title: “Used Car Price(Dataset)” output: html_document: default word_document: default date: “28-04-2025” name: “Vikas gangwar & Aarushi” —
library(ggplot2)
library(dplyr)## Warning: package 'dplyr' was built under R version 4.4.3##
## Attaching package: 'dplyr'## The following objects are masked from 'package:stats':
##
## filter, lag## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, unionUsed.Car.Dataset <- read.csv("C:/Users/lenovo/Downloads/Used.Car.Dataset.csv")
View(Used.Car.Dataset)Previous Made Questions
1. UNDERSTANDING AND HANDLING MISSING VALUES
a. Identifying datatype of each column.
str(Used.Car.Dataset)## 'data.frame': 1553 obs. of 20 variables:
## $ X : int 1242 76 96 946 966 1064 1174 1277 1282 1349 ...
## $ car_name : chr "2007 Maruti SX4 Vxi BSIII" "2009 Maruti Swift Dzire VDi" "2009 Maruti Swift Dzire VDi" "2009 Mercedes-Benz S-Class S 350 L" ...
## $ registration_year : chr NA NA NA "Mar-09" ...
## $ insurance_validity: chr "Third Party insurance" "Third Party insurance" "Third Party insurance" NA ...
## $ fuel_type : chr "Petrol" "Diesel" "Diesel" "Petrol" ...
## $ seats : int 5 5 5 5 5 5 5 5 5 5 ...
## $ kms_driven : int 100000 100000 100000 92762 92762 60000 70000 44002 35000 100000 ...
## $ ownsership : chr "Second Owner" "First Owner" "First Owner" "Fifth Owner" ...
## $ transmission : chr "Manual" "Manual" "Manual" "Automatic" ...
## $ manufacturing_year: int 2007 2009 2009 2009 2009 2009 2009 2009 2009 2009 ...
## $ mileage.kmpl. : num 15 19.3 19.3 10.1 10.1 ...
## $ engine.cc. : num 1586 1248 1248 3498 3498 ...
## $ max_power.bhp. : num 1586 1248 1248 3498 3498 ...
## $ torque.Nm. : int 10468 739 739 3649 3649 805200 62 463 9904 9904 ...
## $ price.in.lakhs. : num 1.55 2 2 8.25 8.25 1.75 1.4 95000 2.25 1.25 ...
## $ car_age : int 18 16 16 16 16 16 16 16 16 16 ...
## $ kms_per_year : num 5556 6250 6250 5798 5798 ...
## $ engine_norm : num -0.0673 -0.0673 -0.0673 -0.0673 -0.0673 ...
## $ mileage_norm : num -0.378 -0.371 -0.371 -0.387 -0.387 ...
## $ max_power_norm : num -0.0673 -0.0673 -0.0673 -0.0673 -0.0673 ...Data Interpreted: This is telling about the variable a column is holding
2A. making the character value in manufacturing year as NA value.
Used.Car.Dataset$manufacturing_year[Used.Car.Dataset$manufacturing_year == "n/a"] <- NA
Used.Car.Dataset$manufacturing_year <- as.numeric(Used.Car.Dataset$manufacturing_year)Data Interpreted: There were some character value present in the manufacturing year, which were made to NA.
B.MAKING THE NUMERICAL VALUE(YEAR) IN TRANSMISSION AS NA VALUE.
Used.Car.Dataset$transmission[Used.Car.Dataset$transmission %in% c(2000:2025)] <- NAData Interpreted: There were some numerical values i.e. Years present in the column of transmission, that were made into NA.
C. MAKING THE NUMERICAL VALUE(YEAR) IN REGISTRATION_NUMBER AS NA VALUE.
Used.Car.Dataset$registration_year[Used.Car.Dataset$registration_year %in% c(2000:2025)] <- NAData Interpreted: There were some wrong value present in the registration year, that were made to NA.
D. MAKING THE CHARACTER VALUE(FUEL_TYPE) IN INSURANCE_VALIDITY AS NA VALUE.
Used.Car.Dataset$insurance_validity[Used.Car.Dataset$insurance_validity %in% c("Petrol", "Diesal", "Not Available")] <- NAData Interpreted: There were fuel types present in the cells of insurance validity that were made into NA
E. MAKING THE NUMERICAL VALUE(SEATS) IN SEATS AS NA VALUE.
Used.Car.Dataset$fuel_type[Used.Car.Dataset$fuel_type %in% c("5 Seats")] <- NAData Interpreted: There were seats present in the cell of fuel types, that were made into NA.
F. IF THERE IS ANY WRONG VALUE IN THE DESIRED COLUMN THEN MAKE IT NA VALUE.
Used.Car.Dataset$seats[Used.Car.Dataset$seats %in% c(20:90000)] <- NAData Interpreted: There were wrong numerical values in fuel types, which were made into NA value.
G. MAKING THE NUMERICAL VALUE(MILEAGE) IN OWNSERSHIP AS NA VALUE
Used.Car.Dataset$ownsership[Used.Car.Dataset$ownsership%in% c("995 cc", "2993 cc", "1461 cc", "998 cc", "1995 cc", "1451 cc", "1498 cc", "1497 cc",
"1996 cc", "1199 cc", "999 cc", "1197 cc", "1968 cc", "1998 cc", "1230 cc", "1984 cc",
"1248 cc", "1998 cc", "1950 cc", "2265 cc", "2999 cc")] <- NAData Interpreted: There were some repeated cc values present in the sells that were made into NA.
3A. IDENTIFY THE NA VALUES.
sum(is.na(Used.Car.Dataset))## [1] 397Data Interpreted: After cleaning all the data, 310 were total NA value counted.
4 ARRANGING THE DATASET IN ASCENDING ORDER ACCORING TO THE MANUFACTURING_YEAR.
Used.Car.Dataset <- Used.Car.Dataset %>% arrange(manufacturing_year)Data interpreted: Count of each column containing the NA values.
DATA EXTRACTION & FILTERING
1. CARS BELOW 300000
Used.Car.Dataset %>% filter(price.in.lakhs. < 3)## X car_name registration_year
## 1 1242 2007 Maruti SX4 Vxi BSIII <NA>
## 2 76 2009 Maruti Swift Dzire VDi <NA>
## 3 96 2009 Maruti Swift Dzire VDi <NA>
## 4 1064 2009 Hyundai i20 Asta Nov-09
## 5 1174 2009 Maruti Alto 800 LXi BSIII <NA>
## 6 1282 2009 Hyundai i10 Era Jan-09
## 7 1349 2009 Hyundai i10 Era 1.1 <NA>
## 8 1368 2009 Maruti Swift Dzire VXi Jan-09
## 9 1425 2009 Hyundai i10 Sportz Dec-09
## 10 21 2010 Maruti Swift 1.2 VXi BSII Oct-10
## 11 41 2010 Maruti Swift 1.2 VXi BSII Oct-10
## 12 167 2010 Maruti A-Star Zxi Jun-10
## 13 187 2010 Maruti A-Star Zxi Jun-10
## 14 204 2010 Maruti A-Star Vxi Jan-11
## 15 464 2010 Maruti Alto 800 LXi BSIII Oct-10
## 16 992 2010 Maruti Swift LXI Jul-10
## 17 1034 2010 Hyundai Accent GLE Nov-10
## 18 1108 2010 Fiat Punto 1.3 Emotion <NA>
## 19 1172 2010 Nissan Micra XL Nov-10
## 20 1265 2010 Hyundai i10 Magna 1.1 Aug-10
## 21 1493 2010 Maruti Wagon R LXI Minor Mar-10
## 22 1507 2010 Honda City 1.5 V MT Jan-10
## 23 1526 2010 Hyundai i10 Magna 1.2 Jan-10
## 24 23 2011 Maruti Wagon R LXI BSIII Aug-11
## 25 43 2011 Maruti Wagon R LXI BSIII Aug-11
## 26 71 2011 Maruti Swift 1.2 VXi BSII May-11
## 27 91 2011 Maruti Swift 1.2 VXi BSII May-11
## 28 268 2011 Hyundai i20 1.2 Magna <NA>
## 29 314 2011 Maruti Swift Dzire 1.2 Vxi BSIV Mar-11
## 30 330 2011 Maruti Swift Dzire 1.2 Vxi BSIV Mar-11
## 31 389 2011 Maruti A-Star Zxi May-12
## 32 405 2011 Toyota Corolla Altis G May-11
## 33 456 2011 Volkswagen Polo Petrol Highline 1.2L Aug-11
## 34 484 2011 Maruti A-Star AT VXI Jun-11
## 35 504 2011 Maruti A-Star AT VXI Jun-11
## 36 513 2011 Toyota Etios G Dec-11
## 37 533 