3)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT A2 -> IPKB M, [Coverage=0.002 (18); Support=0.001 (4); Strength=0.222; Lift=0.64; Leverage=-0.0003 (-2.2)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT A3 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.93; Leverage=0.0003 (1.9)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT B0 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.93; Leverage=0.0003 (1.9)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.90; Leverage=0.0003 (2.6)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT F3 -> IPKB M, [Coverage=0.001 (11); Support=0.001 (5); Strength=0.455; Lift=1.32; Leverage=0.0002 (1.2)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G3 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.97; Leverage=-0.0000 (-0.1)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G4 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=1.21; Leverage=0.0001 (0.9)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT C4 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (5); Strength=1.000; Lift=2.90; Leverage=0.0004 (3.3)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT D1 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (5); Strength=1.000; Lift=2.90; Leverage=0.0004 (3.3)]

84 Lanjutan lampiran 2

BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F1 -> IPKB M, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=1.05; Leverage=0.0000 (0.2)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G3 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.61; Leverage=0.0002 (1.9)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G4 -> IPKB M, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=0.89; Leverage=-0.0001 (-0.5)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT A2 -> IPKB M, [Coverage=0.001 (11); Support=0.001 (5); Strength=0.455; Lift=1.32; Leverage=0.0002 (1.2)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] DEPT A1 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B -> IPKB M, [Coverage=0.005 (37); Support=0.003 (24); Strength=0.649; Lift=1.88; Leverage=0.0015 (11.2)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=2.32; Leverage=0.0003 (2.3)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=2.42; Leverage=0.0004 (2.9)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT A2 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.93; Leverage=0.0003 (1.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB SM, [Coverage=0.006 (45); Support=0.003 (25); Strength=0.556; Lift=1.10; Leverage=0.0003 (2.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKB SM, [Coverage=0.003 (24); Support=0.001 (7); Strength=0.292; Lift=0.58; Leverage=-0.0007 (-5.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKB SM, [Coverage=0.003 (24); Support=0.002 (13); Strength=0.542; Lift=1.08; Leverage=0.0001 (0.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKB SM, [Coverage=0.004 (32); Support=0.002 (16); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKB SM, [Coverage=0.004 (31); Support=0.001 (11); Strength=0.355; Lift=0.70; Leverage=-0.0006 (-4.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKB SM, [Coverage=0.004 (30); Support=0.001 (7); Strength=0.233; Lift=0.46; Leverage=-0.0011 (-8.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.82; Leverage=-0.0002 (-1.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKB SM, [Coverage=0.003 (24); Support=0.001 (8); Strength=0.333; Lift=0.66; Leverage=-0.0005 (-4.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB SM, [Coverage=0.004 (27); Support=0.001 (9); Strength=0.333; Lift=0.66; Leverage=-0.0006 (-4.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKB SM, [Coverage=0.005 (35); Support=0.001 (8); Strength=0.229; Lift=0.45; Leverage=-0.0013 (-9.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKB SM, [Coverage=0.004 (30); Support=0.001 (6); Strength=0.200; Lift=0.40; Leverage=-0.0012 (-9.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKB SM, [Coverage=0.006 (45); Support=0.001 (5); Strength=0.111; Lift=0.22; Leverage=-0.0023 (-17.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKB SM, [Coverage=0.003 (21); Support=0.001 (5); Strength=0.238; Lift=0.47; Leverage=-0.0007 (-5.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB SM, [Coverage=0.006 (43); Support=0.002 (13); Strength=0.302; Lift=0.60; Leverage=-0.0011 (-8.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKB SM, [Coverage=0.004 (32); Support=0.001 (4); Strength=0.125; Lift=0.25; Leverage=-0.0016 (-12.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKB SM, [Coverage=0.004 (31); Support=0.002 (18); Strength=0.581; Lift=1.15; Leverage=0.0003 (2.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKB SM, [Coverage=0.003 (21); Support=0.001 (9); Strength=0.429; Lift=0.85; Leverage=-0.0002 (-1.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G1 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKB SM, [Coverage=0.002 (16); Support=0.001 (6); Strength=0.375; Lift=0.74; Leverage=-0.0003 (-2.1)]

85 Lanjutan lampiran 2

ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKB SM, [Coverage=0.006 (45); Support=0.002 (14); Strength=0.311; Lift=0.62; Leverage=-0.0011 (-8.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKB SM, [Coverage=0.003 (22); Support=0.002 (13); Strength=0.591; Lift=1.17; Leverage=0.0003 (1.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKB SM, [Coverage=0.002 (18); Support=0.002 (12); Strength=0.667; Lift=1.32; Leverage=0.0004 (2.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G6 -> IPKB SM, [Coverage=0.002 (17); Support=0.002 (12); Strength=0.706; Lift=1.40; Leverage=0.0004 (3.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKB SM, [Coverage=0.003 (21); Support=0.002 (13); Strength=0.619; Lift=1.23; Leverage=0.0003 (2.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKB SM, [Coverage=0.008 (62); Support=0.005 (39); Strength=0.629; Lift=1.25; Leverage=0.0010 (7.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.007 (54); Support=0.004 (34); Strength=0.630; Lift=1.25; Leverage=0.0009 (6.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKB SM, [Coverage=0.003 (23); Support=0.002 (16); Strength=0.696; Lift=1.38; Leverage=0.0006 (4.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKB SM, [Coverage=0.006 (44); Support=0.002 (18); Strength=0.409; Lift=0.81; Leverage=-0.0005 (-4.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKB SM, [Coverage=0.002 (19); Support=0.002 (14); Strength=0.737; Lift=1.46; Leverage=0.0006 (4.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKB SM, [Coverage=0.004 (28); Support=0.001 (7); Strength=0.250; Lift=0.50; Leverage=-0.0009 (-7.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB SM, [Coverage=0.008 (63); Support=0.002 (18); Strength=0.286; Lift=0.57; Leverage=-0.0018 (-13.7)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT A2 -> IPKB SM, [Coverage=0.002 (18); Support=0.002 (12); Strength=0.667; Lift=1.32; Leverage=0.0004 (2.9)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT C2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT E4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=0.72; Leverage=-0.0002 (-1.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G3 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.16; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G4 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.16; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G6 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G8 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (10); Strength=0.833; Lift=1.65; Leverage=0.0005 (4.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=1.49; Leverage=0.0003 (2.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT H3 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=1.49; Leverage=0.0003 (2.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT H4 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT I1 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (9); Strength=0.692; Lift=1.37; Leverage=0.0003 (2.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT I3 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=0.88; Leverage=-0.0001 (-0.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT A3 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT B0 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.19; Leverage=0.0001 (1.0)]

