Indian Loan Risk Dataset Analysis
manish sharma
2026-05-02
#used libraries
library(tidyverse)## Warning: package 'tidyverse' was built under R version 4.5.3## Warning: package 'ggplot2' was built under R version 4.5.3## Warning: package 'tidyr' was built under R version 4.5.3## Warning: package 'readr' was built under R version 4.5.3## Warning: package 'purrr' was built under R version 4.5.3## Warning: package 'stringr' was built under R version 4.5.3## Warning: package 'forcats' was built under R version 4.5.3## Warning: package 'lubridate' was built under R version 4.5.3## ── Attaching core tidyverse packages ──────────────────────── tidyverse 2.0.0 ──
## ✔ dplyr 1.2.0 ✔ readr 2.2.0
## ✔ forcats 1.0.1 ✔ stringr 1.6.0
## ✔ ggplot2 4.0.2 ✔ tibble 3.3.1
## ✔ lubridate 1.9.5 ✔ tidyr 1.3.2
## ✔ purrr 1.2.1
## ── Conflicts ────────────────────────────────────────── tidyverse_conflicts() ──
## ✖ dplyr::filter() masks stats::filter()
## ✖ dplyr::lag() masks stats::lag()
## ℹ Use the conflicted package (<http://conflicted.r-lib.org/>) to force all conflicts to become errorslibrary(corrplot)## Warning: package 'corrplot' was built under R version 4.5.3## corrplot 0.95 loadedlibrary(rmarkdown)## Warning: package 'rmarkdown' was built under R version 4.5.3library(knitr)## Warning: package 'knitr' was built under R version 4.5.3#How do you load the "indian_loan_risk_dataset.csv" file into an R object named loan_data?
loan_data <- read.csv("C:\\cap482\\indian_loan_risk_dataset.csv")#Write a command to display the first 6 rows of the dataset.
head(loan_data)## Age Gender Education State EmploymentType City Income
## 1 59 Male Bachelors Gujarat Salaried Vadodara 37809.31
## 2 49 Female Karnataka Freelancer Hubli 53293.70
## 3 35 Male Bachelors Karnataka Self-Employed Bangalore 55978.18
## 4 63 Female Diploma Rajasthan Salaried Jaipur 34397.35
## 5 28 Male Masters Uttar Pradesh Salaried Kanpur 28506.47
## 6 41 Male Bachelors Telangana Unemployed Hyderabad 23479.69
## YearsExperience CreditScore LoanAmount LoanApproved
## 1 38 847 646000 1
## 2 28 545 845000 0
## 3 14 372 868000 0
## 4 42 449 555000 0
## 5 7 812 504000 1
## 6 20 368 385000 0#Which function shows the internal structure (data types) of every column?
str(loan_data)## 'data.frame': 2000 obs. of 11 variables:
## $ Age : int 59 49 35 63 28 41 59 39 43 31 ...
## $ Gender : chr "Male" "Female" "Male" "Female" ...
## $ Education : chr "Bachelors" "" "Bachelors" "Diploma" ...
## $ State : chr "Gujarat" "Karnataka" "Karnataka" "Rajasthan" ...
## $ EmploymentType : chr "Salaried" "Freelancer" "Self-Employed" "Salaried" ...
## $ City : chr "Vadodara" "Hubli" "Bangalore" "Jaipur" ...
## $ Income : num 37809 53294 55978 34397 28506 ...
## $ YearsExperience: int 38 28 14 42 7 20 38 18 22 10 ...
## $ CreditScore : num 847 545 372 449 812 368 529 371 696 383 ...
## $ LoanAmount : num 646000 845000 868000 555000 504000 385000 918000 775000 786000 918000 ...
## $ LoanApproved : int 1 0 0 0 1 0 0 0 1 0 ...#How can you find the total number of rows and columns in this file?
dim(loan_data)## [1] 2000 11#Write a command to list only the column names of the dataset.
names(loan_data)## [1] "Age" "Gender" "Education" "State"
## [5] "EmploymentType" "City" "Income" "YearsExperience"
## [9] "CreditScore" "LoanAmount" "LoanApproved"#1.How do you check for the total count of NA (missing) values in the entire dataset?
sum(is.na(loan_data))## [1] 200#2.Write code to find out if there are any missing values specifically in the Income column.
sum(is.na(loan_data$Income))## [1] 100#3.How do you remove all rows that contain any missing values from the dataset?
loan_data_clean <- na.omit(loan_data)#4.Write the command to remove duplicate rows to ensure data integrity.
loan_data <- unique(loan_data)#5.How do you replace missing values in the Income column with the median of that column?
loan_data$Income[is.na(loan_data$Income)] <- median(loan_data$Income, na.rm = TRUE)#6.What is the command to find the average (mean) Age of the applicants?
mean(loan_data$Age, na.rm = TRUE)## [1] 42.694#7.How do you find the highest (maximum) LoanAmount in the file?
max(loan_data$LoanAmount, na.rm = TRUE)## [1] 1730000#8.Write a command to calculate the Standard Deviation of the CreditScore.
sd(loan_data$CreditScore, na.rm = TRUE)## [1] 172.9013#9.How do you find the 50th percentile (median) of the Income?
quantile(loan_data$Income, 0.5, na.rm = TRUE)## 50%
## 49527.51#10.Use a single function to get the Min, Max, Mean, and Quartiles for the Age column.
summary(loan_data$Age)## Min. 1st Qu. Median Mean 3rd Qu. Max.