2011 Toyota Etios G Dec-11
## 38 589 2011 Toyota Etios G Jul-11
## 39 1033 2011 Volkswagen Polo Diesel Comfortline 1.2L Nov-11
## 40 1295 2011 Hyundai i10 Magna 1.1L Apr-11
## 41 1317 2011 Hyundai i20 1.4 CRDi Asta May-11
## 42 1334 2011 Hyundai i20 Magna Feb-12
## 43 1347 2011 Hyundai i10 Sportz AT Aug-11
## 44 1371 2011 Hyundai Santro Xing GLS Sep-11
## 45 1446 2011 Maruti Swift Dzire 1.2 Vxi BSIV May-11
## 46 1475 2011 Hyundai i10 Magna 1.2 Aug-11
## 47 161 2012 Maruti Swift LXI BSIV Dec-12
## 48 181 2012 Maruti Swift LXI BSIV Dec-12
## 49 265 2012 Hyundai i20 Magna Nov-12
## 50 470 2012 Hyundai i20 Magna Feb-12
## 51 490 2012 Hyundai i20 Magna Feb-12
## 52 522 2012 Maruti Wagon R LX BS IV Jan-12
## 53 542 2012 Maruti Wagon R LX BS IV Jan-12
## 54 553 2012 Maruti Swift Dzire LXI Mar-12
## 55 557 2012 Volkswagen Polo Petrol Comfortline 1.2L Nov-12
## 56 573 2012 Maruti Swift Dzire LXI Mar-12
## 57 577 2012 Volkswagen Polo Petrol Comfortline 1.2L Nov-12
## 58 695 2012 Honda City V MT <NA>
## 59 716 2012 Toyota Etios Liva G Jul-12
## 60 735 2012 Toyota Etios Liva G Jul-12
## 61 1001 2012 Toyota Etios Liva G Jul-12
## 62 1067 2012 Hyundai i10 Magna Nov-12
## 63 1178 2012 Renault Scala Diesel RxZ <NA>
## 64 1238 2012 Honda Brio S MT Sep-12
## 65 1249 2012 Renault Scala Diesel RxZ <NA>
## 66 1434 2012 Maruti A-Star Vxi Feb-12
## 67 1454 2012 Maruti A-Star Zxi Oct-12
## 68 1483 2012 Maruti Wagon R VXI BS IV Jul-12
## 69 1498 2012 Maruti Wagon R VXI BS IV Jul-12
## 70 1531 2012 Hyundai i20 1.2 Sportz Option Feb-12
## 71 219 2013 Maruti Wagon R LXI CNG Aug-13
## 72 222 2013 Maruti Swift LXI BSIV Oct-13
## 73 239 2013 Maruti Wagon R LXI CNG Aug-13
## 74 242 2013 Maruti Swift LXI BSIV Oct-13
## 75 323 2013 Maruti Wagon R VXi BSII Sep-13
## 76 342 2013 Maruti Wagon R VXi BSII Sep-13
## 77 450 2013 Honda Brio S MT Feb-13
## 78 514 2013 Hyundai Santro Xing GLS CNG <NA>
## 79 516 2013 Maruti Wagon R VXi BSII Mar-13
## 80 534 2013 Hyundai Santro Xing GLS CNG <NA>
## 81 536 2013 Maruti Wagon R VXi BSII Mar-13
## 82 956 2013 Maruti Ritz VXi Jan-14
## 83 976 2013 Maruti Ritz VXi Jan-14
## 84 1003 2013 Hyundai EON D Lite Plus <NA>
## 85 1011 2013 Maruti Ritz VXi Nov-13
## 86 1016 2013 Hyundai i10 Era Mar-13
## 87 1316 2013 Maruti Zen Estilo LXI Apr-15
## 88 1327 2013 Maruti Ritz LDi Oct-13
## 89 1404 2013 Hyundai i20 Magna 1.4 CRDi (Diesel) Jul-13
## 90 1426 2013 Hyundai Grand i10 Magna Oct-13
## 91 1450 2013 Volkswagen Vento Petrol Comfortline Nov-13
## 92 149 2014 Hyundai i10 Magna 1.1L Dec-14
## 93 171 2014 Renault Duster RXL AWD Oct-14
## 94 191 2014 Renault Duster RXL AWD Oct-14
## 95 1314 2014 Maruti Alto K10 2010-2014 VXI Aug-14
## 96 1335 2014 Hyundai EON D Lite Plus Oct-14
## 97 1348 2014 Hyundai i10 Sportz 1.1L Jan-14
## 98 1435 2014 Hyundai i10 Sportz 1.1L Aug-14
## 99 1467 2014 Hyundai i10 Sportz Jun-14
## 100 1532 2014 Nissan Sunny XL CVT Jul-14
## 101 950 2015 Nissan Micra Active XV S Dec-15
## 102 970 2015 Nissan Micra Active XV S Dec-15
## 103 1019 2015 Tata Nano CNG XM Sep-15
## 104 1358 2015 Hyundai EON Era Plus Feb-15
## 105 143 2016 Renault KWID RXT Apr-16
## 106 1244 2016 Hyundai EON Era Plus Dec-16
## 107 1311 2016 Maruti Omni E MPI STD Mar-16
## 108 1324 2017 Datsun RediGO 1.0 T Option Nov-17
## 109 1346 2017 Maruti Alto K10 VXI Jun-17
## 110 463 2018 Mercedes-Benz S-Class Maybach S500 Jul-18
## 111 1353 2018 Datsun RediGO T Option Apr-18
## 112 411 2019 Land Rover Range Rover Sport 2.0 Petrol SE Feb-19
## 113 431 2019 Land Rover Range Rover Sport 2.0 Petrol SE Feb-19
## 114 867 2019 Land Rover Range Rover 3.0 Diesel LWB Vogue Apr-19
## 115 886 2019 Land Rover Range Rover 3.0 Diesel LWB Vogue Apr-19
## 116 1299 2019 Porsche Cayenne Base Apr-19
## 117 1463 2020 Mercedes-Benz GLS 400d 4MATIC BSVI Jul-20
## 118 594 2021 Mercedes-Benz G G 350d Sep-23
## 119 863 2021 Mercedes-Benz S-Class S 350 d Aug-23
## 120 882 2021 Mercedes-Benz S-Class S 350 d Aug-23
## 121 916 2021 Mercedes-Benz GLS 400d 4MATIC BSVI Nov-21
## 122 935 2021 Mercedes-Benz GLS 400d 4MATIC BSVI Nov-21
## 123 955 2021 Mercedes-Benz G G 350d Apr-21
## 124 975 2021 Mercedes-Benz G G 350d Apr-21
## 125 1528 2021 BMW X7 xDrive 40i M Sport Aug-21
## 126 388 2022 BMW 7 Series 740Li M Sport Oct-22
## 127 460 2022 Mercedes-Benz S-Class S 350d BSVI Oct-22
## 128 467 2022 Mercedes-Benz GLS 400d 4MATIC Dec-22
## 129 487 2022 Mercedes-Benz GLS 400d 4MATIC Dec-22
## 130 554 2023 Porsche Cayenne 3.6 S Platinum Edition Sep-23
## 131 574 2023 Porsche Cayenne 3.6 S Platinum Edition Sep-23
## 132 606 2023 Mercedes-Benz S-Class S450 4Matic Nov-23
## 133 633 2023 Audi Q8 Standard Nov-23
## 134 653 2023 Audi Q8 Standard Nov-23
## 135 705 2023 Mercedes-Benz GLS 400d 4MATIC BSVI Jul-23
## 136 724 2023 Mercedes-Benz GLS 400d 4MATIC BSVI Jul-23
## 137 1171 2011 Maruti Wagon R LX Minor <NA>
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Third Party insurance Petrol 5 100000 Second Owner Manual
## 2 Third Party insurance Diesel 5 100000 First Owner Manual
## 3 Third Party insurance Diesel 5 100000 First Owner Manual
## 4 Third Party insurance Petrol 5 60000 Third Owner Manual
## 5 Third Party insurance Petrol 5 70000 Third Owner Manual
## 6 Comprehensive Petrol 5 35000 Second Owner Manual
## 7 Third Party insurance Petrol 5 100000 First Owner Manual
## 8 Comprehensive Petrol 5 45000 First Owner Manual
## 9 Comprehensive Petrol 5 55000 First Owner Manual
## 10 Comprehensive Petrol 5 100525 First Owner Manual
## 11 Comprehensive Petrol 5 100525 First Owner Manual
## 12 Comprehensive Petrol 5 58873 First Owner Manual
## 13 Comprehensive Petrol 5 58873 First Owner Manual
## 14 Comprehensive Petrol 5 75000 First Owner Manual
## 15 Comprehensive Petrol 5 77684 Second Owner Manual
## 16 Comprehensive Petrol 5 130363 First Owner Manual
## 17 Comprehensive Petrol 5 75000 First Owner Manual
## 18 Third Party insurance Diesel 5 80000 Third Owner Manual
## 19 Comprehensive Petrol 5 69000 First Owner Manual
## 20 Third Party insurance Petrol 5 44000 First Owner Manual
## 21 Third Party Petrol 5 79862 First Owner Manual
## 22 Comprehensive Petrol 5 32000 First Owner Manual
## 23 Third Party insurance Petrol 5 45221 First Owner Manual
## 24 Comprehensive Petrol 5 40191 Second Owner Manual
## 25 Comprehensive Petrol 5 40191 Second Owner Manual
## 26 Comprehensive Petrol 5 73717 Second Owner Manual
## 27 