86 Lanjutan lampiran 2

BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT C3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT E2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (5); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F1 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.08; Leverage=0.0001 (0.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (7); Strength=0.700; Lift=1.39; Leverage=0.0003 (2.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G1 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (7); Strength=0.636; Lift=1.26; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G4 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (8); Strength=0.615; Lift=1.22; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G5 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.16; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G6 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (9); Strength=0.692; Lift=1.37; Leverage=0.0003 (2.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G8 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.32; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.42; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H3 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (8); Strength=0.889; Lift=1.76; Leverage=0.0005 (3.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H4 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=1.99; Leverage=0.0004 (3.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT I1 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (8); Strength=0.727; Lift=1.44; Leverage=0.0003 (2.5)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.08; Leverage=0.0001 (0.5)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT E1 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT G6 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.42; Leverage=0.0002 (1.5)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] DEPT A1 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B -> IPKB SM, [Coverage=0.005 (37); Support=0.001 (10); Strength=0.270; Lift=0.54; Leverage=-0.0011 (-8.6)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & ASDAE 3 & KIMUS B & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT F1 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (7); Strength=1.000; Lift=1.99; Leverage=0.0005 (3.5)] FISUS A & BIOUS A & KIMUS A & ASDAE 3 & MATUS B & DEPT H4 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.65; Leverage=0.0003 (2.0)]

87 Lanjutan lampiran 2

FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.24; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT E3 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT H3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=1.99; Leverage=0.0004 (3.0)] FISUS A & KIMUS A & ASDAE 3 & BIOUS B & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT F3 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.10; Leverage=0.0001 (0.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G1 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.32; Leverage=0.0002 (1.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G4 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G5 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.42; Leverage=0.0002 (1.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G7 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G8 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.10; Leverage=0.0001 (0.5)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT H1 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] FISUS A & MATUS A & ASDAE 3 & KIMUS B & BIOUS B & DEPT G5 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] FISUS A & MATUS A & ASDAE 3 & KIMUS B & BIOUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=1.99; Leverage=0.0004 (3.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G4 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=4.53; Leverage=0.0004 (3.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT I1 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=6.80; Leverage=0.0007 (5.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKB CL, [Coverage=0.003 (20); Support=0.002 (16); Strength=0.800; Lift=7.25; Leverage=0.0018 (13.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F2 -> IPKB CL, [Coverage=0.002 (19); Support=0.002 (17); Strength=0.895; Lift=8.11; Leverage=0.0019 (14.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=0.40; Leverage=-0.0008 (-6.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G4 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT H3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT A2 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=1.70; Leverage=0.0003 (2.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (5); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT H2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=1.99; Leverage=0.0004 (3.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G6 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (7); Strength=1.000; Lift=1.99; Leverage=0.0005 (3.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKB CL, [Coverage=0.002 (15); Support=0.001 (10); Strength=0.667; Lift=6.04; Leverage=0.0011 (8.3)]

88 Lanjutan lampiran 2

BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT A2 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT B0 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT D0 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.65; Leverage=0.0003 (2.0)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT H3 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 5 & DEPT A2 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.45; Leverage=0.0002 (1.2)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 5 & DEPT B0 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 6 & DEPT B0 -> IPKB M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.93; Leverage=0.0003 (1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKB M, [Coverage=0.002 (17); Support=0.001 (4); Strength=0.235; Lift=0.68; Leverage=-0.0002 (-1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (8); Strength=0.471; Lift=0.93; Leverage=-0.0001 (-0.6)]

89 Lanjutan lampiran 3

Lampiran 3. Hasil Market Basket Analisys berdasarkan IPK Akhir pada tahun akademik 2008/2009 ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKA CL, [Coverage=0.002 (17); Support=0.001 (5); Strength=0.294; Lift=4.43; Leverage=0.0005 (3.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKA CL, [Coverage=0.004 (29); Support=0.001 (5); Strength=0.172; Lift=2.59; Leverage=0.0004 (3.1)] ASDAE 1 & BIOUS A & MATUS A & FISUS B & KIMUS B & DEPT A2 -> IPKA M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=2.98; Leverage=0.0003 (2.7)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKA M, [Coverage=0.003 (21); Support=0.001 (6); Strength=0.286; Lift=1.49; Leverage=0.0003 (2.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKA M, [Coverage=0.005 (38); Support=0.001 (4); Strength=0.105; Lift=0.55; Leverage=-0.0004 (-3.3)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKA M, [Coverage=0.004 (34); Support=0.001 (10); Strength=0.294; Lift=1.54; Leverage=0.0005 (3.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C5 -> IPKA M, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=1.61; Leverage=0.0002 (1.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKA M, [Coverage=0.003 (21); Support=0.001 (5); Strength=0.238; Lift=1.24; Leverage=0.0001 (1.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E4 -> IPKA M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=2.18; Leverage=0.0004 (2.7)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKA M, [Coverage=0.004 (27); Support=0.001 (6); Strength=0.222; Lift=1.16; Leverage=0.0001 (0.8)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKA M, [Coverage=0.002 (18); Support=0.001 (6); Strength=0.333; Lift=1.74; Leverage=0.0003 (2.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G6 -> IPKA M, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=1.04; Leverage=0.0000 (0.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G7 -> IPKA M, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=3.05; Leverage=0.0006 (4.7)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKA M, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=1.61; Leverage=0.0002 (1.5)] ASDAE 1 & MATUS A & FISUS B & KIMUS B & BIOUS B & DEPT B0 -> IPKA M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=4.18; Leverage=0.0004 (3.0)] ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT H1 -> IPKA SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.36; Leverage=0.0003 (2.3)] ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT D1 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.02; Leverage=0.0004 (3.0)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT F2 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.68; Leverage=0.0003 (2.0)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT F3 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.96; Leverage=0.0003 (2.5)] ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT H2 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (6); Strength=0.286; Lift=0.67; Leverage=-0.0004 (-2.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKA SM, [Coverage=0.005 (38); Support=0.001 (11); Strength=0.289; Lift=0.68; Leverage=-0.0007 (-5.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKA SM, [Coverage=0.004 (34); Support=0.001 (10); Strength=0.294; Lift=0.69; Leverage=-0.0006 (-4.4)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C3 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=1.09; Leverage=0.0001 (0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C4 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.37; Leverage=0.0002 (1.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C5 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=0.72; Leverage=-0.0002 (-1.5)]