## 21.00 32.00 43.00 42.69 54.00 64.00#11.How do you calculate the range for YearsExperience?
range(loan_data$YearsExperience, na.rm = TRUE)## [1] 0 43#12.Write the code to create a simple Histogram of the CreditScore.
hist(loan_data$CreditScore,
col="skyblue",
main="Credit Score Distribution")
#13.Create a Barplot for EmploymentType.
barplot(table(loan_data$EmploymentType),
col="orange",
main="Employment Types")
#14.Write a command to generate a Boxplot for the LoanAmount variable.
boxplot(loan_data$LoanAmount,
main="Loan Amount Boxplot",
horizontal=TRUE)
#15.How do you create a Pie Chart for the Gender distribution?
pie(table(loan_data$Gender),
main="Gender Distribution")
#16.Write the syntax for a Scatter Plot between Age and Income.
plot(loan_data$Age,
loan_data$Income,
xlab="Age",
ylab="Income",
main="Age vs Income")
#17.How do you create a Pair Plot for the first four numeric columns?
pairs(loan_data[, c(1, 7, 8, 9)],
main = "Pair Plot: Age, Income, Exp, Score")
#18.Write code for a Cumulative Frequency Diagram (CFD) of the CreditScore.
plot(ecdf(loan_data$CreditScore),
main="CFD of Credit Scores")
#19.How do you find the average Income grouped by State?
aggregate(Income ~ State,
data = loan_data,
mean)## State Income
## 1 Delhi 50793.90
## 2 Gujarat 57766.64
## 3 Karnataka 49166.49
## 4 Maharashtra 56023.55
## 5 Punjab 69741.37
## 6 Rajasthan 56313.39
## 7 Tamil Nadu 50317.23
## 8 Telangana 64911.50
## 9 Uttar Pradesh 56478.58
## 10 West Bengal 57038.71#20.Write a command to count how many applicants belong to each Education level.
table(loan_data$Education)##
## Bachelors Diploma High School Masters PhD
## 100 756 297 389 362 96#21.How do you find the total (sum) of all LoanAmount requested in the dataset?
sum(loan_data$LoanAmount, na.rm = TRUE)## [1] 1596524000#22.Write a command to filter the data to show only applicants with a CreditScore above 700.
high_credit <- subset(loan_data,
CreditScore > 700)
high_credit## Age Gender Education State EmploymentType City
## 1 59 Male Bachelors Gujarat Salaried Vadodara
## 5 28 Male Masters Uttar Pradesh Salaried Kanpur
## 16 23 Female Bachelors Punjab Salaried Amritsar
## 19 44 Male Masters Karnataka Self-Employed Hubli
## 22 58 Male Diploma Telangana Salaried Hyderabad
## 25 53 Male High School Telangana Self-Employed Warangal
## 26 32 Male Masters Uttar Pradesh Salaried Lucknow
## 29 45 Female Bachelors Tamil Nadu Salaried Chennai
## 37 57 Male Tamil Nadu Salaried Chennai
## 39 41 Female Bachelors Delhi Salaried New Delhi
## 42 38 Male Diploma Gujarat Unemployed Vadodara
## 44 45 Male Diploma Maharashtra Salaried Nashik
## 50 48 Female PhD West Bengal Salaried Howrah
## 52 64 Male Diploma Punjab Self-Employed Ludhiana
## 53 28 Female Masters Maharashtra Salaried Mumbai
## 56 37 Male Diploma Maharashtra Self-Employed Nashik
## 59 24 Female Bachelors West Bengal Self-Employed Howrah
## 61 26 Female High School Telangana Salaried Warangal
## 63 24 Male Masters Delhi Self-Employed New Delhi
## 65 38 Male Diploma West Bengal Self-Employed Kolkata
## 66 46 Female Masters Telangana Self-Employed Hyderabad
## 69 30 Female Bachelors Rajasthan Freelancer Jaipur
## 75 34 Female Bachelors West Bengal Salaried Kolkata
## 78 41 Female Diploma Delhi Self-Employed New Delhi
## 80 38 Female High School Telangana Freelancer Hyderabad
## 81 44 Female Bachelors Gujarat Self-Employed Ahmedabad
## 84 61 Female Tamil Nadu Self-Employed Coimbatore
## 92 21 Female Diploma Telangana Salaried Hyderabad
## 93 64 Male Bachelors Gujarat Self-Employed Surat
## 94 28 Female Masters Delhi Salaried New Delhi
## 95 44 Female PhD Telangana Freelancer Warangal
## 100 55 Female Bachelors Rajasthan Salaried Jodhpur
## 104 59 Female Bachelors Karnataka Freelancer Mysore
## 107 27 Male Diploma Maharashtra Salaried Nagpur
## 111 54 Female High School Telangana Salaried Warangal
## 113 43 Non-Binary High School West Bengal Salaried Kolkata
## 114 44 Male Bachelors Delhi Unemployed New Delhi
## 117 64 Female Bachelors Maharashtra Salaried Nashik
## 121 55 Female Bachelors Maharashtra Salaried Nashik
## 123 55 Male Bachelors West Bengal Freelancer Kolkata
## 126 23 Male Diploma Karnataka Self-Employed Mysore
## 128 25 Male Masters Delhi Freelancer New Delhi
## 133 29 Female High School Delhi Self-Employed New Delhi
## 135 35 Male Masters Rajasthan Freelancer Jaipur
## 136 46 Male Bachelors Delhi Salaried New Delhi
## 150 56 Male Masters Rajasthan Salaried Jaipur
## 154 42 Female Bachelors Telangana Unemployed Warangal
## 167 45 Female High School Uttar Pradesh Freelancer Kanpur
## 168 59 Male Uttar Pradesh Salaried Kanpur
## 169 53 Female Bachelors Maharashtra Salaried Pune
## 174 23 Male Masters Uttar Pradesh Self-Employed Noida
## 178 47 Female Uttar Pradesh Freelancer Lucknow
## 180 57 Male Bachelors Uttar Pradesh Salaried Lucknow
## 182 62 Female Bachelors Delhi Salaried New Delhi
## 186 52 Non-Binary Bachelors Rajasthan Freelancer Jodhpur
## 193 23 Female High School Gujarat Self-Employed Vadodara
## 204 39 Female Masters Uttar Pradesh Salaried Noida
## 212 31 Male Masters Gujarat Unemployed Vadodara
## 220 31 Female Masters Telangana Freelancer Hyderabad
## 224 26 Male Rajasthan Unemployed Jaipur
## 225 36 Male Masters Tamil Nadu Self-Employed Madurai
## 227 23 Male Masters West Bengal Self-Employed Howrah
## 228 40 Female Bachelors