Algoritma & Struktur Data

~ Ujian Tengah Semester ~

Kontak	: $\downarrow$
Email	ardifo.okta@student.matanauniversity.ac.id
Instagram	https://www.instagram.com/ardifo_syaa/
RPubs	https://rpubs.com/ardifo11/

Kasus 1

Asumsikan Anda telah mengumpulkan beberapa kumpulan data dari perusahaan ABC Property seperti yang dapat kita lihat pada tabel berikut:

Id             <- (1:10000)
Marketing_Name <- rep(c("Angel","Sherly","Vanessa","Irene","Julian",
                        "Jeffry","Nikita","Kefas","Siana","Lala",
                        "Fallen","Ardifo","Kevin","Juen","Jerrel",
                        "Imelda","Widi","Theodora","Elvani","Jonathan",
                        "Sofia","Abraham","Siti","Niko","Sefli",
                        "Bene", "Diana", "Pupe", "Andi", "Tatha",
                        "Endri", "Monika", "Hans", "Debora","Hanifa",
                        "James", "Jihan", "Friska","Ardiwan", "Bakti",
                        "Anthon","Amry", "Wiwik", "Bastian", "Budi",
                        "Leo","Simon","Matius","Arry", "Eliando"), 200)
Work_Exp       <- rep(c(1.3,2.4,2.5,3.6,3.7,4.7,5.7,6.7,7.7,7.3,
                        5.3,5.3,10,9.3,3.3,3.3,3.4,3.4,3.5,5.6,
                        3.5,4.6,4.6,5.7,6.2,4.4,6.4,6.4,3.5,7.5,
                        4.6,3.7,4.7,4.3,5.2,6.3,7.4,2.4,3.4,8.2,
                        6.4,7.2,1.5,7.5,10,4.5,6.5,7.2,7.1,7.6),200)
City           <- sample(c("Jakarta","Bogor","Depok","Tengerang","Bekasi"),10000, replace = T)
Cluster        <- sample(c("Victoria","Palmyra","Winona","Tiara", "Narada",
                           "Peronia","Lavesh","Alindra","Sweethome", "Asera",
                           "Teradamai","Albasia", "Adara","Neon","Arana",
                           "Asoka", "Primadona", "Mutiara","Permata","Alamanda" ), 10000, replace=T)
Price          <- sample(c(7000:15000),10000, replace = T)
Date_Sales     <- sample(seq(as.Date("2018/01/01"), by = "day", length.out = 1000),10000, replace = T)
Advertisement  <- sample(c(1:20), 10000, replace = T)
Data           <- data.frame(Id, 
                             Marketing_Name,
                             Work_Exp,
                             City,
                             Cluster,
                             Price,
                             Date_Sales,
                             Advertisement)
library(DT)
datatable(Data)

Soal 1

Kategorikan variabel Harga pada dataset di atas menjadi tiga kelompok sebagai berikut:

$\text{High} > 12000$
$10000 \le \text{Medium} \le 12000$
$\text{Low} < 10000$

Tetapkan ke dalam variabel baru yang disebut Kelas dengan menggunakan fungsi kontrol If, else if, dan else.

R

# tuliskan koding R kalian disini
ifelse <- Vectorize(function(Price)
{
            if (Price>12000){                             # condition 1
              print('High')}                              # result for condition 1
            else if (Price>=10000 & Price<=12000){        # condition 2 
              print('Medium')}                            # result for condition 2
            else{                                         # condition 3
              print('Low')}                               # result for condition 3
})
Data$Class <- ifelse(Data$Price)

## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
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## [1] "Low"
## [1] "High"
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## [1] "Medium"
## [1] "High"
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## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Medium"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "Low"
## [1] "Low"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Low"
## [1] "Medium"
## [1] "High"
## [1] "High"
## [1] "Medium"
## [1] "Low"
## [1] "High"
## [1] "High"
## [1] "High"
## [1] "Low"

datatable(Data)

Python

# tuliskan koding Python kalian disini

Soal 2

Kategorikan variabel Harga pada dataset di atas menjadi enam kelompok sebagai berikut:

Booking_fee nya 5 % jika $\text{Price} < 8000$
Booking_fee nya 6 % jika $8000 \le \text{Price} < 9000$
Booking_fee nya 7 % jika $9000 \le \text{Price} < 10000$
Booking_fee nya 8 % jika $10000 \le \text{Price} < 11000$
Booking_fee nya 9 % jika $11000 \le \text{Price} < 13000$
Booking_fee nya 10 % jika $13000 \le \text{Price} \le 15000$

Tetapkan ke dalam variabel baru yang disebut Booking_fee dengan menggunakan fungsi kontrol If, else if, dan else.