90 Lanjutan lampiran 3

ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (10); Strength=0.833; Lift=1.96; Leverage=0.0006 (4.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D2 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.31; Leverage=0.0002 (1.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (8); Strength=0.381; Lift=0.90; Leverage=-0.0001 (-0.9)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (8); Strength=0.533; Lift=1.26; Leverage=0.0002 (1.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E4 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.98; Leverage=-0.0000 (-0.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKA SM, [Coverage=0.004 (27); Support=0.002 (13); Strength=0.481; Lift=1.13; Leverage=0.0002 (1.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F2 -> IPKA SM, [Coverage=0.002 (16); Support=0.001 (8); Strength=0.500; Lift=1.18; Leverage=0.0002 (1.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKA SM, [Coverage=0.003 (25); Support=0.001 (10); Strength=0.400; Lift=0.94; Leverage=-0.0001 (-0.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (6); Strength=0.353; Lift=0.83; Leverage=-0.0002 (-1.2)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKA SM, [Coverage=0.002 (18); Support=0.001 (4); Strength=0.222; Lift=0.52; Leverage=-0.0005 (-3.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G3 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=0.91; Leverage=-0.0001 (-0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G6 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (5); Strength=0.250; Lift=0.59; Leverage=-0.0005 (-3.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=0.91; Leverage=-0.0001 (-0.5)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H1 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H2 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (10); Strength=0.667; Lift=1.57; Leverage=0.0005 (3.6)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKA SM, [Coverage=0.004 (29); Support=0.001 (4); Strength=0.138; Lift=0.32; Leverage=-0.0011 (-8.3)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I1 -> IPKA SM, [Coverage=0.002 (14); Support=0.001 (6); Strength=0.429; Lift=1.01; Leverage=0.0000 (0.1)] ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I3 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=1.09; Leverage=0.0001 (0.5)] ASDAE 1 & FISUS A & KIMUS A & MATUS A & BIOUS B & DEPT G1 -> IPKA SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.36; Leverage=0.0003 (2.3)] ASDAE 1 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] ASDAE 1 & BIOUS A & FISUS B & KIMUS B & MATUS B & DEPT H1 -> IPKA SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.36; Leverage=0.0003 (2.3)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 2 & DEPT F2 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.9)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 2 & DEPT A2 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT F2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.47; Leverage=0.0002 (1.6)] DEPT A1 & FISUS B & KIMUS B & BIOUS B & MATUS B & ASDAE 2 -> IPKA M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=3.48; Leverage=0.0004 (2.9)] MATUS A & FISUS B & KIMUS B & BIOUS B & ASDAE 2 & DEPT G5 -> IPKA M, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=3.92; Leverage=0.0006 (4.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G1 -> IPKA CL, [Coverage=0.004 (31); Support=0.001 (4); Strength=0.129; Lift=1.94; Leverage=0.0003 (1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H1 -> IPKA CL, [Coverage=0.003 (24); Support=0.001 (5); Strength=0.208; Lift=3.13; Leverage=0.0004 (3.4)]

91 Lanjutan lampiran 3

FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I1 -> IPKA CL, [Coverage=0.005 (36); Support=0.001 (8); Strength=0.222; Lift=3.34; Leverage=0.0007 (5.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F3 -> IPKA CL, [Coverage=0.004 (32); Support=0.001 (8); Strength=0.250; Lift=3.76; Leverage=0.0008 (5.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F2 -> IPKA CL, [Coverage=0.007 (57); Support=0.002 (14); Strength=0.246; Lift=3.70; Leverage=0.0013 (10.2)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H3 -> IPKA CL, [Coverage=0.006 (44); Support=0.002 (14); Strength=0.318; Lift=4.79; Leverage=0.0014 (11.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G8 -> IPKA M, [Coverage=0.003 (21); Support=0.001 (4); Strength=0.190; Lift=0.99; Leverage=-0.0000 (-0.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D1 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (4); Strength=0.235; Lift=1.23; Leverage=0.0001 (0.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I3 -> IPKA M, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=2.32; Leverage=0.0003 (2.3)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F2 -> IPKA SM, [Coverage=0.007 (57); Support=0.002 (19); Strength=0.333; Lift=0.79; Leverage=-0.0007 (-5.2)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H3 -> IPKA SM, [Coverage=0.006 (44); Support=0.002 (13); Strength=0.295; Lift=0.70; Leverage=-0.0007 (-5.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G6 -> IPKA SM, [Coverage=0.004 (29); Support=0.001 (9); Strength=0.310; Lift=0.73; Leverage=-0.0004 (-3.3)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G8 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (6); Strength=0.286; Lift=0.67; Leverage=-0.0004 (-2.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F3 -> IPKA SM, [Coverage=0.004 (32); Support=0.001 (11); Strength=0.344; Lift=0.81; Leverage=-0.0003 (-2.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C3 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=0.72; Leverage=-0.0002 (-1.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G4 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (7); Strength=0.333; Lift=0.79; Leverage=-0.0002 (-1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A4 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.79; Leverage=-0.0001 (-1.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT A2 -> IPKA SM, [Coverage=0.002 (14); Support=0.001 (6); Strength=0.429; Lift=1.01; Leverage=0.0000 (0.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT E1 -> IPKA SM, [Coverage=0.002 (14); Support=0.001 (6); Strength=0.429; Lift=1.01; Leverage=0.0000 (0.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT B0 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=1.09; Leverage=0.0001 (0.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G5 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (7); Strength=0.467; Lift=1.10; Leverage=0.0001 (0.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H2 -> IPKA SM, [Coverage=0.003 (22); Support=0.001 (10); Strength=0.455; Lift=1.07; Leverage=0.0001 (0.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C2 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT I1 -> IPKA SM, [Coverage=0.005 (36); Support=0.002 (17); Strength=0.472; Lift=1.11; Leverage=0.0002 (1.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G7 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.68; Leverage=0.0003 (2.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT F1 -> IPKA SM, [Coverage=0.002 (14); Support=0.001 (9); Strength=0.643; Lift=1.51; Leverage=0.0004 (3.1)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT G1 -> IPKA SM, [Coverage=0.004 (31); Support=0.002 (16); Strength=0.516; Lift=1.22; Leverage=0.0004 (2.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT H1 -> IPKA SM, [Coverage=0.003 (24); Support=0.001 (7); Strength=0.292; Lift=0.69; Leverage=-0.0004 (-3.2)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT D1 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (11); Strength=0.647; Lift=1.52; Leverage=0.0005 (3.8)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 3 & DEPT C5 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.31; Leverage=0.0002 (1.2)]

