Midterm Exam ~ Data Structures and Algorithms

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)

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

datatable(Data)

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%')} 
})

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     Depok  Alamanda 11278 2019-04-07
## 58   58          Kefas      6.7 Tengerang   Peronia 10350 2020-01-16
## 108 108          Kefas      6.7     Depok  Alamanda  8580 2018-04-23
## 158 158          Kefas      6.7   Jakarta    Lavesh 10399 2019-02-20
## 208 208          Kefas      6.7 Tengerang     Arana  7656 2019-09-02
## 258 258          Kefas      6.7     Bogor     Tiara 14730 2018-07-29
## 308 308          Kefas      6.7     Depok   Peronia 11523 2018-08-11
## 358 358          Kefas      6.7    Bekasi Sweethome 13523 2018-03-17
## 408 408          Kefas      6.7   Jakarta   Albasia  9239 2018-08-31
## 458 458          Kefas      6.7   Jakarta   Palmyra 13553 2018-09-17
##     Advertisement  Class
## 8              19 Medium
## 58              2 Medium
## 108            16    Low
## 158             3 Medium
## 208            15    Low
## 258            15   High
## 308             7 Medium
## 358            16   High
## 408            12    Low
## 458            10   High
## [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)

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.

Bonus           <- (Data$Price)*0.02

Working_Bonus   <- data.frame(Marketing_Name,
                              Bonus)
library(DT)
datatable(Working_Bonus)

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         Ardifo     2290877

• 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
## 2 Bogor 22876417

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

##   Cluster   Price
## 4 Alindra 6131607

• 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
## 18         Fallen          2314

• Calculate the Total Revenue (in Monthly)

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”

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

Task 2

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

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)
Income          <- sample(c(1000000,2000000,3000000,4000000,5000000),50000,replace = T)

ABC_Insurance1  <- data.frame(Customers, 
                             Marital_Status,
                             Address,
                             Work_Location,
                             Age,
                             Income)
library(DT)
datatable(ABC_Insurance1)

## 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

# Dari kumpulan data statistik di atas, maka yang termasuk data penting adalah Address dan Work Location, karena ABC Incurance dapat menentukan asuransi yang cocok bagi seseorang jika ia bekerja pada tempat yang jauh dari alamat rumah. Age juga data yang penting dalam penentuan asuransi, seperti asuransi untuk kaum lansia, atau anak-anak yang masih bersekolah dengan asuransi pendidikan. Selain itu, data Income juga penting sebagai penentuan pembayaran asuransi setiap bulannya. 

Task 3

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

ifelse <- Vectorize(function(Income)
{
            if (ABC_Insurance$Income>0.35*ABC_Insurance$Income){                             
              print('No')}                              
            else{                                        
              print('Yes')}                               
})

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)