Karnataka Self-Employed Mysore
## 229 56 Male Diploma West Bengal Freelancer Kolkata
## 234 40 Female Bachelors Rajasthan Self-Employed Jodhpur
## 235 52 Male Bachelors Rajasthan Salaried Jodhpur
## 238 53 Male Delhi Salaried New Delhi
## 239 60 Female High School West Bengal Salaried Kolkata
## 248 51 Male High School Maharashtra Self-Employed Nashik
## 253 36 Female Gujarat Freelancer Surat
## 257 32 Female Bachelors Maharashtra Salaried Nashik
## 258 25 Male Bachelors Uttar Pradesh Freelancer Kanpur
## 259 57 Male Masters Rajasthan Self-Employed Jodhpur
## 260 52 Male Karnataka Self-Employed Hubli
## 262 61 Female Masters Tamil Nadu Salaried Chennai
## 264 39 Female Maharashtra Self-Employed Nagpur
## 265 36 Male High School Karnataka Salaried Hubli
## 266 23 Male High School West Bengal Salaried Kolkata
## 270 44 Female Bachelors Rajasthan Freelancer Jodhpur
## 278 45 Female Gujarat Salaried Surat
## 282 38 Male High School Gujarat Self-Employed Surat
## 287 61 Male Diploma Maharashtra Unemployed Pune
## 288 56 Female Bachelors Rajasthan Salaried Jaipur
## 298 37 Female Masters Tamil Nadu Self-Employed Coimbatore
## 300 32 Male Bachelors Uttar Pradesh Freelancer Noida
## 306 28 Female Masters Punjab Salaried Amritsar
## 308 47 Female Bachelors Karnataka Salaried Bangalore
## 311 50 Male PhD Karnataka Salaried Mysore
## 313 48 Female High School Uttar Pradesh Self-Employed Noida
## 322 50 Female Diploma Telangana Salaried Hyderabad
## 328 44 Female Bachelors Delhi Self-Employed New Delhi
## 329 49 Male Diploma Telangana Freelancer Warangal
## 332 53 Female Bachelors Gujarat Self-Employed Surat
## 335 43 Male Bachelors Telangana Salaried Warangal
## 337 23 Female Bachelors Karnataka Self-Employed Hubli
## 340 62 Female Masters Telangana Salaried Hyderabad
## 344 44 Female Karnataka Salaried Mysore
## 349 47 Female Bachelors Tamil Nadu Freelancer Coimbatore
## 353 37 Female Masters Karnataka Self-Employed Mysore
## 355 53 Female Bachelors Delhi Salaried New Delhi
## 356 29 Female Bachelors Tamil Nadu Self-Employed Chennai
## 357 63 Female Diploma Gujarat Salaried Surat
## 359 49 Male High School Karnataka Self-Employed Bangalore
## 361 46 Male Bachelors Maharashtra Salaried Mumbai
## 362 55 Male Bachelors Rajasthan Freelancer Jaipur
## 364 44 Male Bachelors Rajasthan Salaried Jodhpur
## 369 21 Male Bachelors Maharashtra Self-Employed Nashik
## 373 32 Female High School Delhi Freelancer New Delhi
## 380 43 Female Bachelors Rajasthan Self-Employed Jaipur
## 381 42 Female Masters Tamil Nadu Salaried Chennai
## 383 42 Female Bachelors Delhi Salaried New Delhi
## 387 35 Female Karnataka Salaried Bangalore
## 390 53 Male Bachelors Rajasthan Unemployed Jaipur
## 395 59 Female Masters Tamil Nadu Self-Employed Chennai
## 398 52 Female High School Punjab Self-Employed Ludhiana
## 399 50 Male Masters West Bengal Freelancer Howrah
## 401 60 Female Diploma Gujarat Freelancer Ahmedabad
## 405 50 Female Diploma Uttar Pradesh Salaried Kanpur
## 406 39 Male Masters Delhi Salaried New Delhi
## 414 29 Female Bachelors Delhi Salaried New Delhi
## 416 21 Female Bachelors Rajasthan Salaried Jaipur
## 418 54 Female High School Punjab Salaried Ludhiana
## 429 32 Male Diploma Punjab Self-Employed Ludhiana
## 434 49 Non-Binary High School Delhi Self-Employed New Delhi
## 435 34 Male PhD Telangana Unemployed Hyderabad
## 438 50 Female Bachelors Rajasthan Salaried Jodhpur
## 440 32 Male Bachelors Punjab Salaried Ludhiana
## 444 41 Female Masters West Bengal Salaried Kolkata
## 447 53 Male High School Karnataka Self-Employed Hubli
## 452 25 Female Masters Telangana Self-Employed Warangal
## 453 56 Female West Bengal Salaried Kolkata
## 457 39 Female Bachelors Maharashtra Freelancer Pune
## 468 47 Male Bachelors West Bengal Salaried Kolkata
## 469 40 Male Bachelors Telangana Salaried Warangal
## 472 55 Male High School Delhi Freelancer New Delhi
## 473 53 Male Masters Punjab Salaried Amritsar
## 477 32 Female Masters Uttar Pradesh Self-Employed Kanpur
## 479 21 Male Bachelors Karnataka Salaried Hubli
## 481 60 Female High School Uttar Pradesh Freelancer Lucknow
## 487 32 Female Masters Delhi Self-Employed New Delhi
## 490 55 Male Bachelors Punjab Self-Employed Ludhiana
## 491 43 Male Bachelors Maharashtra Salaried Nashik
## 495 49 Male Bachelors Maharashtra Self-Employed Mumbai
## 500 61 Female High School Telangana Freelancer Warangal
## 501 27 Female Bachelors Rajasthan Salaried Jodhpur
## 502 24 Male Masters Telangana Self-Employed Hyderabad
## 503 31 Female Masters Telangana Salaried Warangal
## 504 49 Male Diploma Maharashtra Unemployed Nagpur
## 510 57 Male Diploma Maharashtra Freelancer Nagpur
## 513 55 Male Diploma Telangana Self-Employed Hyderabad
## 515 56 Male High School Gujarat Self-Employed Surat
## 516 38 Female Bachelors Maharashtra Self-Employed Pune
## 520 43 Male Bachelors West Bengal Salaried Kolkata
## 523 32 Male Masters West Bengal Salaried Kolkata
## 524 33 Female Masters Delhi Freelancer New Delhi
## 526 45 Male High School Rajasthan Freelancer Jaipur
## 527 55 Female Diploma Uttar Pradesh Unemployed Lucknow
## 529 50 Female Bachelors Punjab Freelancer Amritsar
## 547 36 Male Masters Delhi Salaried New Delhi
## 548 25 Female Bachelors Punjab Salaried Amritsar
## 558 59 Male PhD Delhi Self-Employed New Delhi
## 559 34 Male Masters Karnataka Salaried Bangalore