92 Lanjutan lampiran 3

ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKA M, [Coverage=0.006 (45); Support=0.001 (10); Strength=0.222; Lift=1.16; Leverage=0.0002 (1.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKA SM, [Coverage=0.006 (45); Support=0.003 (26); Strength=0.578; Lift=1.36; Leverage=0.0009 (6.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKA M, [Coverage=0.003 (24); Support=0.001 (6); Strength=0.250; Lift=1.31; Leverage=0.0002 (1.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKA SM, [Coverage=0.003 (24); Support=0.001 (11); Strength=0.458; Lift=1.08; Leverage=0.0001 (0.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKA M, [Coverage=0.003 (24); Support=0.001 (4); Strength=0.167; Lift=0.87; Leverage=-0.0001 (-0.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKA SM, [Coverage=0.003 (24); Support=0.002 (12); Strength=0.500; Lift=1.18; Leverage=0.0002 (1.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKA M, [Coverage=0.004 (32); Support=0.002 (12); Strength=0.375; Lift=1.96; Leverage=0.0008 (5.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKA SM, [Coverage=0.004 (32); Support=0.002 (12); Strength=0.375; Lift=0.88; Leverage=-0.0002 (-1.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKA M, [Coverage=0.004 (31); Support=0.001 (7); Strength=0.226; Lift=1.18; Leverage=0.0001 (1.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKA SM, [Coverage=0.004 (31); Support=0.002 (12); Strength=0.387; Lift=0.91; Leverage=-0.0002 (-1.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKA M, [Coverage=0.004 (30); Support=0.002 (13); Strength=0.433; Lift=2.26; Leverage=0.0009 (7.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKA SM, [Coverage=0.004 (30); Support=0.001 (11); Strength=0.367; Lift=0.86; Leverage=-0.0002 (-1.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.97; Leverage=-0.0000 (-0.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKA M, [Coverage=0.003 (25); Support=0.001 (10); Strength=0.400; Lift=2.09; Leverage=0.0007 (5.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKA SM, [Coverage=0.003 (25); Support=0.001 (11); Strength=0.440; Lift=1.04; Leverage=0.0001 (0.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKA M, [Coverage=0.003 (24); Support=0.001 (8); Strength=0.333; Lift=1.74; Leverage=0.0004 (3.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKA SM, [Coverage=0.003 (24); Support=0.001 (9); Strength=0.375; Lift=0.88; Leverage=-0.0002 (-1.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKA M, [Coverage=0.005 (35); Support=0.002 (19); Strength=0.543; Lift=2.83; Leverage=0.0016 (12.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKA SM, [Coverage=0.005 (35); Support=0.002 (14); Strength=0.400; Lift=0.94; Leverage=-0.0001 (-0.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKA M, [Coverage=0.004 (30); Support=0.002 (18); Strength=0.600; Lift=3.13; Leverage=0.0016 (12.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKA SM, [Coverage=0.004 (30); Support=0.001 (10); Strength=0.333; Lift=0.79; Leverage=-0.0004 (-2.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKA M, [Coverage=0.006 (45); Support=0.004 (30); Strength=0.667; Lift=3.48; Leverage=0.0028 (21.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKA SM, [Coverage=0.006 (45); Support=0.001 (6); Strength=0.133; Lift=0.31; Leverage=-0.0017 (-13.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKA M, [Coverage=0.003 (21); Support=0.001 (7); Strength=0.333; Lift=1.74; Leverage=0.0004 (3.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (9); Strength=0.429; Lift=1.01; Leverage=0.0000 (0.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKA M, [Coverage=0.006 (43); Support=0.001 (11); Strength=0.256; Lift=1.34; Leverage=0.0004 (2.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKA SM, [Coverage=0.006 (43); Support=0.002 (16); Strength=0.372; Lift=0.88; Leverage=-0.0003 (-2.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKA M, [Coverage=0.004 (32); Support=0.001 (9); Strength=0.281; Lift=1.47; Leverage=0.0004 (2.9)]

93 Lanjutan lampiran 3

ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKA SM, [Coverage=0.004 (32); Support=0.001 (10); Strength=0.313; Lift=0.74; Leverage=-0.0005 (-3.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKA M, [Coverage=0.004 (31); Support=0.001 (7); Strength=0.226; Lift=1.18; Leverage=0.0001 (1.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKA SM, [Coverage=0.004 (31); Support=0.002 (12); Strength=0.387; Lift=0.91; Leverage=-0.0002 (-1.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=2.06; Leverage=0.0005 (3.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKA SM, [Coverage=0.003 (21); Support=0.002 (16); Strength=0.762; Lift=1.80; Leverage=0.0009 (7.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G1 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.57; Leverage=0.0002 (1.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKA M, [Coverage=0.002 (16); Support=0.001 (7); Strength=0.438; Lift=2.28; Leverage=0.0005 (3.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKA SM, [Coverage=0.002 (16); Support=0.001 (7); Strength=0.438; Lift=1.03; Leverage=0.0000 (0.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKA M, [Coverage=0.006 (45); Support=0.003 (20); Strength=0.444; Lift=2.32; Leverage=0.0015 (11.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKA SM, [Coverage=0.006 (45); Support=0.002 (12); Strength=0.267; Lift=0.63; Leverage=-0.0009 (-7.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKA M, [Coverage=0.003 (22); Support=0.002 (12); Strength=0.545; Lift=2.85; Leverage=0.0010 (7.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKA SM, [Coverage=0.003 (22); Support=0.001 (6); Strength=0.273; Lift=0.64; Leverage=-0.0004 (-3.3)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKA M, [Coverage=0.002 (18); Support=0.001 (7); Strength=0.389; Lift=2.03; Leverage=0.0005 (3.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKA SM, [Coverage=0.002 (18); Support=0.001 (7); Strength=0.389; Lift=0.92; Leverage=-0.0001 (-0.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G6 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (5); Strength=0.294; Lift=1.54; Leverage=0.0002 (1.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G6 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (11); Strength=0.647; Lift=1.52; Leverage=0.0005 (3.8)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G7 -> IPKA M, [Coverage=0.002 (18); Support=0.001 (6); Strength=0.333; Lift=1.74; Leverage=0.0003 (2.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKA M, [Coverage=0.003 (21); Support=0.001 (8); Strength=0.381; Lift=1.99; Leverage=0.0005 (4.0)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKA SM, [Coverage=0.003 (21); Support=0.001 (8); Strength=0.381; Lift=0.90; Leverage=-0.0001 (-0.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKA CL, [Coverage=0.008 (62); Support=0.001 (4); Strength=0.065; Lift=0.97; Leverage=-0.0000 (-0.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKA M, [Coverage=0.008 (62); Support=0.001 (8); Strength=0.129; Lift=0.67; Leverage=-0.0005 (-3.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKA SM, [Coverage=0.008 (62); Support=0.005 (37); Strength=0.597; Lift=1.41; Leverage=0.0014 (10.7)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA CL, [Coverage=0.007 (54); Support=0.001 (4); Strength=0.074; Lift=1.11; Leverage=0.0001 (0.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA SM, [Coverage=0.007 (54); Support=0.006 (44); Strength=0.815; Lift=1.92; Leverage=0.0027 (21.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKA CL, [Coverage=0.003 (23); Support=0.001 (5); Strength=0.217; Lift=3.27; Leverage=0.0005 (3.5)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKA SM, [Coverage=0.003 (23); Support=0.002 (15); Strength=0.652; Lift=1.54; Leverage=0.0007 (5.2)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKA M, [Coverage=0.006 (44); Support=0.001 (9); Strength=0.205; Lift=1.07; Leverage=0.0001 (0.6)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKA SM, [Coverage=0.006 (44); Support=0.003 (21); Strength=0.477; Lift=1.12; Leverage=0.0003 (2.3)]