Comprehensive Petrol 5 73717 Second Owner Manual
## 28 Third Party insurance Petrol 5 70000 Second Owner Manual
## 29 Comprehensive Petrol 5 89002 First Owner Manual
## 30 Comprehensive Petrol 5 89002 First Owner Manual
## 31 Comprehensive Petrol 5 48936 Second Owner Manual
## 32 Third Party insurance Petrol 5 85000 Second Owner Manual
## 33 Comprehensive Petrol 5 101914 Second Owner Manual
## 34 Comprehensive Petrol 5 89057 Second Owner Automatic
## 35 Comprehensive Petrol 5 89057 Second Owner Automatic
## 36 Comprehensive Petrol 5 51710 First Owner Manual
## 37 Comprehensive Petrol 5 51710 First Owner Manual
## 38 Comprehensive Petrol 5 54214 First Owner Manual
## 39 Comprehensive Diesel 5 60000 Second Owner Manual
## 40 Comprehensive Petrol 5 16016 First Owner Manual
## 41 Comprehensive Diesel 5 78006 Second Owner Manual
## 42 Comprehensive Petrol 5 53657 First Owner Manual
## 43 Comprehensive Petrol 5 28000 First Owner Automatic
## 44 Comprehensive Petrol 5 43002 First Owner Manual
## 45 Comprehensive Petrol 5 69000 Second Owner Manual
## 46 Comprehensive Petrol 5 53135 First Owner Manual
## 47 Comprehensive Petrol 5 92543 First Owner Manual
## 48 Comprehensive Petrol 5 92543 First Owner Manual
## 49 Comprehensive Petrol 5 96660 First Owner Manual
## 50 Comprehensive Petrol 5 97722 Third Owner Manual
## 51 Comprehensive Petrol 5 97722 Third Owner Manual
## 52 Comprehensive Petrol 5 32000 First Owner Manual
## 53 Comprehensive Petrol 5 32000 First Owner Manual
## 54 Comprehensive Petrol 5 94176 First Owner Manual
## 55 Comprehensive Petrol 5 60000 First Owner Manual
## 56 Comprehensive Petrol 5 94176 First Owner Manual
## 57 Comprehensive Petrol 5 60000 First Owner Manual
## 58 Third Party insurance Petrol 5 100000 Second Owner Manual
## 59 Comprehensive Petrol 5 50900 First Owner Manual
## 60 Comprehensive Petrol 5 50900 First Owner Manual
## 61 Comprehensive Petrol 5 81949 First Owner Manual
## 62 Comprehensive Petrol 5 51000 First Owner Manual
## 63 Third Party insurance Diesel 5 120000 First Owner Manual
## 64 Third Party Petrol 5 50570 First Owner Manual
## 65 Third Party insurance Diesel 5 120000 First Owner Manual
## 66 Comprehensive Petrol 5 60467 First Owner Manual
## 67 Comprehensive Petrol 5 77389 First Owner Manual
## 68 Comprehensive Petrol 5 23000 First Owner Manual
## 69 Comprehensive Petrol 5 23000 First Owner Manual
## 70 Third Party insurance Petrol 5 49303 Second Owner Manual
## 71 Comprehensive CNG 5 77584 Second Owner Manual
## 72 Comprehensive Petrol 5 71977 Second Owner Manual
## 73 Comprehensive CNG 5 77584 Second Owner Manual
## 74 Comprehensive Petrol 5 71977 Second Owner Manual
## 75 Comprehensive Petrol 5 48173 First Owner Manual
## 76 Comprehensive Petrol 5 48173 First Owner Manual
## 77 Third Party Petrol 5 44636 Second Owner Manual
## 78 Third Party insurance CNG 5 40000 Second Owner Manual
## 79 Comprehensive Petrol 5 62411 First Owner Manual
## 80 Third Party insurance CNG 5 40000 Second Owner Manual
## 81 Comprehensive Petrol 5 62411 First Owner Manual
## 82 Comprehensive Petrol 5 80330 First Owner Manual
## 83 Comprehensive Petrol 5 80330 First Owner Manual
## 84 Third Party insurance Petrol 5 50000 Second Owner Manual
## 85 Comprehensive Petrol 5 102511 First Owner Manual
## 86 Comprehensive Petrol 5 75865 First Owner Manual
## 87 Comprehensive Petrol 5 25171 First Owner Manual
## 88 Comprehensive Diesel 5 100500 Third Owner Manual
## 89 Comprehensive Diesel 5 51334 First Owner Manual
## 90 Comprehensive Petrol 5 24268 First Owner Manual
## 91 Comprehensive Petrol 5 65000 First Owner Manual
## 92 Comprehensive Petrol 5 96593 First Owner Manual
## 93 Third Party insurance Diesel 5 80000 First Owner Manual
## 94 Third Party insurance Diesel 5 80000 First Owner Manual
## 95 Comprehensive Petrol 5 42320 First Owner Manual
## 96 Comprehensive Petrol 5 37016 First Owner Manual
## 97 Comprehensive Petrol 5 46022 First Owner Manual
## 98 Comprehensive Petrol 5 65017 Second Owner Manual
## 99 Comprehensive Petrol 5 64000 Third Owner Manual
## 100 Comprehensive Petrol 5 65000 First Owner Automatic
## 101 Comprehensive Petrol 5 98751 First Owner Manual
## 102 Comprehensive Petrol 5 98751 First Owner Manual
## 103 Third Party CNG 4 52000 Second Owner Manual
## 104 Comprehensive Petrol 5 34016 First Owner Manual
## 105 Third Party insurance Petrol 5 38000 Second Owner Manual
## 106 Third Party insurance Petrol 5 59422 First Owner Manual
## 107 Comprehensive Petrol 8 23022 Second Owner Manual
## 108 Comprehensive Petrol 5 23329 First Owner Manual
## 109 Comprehensive Petrol 5 37009 First Owner Manual
## 110 Comprehensive Petrol 4 40000 First Owner Automatic
## 111 Comprehensive Petrol 5 17024 Second Owner Manual
## 112 Zero Dep Petrol 5 4000 First Owner Automatic
## 113 Zero Dep Petrol 5 4000 First Owner Automatic
## 114 Third Party insurance Diesel 5 57500 Second Owner Automatic
## 115 Third Party insurance Diesel 5 57500 Second Owner Automatic
## 116 Third Party insurance Petrol 5 5700 First Owner Automatic
## 117 Comprehensive Diesel 7 34987 First Owner Automatic
## 118 Comprehensive Diesel 5 36000 First Owner Automatic
## 119 Comprehensive Diesel 5 7900 First Owner Automatic
## 120 Comprehensive Diesel 5 7900 First Owner Automatic
## 121 Third Party insurance Diesel 7 46001 First Owner Automatic
## 122 Third Party insurance Diesel 7 46001 First Owner Automatic
## 123 Comprehensive Diesel 5 38000 First Owner Automatic
## 124 Comprehensive Diesel 5 38000 First Owner Automatic
## 125 Zero Dep Petrol 7 7000 First Owner Automatic
## 126 Comprehensive Petrol 4 4000 First Owner Automatic
## 127 Comprehensive Diesel 5 7000 First Owner Automatic
## 128 Comprehensive Diesel 7 19000 Second Owner Automatic
## 129 Comprehensive Diesel 7 19000 Second Owner Automatic
## 130 Comprehensive Petrol 5 11000 First Owner Automatic
## 131 Comprehensive Petrol 5 11000 First Owner Automatic
## 132 Comprehensive Petrol 5 3500 First Owner Automatic
## 133 Comprehensive Petrol 5 7000 First Owner Automatic
## 134 Comprehensive Petrol 5 7000 First Owner Automatic
## 135 Third Party insurance Diesel 7 16000 First Owner Automatic
## 136 Third Party insurance Diesel 7 16000 First Owner Automatic
## 137 Third Party insurance Petrol 5 60000 <NA> <NA>
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2007 15.00 1.58600e+03 1.58600e+03 10468