## 561 25 Male Bachelors Delhi Salaried New Delhi
## 562 55 Female Karnataka Salaried Hubli
## 567 38 Female Bachelors West Bengal Freelancer Kolkata
## 572 37 Male Masters Delhi Self-Employed New Delhi
## 574 27 Male Masters Punjab Unemployed Amritsar
## 577 62 Female High School Karnataka Salaried Mysore
## 586 28 Male Masters Uttar Pradesh Self-Employed Noida
## 599 47 Male Diploma Delhi Salaried New Delhi
## 601 46 Female Gujarat Freelancer Vadodara
## 602 39 Male Bachelors Delhi Salaried New Delhi
## 607 40 Male High School Karnataka Unemployed Hubli
## 610 61 Female Masters Maharashtra Self-Employed Nagpur
## 612 21 Female Bachelors Karnataka Salaried Bangalore
## 613 23 Female Diploma West Bengal Freelancer Howrah
## 615 48 Female Masters Delhi Self-Employed New Delhi
## 616 45 Male Diploma Punjab Self-Employed Ludhiana
## 622 41 Female Bachelors Telangana Self-Employed Hyderabad
## 630 40 Male Masters Tamil Nadu Freelancer Coimbatore
## 633 34 Male Bachelors Delhi Self-Employed New Delhi
## 635 51 Female High School West Bengal Salaried Kolkata
## 642 30 Female Diploma Maharashtra Salaried Nashik
## 644 36 Female Bachelors Uttar Pradesh Salaried Kanpur
## 654 28 Female Bachelors Karnataka Salaried Hubli
## 656 48 Female Bachelors Gujarat Salaried Surat
## 657 57 Female High School Telangana Self-Employed Hyderabad
## 660 47 Male Bachelors Telangana Salaried Warangal
## 663 53 Female High School Tamil Nadu Freelancer Madurai
## 667 49 Female Punjab Salaried Amritsar
## 669 55 Male Bachelors Punjab Self-Employed Amritsar
## 670 26 Male Bachelors Rajasthan Self-Employed Jodhpur
## 674 22 Female Bachelors Karnataka Self-Employed Bangalore
## 676 50 Male Diploma Maharashtra Freelancer Pune
## 685 45 Female Bachelors Delhi Freelancer New Delhi
## 688 33 Female Punjab Self-Employed Ludhiana
## 697 37 Female Maharashtra Freelancer Mumbai
## 704 57 Male Bachelors Rajasthan Salaried Jaipur
## 706 30 Female High School Punjab Salaried Ludhiana
## 709 37 Female Bachelors Uttar Pradesh Self-Employed Noida
## 711 34 Female Bachelors Gujarat Self-Employed Ahmedabad
## 714 33 Female Bachelors Tamil Nadu Self-Employed Coimbatore
## 720 48 Female Uttar Pradesh Freelancer Noida
## 722 28 Female Masters Maharashtra Self-Employed Nagpur
## 723 59 Male High School Delhi Salaried New Delhi
## 724 46 Male Gujarat Salaried Ahmedabad
## 728 21 Male Bachelors Gujarat Salaried Ahmedabad
## 734 43 Male Bachelors Maharashtra Freelancer Nashik
## 743 54 Female Bachelors Tamil Nadu Salaried Coimbatore
## 744 58 Male Masters Karnataka Salaried Hubli
## 745 54 Male Masters Telangana Self-Employed Warangal
## 759 49 Male Masters West Bengal Freelancer Howrah
## 760 24 Male Bachelors Karnataka Salaried Hubli
## 764 37 Female Masters Tamil Nadu Salaried Coimbatore
## 765 40 Non-Binary Bachelors Punjab Freelancer Ludhiana
## 775 43 Female Bachelors Rajasthan Self-Employed Jaipur
## 781 24 Male Bachelors Tamil Nadu Salaried Chennai
## 785 23 Male Bachelors Uttar Pradesh Salaried Lucknow
## 787 23 Female Bachelors Punjab Self-Employed Ludhiana
## 788 47 Female Bachelors Delhi Salaried New Delhi
## 792 41 Male Bachelors Karnataka Freelancer Bangalore
## 797 42 Female Bachelors Gujarat Salaried Surat
## 806 34 Male Bachelors Gujarat Salaried Ahmedabad
## 813 63 Male High School Rajasthan Salaried Jaipur
## 815 46 Male Masters West Bengal Salaried Howrah
## 819 55 Male High School Delhi Self-Employed New Delhi
## 825 43 Male Bachelors Tamil Nadu Salaried Chennai
## 826 34 Female Masters West Bengal Salaried Howrah
## 829 46 Female Bachelors Karnataka Freelancer Hubli
## 832 23 Male Diploma Maharashtra Salaried Pune
## 837 55 Male High School Telangana Salaried Hyderabad
## 840 57 Male Bachelors Rajasthan Salaried Jodhpur
## 851 33 Male Masters Uttar Pradesh Salaried Kanpur
## 855 30 Female Bachelors Delhi Unemployed New Delhi
## 859 56 Male Masters Rajasthan Self-Employed Jodhpur
## 860 42 Male Bachelors Karnataka Salaried Mysore
## 863 60 Male High School Karnataka Salaried Mysore
## 864 64 Male Masters Telangana Self-Employed Warangal
## 871 54 Male Bachelors Karnataka Unemployed Hubli
## 873 57 Female Telangana Salaried Warangal
## 874 53 Female Bachelors Tamil Nadu Self-Employed Madurai
## 875 42 Female PhD Delhi Self-Employed New Delhi
## 876 41 Female Bachelors Gujarat Salaried Surat
## 882 50 Male High School Karnataka Self-Employed Mysore
## 886 23 Female Diploma Rajasthan Self-Employed Jaipur
## 894 22 Female High School West Bengal Self-Employed Kolkata
## 897 31 Male Tamil Nadu Freelancer Coimbatore
## 898 24 Male Bachelors Delhi Salaried New Delhi
## 899 35 Female Masters Delhi Salaried New Delhi
## 900 26 Male High School Gujarat Self-Employed Ahmedabad
## 902 58 Female High School Gujarat Freelancer Ahmedabad
## 904 35 Female Bachelors West Bengal Salaried Howrah
## 907 46 Female Bachelors West Bengal Salaried Kolkata
## 908 64 Male PhD Delhi Freelancer New Delhi
## 909 25 Female High School Uttar Pradesh Salaried Lucknow
## 914 40 Male Bachelors Delhi Self-Employed New Delhi
## 922 57 Male High School Uttar Pradesh Self-Employed Noida
## 929 26 Male High School Karnataka Self-Employed Hubli
## 932 43 Female High School Delhi Self-Employed New Delhi
## 942 29 Male High School Telangana Self-Employed Hyderabad
## 950 50 Male High School Telangana Freelancer Warangal
## 951 