94 Lanjutan lampiran 3

ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKA M, [Coverage=0.002 (19); Support=0.001 (4); Strength=0.211; Lift=1.10; Leverage=0.0000 (0.4)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKA SM, [Coverage=0.002 (19); Support=0.002 (12); Strength=0.632; Lift=1.49; Leverage=0.0005 (3.9)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKA SM, [Coverage=0.004 (28); Support=0.002 (19); Strength=0.679; Lift=1.60; Leverage=0.0009 (7.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKA M, [Coverage=0.008 (63); Support=0.002 (12); Strength=0.190; Lift=0.99; Leverage=-0.0000 (-0.1)] ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKA SM, [Coverage=0.008 (63); Support=0.004 (34); Strength=0.540; Lift=1.27; Leverage=0.0009 (7.3)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT A2 -> IPKA SM, [Coverage=0.002 (18); Support=0.001 (9); Strength=0.500; Lift=1.18; Leverage=0.0002 (1.4)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT A3 -> IPKA M, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=3.48; Leverage=0.0004 (2.9)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT C5 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT F2 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=2.36; Leverage=0.0005 (3.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT F3 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.29; Leverage=0.0002 (1.3)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G4 -> IPKA M, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=1.74; Leverage=0.0002 (1.7)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT G8 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.98; Leverage=-0.0000 (-0.1)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT H3 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.47; Leverage=0.0002 (1.6)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT I1 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (7); Strength=0.538; Lift=1.27; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & ASDAE 3 & FISUS B & MATUS B & DEPT I3 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT B0 -> IPKA SM, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.41; Leverage=0.0002 (1.8)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT C1 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT C3 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.57; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT F2 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.57; Leverage=0.0004 (2.9)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G1 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.29; Leverage=0.0002 (1.3)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G4 -> IPKA M, [Coverage=0.002 (13); Support=0.001 (6); Strength=0.462; Lift=2.41; Leverage=0.0005 (3.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G5 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.9)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT G6 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (4); Strength=0.308; Lift=0.72; Leverage=-0.0002 (-1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H1 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=1.05; Leverage=0.0000 (0.2)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H2 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H3 -> IPKA CL, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=6.69; Leverage=0.0004 (3.4)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT H4 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.57; Leverage=0.0002 (1.5)] BIOUS A & KIMUS A & MATUS A & ASDAE 3 & FISUS B & DEPT I1 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (5); Strength=0.455; Lift=1.07; Leverage=0.0000 (0.3)]

95 Lanjutan lampiran 3

BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT A2 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (8); Strength=0.727; Lift=1.71; Leverage=0.0004 (3.3)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT E1 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (5); Strength=0.714; Lift=1.68; Leverage=0.0003 (2.0)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT H1 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.02; Leverage=0.0004 (3.0)] BIOUS A & MATUS A & ASDAE 3 & FISUS B & KIMUS B & DEPT H2 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.57; Leverage=0.0002 (1.5)] DEPT A1 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B -> IPKA M, [Coverage=0.005 (37); Support=0.002 (13); Strength=0.351; Lift=1.83; Leverage=0.0008 (5.9)] DEPT A1 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B -> IPKA SM, [Coverage=0.005 (37); Support=0.002 (13); Strength=0.351; Lift=0.83; Leverage=-0.0004 (-2.7)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.47; Leverage=0.0002 (1.6)] FISUS A & ASDAE 3 & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] FISUS A & BIOUS A & MATUS A & ASDAE 3 & KIMUS B & DEPT A2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] FISUS A & KIMUS A & ASDAE 3 & BIOUS B & MATUS B & DEPT I3 -> IPKA SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.36; Leverage=0.0003 (2.3)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT F1 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G5 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT G8 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.31; Leverage=0.0002 (1.2)] FISUS A & KIMUS A & MATUS A & ASDAE 3 & BIOUS B & DEPT I1 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.96; Leverage=0.0003 (2.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT I1 -> IPKA CL, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=7.52; Leverage=0.0005 (3.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKA CL, [Coverage=0.003 (20); Support=0.001 (6); Strength=0.300; Lift=4.51; Leverage=0.0006 (4.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKA CL, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=6.02; Leverage=0.0007 (5.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (9); Strength=0.450; Lift=1.06; Leverage=0.0001 (0.5)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G4 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 6 & DEPT C5 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F2 -> IPKA SM, [Coverage=0.002 (19); Support=0.001 (11); Strength=0.579; Lift=1.36; Leverage=0.0004 (2.9)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.94; Leverage=-0.0000 (-0.4)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT A2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT B0 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] BIOUS A & FISUS B & KIMUS B & MATUS B & ASDAE 4 & DEPT H3 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] DEPT A1 & FISUS B & KIMUS B & BIOUS B & MATUS B & ASDAE 4 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (4); Strength=0.235; Lift=1.23; Leverage=0.0001 (0.7)] FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.97; Leverage=-0.0000 (-0.2)]

96 Lanjutan lampiran 3

96 Lanjutan lampiran 4

Lampiran 4. Hasil Market Basket Analisys dengan menambahkan Variabel Jenis Kelamin Perempuan JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB SM, [Coverage=0.003 (23); Support=0.002 (14); Strength=0.609; Lift=1.21; Leverage=0.0003 (2.4)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKB SM, [Coverage=0.003 (20); Support=0.002 (13); Strength=0.650; Lift=1.29; Leverage=0.0004 (2.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB SM, [Coverage=0.003 (24); Support=0.001 (11); Strength=0.458; Lift=0.91; Leverage=-0.0001 (-1.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKB M, [Coverage=0.003 (24); Support=0.001 (10); Strength=0.417; Lift=1.21; Leverage=0.0002 (1.7)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (9); Strength=1.000; Lift=2.36; Leverage=0.0007 (5.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKB M, [Coverage=0.002 (17); Support=0.001 (9); Strength=0.529; Lift=1.53; Leverage=0.0004 (3.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKA SM, [Coverage=0.003 (23); Support=0.001 (8); Strength=0.348; Lift=0.82; Leverage=-0.0002 (-1.8)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKA SM, [Coverage=0.003 (24); Support=0.001 (8); Strength=0.333; Lift=0.79; Leverage=-0.0003 (-2.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT B0 -> IPKA M, [Coverage=0.003 (24); Support=0.001 (7); Strength=0.292; Lift=1.52; Leverage=0.0003 (2.4)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C3 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (7); Strength=0.412; Lift=0.82; Leverage=-0.0002 (-1.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=2.06; Leverage=0.0005 (3.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F1 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKB CL, [Coverage=0.001 (10); Support=0.001 (7); Strength=0.700; Lift=6.34; Leverage=0.0008 (5.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I1 -> IPKB SM, [Coverage=0.001 (8); Support=0.001 (7); Strength=0.875; Lift=1.74; Leverage=0.0004 (3.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A3 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=2.17; Leverage=0.0004 (3.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C4 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=2.17; Leverage=0.0004 (3.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D0 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=1.45; Leverage=0.0002 (1.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (6); Strength=0.353; Lift=0.83; Leverage=-0.0002 (-1.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.29; Leverage=0.0002 (1.3)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F3 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (6); Strength=0.545; Lift=1.08; Leverage=0.0001 (0.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.74; Leverage=0.0003 (2.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G4 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.19; Leverage=0.0001 (1.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=1.70; Leverage=0.0003 (2.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H2 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.57; Leverage=0.0003 (2.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H2 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.32; Leverage=0.0002 (1.5)]