R

# tuliskan koding R kalian disini
if_booking <- Vectorize (function(Price)
{
            if (Price<8000){                                 
              print('5%')}                              
            else if (Price>8000 & Price<9000){                   
              print('6%')}  
            else if (Price>9000 & Price<10000){                   
              print('7%')} 
            else if (Price>10000 & Price<11000){                   
              print('8%')} 
            else if (Price>11000 & Price<13000){                   
              print('9%')} 
             else if (Price>13000 & Price<15000){                   
              print('10%')} 
})

Python

# tuliskan koding Python kalian disini

Soal 3

Menurut kumpulan data akhir yang telah Anda buat pada soal no 2, saya berasumsi bahwa Anda telah bekerja sebagai pemasaran di perusahaan ABC Property, bagaimana Anda dapat mengumpulkan semua informasi tentang penjualan Anda dengan menggunakan pernyataan for.

R

# tuliskan koding R kalian disini
library(dplyr)
for (i in "Ardifo"){
  My_Sales <- filter(Data, Marketing_Name==i)
}
library(DT)
datatable(My_Sales)

Python

# tuliskan koding Python kalian disini

Soal 4

Jika Anda akan mendapatkan bonus 2% dari Booking fee per unit sebagai pemasaran dan juga mendapatkan bonus tambahan 1% jika Anda telah bekerja di perusahaan ini selama lebih dari 3 tahun. Silakan hitung total bonus dengan menggunakan pernyataan if, for, dan break.

R

# tuliskan koding R kalian disini

Python

# tuliskan koding Python kalian disini

Soal 5

Pada bagian ini, Anda diharapkan dapa membuat fungsi yang dapat menjawab setiap penyataan dibawah ini dengan melibatkan setiap fungsi kontrol yang dipelajari pada pertemuan 7.

Siapa nama marketing pemasaran terbaik?
Kota dan Cluster mana yang paling menguntungkan?
Hitung total biaya iklan Anda, jika Anda harus membayarnya $4 setiap kali iklan.
Hitung rata-rata biaya iklan untuk setiap marketing di Perusahaan tersebut.
Hitung Total Pendapatan (dalam Bulanan)

R

Siapa nama marketing pemasaran terbaik

# tuliskan koding R kalian disini

library(dplyr)
library(tidyverse)

Marketing_Sales <- aggregate(Price ~ Marketing_Name, 
                            data = Data, 
                            sum)
Best_Marketing <- Marketing_Sales[
  order(Marketing_Sales$Price, 
        decreasing = T),] %>% 
  head (1) %>% 
  print()

##    Marketing_Name   Price
## 43          Simon 2272385

Kota dan klaster mana yang paling menguntungkan

library(dplyr)
City_Cluster <- aggregate(Price ~ City + Cluster, 
                          data = Data, 
                          sum)
Best_City_Cluster <- City_Cluster [
  order(City_Cluster$Price, decreasing = T),] %>%
  head(1)%>%
  print()

##      City Cluster   Price
## 66 Bekasi Peronia 1462276

Hitung total biaya iklan anda, jika anda harus membayarnya $4 setiap kalli iklan.