51 Female Masters Delhi Salaried New Delhi
## 952 25 Female Bachelors Gujarat Self-Employed Vadodara
## 953 64 Female Bachelors Uttar Pradesh Salaried Noida
## 954 34 Non-Binary Bachelors Gujarat Salaried Ahmedabad
## 958 32 Male Diploma West Bengal Self-Employed Howrah
## 960 55 Female PhD Rajasthan Salaried Jodhpur
## 963 42 Female Masters Gujarat Salaried Surat
## 969 34 Male Masters Tamil Nadu Self-Employed Coimbatore
## 974 25 Female Masters Gujarat Salaried Surat
## 979 45 Female High School Karnataka Freelancer Bangalore
## 981 45 Male Bachelors Punjab Salaried Amritsar
## 982 38 Non-Binary Bachelors Karnataka Self-Employed Hubli
## 986 60 Female Bachelors Punjab Freelancer Ludhiana
## 992 35 Male Masters Uttar Pradesh Salaried Kanpur
## 993 53 Female PhD Rajasthan Freelancer Jaipur
## 1000 60 Male Karnataka Salaried Mysore
## 1003 26 Female Bachelors Telangana Salaried Warangal
## 1005 27 Male Bachelors Delhi Self-Employed New Delhi
## 1008 35 Male High School West Bengal Salaried Howrah
## 1011 50 Male Bachelors Punjab Self-Employed Ludhiana
## 1018 57 Female Bachelors Telangana Salaried Hyderabad
## 1022 42 Female Bachelors Uttar Pradesh Salaried Lucknow
## 1023 22 Female Bachelors Karnataka Salaried Mysore
## 1036 25 Female Bachelors Gujarat Salaried Surat
## 1037 49 Female Bachelors Karnataka Unemployed Mysore
## 1039 32 Male Masters Gujarat Unemployed Surat
## 1044 56 Male Punjab Salaried Ludhiana
## 1045 46 Male Karnataka Self-Employed Mysore
## 1046 63 Female Masters Gujarat Salaried Surat
## 1048 25 Male Bachelors Delhi Salaried New Delhi
## 1052 60 Female Diploma Karnataka Self-Employed Hubli
## 1053 58 Female High School Maharashtra Self-Employed Mumbai
## 1055 28 Male Diploma Uttar Pradesh Self-Employed Lucknow
## 1056 43 Female Bachelors West Bengal Unemployed Howrah
## 1059 32 Male Bachelors Delhi Salaried New Delhi
## 1060 46 Female High School Maharashtra Salaried Pune
## 1062 60 Female High School Tamil Nadu Salaried Madurai
## 1065 53 Female Diploma Maharashtra Self-Employed Mumbai
## 1067 63 Male Masters Telangana Self-Employed Warangal
## 1071 24 Male Masters Rajasthan Self-Employed Jodhpur
## 1076 48 Male Bachelors Maharashtra Salaried Nashik
## 1083 42 Female Diploma Punjab Salaried Amritsar
## 1086 21 Male Diploma Punjab Freelancer Amritsar
## 1096 29 Male Masters Uttar Pradesh Self-Employed Lucknow
## 1097 29 Female Uttar Pradesh Freelancer Lucknow
## 1100 61 Male West Bengal Freelancer Howrah
## 1105 58 Male Masters West Bengal Salaried Kolkata
## 1106 22 Female Bachelors Gujarat Salaried Vadodara
## 1107 27 Female PhD Tamil Nadu Self-Employed Chennai
## 1112 37 Female Bachelors Maharashtra Salaried Pune
## 1113 63 Female Diploma Rajasthan Freelancer Jaipur
## 1114 64 Female Bachelors Gujarat Salaried Ahmedabad
## 1116 45 Male Bachelors Gujarat Salaried Surat
## 1120 53 Male Bachelors Uttar Pradesh Salaried Kanpur
## 1127 27 Male Masters Punjab Salaried Amritsar
## 1130 61 Female PhD Delhi Self-Employed New Delhi
## 1131 40 Male Bachelors Delhi Self-Employed New Delhi
## 1135 27 Female High School Rajasthan Freelancer Jodhpur
## 1136 21 Male Diploma Telangana Salaried Warangal
## 1143 50 Female Masters Telangana Freelancer Hyderabad
## 1146 50 Male Masters Telangana Freelancer Hyderabad
## 1150 38 Male Bachelors Gujarat Self-Employed Vadodara
## 1157 24 Female PhD Delhi Salaried New Delhi
## 1158 21 Female Diploma West Bengal Salaried Howrah
## 1159 28 Female Bachelors Uttar Pradesh Self-Employed Noida
## 1163 52 Male Diploma Maharashtra Salaried Pune
## 1168 53 Female Bachelors Maharashtra Salaried Nagpur
## 1169 43 Male Diploma Delhi Salaried New Delhi
## 1171 52 Male High School Maharashtra Salaried Mumbai
## 1172 27 Male High School Karnataka Salaried Mysore
## 1173 49 Male Bachelors Uttar Pradesh Salaried Lucknow
## 1177 44 Male High School West Bengal Salaried Howrah
## 1183 48 Female Bachelors Maharashtra Self-Employed Nagpur
## 1187 52 Male Bachelors Punjab Salaried Ludhiana
## 1189 34 Female Masters Delhi Salaried New Delhi
## 1191 63 Male Bachelors Rajasthan Salaried Jodhpur
## 1195 41 Male High School West Bengal Salaried Kolkata
## 1199 27 Male PhD Telangana Self-Employed Warangal
## 1200 30 Male Bachelors Delhi Self-Employed New Delhi
## 1206 39 Male Masters Rajasthan Salaried Jodhpur
## 1208 49 Male High School Punjab Self-Employed Amritsar
## 1209 38 Male High School Telangana Salaried Warangal
## 1210 22 Male Bachelors West Bengal Salaried Howrah
## 1211 21 Male PhD Tamil Nadu Salaried Chennai
## 1216 22 Female Bachelors West Bengal Self-Employed Howrah
## 1219 32 Male Bachelors Tamil Nadu Salaried Madurai
## 1222 57 Female Diploma Telangana Freelancer Warangal
## 1223 58 Female High School Delhi Salaried New Delhi
## 1229 42 Male High School Delhi Freelancer New Delhi
## 1230 64 Male Masters Delhi Unemployed New Delhi
## 1235 43 Male Masters Gujarat Self-Employed Ahmedabad
## 1237 37 Male Diploma Gujarat Salaried Vadodara
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## 1352 28 Male Masters Maharashtra Self-Employed Pune
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## 1412 22 Male Diploma Telangana Salaried Hyderabad
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## 1840 21045.83 39 703 382000 0
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## 1847 57132.90 35 796 927000 1