## 2 2009 19.30 1.24800e+03 1.24800e+03 739
## 3 2009 19.30 1.24800e+03 1.24800e+03 739
## 4 2009 17.00 1.19700e+03 1.19700e+03 805200
## 5 2009 796.00 4.63000e+02 4.63000e+02 62
## 6 2009 1086.00 6.80500e+03 6.80500e+03 9904
## 7 2009 1086.00 6.80500e+03 6.80500e+03 9904
## 8 2009 17.50 1.29800e+03 1.29800e+03 858
## 9 2009 20.36 1.19700e+03 1.19700e+03 789
## 10 2010 16.10 1.19700e+03 1.19700e+03 85
## 11 2010 16.10 1.19700e+03 1.19700e+03 85
## 12 2010 19.00 9.98000e+02 9.98000e+02 661
## 13 2010 19.00 9.98000e+02 9.98000e+02 661
## 14 2010 19.00 9.98000e+02 9.98000e+02 661
## 15 2010 796.00 4.63000e+02 4.63000e+02 62
## 16 2010 18.60 1.19700e+03 1.19700e+03 858
## 17 2010 1495.00 9.40000e+01 9.40000e+01 125
## 18 2010 20.30 1.24800e+03 1.24800e+03 75
## 19 2010 18.06 1.19800e+03 1.19800e+03 75
## 20 2010 1086.00 6.80500e+03 6.80500e+03 9904
## 21 2010 1061.00 6.70000e+01 6.70000e+01 84
## 22 2010 17.00 1.49700e+03 1.49700e+03 1186600
## 23 2010 1197.00 7.89000e+02 7.89000e+02 1117
## 24 2011 998.00 6.71000e+02 6.71000e+02 90
## 25 2011 998.00 6.71000e+02 6.71000e+02 90
## 26 2011 16.10 1.19700e+03 1.19700e+03 85
## 27 2011 16.10 1.19700e+03 1.19700e+03 85
## 28 2011 18.50 1.19700e+03 1.19700e+03 805200
## 29 2011 17.50 1.19700e+03 1.19700e+03 858
## 30 2011 17.50 1.19700e+03 1.19700e+03 858
## 31 2011 19.00 9.98000e+02 9.98000e+02 661
## 32 2011 14.53 1.79800e+03 1.79800e+03 1381
## 33 2011 16.47 1.19800e+03 1.19800e+03 739
## 34 2011 16.98 9.98000e+02 9.98000e+02 661
## 35 2011 16.98 9.98000e+02 9.98000e+02 661
## 36 2011 18.90 1.46200e+03 1.46200e+03 1173
## 37 2011 18.90 1.46200e+03 1.46200e+03 1173
## 38 2011 18.90 1.46200e+03 1.46200e+03 1173
## 39 2011 22.07 1.19900e+03 1.19900e+03 739
## 40 2011 1086.00 6.80500e+03 6.80500e+03 9904
## 41 2011 23.00 1.39600e+03 1.39600e+03 904000
## 42 2011 18.50 1.19700e+03 1.19700e+03 805200
## 43 2011 16.95 1.19700e+03 1.19700e+03 789
## 44 2011 17.92 1.08600e+03 1.08600e+03 621
## 45 2011 17.50 1.19700e+03 1.19700e+03 858
## 46 2011 1197.00 7.89000e+02 7.89000e+02 1117
## 47 2012 1197.00 8.18000e+03 8.18000e+03 113
## 48 2012 1197.00 8.18000e+03 8.18000e+03 113
## 49 2012 18.50 1.19700e+03 1.19700e+03 8285
## 50 2012 18.50 1.19700e+03 1.19700e+03 805200
## 51 2012 18.50 1.19700e+03 1.19700e+03 805200
## 52 2012 998.00 6.70400e+03 6.70400e+03 90
## 53 2012 998.00 6.70400e+03 6.70400e+03 90
## 54 2012 1197.00 8.85000e+03 8.85000e+03 113
## 55 2012 16.47 1.19800e+03 1.19800e+03 739
## 56 2012 1197.00 8.85000e+03 8.85000e+03 113
## 57 2012 16.47 1.19800e+03 1.19800e+03 739
## 58 2012 16.80 1.49700e+03 1.49700e+03 1163
## 59 2012 17.71 1.19700e+03 1.19700e+03 789
## 60 2012 17.71 1.19700e+03 1.19700e+03 789
## 61 2012 17.71 1.19700e+03 1.19700e+03 789
## 62 2012 1197.00 7.89000e+02 7.89000e+02 1117
## 63 2012 21.64 1.46100e+03 1.46100e+03 848
## 64 2012 19.40 1.19800e+03 1.19800e+03 868
## 65 2012 21.64 1.46100e+03 1.46100e+03 848
## 66 2012 19.00 9.98000e+02 9.98000e+02 661
## 67 2012 19.00 9.98000e+02 9.98000e+02 661
## 68 2012 18.90 9.98000e+02 9.98000e+02 671
## 69 2012 18.90 9.98000e+02 9.98000e+02 671
## 70 2012 17.00 1.19700e+03 1.19700e+03 805200
## 71 2013 26.60 9.98000e+02 9.98000e+02 5816
## 72 2013 1197.00 8.18000e+03 8.18000e+03 113
## 73 2013 26.60 9.98000e+02 9.98000e+02 5816
## 74 2013 1197.00 8.18000e+03 8.18000e+03 113
## 75 2013 998.00 6.71000e+02 6.71000e+02 90
## 76 2013 998.00 6.71000e+02 6.71000e+02 90
## 77 2013 19.40 1.19800e+03 1.19800e+03 868
## 78 2013 11.88 1.08600e+03 1.08600e+03 621
## 79 2013 998.00 6.71000e+02 6.71000e+02 90
## 80 2013 11.88 1.08600e+03 1.08600e+03 621
## 81 2013 998.00 6.71000e+02 6.71000e+02 90
## 82 2013 1197.00 8.58000e+03 8.58000e+03 114
## 83 2013 1197.00 8.58000e+03 8.58000e+03 114
## 84 2013 814.00 5.52000e+02 5.52000e+02 745
## 85 2013 1197.00 8.58000e+03 8.58000e+03 114
## 86 2013 1086.00 6.80500e+03 6.80500e+03 9904
## 87 2013 998.00 6.71000e+02 6.71000e+02 90
## 88 2013 1248.00 7.39400e+03 7.39400e+03 190
## 89 2013 21.90 1.39600e+03 1.39600e+03 8876
## 90 2013 1197.00 8.20000e+01 8.20000e+01 114
## 91 2013 15.04 1.59800e+03 1.59800e+03 1036
## 92 2014 1086.00 6.80500e+03 6.80500e+03 9904
## 93 2014 19.01 1.46100e+03 1.46100e+03 10845
## 94 2014 19.01 1.46100e+03 1.46100e+03 10845
## 95 2014 998.00 6.71000e+02 6.71000e+02 90
## 96 2014 814.00 5.52000e+02 5.52000e+02 745
## 97 2014 19.81 1.08600e+03 1.08600e+03 6805
## 98 2014 19.81 1.08600e+03 1.08600e+03 6805
## 99 2014 20.36 1.19700e+03 1.19700e+03 789
## 100 2014 17.97 1.49800e+03 1.49800e+03 9961
## 101 2015 19.49 1.19800e+03 1.19800e+03 6704
## 102 2015 19.49 1.19800e+03 1.19800e+03 6704
## 103 2015 624.00 3.74800e+03 3.74800e+03 51
## 104 2015 814.00 5.52000e+02 5.52000e+02 745
## 105 2016 25.17 7.99000e+02 7.99000e+02 533
## 106 2016 814.00 5.52000e+02 5.52000e+02 745
## 107 2016 796.00 3.42000e+02 3.42000e+02 59
## 108 2017 22.50 9.99000e+02 9.99000e+02 67
## 109 2017 23.95 9.98000e+02 9.98000e+02 6705
## 110 2018 7.81 4.66300e+03 4.66300e+03 459
## 111 2018 22.70 7.99000e+02 7.99000e+02 5364
## 112 2019 12.65 1.99700e+03 1.99700e+03 29636
## 113 2019 12.65 1.99700e+03 1.99700e+03 29636
## 114 2019 13.33 2.99500e+03 2.99500e+03 33525
## 115 2019 13.33 2.99500e+03 2.99500e+03 33525
## 116 2019 2995.00 3.40000e+02 3.40000e+02 450
## 117 2020 2925.00 3.25864e+12 3.25864e+12 700
## 118 2021 8.13 2.92500e+03 2.92500e+03 28161
## 119 2021 13.50 2.92500e+03 2.92500e+03 28161
## 120 2021 13.50 2.92500e+03 2.92500e+03 28161
## 121 2021 2925.00 3.25864e+12 3.25864e+12 700
## 122 2021 2925.00 3.25864e+12 3.25864e+12 700
## 123 2021 8.13 2.92500e+03 2.92500e+03 28161
## 124 2021 8.13 2.92500e+03 2.92500e+03 28161
## 125 2021 10.54 2.99800e+03 2.99800e+03 33525
## 126 2022 11.86 2.99800e+03 2.99800e+03 33525
## 127 2022 2925.00 2.81610e+04 2.81610e+04 600
## 128 2022 2925.00 3.25864e+12 3.25864e+12 700
## 129 2022 2925.00 3.25864e+12 3.25864e+12 700
## 130 2023 12.50 3.60400e+03 3.60400e+03 420
## 131 2023 12.50 3.60400e+03 3.60400e+03 420
## 132 2023 2999.00 3.62070e+04 3.62070e+04 500
## 133 2023 9.80 2.99500e+03 2.99500e+03 340
## 134 2023 9.80 2.99500e+03 2.99500e+03 340
## 135 2023 2925.00 3.25864e+12 3.25864e+12 700
## 136 2023 2925.00 3.25864e+12 3.25864e+12 700
## 137 NA 998.00 6.71000e+02 6.71000e+02 90
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm
## 1 1.55 18 5555.5556 -0.06727716 -0.3783351
## 2 2.00 16 6250.0000 -0.06727716 -0.3709906
## 3 2.00 16 6250.0000 -0.06727716 -0.3709906
## 4 1.75 16 3750.0000 -0.06727716 -0.3749190
## 5 1.40 16 4375.0000 -0.06727717 0.9556222
## 6 2.25 16 2187.5000 -0.06727714 1.4509457
## 7 1.25 16 6250.0000 -0.06727714 1.4509457
## 8 2.25 16 2812.5000 -0.06727716 -0.3740650
## 9 1.51 16 3437.5000 -0.06727716 -0.3691801
## 10 2.09 15 6701.6667 -0.06727716 -0.3764562
## 11 2.09 15 6701.6667 -0.06727716 -0.3764562
## 12 1.82 15 3924.8667 -0.06727716 -0.3715030
## 13 1.82 15 3924.8667 -0.06727716 -0.3715030
## 14 1.68 15 5000.0000 -0.06727716 -0.3715030
## 15 1.54 15 5178.9333 -0.06727717 0.9556222
## 16 1.30 15 8690.8667 -0.06727716 -0.3721862
## 17 1.90 15 5000.0000 -0.06727717 2.1495225
## 18 1.00 15 5333.3333 -0.06727716 -0.3692826
## 19 2.50 15 4600.0000 -0.06727716 -0.3731085
## 20 2.40 15 2933.3333 -0.06727714 1.4509457
## 21 1.69 15 5324.1333 -0.06727717 1.4082454
## 22 2.40 15 2133.3333 -0.06727716 -0.3749190
## 23 2.35 15 3014.7333 -0.06727716 1.6405350
## 24 2.12 14 2870.7857 -0.06727716 1.3006406
## 25 2.12 14 2870.7857 -0.06727716 1.3006406
## 26 2.41 14 5265.5000 -0.06727716 -0.3764562
## 27 2.41 14 5265.5000 -0.06727716 -0.3764562
## 28 1.60 14 5000.0000 -0.06727716 -0.3723570
## 29 2.37 14 6357.2857 -0.06727716 -0.3740650
## 30 2.37 14 6357.2857 -0.06727716 -0.3740650
## 31 2.34 14 3495.4286 -0.06727716 -0.3715030
## 32 2.75 14 6071.4286 -0.06727716 -0.3791378
## 33 2.59 14 7279.5714 -0.06727716 -0.3758243
## 34 2.26 14 6361.2143 -0.06727716 -0.3749532
## 35 2.26 14 6361.2143 -0.06727716 -0.3749532
## 36 2.48 14 3693.5714 -0.06727716 -0.3716738
## 37 2.48 14 3693.5714 -0.06727716 -0.3716738
## 38 2.55 14 3872.4286 -0.06727716 -0.3716738
## 39 2.40 14 4285.7143 -0.06727716 -0.3662594
## 40 1.85 14 1144.0000 -0.06727714 1.4509457
## 41 2.55 14 5571.8571 -0.06727716 -0.3646710
## 42 2.63 14 3832.6429 -0.06727716 -0.3723570
## 43 2.70 14 2000.0000 -0.06727716 -0.3750044
## 44 1.75 14 3071.5714 -0.06727716 -0.3733477
## 45 2.25 14 4928.5714 -0.06727716 -0.3740650
## 46 1.80 14 3795.3571 -0.06727716 1.6405350
## 47 2.74 13 7118.6923 -0.06727713 1.6405350
## 48 2.74 13 7118.6923 -0.06727713 1.6405350
## 49 2.47 13 7435.3846 -0.06727716 -0.3723570
## 50 2.27 13 7517.0769 -0.06727716 -0.3723570
## 51 2.27 13 7517.0769 -0.06727716 -0.3723570
## 52 2.20 13 2461.5385 -0.06727714 1.3006406
## 53 2.20 13 2461.5385 -0.06727714 1.3006406
## 54 2.67 13 7244.3077 -0.06727713 1.6405350
## 55 2.70 13 4615.3846 -0.06727716 -0.3758243
## 56 2.67 13 7244.3077 -0.06727713 1.6405350
## 57 2.70 13 4615.3846 -0.06727716 -0.3758243
## 58 2.95 13 7692.3077 -0.06727716 -0.3752606
## 59 2.95 13 3915.3846 -0.06727716 -0.3737063
## 60 2.95 13 3915.3846 -0.06727716 -0.3737063
## 61 2.92 13 6303.7692 -0.06727716 -0.3737063
## 62 2.90 13 3923.0769 -0.06727716 1.6405350
## 63 2.25 13 9230.7692 -0.06727716 -0.3669939
## 64 2.80 13 3890.0000 -0.06727716 -0.3708198
## 65 2.25 13 9230.7692 -0.06727716 -0.3669939
## 66 2.80 13 4651.3077 -0.06727716 -0.3715030
## 67 2.27 13 5953.0000 -0.06727716 -0.3715030
## 68 2.90 13 1769.2308 -0.06727716 -0.3716738
## 69 2.90 13 1769.2308 -0.06727716 -0.3716738
## 70 2.80 13 3792.5385 -0.06727716 -0.3749190
## 71 2.80 12 6465.3333 -0.06727716 -0.3585221
## 72 2.94 12 5998.0833 -0.06727713 1.6405350
## 73 2.80 12 6465.3333 -0.06727716 -0.3585221
## 74 2.94 12 5998.0833 -0.06727713 1.6405350
## 75 2.88 12 4014.4167 -0.06727716 1.3006406
## 76 2.88 12 4014.4167 -0.06727716 1.3006406
## 77 2.63 12 3719.6667 -0.06727716 -0.3708198
## 78 2.10 12 3333.3333 -0.06727716 -0.3836641
## 79 2.90 12 5200.9167 -0.06727716 1.3006406
## 80 2.10 12 3333.3333 -0.06727716 -0.3836641
## 81 2.90 12 5200.9167 -0.06727716 1.3006406
## 82 2.93 12 6694.1667 -0.06727713 1.6405350
## 83 2.93 12 6694.1667 -0.06727713 1.6405350
## 84 1.75 12 4166.6667 -0.06727716 0.9863664
## 85 2.49 12 8542.5833 -0.06727713 1.6405350
## 86 2.65 12 6322.0833 -0.06727714 1.4509457
## 87 2.22 12 2097.5833 -0.06727716 1.3006406
## 88 2.45 12 8375.0000 -0.06727713 1.7276436
## 89 2.80 12 4277.8333 -0.06727716 -0.3665498
## 90 2.85 12 2022.3333 -0.06727717 1.6405350
## 91 2.50 12 5416.6667 -0.06727716 -0.3782667
## 92 2.73 11 8781.1818 -0.06727714 1.4509457
## 93 2.85 11 7272.7273 -0.06727716 -0.3714859
## 94 2.85 11 7272.7273 -0.06727716 -0.3714859
## 95 2.29 11 3847.2727 -0.06727716 1.3006406
## 96 2.05 11 3365.0909 -0.06727716 0.9863664
## 97 2.35 11 4183.8182 -0.06727716 -0.3701195
## 98 2.25 11 5910.6364 -0.06727716 -0.3701195
## 99 2.35 11 5818.1818 -0.06727716 -0.3691801
## 100 2.95 11 5909.0909 -0.06727716 -0.3732623
## 101 2.98 10 9875.1000 -0.06727716 -0.3706661
## 102 2.98 10 9875.1000 -0.06727716 -0.3706661
## 103 1.50 10 5200.0000 -0.06727715 0.6618442
## 104 2.15 10 3401.6000 -0.06727716 0.9863664
## 105 1.85 9 4222.2222 -0.06727716 -0.3609646
## 106 2.91 9 6602.4444 -0.06727716 0.9863664
## 107 2.25 9 2558.0000 -0.06727717 0.9556222
## 108 2.72 8 2916.1250 -0.06727716 -0.3655250
## 109 2.75 8 4626.1250 -0.06727716 -0.3630484
## 110 1.09 7 5714.2857 -0.06727715 -0.3906157
## 111 2.72 7 2432.0000 -0.06727716 -0.3651834
## 112 1.10 6 666.6667 -0.06727716 -0.3823489
## 113 1.10 6 666.6667 -0.06727716 -0.3823489
## 114 1.80 6 9583.3333 -0.06727715 -0.3811874
## 115 1.80 6 9583.3333 -0.06727715 -0.3811874
## 116 1.05 6 950.0000 -0.06727717 4.7115404
## 117 1.10 5 6997.4000 14.85647715 4.5919796
## 118 2.05 4 9000.0000 -0.06727715 -0.3900691
## 119 1.50 4 1975.0000 -0.06727715 -0.3808971
## 120 1.50 4 1975.0000 -0.06727715 -0.3808971
## 121 1.06 4 11500.2500 14.85647715 4.5919796
## 122 1.06 4 11500.2500 14.85647715 4.5919796
## 123 2.45 4 9500.0000 -0.06727715 -0.3900691
## 124 2.45 4 9500.0000 -0.06727715 -0.3900691
## 125 1.15 4 1750.0000 -0.06727715 -0.3859528
## 126 1.25 3 1333.3333 -0.06727715 -0.3836982
## 127 1.55 3 2333.3333 -0.06727704 4.5919796
## 128 1.15 3 6333.3333 14.85647715 4.5919796
## 129 1.15 3 6333.3333 14.85647715 4.5919796
## 130 1.47 2 5500.0000 -0.06727715 -0.3826051
## 131 1.47 2 5500.0000 -0.06727715 -0.3826051
## 132 1.78 2 1750.0000 -0.06727700 4.7183724
## 133 1.12 2 3500.0000 -0.06727715 -0.3872167
## 134 1.12 2 3500.0000 -0.06727715 -0.3872167
## 135 1.32 2 8000.0000 14.85647715 4.5919796
## 136 1.32 2 8000.0000 14.85647715 4.5919796
## 137 1.70 NA NA -0.06727716 1.3006406
## max_power_norm
## 1 -0.06727716
## 2 -0.06727716
## 3 -0.06727716
## 4 -0.06727716
## 5 -0.06727717
## 6 -0.06727714
## 7 -0.06727714
## 8 -0.06727716
## 9 -0.06727716
## 10 -0.06727716
## 11 -0.06727716
## 12 -0.06727716
## 13 -0.06727716
## 14 -0.06727716
## 15 -0.06727717
## 16 -0.06727716
## 17 -0.06727717
## 18 -0.06727716
## 19 -0.06727716
## 20 -0.06727714
## 21 -0.06727717
## 22 -0.06727716
## 23 -0.06727716
## 24 -0.06727716
## 25 -0.06727716
## 26 -0.06727716
## 27 -0.06727716
## 28 -0.06727716
## 29 -0.06727716
## 30 -0.06727716
## 31 -0.06727716
## 32 -0.06727716
## 33 -0.06727716
## 34 -0.06727716
## 35 -0.06727716
## 36 -0.06727716
## 37 -0.06727716
## 38 -0.06727716
## 39 -0.06727716
## 40 -0.06727714
## 41 -0.06727716
## 42 -0.06727716
## 43 -0.06727716
## 44 -0.06727716
## 45 -0.06727716
## 46 -0.06727716
## 47 -0.06727713
## 48 -0.06727713
## 49 -0.06727716
## 50 -0.06727716
## 51 -0.06727716
## 52 -0.06727714
## 53 -0.06727714
## 54 -0.06727713
## 55 -0.06727716
## 56 -0.06727713
## 57 -0.06727716
## 58 -0.06727716
## 59 -0.06727716
## 60 -0.06727716
## 61 -0.06727716
## 62 -0.06727716
## 63 -0.06727716
## 64 -0.06727716
## 65 -0.06727716
## 66 -0.06727716
## 67 -0.06727716
## 68 -0.06727716
## 69 -0.06727716
## 70 -0.06727716
## 71 -0.06727716
## 72 -0.06727713
## 73 -0.06727716
## 74 -0.06727713
## 75 -0.06727716
## 76 -0.06727716
## 77 -0.06727716
## 78 -0.06727716
## 79 -0.06727716
## 80 -0.06727716
## 81 -0.06727716
## 82 -0.06727713
## 83 -0.06727713
## 84 -0.06727716
## 85 -0.06727713
## 86 -0.06727714
## 87 -0.06727716
## 88 -0.06727713
## 89 -0.06727716
## 90 -0.06727717
## 91 -0.06727716
## 92 -0.06727714
## 93 -0.06727716
## 94 -0.06727716
## 95 -0.06727716
## 96 -0.06727716
## 97 -0.06727716
## 98 -0.06727716
## 99 -0.06727716
## 100 -0.06727716
## 101 -0.06727716
## 102 -0.06727716
## 103 -0.06727715
## 104 -0.06727716
## 105 -0.06727716
## 106 -0.06727716
## 107 -0.06727717
## 108 -0.06727716
## 109 -0.06727716
## 110 -0.06727715
## 111 -0.06727716
## 112 -0.06727716
## 113 -0.06727716
## 114 -0.06727715
## 115 -0.06727715
## 116 -0.06727717
## 117 14.85647715
## 118 -0.06727715
## 119 -0.06727715
## 120 -0.06727715
## 121 14.85647715
## 122 14.85647715
## 123 -0.06727715
## 124 -0.06727715
## 125 -0.06727715
## 126 -0.06727715
## 127 -0.06727704
## 128 14.85647715
## 129 14.85647715
## 130 -0.06727715
## 131 -0.06727715
## 132 -0.06727700
## 133 -0.06727715
## 134 -0.06727715
## 135 14.85647715
## 136 14.85647715
## 137 -0.06727716Data interpreted: Cars below 3 lacs were selected and filtered according to their names.
2. MILEAGE UNDER 15 KMPL
Used.Car.Dataset %>% filter(mileage.kmpl. < 15)## X car_name
## 1 946 2009 Mercedes-Benz S-Class S 350 L
## 2 966 2009 Mercedes-Benz S-Class S 350 L
## 3 39 2010 Volkswagen Beetle 2.0
## 4 59 2010 Volkswagen Beetle 2.0
## 5 1152 2010 Mitsubishi Outlander 2.4
## 6 1395 2010 Toyota Innova 2.5 GX 7 STR BSIV
## 7 405 2011 Toyota Corolla Altis G
## 8 1049 2011 Mercedes-Benz M-Class ML 350 CDI
## 9 324 2012 BMW 3 Series 320i Touring
## 10 343 2012 BMW 3 Series 320i Touring
## 11 1420 2012 Toyota Innova 2.5 VX 7 STR BSIV
## 12 292 2013 Mercedes-Benz B Class B180 Sports
## 13 311 2013 Mercedes-Benz B Class B180 Sports
## 14 514 2013 Hyundai Santro Xing GLS CNG
## 15 534 2013 Hyundai Santro Xing GLS CNG
## 16 1047 2013 Mercedes-Benz C-Class 220 CDI AT
## 17 1408 2013 Mitsubishi Cedia Sports
## 18 321 2014 Mercedes-Benz C-Class C 220 CDI Grand Edition
## 19 340 2014 Mercedes-Benz C-Class C 220 CDI Grand Edition
## 20 424 2014 Mercedes-Benz M-Class ML 350 CDI
## 21 444 2014 Mercedes-Benz M-Class ML 350 CDI
## 22 559 2014 Mercedes-Benz M-Class ML 350 CDI
## 23 579 2014 Mercedes-Benz M-Class ML 350 CDI
## 24 598 2014 Mercedes-Benz S-Class S 500 L
## 25 838 2014 Mercedes-Benz C-Class 200 K AT
## 26 858 2014 Mercedes-Benz C-Class 200 K AT
## 27 1133 2014 Mercedes-Benz C-Class C 220 CDI BE Avantgare
## 28 1181 2014 Mercedes-Benz E-Class E 200 CGI
## 29 1209 2014 Toyota Corolla Altis G AT
## 30 1213 2014 Mercedes-Benz S-Class S 500 L
## 31 1228 2014 Mercedes-Benz GL-Class 350 CDI Blue Efficiency
## 32 1415 2014 Audi Q5 30 TDI quattro Premium
## 33 1422 2014 Hyundai Elantra SX AT
## 34 8 2015 Mercedes-Benz S-Class S 350 CDI
## 35 28 2015 Toyota Fortuner 4x2 AT
## 36 48 2015 Toyota Fortuner 4x2 AT
## 37 409 2015 Audi Q7 45 TDI Quattro Technology
## 38 429 2015 Audi Q7 45 TDI Quattro Technology
## 39 451 2015 Toyota Fortuner 4x2 AT
## 40 683 2015 Skoda Rapid 1.6 MPI AT Elegance Plus Black Package
## 41 913 2015 Mercedes-Benz E-Class E 200 CGI
## 42 932 2015 Mercedes-Benz E-Class E 200 CGI
## 43 72 2016 Mercedes-Benz GL-Class 350 CDI Blue Efficiency
## 44 92 2016 Mercedes-Benz GL-Class 350 CDI Blue Efficiency
## 45 174 2016 Mercedes-Benz GLS 350d 4MATIC
## 46 194 2016 Mercedes-Benz GLS 350d 4MATIC
## 47 220 2016 Mercedes-Benz S-Class Maybach S500
## 48 240 2016 Mercedes-Benz S-Class Maybach S500
## 49 293 2016 Ford Ecosport 1.5 Petrol Titanium AT
## 50 312 2016 Ford Ecosport 1.5 Petrol Titanium AT
## 51 399 2016 Hyundai Creta 1.6 VTVT AT SX Plus
## 52 406 2016 Toyota Innova Crysta 2.4 G MT 8 STR
## 53 511 2016 Jaguar XJ 3.0L Portfolio
## 54 515 2016 Mercedes-Benz GLS 350d 4MATIC
## 55 531 2016 Jaguar XJ 3.0L Portfolio
## 56 535 2016 Mercedes-Benz GLS 350d 4MATIC
## 57 605 2016 Hyundai Creta 1.6 SX Automatic
## 58 759 2016 Audi Q7 45 TDI Quattro Premium Plus
## 59 779 2016 Audi Q7 45 TDI Quattro Premium Plus
## 60 788 2016 Toyota Fortuner 4x4 AT
## 61 808 2016 Toyota Fortuner 4x4 AT
## 62 878 2016 Mercedes-Benz B Class B180 Sport
## 63 897 2016 Mercedes-Benz B Class B180 Sport
## 64 1143 2016 Mercedes-Benz C-Class C 200 AVANTGARDE
## 65 1207 2016 Toyota Corolla Altis VL AT
## 66 1217 2016 Audi Q7 45 TDI Quattro Technology
## 67 1388 2016 Toyota Corolla Altis 1.8 G CVT
## 68 1405 2016 Toyota Fortuner 2.8 2WD AT BSIV
## 69 1409 2016 Skoda Superb LK 1.8 TSI AT
## 70 1410 2016 Toyota Fortuner 4x2 AT
## 71 0 2017 Mercedes-Benz S-Class S400
## 72 105 2017 Toyota Innova Crysta 2.8 GX AT BSIV
## 73 125 2017 Toyota Innova Crysta 2.8 GX AT BSIV
## 74 211 2017 Hyundai Creta 1.6 VTVT AT SX Plus
## 75 287 2017 Land Rover Discovery Sport Petrol HSE 7S
## 76 306 2017 Land Rover Discovery Sport Petrol HSE 7S
## 77 348 2017 Audi Q7 3.0 TDI Quattro Technology
## 78 356 2017 Audi Q7 45 TDI Quattro Technology
## 79 368 2017 Audi Q7 3.0 TDI Quattro Technology
## 80 376 2017 Audi Q7 45 TDI Quattro Technology
## 81 400 2017 Hyundai Creta 1.6 VTVT AT SX Plus
## 82 412 2017 Jaguar XJ 2.0L Portfolio
## 83 415 2017 Mercedes-Benz E-Class E250 CDI Avantgarde
## 84 422 2017 Jaguar XJ 2.0L Portfolio
## 85 432 2017 Jaguar XJ 2.0L Portfolio
## 86 435 2017 Mercedes-Benz E-Class E250 CDI Avantgarde
## 87 442 2017 Jaguar XJ 2.0L Portfolio
## 88 448 2017 Hyundai Creta 1.6 VTVT AT SX Plus
## 89 563 2017 Mercedes-Benz GLE 400 4MATIC
## 90 583 2017 Mercedes-Benz GLE 400 4MATIC
## 91 627 2017 Mercedes-Benz GLA Class 200
## 92 647 2017 Mercedes-Benz GLA Class 200
## 93 747 2017 Ford Endeavour 3.2 Titanium AT 4X4
## 94 767 2017 Ford Endeavour 3.2 Titanium AT 4X4
## 95 795 2017 Toyota Fortuner 2.8 2WD AT BSIV
## 96 815 2017 Toyota Fortuner 2.8 2WD AT BSIV
## 97 875 2017 Mercedes-Benz GLS 350d 4MATIC
## 98 881 2017 Mercedes-Benz GLE 400 4MATIC
## 99 894 2017 Mercedes-Benz GLS 350d 4MATIC
## 100 900 2017 Mercedes-Benz GLE 400 4MATIC
## 101 944 2017 Audi Q7 45 TDI Quattro Technology
## 102 951 2017 Jeep Grand Cherokee Summit 4X4
## 103 964 2017 Audi Q7 45 TDI Quattro Technology
## 104 971 2017 Jeep Grand Cherokee Summit 4X4
## 105 1013 2017 Mercedes-Benz GLS 350d 4MATIC
## 106 1059 2017 Mini Cooper Clubman Cooper S
## 107 1389 2017 Hyundai Elantra 2.0 SX
## 108 1515 2017 Hyundai Creta 1.6 VTVT AT SX Plus
## 109 30 2018 Jaguar XE 2.0L Diesel Portfolio
## 110 50 2018 Jaguar XE 2.0L Diesel Portfolio
## 111 168 2018 Renault Duster Petrol RXS CVT
## 112 188 2018 Renault Duster Petrol RXS CVT
## 