97 Lanjutan lampiran 4

JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I3 -> IPKB M, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=2.17; Leverage=0.0004 (3.2)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT F3 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (5); Strength=1.000; Lift=2.36; Leverage=0.0004 (2.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKB DS, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=11.26; Leverage=0.0006 (4.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A2 -> IPKB M, [Coverage=0.003 (23); Support=0.001 (5); Strength=0.217; Lift=0.63; Leverage=-0.0004 (-2.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D1 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.10; Leverage=0.0001 (0.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKA SM, [Coverage=0.001 (9); Support=0.001 (5); Strength=0.556; Lift=1.31; Leverage=0.0002 (1.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F2 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.47; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT F2 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=5.66; Leverage=0.0005 (4.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G1 -> IPKA CL, [Coverage=0.001 (10); Support=0.001 (5); Strength=0.500; Lift=7.52; Leverage=0.0006 (4.3)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.65; Leverage=0.0003 (2.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I3 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (5); Strength=0.625; Lift=1.47; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT D1 -> IPKA SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.36; Leverage=0.0003 (2.3)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT D1 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & FISUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=2.32; Leverage=0.0003 (2.3)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT A2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT B0 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] JKEL 0 & ASDAE 1 & BIOUS A & KIMUS A & MATUS A & FISUS B & DEPT H2 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] JKEL 0 & ASDAE 1 & BIOUS A & MATUS A & FISUS B & KIMUS B & DEPT A2 -> IPKB M, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.90; Leverage=0.0003 (2.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.79; Leverage=-0.0001 (-1.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A1 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT A4 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C3 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C4 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT C5 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D0 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D2 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT D2 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E1 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (4); Strength=0.235; Lift=1.23; Leverage=0.0001 (0.7)]

98 Lanjutan lampiran 4

JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=1.29; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT E3 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=0.88; Leverage=-0.0001 (-0.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKA M, [Coverage=0.001 (10); Support=0.001 (4); Strength=0.400; Lift=2.09; Leverage=0.0003 (2.1)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKA SM, [Coverage=0.001 (10); Support=0.001 (4); Strength=0.400; Lift=0.94; Leverage=-0.0000 (-0.2)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G2 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (4); Strength=0.400; Lift=0.79; Leverage=-0.0001 (-1.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G6 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=0.88; Leverage=-0.0001 (-0.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT G8 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKA CL, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=3.01; Leverage=0.0003 (2.7)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT H3 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=0.47; Leverage=-0.0006 (-4.5)] JKEL 0 & ASDAE 1 & FISUS A & BIOUS A & KIMUS A & MATUS A & DEPT I1 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.6)] JKEL 0 & ASDAE 1 & FISUS A & KIMUS A & MATUS A & BIOUS B & DEPT B0 -> IPKB M, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.66; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 1 & FISUS A & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB M, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=2.90; Leverage=0.0003 (2.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKA SM, [Coverage=0.005 (38); Support=0.004 (32); Strength=0.842; Lift=1.98; Leverage=0.0021 (15.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKB SM, [Coverage=0.006 (44); Support=0.004 (29); Strength=0.659; Lift=1.31; Leverage=0.0009 (6.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKA SM, [Coverage=0.006 (44); Support=0.003 (26); Strength=0.591; Lift=1.39; Leverage=0.0010 (7.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB M, [Coverage=0.006 (43); Support=0.003 (24); Strength=0.558; Lift=1.62; Leverage=0.0012 (9.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKB M, [Coverage=0.005 (35); Support=0.003 (22); Strength=0.629; Lift=1.82; Leverage=0.0013 (9.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKA SM, [Coverage=0.006 (43); Support=0.003 (22); Strength=0.512; Lift=1.21; Leverage=0.0005 (3.7)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKB SM, [Coverage=0.005 (38); Support=0.003 (21); Strength=0.553; Lift=1.10; Leverage=0.0002 (1.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKB M, [Coverage=0.003 (26); Support=0.002 (19); Strength=0.731; Lift=2.12; Leverage=0.0013 (10.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKA SM, [Coverage=0.003 (26); Support=0.002 (19); Strength=0.731; Lift=1.72; Leverage=0.0010 (8.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKB M, [Coverage=0.003 (24); Support=0.002 (18); Strength=0.750; Lift=2.17; Leverage=0.0013 (9.7)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKA M, [Coverage=0.005 (35); Support=0.002 (17); Strength=0.486; Lift=2.54; Leverage=0.0013 (10.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKB SM, [Coverage=0.003 (20); Support=0.002 (15); Strength=0.750; Lift=1.49; Leverage=0.0006 (4.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB SM, [Coverage=0.004 (28); Support=0.002 (15); Strength=0.536; Lift=1.06; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKB M, [Coverage=0.003 (20); Support=0.002 (14); Strength=0.700; Lift=2.03; Leverage=0.0009 (7.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKA SM, [Coverage=0.004 (28); Support=0.002 (14); Strength=0.500; Lift=1.18; Leverage=0.0003 (2.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H2 -> IPKB M, [Coverage=0.005 (38); Support=0.002 (14); Strength=0.368; Lift=1.07; Leverage=0.0001 (0.9)]