## 1852 15000.00 13 845 307000 1
## 1854 79081.30 1 724 1245000 1
## 1863 89230.98 1 811 1405000 1
## 1867 44299.57 24 792 736000 1
## 1874 49527.51 39 888 1139000 1
## 1881 49417.76 2 776 811000 1
## 1885 74828.54 28 799 1190000 1
## 1889 88125.42 40 708 1378000 1
## 1890 53098.62 0 787 866000 1
## 1895 72635.80 11 719 1149000 1
## 1896 58920.01 0 860 960000 1
## 1902 70142.04 11 888 1129000 1
## 1905 46536.12 27 715 762000 1
## 1915 44018.48 25 875 740000 1
## 1918 27000.68 34 799 480000 1
## 1921 15000.00 4 852 308000 1
## 1922 77080.18 32 899 1233000 1
## 1923 25017.46 13 781 449000 1
## 1924 41544.35 11 899 706000 1
## 1925 73625.42 41 809 1173000 1
## 1927 71921.83 23 764 1143000 1
## 1929 20806.48 33 882 397000 1
## 1933 44075.72 30 709 725000 1
## 1937 69376.16 37 732 1102000 1
## 1942 33744.46 7 868 587000 1
## 1944 49527.51 0 829 305000 1
## 1945 71824.06 7 794 1145000 1
## 1948 49527.51 37 755 904000 1
## 1952 32863.26 0 784 566000 1
## 1953 43145.34 25 884 728000 1
## 1954 110866.59 42 859 1730000 1
## 1956 15000.00 29 777 300000 1
## 1957 41828.20 17 787 699000 1
## 1958 28849.55 16 745 502000 1
## 1960 32212.82 7 830 561000 1
## 1966 88971.63 3 882 1408000 1
## 1971 54578.10 15 797 889000 1
## 1974 49239.20 40 762 807000 1
## 1975 80642.31 25 750 1271000 1
## 1977 61171.47 1 849 992000 1
## 1981 31017.79 40 889 549000 1
## 1982 44155.31 24 703 725000 1
## 1983 62308.73 12 866 1011000 1
## 1985 63075.18 12 766 1012000 1
## 1989 67792.98 3 733 1079000 1
## 2000 82514.17 22 718 1296000 1#23.How do you sort the dataset based on Age in descending order?
loan_data[order(-loan_data$Age), ]## Age Gender Education State EmploymentType City
## 20 64 Male Karnataka Self-Employed Bangalore
## 28 64 Female PhD Rajasthan Salaried Jaipur
## 35 64 Male Masters West Bengal Unemployed Kolkata
## 52 64 Male Diploma Punjab Self-Employed Ludhiana
## 67 64 Male Telangana Self-Employed Hyderabad
## 93 64 Male Bachelors Gujarat Self-Employed Surat
## 117 64 Female Bachelors Maharashtra Salaried Nashik
## 161 64 Female Diploma West Bengal Self-Employed Kolkata
## 162 64 Female Diploma West Bengal Salaried Kolkata
## 183 64 Male Bachelors Punjab Salaried Ludhiana
## 206 64 Male Bachelors Karnataka Salaried Bangalore
## 320 64 Male High School Tamil Nadu Freelancer Chennai
## 392 64 Female Bachelors Rajasthan Salaried Jodhpur
## 393 64 Male High School Delhi Unemployed New Delhi
## 484 64 Female Uttar Pradesh Self-Employed Lucknow
## 571 64 Male Diploma Karnataka Salaried Mysore
## 597 64 Female Bachelors Maharashtra Salaried Pune
## 620 64 Female Diploma Punjab Salaried Ludhiana
## 729 64 Female Karnataka Salaried Bangalore
## 848 64 Female High School Gujarat Self-Employed Ahmedabad
## 864 64 Male Masters Telangana Self-Employed Warangal
## 908 64 Male PhD Delhi Freelancer New Delhi
## 934 64 Male Uttar Pradesh Salaried Noida
## 953 64 Female Bachelors Uttar Pradesh Salaried Noida
## 1069 64 Male Bachelors Telangana Salaried Hyderabad
## 1114 64 Female Bachelors Gujarat Salaried Ahmedabad
## 1227 64 Female Bachelors Maharashtra Self-Employed Pune
## 1230 64 Male Masters Delhi Unemployed New Delhi
## 1329 64 Male PhD Delhi Self-Employed New Delhi
## 1330 64 Male Diploma Punjab Salaried Amritsar
## 1337 64 Female Masters Karnataka Salaried Hubli
## 1391 64 Male Masters Tamil Nadu Freelancer Madurai
## 1399 64 Male Bachelors Uttar Pradesh Salaried Lucknow
## 1411 64 Female Bachelors Maharashtra Self-Employed Nashik
## 1426 64 Female Masters Tamil Nadu Freelancer Coimbatore
## 1428 64 Female PhD Punjab Salaried Ludhiana
## 1650 64 Female Rajasthan Salaried Jaipur
## 1671 64 Male High School Rajasthan Salaried Jodhpur
## 1684 64 Male Diploma Maharashtra Self-Employed Nagpur
## 1694 64 Male High School Uttar Pradesh Salaried Noida
## 1755 64 Male Bachelors Karnataka Salaried Hubli
## 1796 64 Female West Bengal Self-Employed Kolkata
## 1822 64 Male Masters Karnataka Salaried Bangalore
## 1851 64 Female Bachelors Telangana Self-Employed Warangal
## 1904 64 Male Diploma West Bengal Self-Employed