113 208 2018 Land Rover Discovery Sport Petrol SE 7S
## 114 232 2018 Ford Endeavour 3.2 Titanium AT 4X4
## 115 252 2018 Ford Endeavour 3.2 Titanium AT 4X4
## 116 260 2018 Toyota Innova Crysta 2.7 ZX AT BSIV
## 117 298 2018 Land Rover Discovery Sport Petrol HSE 7S
## 118 350 2018 Isuzu MU-X 4X2
## 119 352 2018 Land Rover Discovery HSE 3.0 Si6
## 120 353 2018 Toyota Innova Crysta 2.4 G MT
## 121 370 2018 Isuzu MU-X 4X2
## 122 372 2018 Land Rover Discovery HSE 3.0 Si6
## 123 373 2018 Toyota Innova Crysta 2.4 G MT
## 124 401 2018 Toyota Fortuner 2.8 4WD MT
## 125 463 2018 Mercedes-Benz S-Class Maybach S500
## 126 753 2018 Ford Endeavour 2.2 Trend AT 4X2
## 127 773 2018 Ford Endeavour 2.2 Trend AT 4X2
## 128 787 2018 Hyundai Tucson 2.0 Dual VTVT 2WD AT GLS
## 129 793 2018 Mercedes-Benz S-Class S 450
## 130 807 2018 Hyundai Tucson 2.0 Dual VTVT 2WD AT GLS
## 131 813 2018 Mercedes-Benz S-Class S 450
## 132 958 2018 Land Rover Discovery Sport TD4 SE
## 133 978 2018 Land Rover Discovery Sport TD4 SE
## 134 987 2018 Volvo XC60 D4 Momentum
## 135 1237 2018 Hyundai Creta 1.6 VTVT AT SX Plus
## 136 1387 2018 Hyundai Elantra 2.0 SX
## 137 1411 2018 Audi Q7 45 TDI Quattro Technology
## 138 1494 2018 Hyundai Creta 1.6 VTVT AT SX Plus
## 139 1544 2018 Hyundai Creta 1.6 SX Automatic
## 140 4 2019 Skoda Superb LK 1.8 TSI AT
## 141 62 2019 Honda CR-V 2.0 CVT
## 142 82 2019 Honda CR-V 2.0 CVT
## 143 198 2019 Mercedes-Benz S-Class S 350 d
## 144 205 2019 Mercedes-Benz C-Class Progressive C 200
## 145 316 2019 Toyota Innova Crysta 2.4 VX MT
## 146 335 2019 Toyota Innova Crysta 2.4 VX MT
## 147 390 2019 Mitsubishi Outlander 2.4 CVT
## 148 392 2019 BMW X5 xDrive 30d xLine
## 149 411 2019 Land Rover Range Rover Sport 2.0 Petrol SE
## 150 431 2019 Land Rover Range Rover Sport 2.0 Petrol SE
## 151 455 2019 Land Rover Discovery Sport Petrol HSE 7S
## 152 587 2019 BMW X5 xDrive 30d xLine
## 153 638 2019 BMW X5 xDrive 30d xLine
## 154 658 2019 BMW X5 xDrive 30d xLine
## 155 670 2019 Toyota Innova Crysta 2.8 GX AT BSIV
## 156 704 2019 Mercedes-Benz C-Class Prime C 220d
## 157 712 2019 Toyota Innova Crysta 2.8 GX AT BSIV
## 158 731 2019 Toyota Innova Crysta 2.8 GX AT BSIV
## 159 794 2019 Hyundai Creta 1.6 SX Automatic
## 160 814 2019 Hyundai Creta 1.6 SX Automatic
## 161 867 2019 Land Rover Range Rover 3.0 Diesel LWB Vogue
## 162 873 2019 Toyota Innova Crysta 2.8 ZX AT BSIV
## 163 886 2019 Land Rover Range Rover 3.0 Diesel LWB Vogue
## 164 892 2019 Toyota Innova Crysta 2.8 ZX AT BSIV
## 165 908 2019 BMW M2 Competition
## 166 927 2019 BMW M2 Competition
## 167 979 2019 Audi Q7 45 TDI Quattro Premium Plus
## 168 1006 2019 Mercedes-Benz C-Class Progressive C 220d
## 169 1082 2019 Mahindra Alturas G4 4X2 AT
## 170 1285 2019 Renault Duster RXS Option CVT BSIV
## 171 1460 2019 Toyota Innova Crysta 2.4 VX MT BSIV
## 172 1492 2019 BMW X7 xDrive 40i M Sport
## 173 1518 2019 BMW X7 xDrive 40i M Sport
## 174 19 2020 Jeep Compass 1.4 Limited Plus
## 175 158 2020 Mercedes-Benz C-Class Progressive C 220d
## 176 177 2020 Toyota Innova Crysta 2.8 ZX AT BSIV
## 177 178 2020 Mercedes-Benz C-Class Progressive C 220d
## 178 197 2020 Toyota Innova Crysta 2.8 ZX AT BSIV
## 179 215 2020 Mercedes-Benz C-Class Progressive C 200
## 180 275 2020 Kia Carnival Prestige
## 181 328 2020 Ford Endeavour Titanium Plus 4X4 AT
## 182 347 2020 Ford Endeavour Titanium Plus 4X4 AT
## 183 395 2020 Skoda Superb LK 1.8 TSI AT
## 184 472 2020 Mercedes-Benz AMG GLE 53 Coupe
## 185 479 2020 BMW X7 xDrive30d DPE Signature
## 186 492 2020 Mercedes-Benz AMG GLE 53 Coupe
## 187 499 2020 BMW X7 xDrive30d DPE Signature
## 188 591 2020 Mercedes-Benz C-Class Progressive C 220d
## 189 614 2020 BMW X6 Xdrive40i M Sport
## 190 618 2020 Mercedes-Benz C-Class Progressive C 220d
## 191 635 2020 MG Hector Plus Sharp DCT
## 192 655 2020 MG Hector Plus Sharp DCT
## 193 901 2020 Volvo XC60 D5 Inscription
## 194 915 2020 Mercedes-Benz S-Class S 350 d
## 195 920 2020 Volvo XC60 D5 Inscription
## 196 934 2020 Mercedes-Benz S-Class S 350 d
## 197 1118 2020 Mercedes-Benz C-Class Progressive C 220d
## 198 1193 2020 Ford Ecosport 1.5 Petrol Titanium Plus AT BSIV
## 199 1372 2020 Mercedes-Benz GLC 200
## 200 1428 2020 MG Hector Sharp AT BSIV
## 201 20 2021 MG Gloster Savvy 6-Str
## 202 40 2021 MG Gloster Savvy 6-Str
## 203 64 2021 Mercedes-Benz C-Class Progressive C 200
## 204 70 2021 Jeep Compass 1.4 Sport BSVI
## 205 84 2021 Mercedes-Benz C-Class Progressive C 200
## 206 90 2021 Jeep Compass 1.4 Sport BSVI
## 207 203 2021 Mercedes-Benz C-Class Progressive C 200
## 208 206 2021 MG Gloster Savvy 6-Str
## 209 216 2021 MG Gloster Savvy 6-Str
## 210 236 2021 MG Gloster Savvy 6-Str
## 211 264 2021 Mahindra Alturas G4 4X4 AT
## 212 290 2021 Audi A6 45 TFSI Technology WO Matrix BSVI
## 213 309 2021 Audi A6 45 TFSI Technology WO Matrix BSVI
## 214 452 2021 Mercedes-Benz C-Class Progressive C 220d
## 215 465 2021 Audi Q5 Technology BSVI
## 216 485 2021 Mercedes-Benz C-Class Progressive C 200
## 217 505 2021 Mercedes-Benz C-Class Progressive C 200
## 218 594 2021 Mercedes-Benz G G 350d
## 219 617 2021 Tata Harrier XZA Plus (O) AT BSVI
## 220 625 2021 Tata Safari XZA Plus AT
## 221 645 2021 Tata Safari XZA Plus AT
## 222 710 2021 Tata Harrier XZA Plus AT
## 223 729 2021 Tata Harrier XZA Plus AT
## 224 751 2021 BMW 6 Series GT 630i M Sport
## 225 771 2021 BMW 6 Series GT 630i M Sport
## 226 841 2021 Tata Safari XZA Plus (O) Adventure Edition AT BSVI
## 227 861 2021 Tata Safari XZA Plus (O) Adventure Edition AT BSVI
## 228 863 2021 Mercedes-Benz S-Class S 350 d
## 229 882 2021 Mercedes-Benz S-Class S 350 d
## 230 955 2021 Mercedes-Benz G G 350d
## 231 975 2021 Mercedes-Benz G G 350d
## 232 986 2021 Audi A6 45 TFSI Technology BSVI
## 233 997 2021 MG Hector Sharp DCT
## 234 1197 2021 Kia Carnival Premium
## 235 1351 2021 Audi Q8 55 TFSI Quattro BSVI
## 236 1448 2021 Tata Harrier XTA Plus AT BSVI
## 237 1528 2021 BMW X7 xDrive 40i M Sport
## 238 151 2022 BMW 2 Series 220i M Sport Pro BSVI
## 239 224 2022 Hyundai Creta SX Opt IVT
## 240 244 2022 Hyundai Creta SX Opt IVT
## 241 388 2022 BMW 7 Series 740Li M Sport
## 242 480 2022 Mercedes-Benz C-Class Progressive C 220d
## 243 500 2022 Mercedes-Benz C-Class Progressive C 220d
## 244 509 2022 Mercedes-Benz GLC 200
## 245 529 2022 Mercedes-Benz GLC 200
## 246 637 2022 Volvo XC60 B5 Ultimate
## 247 657 2022 Volvo XC60 B5 Ultimate
## 248 939 2022 Audi Q7 Technology 2022-2022
## 249 959 2022 Audi Q7 Technology 2022-2022
## 250 984 2022 Audi Q5 Technology BSVI
## 251 989 2022 BMW 3 Series M340i xDrive
## 252 1163 2022 BMW 2 Series 220i M Sport BSVI
## 253 1474 2022 Tata Harrier XZA AT BSVI
## 254 68 2023 BMW 5 Series 530i M Sport BSVI
## 255 88 2023 BMW 5 Series 530i M Sport BSVI
## 256 108 2023 MG Hector Plus 1.5 Turbo Sharp Pro CVT BSVI
## 257 128 2023 MG Hector Plus 1.5 Turbo Sharp Pro CVT BSVI
## 258 471 2023 Jeep Wrangler Rubicon