99 Lanjutan lampiran 4

JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKB SM, [Coverage=0.004 (28); Support=0.002 (14); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKA M, [Coverage=0.003 (24); Support=0.002 (13); Strength=0.542; Lift=2.83; Leverage=0.0011 (8.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKA SM, [Coverage=0.003 (20); Support=0.002 (13); Strength=0.650; Lift=1.53; Leverage=0.0006 (4.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKA SM, [Coverage=0.004 (28); Support=0.002 (13); Strength=0.464; Lift=1.09; Leverage=0.0001 (1.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKB M, [Coverage=0.002 (15); Support=0.002 (12); Strength=0.800; Lift=2.32; Leverage=0.0009 (6.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKB M, [Coverage=0.002 (16); Support=0.002 (12); Strength=0.750; Lift=2.17; Leverage=0.0008 (6.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKB M, [Coverage=0.003 (20); Support=0.002 (12); Strength=0.600; Lift=1.74; Leverage=0.0007 (5.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKB M, [Coverage=0.004 (28); Support=0.002 (12); Strength=0.429; Lift=1.24; Leverage=0.0003 (2.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKB M, [Coverage=0.006 (44); Support=0.002 (12); Strength=0.273; Lift=0.79; Leverage=-0.0004 (-3.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKB SM, [Coverage=0.005 (35); Support=0.002 (12); Strength=0.343; Lift=0.68; Leverage=-0.0007 (-5.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB SM, [Coverage=0.006 (43); Support=0.002 (12); Strength=0.279; Lift=0.55; Leverage=-0.0013 (-9.7)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (11); Strength=0.733; Lift=2.13; Leverage=0.0008 (5.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (11); Strength=0.917; Lift=1.82; Leverage=0.0006 (5.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB M, [Coverage=0.003 (20); Support=0.001 (11); Strength=0.550; Lift=1.59; Leverage=0.0005 (4.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (11); Strength=0.550; Lift=1.30; Leverage=0.0003 (2.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (10); Strength=0.833; Lift=1.96; Leverage=0.0006 (4.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKB M, [Coverage=0.003 (20); Support=0.001 (10); Strength=0.500; Lift=1.45; Leverage=0.0004 (3.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKA M, [Coverage=0.006 (43); Support=0.001 (10); Strength=0.233; Lift=1.21; Leverage=0.0002 (1.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKB SM, [Coverage=0.002 (17); Support=0.001 (10); Strength=0.588; Lift=1.17; Leverage=0.0002 (1.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKB M, [Coverage=0.004 (28); Support=0.001 (10); Strength=0.357; Lift=1.04; Leverage=0.0000 (0.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (10); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G3 -> IPKA SM, [Coverage=0.005 (35); Support=0.001 (10); Strength=0.286; Lift=0.67; Leverage=-0.0006 (-4.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I1 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (9); Strength=0.750; Lift=1.77; Leverage=0.0005 (3.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (9); Strength=0.600; Lift=1.74; Leverage=0.0005 (3.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKB SM, [Coverage=0.002 (16); Support=0.001 (9); Strength=0.563; Lift=1.12; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (9); Strength=0.450; Lift=1.06; Leverage=0.0001 (0.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A4 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (9); Strength=0.450; Lift=1.06; Leverage=0.0001 (0.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKA M, [Coverage=0.002 (17); Support=0.001 (8); Strength=0.471; Lift=2.46; Leverage=0.0006 (4.7)]

100 Lanjutan lampiran 4

JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKB M, [Coverage=0.001 (10); Support=0.001 (8); Strength=0.800; Lift=2.32; Leverage=0.0006 (4.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKB SM, [Coverage=0.001 (10); Support=0.001 (8); Strength=0.800; Lift=1.59; Leverage=0.0004 (3.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (8); Strength=0.533; Lift=1.55; Leverage=0.0004 (2.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (8); Strength=0.667; Lift=1.32; Leverage=0.0003 (2.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C4 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (8); Strength=0.533; Lift=1.26; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKA M, [Coverage=0.002 (15); Support=0.001 (7); Strength=0.467; Lift=2.44; Leverage=0.0005 (4.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G7 -> IPKB M, [Coverage=0.001 (9); Support=0.001 (7); Strength=0.778; Lift=2.25; Leverage=0.0005 (3.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKA M, [Coverage=0.003 (20); Support=0.001 (8); Strength=0.400; Lift=2.09; Leverage=0.0005 (4.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (7); Strength=0.583; Lift=1.69; Leverage=0.0004 (2.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A2 -> IPKA M, [Coverage=0.004 (28); Support=0.001 (7); Strength=0.250; Lift=1.31; Leverage=0.0002 (1.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKA SM, [Coverage=0.003 (20); Support=0.001 (7); Strength=0.350; Lift=0.82; Leverage=-0.0002 (-1.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D1 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (7); Strength=0.350; Lift=0.69; Leverage=-0.0004 (-3.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I2 -> IPKB SM, [Coverage=0.003 (26); Support=0.001 (7); Strength=0.269; Lift=0.53; Leverage=-0.0008 (-6.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F2 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=2.36; Leverage=0.0005 (3.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G6 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=2.02; Leverage=0.0004 (3.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKA M, [Coverage=0.002 (16); Support=0.001 (6); Strength=0.375; Lift=1.96; Leverage=0.0004 (2.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C5 -> IPKA SM, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=1.77; Leverage=0.0003 (2.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G6 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (6); Strength=0.857; Lift=1.70; Leverage=0.0003 (2.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKA M, [Coverage=0.003 (20); Support=0.001 (6); Strength=0.300; Lift=1.57; Leverage=0.0003 (2.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E2 -> IPKA SM, [Coverage=0.001 (10); Support=0.001 (6); Strength=0.600; Lift=1.41; Leverage=0.0002 (1.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKB SM, [Coverage=0.001 (9); Support=0.001 (6); Strength=0.667; Lift=1.32; Leverage=0.0002 (1.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKB M, [Coverage=0.002 (17); Support=0.001 (6); Strength=0.353; Lift=1.02; Leverage=0.0000 (0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (6); Strength=0.500; Lift=0.99; Leverage=-0.0000 (-0.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D2 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.94; Leverage=-0.0000 (-0.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.94; Leverage=-0.0000 (-0.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKA SM, [Coverage=0.002 (16); Support=0.001 (6); Strength=0.375; Lift=0.88; Leverage=-0.0001 (-0.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.79; Leverage=-0.0002 (-1.6)]