Kolkata
## 1908 64 Male Bachelors Karnataka Salaried Mysore
## 1936 64 Female High School Gujarat Self-Employed Surat
## 4 63 Female Diploma Rajasthan Salaried Jaipur
## 148 63 Male High School Rajasthan Self-Employed Jodhpur
## 357 63 Female Diploma Gujarat Salaried Surat
## 388 63 Male Bachelors Karnataka Salaried Hubli
## 475 63 Female High School Karnataka Self-Employed Mysore
## 483 63 Male Bachelors Gujarat Salaried Vadodara
## 565 63 Male Bachelors Rajasthan Self-Employed Jodhpur
## 772 63 Male Bachelors Maharashtra Salaried Pune
## 773 63 Female High School Gujarat Salaried Surat
## 813 63 Male High School Rajasthan Salaried Jaipur
## 834 63 Male High School Tamil Nadu Salaried Coimbatore
## 926 63 Female PhD Delhi Self-Employed New Delhi
## 1046 63 Female Masters Gujarat Salaried Surat
## 1058 63 Female Bachelors Uttar Pradesh Salaried Lucknow
## 1067 63 Male Masters Telangana Self-Employed Warangal
## 1113 63 Female Diploma Rajasthan Freelancer Jaipur
## 1122 63 Female High School Punjab Salaried Amritsar
## 1191 63 Male Bachelors Rajasthan Salaried Jodhpur
## 1247 63 Male High School Karnataka Freelancer Hubli
## 1286 63 Male Bachelors Telangana Salaried Warangal
## 1308 63 Female Masters Gujarat Salaried Surat
## 1310 63 Female Bachelors Maharashtra Salaried Nagpur
## 1321 63 Male Bachelors Telangana Salaried Warangal
## 1395 63 Male Diploma Maharashtra Self-Employed Nashik
## 1453 63 Female Diploma West Bengal Salaried Howrah
## 1467 63 Male Masters Maharashtra Self-Employed Nagpur
## 1546 63 Male Masters Rajasthan Self-Employed Jaipur
## 1554 63 Female Bachelors Delhi Freelancer New Delhi
## 1560 63 Male Bachelors Punjab Salaried Ludhiana
## 1894 63 Male Bachelors Uttar Pradesh Salaried Kanpur
## 1899 63 Male Diploma Gujarat Freelancer Surat
## 1928 63 Female PhD Telangana Salaried Warangal
## 1934 63 Male Bachelors Rajasthan Salaried Jodhpur
## 1954 63 Female Tamil Nadu Self-Employed Madurai
## 31 62 Female High School Karnataka Self-Employed Hubli
## 62 62 Female Diploma Gujarat Salaried Surat
## 103 62 Male Masters Tamil Nadu Freelancer Chennai
## 137 62 Female High School Tamil Nadu Freelancer Madurai
## 157 62 Male Bachelors Uttar Pradesh Unemployed Noida
## 182 62 Female Bachelors Delhi Salaried New Delhi
## 250 62 Female High School Tamil Nadu Self-Employed Coimbatore
## 340 62 Female Masters Telangana Salaried Hyderabad
## 350 62 Female Masters Delhi Salaried New Delhi
## 360 62 Female Masters Telangana Self-Employed Warangal
## 385 62 Female Diploma Maharashtra Salaried Pune
## 404 62 Female PhD Telangana Salaried Warangal
## 557 62 Male PhD Punjab Salaried Ludhiana
## 577 62 Female High School Karnataka Salaried Mysore
## 756 62 Female High School West Bengal Self-Employed Howrah
## 796 62 Female Bachelors Maharashtra Self-Employed Nashik
## 866 62 Female Uttar Pradesh Unemployed Kanpur
## 980 62 Male Bachelors Rajasthan Salaried Jodhpur
## 1007 62 Non-Binary Bachelors West Bengal Salaried Kolkata
## 1075 62 Female Masters Punjab Salaried Ludhiana
## 1215 62 Male Bachelors Rajasthan Salaried Jodhpur
## 1258 62 Non-Binary Bachelors Tamil Nadu Salaried Coimbatore
## 1269 62 Male High School Telangana Salaried Hyderabad
## 1323 62 Female High School Telangana Unemployed Warangal
## 1384 62 Female High School West Bengal Freelancer Kolkata
## 1410 62 Female High School Maharashtra Self-Employed Mumbai
## 1414 62 Female Bachelors Punjab Salaried Amritsar
## 1479 62 Female Bachelors Karnataka Freelancer Bangalore
## 1505 62 Female Masters Delhi Salaried New Delhi
## 1548 62 Female Diploma Rajasthan Salaried Jaipur
## 1557 62 Male Bachelors Gujarat Self-Employed Ahmedabad
## 1754 62 Male Bachelors Karnataka Self-Employed Bangalore
## 1782 62 Male Diploma Delhi Self-Employed New Delhi
## 1836 62 Male Bachelors Tamil Nadu Salaried Madurai
## 1850 62 Male Bachelors Rajasthan Unemployed Jodhpur
## 1925 62 Male Diploma Punjab Self-Employed Amritsar
## 1941 62 Male Diploma Telangana Salaried Warangal
## 84 61 Female Tamil Nadu Self-Employed Coimbatore
## 105 61 Male Masters