Data$Advertisement <- as.numeric(Data$Advertisement)
Data$Advertisement_Cost <- Data$Advertisement * 4
Total_Cost <- sum(Data$Advertisement_Cost)
paste("The total cost was", Total_Cost)

## [1] "The total cost was 418920"

Hitung rata-rata biaya iklan untuk setiap markting di perusahaan tersebut

Marketing_Ads_Avg <- aggregate(Advertisement_Cost ~ Marketing_Name, 
                           data = Data,
                           mean)
library(DT)
datatable(Marketing_Ads_Avg)

Hitung total pendapatan (dalam bulanan) Total Pendapatan = harga + Biaya pendapatan

Python

# tuliskan koding Python kalian disini

Kasus 2

Misalkan Anda memiliki proyek riset pasar untuk mempertahankan beberapa pelanggan potensial di perusahaan Anda. Mari kita asumsikan Anda bekerja di perusahaan asuransi ABC. Untuk melakukannya, Anda ingin mengumpulkan kumpulan data berikut:

Marital_Status : menetapkan status perkawinan acak (“Ya”, “Tidak”)
Address : berikan alamat acak (JABODETABEK)
Work_Location : menetapkan lokasi kerja secara acak (JABODETABEK)
Age : menetapkan urutan angka acak (dari 19 hingga 60)
Academic : menetapkan tingkat akademik acak (“J.School”, “H.School”, “Sarjana”, “Magister”, “Phd”)
Job : 10 pekerjaan acak untuk setiap tingkat akademik
Grade : 5 nilai acak untuk setiap Pekerjaan
Income : tetapkan pendapatan yang mungkin untuk setiap Pekerjaan
Spending : tetapkan kemungkinan pengeluaran untuk setiap Pekerjaan
Number_of_children: menetapkan nomor acak di antara 0 dan 10 (sesuai dengan status perkawinan)
Private_vehicle : menetapkan kemungkinan kendaraan pribadi untuk setiap orang (“Mobil”, “sepeda motor”, “Umum”)
Home : “Sewa”, “Milik”, “Kredit”

Soal 1

Tolong berikan saya kumpulan data tentang informasi 50000 pelanggan yang mengacu pada setiap variabel di atas!

R

# tuliskan koding R kalian disini
Customers       <-c(1:50000)
Marital_Status  <- sample(c('Yes','No'),50000,replace = T)
Address         <- sample(c("Jakarta","Bogor","Depok","Tangerang","Bekasi"),50000, replace = T)
Work_Location   <- sample(c("Jakarta","Bogor","Depok","Tangerang","Bekasi"),50000, replace = T)
Age             <- sample(c(19:60),50000,replace = T)
Academic        <- sample(c('J.School','H.School','Undergraduate','Master','Phd'),50000,replace = T)
Job             <- sample(c('Guru','Dosen','Dokter','Wirausaha','DataAnalyst',
                            'Aktuaris','Akuntan','DriverOjol',
                            'Manager','Supervisor'),50000, replace = T)
Grade           <- sample(c(1:5),50000,replace = T)
Income          <- sample(c(1000000,2000000,3000000,4000000,5000000),50000,replace = T)
Private_vehicle <- sample(c('Car','Motorcycle','Public'),50000,replace = T)
Home            <- sample(c('Rent','Own','Credit'),50000,replace = T)

ABC_Insurance   <- data.frame(Customers, 
                             Marital_Status,
                             Address,
                             Work_Location,
                             Age,
                             Academic,
                             Job,
                             Grade,
                             Income,
                             Private_vehicle,
                             Home)
library(DT)
datatable(ABC_Insurance)

Python

# tuliskan koding Python kalian disini

Soal 2

Ringkasan Statistik penting seperti apa yang bisa Anda dapatkan dari kumpulan data Anda?

R

# tuliskan koding R kalian disini

Informasi statistik seperti mean, mean, quartile, min dan max dari data numerik seperti umur, inklusi dan pengeluaran merupakan informasi penting untuk menentukan distribusi data.
Python

# tuliskan koding Python kalian disini

Soal 3

Menurut perhitungan dan analisis Anda, pelanggan mana yang potensial untuk Anda pertahankan?

R

# tuliskan koding R kalian disini

Python

# tuliskan koding Python kalian disini

Kontak	: \(\downarrow\)
Email	ardifo.okta@student.matanauniversity.ac.id
Instagram	https://www.instagram.com/ardifo_syaa/
RPubs	https://rpubs.com/ardifo11/

Algoritma & Struktur Data

~ Ujian Tengah Semester ~

Kasus 1

Soal 1

R

Python

Soal 2

R

Python

Soal 3

R

Python

Soal 4

R

Python

Soal 5

R

Python

Kasus 2

Soal 1

R

Python

Soal 2

R

Python

Soal 3

R

Python

Referensi