101 Lanjutan lampiran 4

JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT A3 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=0.79; Leverage=-0.0002 (-1.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E3 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (6); Strength=0.300; Lift=0.60; Leverage=-0.0005 (-4.1)] JKEL 0 & BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT F2 -> IPKB CL, [Coverage=0.001 (6); Support=0.001 (6); Strength=1.000; Lift=9.06; Leverage=0.0007 (5.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F2 -> IPKB CL, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=7.55; Leverage=0.0006 (4.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKA CL, [Coverage=0.003 (20); Support=0.001 (5); Strength=0.250; Lift=3.76; Leverage=0.0005 (3.7)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT I3 -> IPKB DS, [Coverage=0.006 (43); Support=0.001 (5); Strength=0.116; Lift=3.14; Leverage=0.0004 (3.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKA M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=2.18; Leverage=0.0004 (2.7)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKA M, [Coverage=0.002 (16); Support=0.001 (5); Strength=0.313; Lift=1.63; Leverage=0.0003 (1.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F3 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=1.21; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=1.21; Leverage=0.0001 (0.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT F1 -> IPKA SM, [Coverage=0.001 (10); Support=0.001 (5); Strength=0.500; Lift=1.18; Leverage=0.0001 (0.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.98; Leverage=-0.0000 (-0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKA SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.98; Leverage=-0.0000 (-0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB M, [Coverage=0.002 (15); Support=0.001 (5); Strength=0.333; Lift=0.97; Leverage=-0.0000 (-0.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H4 -> IPKA M, [Coverage=0.004 (28); Support=0.001 (5); Strength=0.179; Lift=0.93; Leverage=-0.0000 (-0.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKB M, [Coverage=0.002 (16); Support=0.001 (5); Strength=0.313; Lift=0.91; Leverage=-0.0001 (-0.5)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G2 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.83; Leverage=-0.0001 (-1.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C3 -> IPKB SM, [Coverage=0.002 (12); Support=0.001 (5); Strength=0.417; Lift=0.83; Leverage=-0.0001 (-1.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C1 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (5); Strength=0.333; Lift=0.79; Leverage=-0.0002 (-1.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G4 -> IPKA SM, [Coverage=0.002 (17); Support=0.001 (5); Strength=0.294; Lift=0.69; Leverage=-0.0003 (-2.2)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB SM, [Coverage=0.002 (15); Support=0.001 (5); Strength=0.333; Lift=0.66; Leverage=-0.0003 (-2.6)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H1 -> IPKA M, [Coverage=0.006 (44); Support=0.001 (5); Strength=0.114; Lift=0.59; Leverage=-0.0004 (-3.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKA SM, [Coverage=0.003 (24); Support=0.001 (5); Strength=0.208; Lift=0.49; Leverage=-0.0007 (-5.2)] JKEL 0 & BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT F2 -> IPKA SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.96; Leverage=0.0003 (2.5)] JKEL 0 & BIOUS A & KIMUS A & MATUS A & FISUS B & ASDAE 2 & DEPT H3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.65; Leverage=0.0003 (2.0)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT D0 -> IPKB DS, [Coverage=0.002 (15); Support=0.001 (4); Strength=0.267; Lift=7.21; Leverage=0.0004 (3.4)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G5 -> IPKA M, [Coverage=0.001 (9); Support=0.001 (4); Strength=0.444; Lift=2.32; Leverage=0.0003 (2.3)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKA M, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=1.74; Leverage=0.0002 (1.7)]

102 Lanjutan lampiran 4

JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT G8 -> IPKB M, [Coverage=0.002 (12); Support=0.001 (4); Strength=0.333; Lift=0.97; Leverage=-0.0000 (-0.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT B0 -> IPKA SM, [Coverage=0.002 (16); Support=0.001 (4); Strength=0.250; Lift=0.59; Leverage=-0.0004 (-2.8)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT H3 -> IPKB M, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=0.58; Leverage=-0.0004 (-2.9)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT C2 -> IPKB SM, [Coverage=0.002 (16); Support=0.001 (4); Strength=0.250; Lift=0.50; Leverage=-0.0005 (-4.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E4 -> IPKB SM, [Coverage=0.003 (20); Support=0.001 (4); Strength=0.200; Lift=0.40; Leverage=-0.0008 (-6.1)] JKEL 0 & ASDAE 3 & FISUS B & KIMUS B & BIOUS B & MATUS B & DEPT E1 -> IPKB SM, [Coverage=0.003 (24); Support=0.001 (4); Strength=0.167; Lift=0.33; Leverage=-0.0011 (-8.1)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKB CL, [Coverage=0.002 (15); Support=0.002 (12); Strength=0.800; Lift=7.25; Leverage=0.0013 (10.3)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F2 -> IPKB CL, [Coverage=0.001 (11); Support=0.001 (10); Strength=0.909; Lift=8.24; Leverage=0.0011 (8.8)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F2 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (8); Strength=0.727; Lift=1.71; Leverage=0.0004 (3.3)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKB CL, [Coverage=0.002 (13); Support=0.001 (8); Strength=0.615; Lift=5.58; Leverage=0.0009 (6.6)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKA SM, [Coverage=0.002 (15); Support=0.001 (7); Strength=0.467; Lift=1.10; Leverage=0.0001 (0.6)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G1 -> IPKA CL, [Coverage=0.002 (15); Support=0.001 (6); Strength=0.400; Lift=6.02; Leverage=0.0007 (5.0)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT I1 -> IPKB CL, [Coverage=0.001 (8); Support=0.001 (6); Strength=0.750; Lift=6.80; Leverage=0.0007 (5.1)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT A2 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (5); Strength=0.833; Lift=1.65; Leverage=0.0003 (2.0)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKA CL, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=5.79; Leverage=0.0005 (4.1)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKA SM, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=0.91; Leverage=-0.0001 (-0.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT F3 -> IPKB SM, [Coverage=0.002 (13); Support=0.001 (5); Strength=0.385; Lift=0.76; Leverage=-0.0002 (-1.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT H2 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (5); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G4 -> IPKA SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.35; Leverage=0.0001 (1.0)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G4 -> IPKB SM, [Coverage=0.001 (7); Support=0.001 (4); Strength=0.571; Lift=1.13; Leverage=0.0001 (0.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT G6 -> IPKB SM, [Coverage=0.001 (4); Support=0.001 (4); Strength=1.000; Lift=1.99; Leverage=0.0003 (2.0)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT H3 -> IPKB SM, [Coverage=0.001 (6); Support=0.001 (4); Strength=0.667; Lift=1.32; Leverage=0.0001 (1.0)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 4 & DEPT I1 -> IPKA CL, [Coverage=0.001 (8); Support=0.001 (4); Strength=0.500; Lift=7.52; Leverage=0.0005 (3.5)] JKEL 0 & MATUS A & FISUS B & KIMUS B & BIOUS B & ASDAE 4 & DEPT G5 -> IPKA SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.88; Leverage=0.0002 (1.9)] JKEL 0 & MATUS A & FISUS B & KIMUS B & BIOUS B & ASDAE 4 & DEPT G5 -> IPKB SM, [Coverage=0.001 (5); Support=0.001 (4); Strength=0.800; Lift=1.59; Leverage=0.0002 (1.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKB SM, [Coverage=0.001 (11); Support=0.001 (5); Strength=0.455; Lift=0.90; Leverage=-0.0001 (-0.5)] JKEL 0 & FISUS A & BIOUS A & KIMUS A & MATUS A & ASDAE 8 & DEPT B0 -> IPKA SM, [Coverage=0.001 (11); Support=0.001 (4); Strength=0.364; Lift=0.86; Leverage=-0.0001 (-0.7)]