Uttar Pradesh Salaried Kanpur
## 173 61 Male Bachelors Telangana Unemployed Hyderabad
## 189 61 Female High School Tamil Nadu Salaried Madurai
## 237 61 Non-Binary Diploma Gujarat Self-Employed Vadodara
## 262 61 Female Masters Tamil Nadu Salaried Chennai
## 287 61 Male Diploma Maharashtra Unemployed Pune
## 326 61 Male Diploma Delhi Self-Employed New Delhi
## 500 61 Female High School Telangana Freelancer Warangal
## 528 61 Male Bachelors Delhi Freelancer New Delhi
## 538 61 Male Masters West Bengal Freelancer Howrah
## 610 61 Female Masters Maharashtra Self-Employed Nagpur
## 632 61 Male Bachelors Gujarat Salaried Vadodara
## 658 61 Male Bachelors Telangana Freelancer Hyderabad
## 691 61 Male High School Telangana Self-Employed Warangal
## 802 61 Male High School Rajasthan Salaried Jodhpur
## 857 61 Male High School Delhi Salaried New Delhi
## 867 61 Female Bachelors Gujarat Salaried Vadodara
## 967 61 Male PhD Rajasthan Freelancer Jodhpur
## 1082 61 Female Bachelors Maharashtra Salaried Mumbai
## 1100 61 Male West Bengal Freelancer Howrah
## 1130 61 Female PhD Delhi Self-Employed New Delhi
## 1260 61 Female Bachelors Maharashtra Self-Employed Mumbai
## 1359 61 Male Bachelors Telangana Salaried Hyderabad
## 1470 61 Male Masters Rajasthan Salaried Jaipur
## 1496 61 Male Diploma Uttar Pradesh Self-Employed Lucknow
## 1544 61 Female PhD Rajasthan Salaried Jaipur
## 1576 61 Female Bachelors Rajasthan Self-Employed Jodhpur
## 1588 61 Male Bachelors West Bengal Salaried Howrah
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## 1420 52 Male High School Maharashtra Self-Employed Nashik
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## 1589 52 Female Diploma Telangana Salaried Hyderabad
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## 1713 52 Female Bachelors Gujarat Salaried Vadodara
## 1726 52 Female PhD Delhi Self-Employed New Delhi
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## 1795 52 Female Masters Rajasthan Freelancer Jaipur
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## 635 51 Female High School West Bengal Salaried Kolkata
## 699 51 Female Masters Uttar Pradesh Self-Employed Kanpur
## 721 51 Male Bachelors Delhi Self-Employed New Delhi
## 777 51 Female Bachelors Karnataka Self-Employed Mysore
## 883 51 Male Bachelors Karnataka Salaried Bangalore
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## 1968 64477.10 0 425 999000 0#24.Write the command to find the Correlation between Income and LoanAmount.
cor(loan_data$Income,
loan_data$LoanAmount,
use = "complete.obs")## [1] 0.1711874#25.How do you perform a simple Linear Regression where Income predicts LoanAmount?
lm(LoanAmount ~ Income,
data = loan_data)##
## Call:
## lm(formula = LoanAmount ~ Income, data = loan_data)
##
## Coefficients:
## (Intercept) Income
## 7.713e+05 4.737e-01#25.How do you perform a simple Linear Regression where Income predicts LoanAmount?
lm(LoanAmount ~ Income,
data = loan_data)##
## Call:
## lm(formula = LoanAmount ~ Income, data = loan_data)
##
## Coefficients:
## (Intercept) Income
## 7.713e+05 4.737e-01#26.Write the command to run a one-way ANOVA for Income based on EmploymentType.
summary(aov(Income ~ EmploymentType,
data = loan_data))## Df Sum Sq Mean Sq F value Pr(>F)
## EmploymentType 3 1.985e+10 6.618e+09 0.611 0.608
## Residuals 1996 2.162e+13 1.083e+10#27.How do you create a new column named TaxAmount (5% of Income)?
loan_data$TaxAmount <- loan_data$Income * 0.05#28.How do you rename the column State to Province?
names(loan_data)[names(loan_data) == "State"] <- "Province"#29.How do you save your final analyzed data as a new file named "Analyzed_Loans.csv"?
write.csv(loan_data,
"Analyzed_Loans.csv",
row.names = FALSE)#30.How do you check the first 10 rows of a specific column, for example, City?
loan_data$City[1:10]## [1] "Vadodara" "Hubli" "Bangalore" "Jaipur" "Kanpur" "Hyderabad"
## [7] "Madurai" "Ahmedabad" "Ahmedabad" "Ludhiana"Note that the echo = FALSE parameter was added to the
code chunk to prevent printing of the R code that generated the
plot.