Midterm Exam ~ Data Structures and Algorithms

1 Case 1

Assume you have collected some data set from ABC Property as we can see in the following table:

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)

1.1 Task 1

Categorize the Price into three groups:

• \(\text{High} > 1200\)
• \(1000 \le \text{Medium} \le 12000\)
• \(\text{Low} < 10000\)

Assign it into a new variable called Class by using If and else if statement.

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

datatable(Data)

1.2 Task 2

Categorize the Price into three groups:

• 5 % Booking fee if the \(\text{Price} < 8000\)
• 6 % Booking fee if the \(8000 \le \text{Price} < 9000\)
• 7 % Booking fee if the \(9000 \le \text{Price} < 10000\)
• 8 % Booking fee if the \(10000 \le \text{Price} < 11000\)
• 9 % Booking fee if the \(11000 \le \text{Price} < 13000\)
• 10 % Booking fee if the \(13000 \le \text{Price} \le 15000\)

Assign it into a new variable called Booking_fee by using if and else if statements.

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%')} 
})

1.3 Task 3

According to the final date set that you have created at task 2, I assume you have been working as marketing at ABC Property company, how could you collected all information about your sales by using for statement.

for(Name in unique(Data$Marketing_Name))
{
  subdata <- Data[Data$Marketing_Name == Name,]
  print(head(subdata[subdata$Marketing_Name == "Kefas",],10))
}

## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
##      Id Marketing_Name Work_Exp      City   Cluster Price Date_Sales
## 8     8          Kefas      6.7     Bogor     Asera  7747 2019-10-28
## 58   58          Kefas      6.7     Bogor   Peronia 10416 2020-09-06
## 108 108          Kefas      6.7     Bogor   Mutiara  8759 2018-11-05
## 158 158          Kefas      6.7 Tengerang Sweethome 12582 2018-03-02
## 208 208          Kefas      6.7     Depok   Alindra 11987 2018-06-24
## 258 258          Kefas      6.7 Tengerang    Narada 13182 2020-01-08
## 308 308          Kefas      6.7     Bogor   Palmyra 11367 2020-04-17
## 358 358          Kefas      6.7   Jakarta   Albasia  9940 2019-10-09
## 408 408          Kefas      6.7     Depok   Alindra  7810 2019-11-27
## 458 458          Kefas      6.7     Depok   Albasia  8410 2018-03-17
##     Advertisement  Class
## 8               6    Low
## 58             19 Medium
## 108            15    Low
## 158            20   High
## 208             5 Medium
## 258            18   High
## 308            16 Medium
## 358             4    Low
## 408            12    Low
## 458            13    Low
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)
## [1] Id             Marketing_Name Work_Exp       City           Cluster       
## [6] Price          Date_Sales     Advertisement  Class         
## <0 rows> (or 0-length row.names)

1.4 Task 4

If you will get pay 2% bonus of the Booking fee per-unit as marketing and also get an extra 1% bonus if you have been working at this company for more than 3 years. Please calculate the total bonus by using if, for, and break statements.

1.5 Task 5

In this section your are expected to be able to use all statements that you just learn earlier. So, please answer the following questions:

• Who is the best marketing?

library(dplyr)

## 
## Attaching package: 'dplyr'

## The following objects are masked from 'package:stats':
## 
##     filter, lag

## The following objects are masked from 'package:base':
## 
##     intersect, setdiff, setequal, union

library(tidyverse)

## ── Attaching packages ─────────────────────────────────────── tidyverse 1.3.0 ──

## ✓ ggplot2 3.3.2     ✓ purrr   0.3.4
## ✓ tibble  3.0.4     ✓ stringr 1.4.0
## ✓ tidyr   1.1.2     ✓ forcats 0.5.0
## ✓ readr   1.4.0

## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()

marketing <- aggregate.data.frame(Data$Price,
                                  list(Marketing_Name = Data$Marketing_Name),
                                  FUN = sum)%>%
             rename ('Total_Price' = 'x')
max_marketing <- max (marketing$Total_Price)
Best_Marketing <- marketing %>%
                  filter (Total_Price==max_marketing)%>%
  print()

##   Marketing_Name Total_Price
## 1         Julian     2279508

• Which City and Cluster is the most profitable?

City_profit <- aggregate(Price ~ City, data = Data, sum)
Best_profit <- City_profit[
  order(City_profit$Price, 
        decreasing = T),] %>% 
  head (1) %>% 
  print()

##      City    Price
## 4 Jakarta 23558951

Cluster_profit <- aggregate(Price ~ Cluster, data = Data, sum)
Best_profit <- Cluster_profit[
  order(Cluster_profit$Price, 
        decreasing = T),] %>% 
  head (1) %>% 
  print()

##     Cluster   Price
## 19 Victoria 5890914

• Calculate your total advertisement cost, if you have to pay them $4 once.

• Calculate the average advertisement cost for each marketing.

Advertisement.average_A <- aggregate(Advertisement ~ Marketing_Name, data = Data, sum)
Advertisement_average <- Advertisement.average_A[
  order(Advertisement.average_A$Advertisement, 
        decreasing = T),] %>% 
  head (1) %>% 
  print()

##    Marketing_Name Advertisement
## 21           Hans          2244

• Calculate the Total Revenue (in Monthly)

2 Case 2

Suppose you have a market research project to maintain some potential customers at your company. Let’s assume you are working at ABC insurance company. To do so, you want to collect the following data set:

• Marital_Status : assign random marital status (“Yes”, “No”)
• Address : assign random address (JABODETABEK)
• Work_Location : assign random working location (JABODETABEK)
• Age : assign a sequence of random numbers (from 19 to 60)
• Academic : assign random academic levels (“J.School”,“H.School”, “Undergraduate”, “Master”, “Phd”)
• Job : 10 random jobs for each academic levels
• Grade : 5 random grades for each Jobs
• Income : assign the possible income for each Jobs
• Spending : assign the possible spending for each Jobs
• Number_of_children: assign a random number in between 0 and 10 (according to marital status)
• Private_vehicle : assign the possible private vehicle for each person (“Car”, “motorcycle”, “Public”)
• Home : “Rent”, “Own”, “Credit”

2.1 Task 1

Please provide me a data set about the information of 50000 customers refers to each variable above!

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)

## Warning in instance$preRenderHook(instance): It seems your data is too big
## for client-side DataTables. You may consider server-side processing: https://
## rstudio.github.io/DT/server.html

2.2 Task 2

What kind of important summary statistics you can get from your data set?

2.3 Task 3

According to your calculations and analysis, which customers are potential for you to maintain?

2.4 Task 4

The following types of insurance are available in Indonesia:

• Life insurance
• Health Insurance
• Vehicle Insurance
• Home and property insurance
• Education insurance
• Business Insurance
• General insurance
• Credit Insurance
• Marine Insurance
• Travel Insurance

Which insurance product will you provide to your customers?

# Calculation & Analysis (to make your answer below are reasonable)

# Add new variable to your data set (assign product for each customers)