## 259 491 2023 Jeep Wrangler Rubicon
## 260 552 2023 Mercedes-Benz G G 63 AMG
## 261 554 2023 Porsche Cayenne 3.6 S Platinum Edition
## 262 572 2023 Mercedes-Benz G G 63 AMG
## 263 574 2023 Porsche Cayenne 3.6 S Platinum Edition
## 264 633 2023 Audi Q8 Standard
## 265 653 2023 Audi Q8 Standard
## 266 1352 2023 Tata Harrier XZA Plus Red Dark Diesel AT BSVI
## registration_year insurance_validity fuel_type seats kms_driven
## 1 Mar-09 <NA> Petrol 5 92762
## 2 Mar-09 <NA> Petrol 5 92762
## 3 May-10 Comprehensive Petrol 4 40000
## 4 May-10 Comprehensive Petrol 4 40000
## 5 <NA> Third Party insurance Petrol 5 110000
## 6 Jun-10 Comprehensive Diesel 7 176000
## 7 May-11 Third Party insurance Petrol 5 85000
## 8 May-11 Third Party insurance Diesel 5 127000
## 9 <NA> Third Party insurance Petrol 5 110000
## 10 <NA> Third Party insurance Petrol 5 110000
## 11 Jun-12 Comprehensive Diesel 7 260000
## 12 Nov-13 Comprehensive Petrol 5 26000
## 13 Nov-13 Comprehensive Petrol 5 26000
## 14 <NA> Third Party insurance CNG 5 40000
## 15 <NA> Third Party insurance CNG 5 40000
## 16 Mar-13 Comprehensive Diesel 5 48401
## 17 Mar-13 Comprehensive Petrol 5 44000
## 18 <NA> Third Party insurance Diesel 5 40000
## 19 <NA> Third Party insurance Diesel 5 40000
## 20 Mar-14 Comprehensive Diesel 5 154000
## 21 Mar-14 Comprehensive Diesel 5 154000
## 22 Jul-14 Third Party insurance Diesel 5 75000
## 23 Jul-14 Third Party insurance Diesel 5 75000
## 24 Jul-14 Comprehensive Petrol 5 65000
## 25 Jul-14 Comprehensive Petrol 5 133477
## 26 Jul-14 Comprehensive Petrol 5 133477
## 27 Nov-14 Comprehensive Diesel 5 92001
## 28 Nov-14 Comprehensive Petrol 5 59000
## 29 Nov-14 Comprehensive Petrol 5 62000
## 30 Nov-14 Comprehensive Petrol 5 74000
## 31 <NA> Third Party insurance Diesel 7 121000
## 32 May-14 Comprehensive Diesel 5 34452
## 33 Mar-14 Comprehensive Petrol 5 58958
## 34 Apr-15 Comprehensive Diesel 5 68000
## 35 Sep-15 Comprehensive Diesel 7 100000
## 36 Sep-15 Comprehensive Diesel 7 100000
## 37 Mar-16 Comprehensive Diesel 7 72222
## 38 Mar-16 Comprehensive Diesel 7 72222
## 39 Aug-15 Comprehensive Diesel 7 100000
## 40 Feb-15 Comprehensive Petrol 5 49000
## 41 Nov-15 Comprehensive Petrol 5 76000
## 42 Nov-15 Comprehensive Petrol 5 76000
## 43 <NA> Third Party insurance Diesel 7 90000
## 44 <NA> Third Party insurance Diesel 7 90000
## 45 <NA> Third Party insurance Diesel 7 40000
## 46 <NA> Third Party insurance Diesel 7 40000
## 47 Sep-16 Comprehensive Petrol 4 50000
## 48 Sep-16 Comprehensive Petrol 4 50000
## 49 Nov-16 Comprehensive Petrol 5 60000
## 50 Nov-16 Comprehensive Petrol 5 60000
## 51 May-16 Comprehensive Petrol 5 60970
## 52 Oct-16 Comprehensive Diesel 8 91000
## 53 Jul-16 Comprehensive Diesel 5 40000
## 54 Jul-16 Comprehensive Diesel 7 84000
## 55 Jul-16 Comprehensive Diesel 5 40000
## 56 Jul-16 Comprehensive Diesel 7 84000
## 57 Jun-16 Comprehensive Petrol 5 70000
## 58 Jul-16 Third Party insurance Diesel 7 75000
## 59 Jul-16 Third Party insurance Diesel 7 75000
## 60 Jul-16 Third Party Diesel 7 145000
## 61 Jul-16 Third Party Diesel 7 145000
## 62 Apr-16 Third Party insurance Petrol 5 83000
## 63 Apr-16 Third Party insurance Petrol 5 83000
## 64 Apr-16 Comprehensive Petrol 5 61000
## 65 Nov-16 Comprehensive Petrol 5 66000
## 66 <NA> Third Party insurance Diesel 7 110000
## 67 Apr-16 Comprehensive Petrol 5 39450
## 68 Apr-16 Comprehensive Diesel 7 72560
## 69 Jul-16 Comprehensive Petrol 5 47000
## 70 May-16 Comprehensive Diesel 7 92044
## 71 Jul-17 Comprehensive Petrol 5 56000
## 72 Mar-17 Third Party insurance Diesel 7 76000
## 73 Mar-17 Third Party insurance Diesel 7 76000
## 74 Mar-17 Third Party insurance Petrol 5 88000
## 75 Nov-17 Comprehensive Petrol 7 72000
## 76 Nov-17 Comprehensive Petrol 7 72000
## 77 May-17 Comprehensive Diesel 7 70000
## 78 Aug-17 Comprehensive Diesel 7 70000
## 79 May-17 Comprehensive Diesel 7 70000
## 80 Aug-17 Comprehensive Diesel 7 70000
## 81 <NA> Third Party insurance Petrol 5 50000
## 82 Aug-17 Comprehensive Petrol 5 20000
## 83 May-17 Comprehensive Diesel 5 35000
## 84 Sep-17 Comprehensive Petrol 5 20000
## 85 Aug-17 Comprehensive Petrol 5 20000
## 86 May-17 Comprehensive Diesel 5 35000
## 87 Sep-17 Comprehensive Petrol 5 20000
## 88 Aug-17 Comprehensive Petrol 5 64727
## 89 Jul-17 Comprehensive Petrol 5 56000
## 90 Jul-17 Comprehensive Petrol 5 56000
## 91 Dec-17 Comprehensive Petrol 5 51000
## 92 Dec-17 Comprehensive Petrol 5 51000
## 93 Jul-17 Comprehensive Diesel 7 42000
## 94 Jul-17 Comprehensive Diesel 7 42000
## 95 Jul-17 Comprehensive Diesel 7 52000
## 96 Jul-17 Comprehensive Diesel 7 52000
## 97 Jul-17 Third Party insurance Diesel 7 70000
## 98 Oct-17 Comprehensive Petrol 5 55000
## 99 Jul-17 Third Party insurance Diesel 7 70000
## 100 Oct-17 Comprehensive Petrol 5 55000
## 101 May-17 Comprehensive Diesel 7 76000
## 102 Jul-17 Comprehensive Diesel 5 53000
## 103 May-17 Comprehensive Diesel 7 76000
## 104 Jul-17 Comprehensive Diesel 5 53000
## 105 Jul-17 Comprehensive Diesel 7 80000
## 106 Feb-17 Comprehensive Petrol 5 46000
## 107 Apr-19 Comprehensive Petrol 5 32000
## 108 Dec-17 Comprehensive Petrol 5 45017
## 109 Jul-18 Comprehensive Diesel 5 48000
## 110 Jul-18 Comprehensive Diesel 5 48000
## 111 Nov-18 Comprehensive Petrol 5 10000
## 112 Nov-18 Comprehensive Petrol 5 10000
## 113 Jan-19 Zero Dep Petrol 7 46853
## 114 <NA> Third Party insurance Diesel 7 100000
## 115 <NA> Third Party insurance Diesel 7 100000
## 116 Feb-18 Comprehensive Petrol 7 42000
## 117 Oct-18 Comprehensive Petrol 7 72000
## 118 Oct-18 Comprehensive Diesel 7 55000
## 119 Jul-18 Third Party insurance Petrol 7 76000
## 120 Jul-18 Comprehensive Diesel 7 68000
## 121 Oct-18 Comprehensive Diesel 7 55000
## 122 Jul-18 Third Party insurance Petrol 7 76000
## 123 Jul-18 Comprehensive Diesel 7 68000
## 124 Mar-18 Third Party insurance Diesel 7 56000
## 125 Jul-18 Comprehensive Petrol 4 40000
## 126 Aug-18 Third Party insurance Diesel 7 54000
## 127 Aug-18 Third Party insurance Diesel 7 54000
## 128 Jul-18 Third Party insurance Petrol 5 22000
## 129 Mar-18 Third Party Petrol 5 22000
## 130 Jul-18 Third Party insurance Petrol 5 22000
## 131 Mar-18 Third Party Petrol 5 22000
## 132 Nov-18 Zero Dep Diesel 7 37800
## 133 Nov-18 Zero Dep Diesel 7 37800
## 134 Nov-18 Comprehensive Diesel 5 60000
## 135 Jun-18 Comprehensive Petrol 5 32000
## 136 Aug-18 Comprehensive Petrol 5 21000
## 137 <NA> Third Party insurance Diesel 7 40000
## 138 Mar-18 Comprehensive Petrol 5 29146
## 139 Dec-18 Comprehensive Petrol 5 29252
## 140 Aug-19 Comprehensive Petrol 5 44900
## 141 Aug-19 Third Party insurance Petrol 5 30500
## 142 Aug-19 Third Party insurance Petrol 5 30500
## 143 Apr-20 Comprehensive Diesel 5 27200
## 144 Aug-21 Third Party insurance Petrol 5 32325
## 145 Apr-19 Third Party insurance Diesel 7 42000
## 146 Apr-19 Third Party insurance Diesel 7 42000
## 147 Mar-19 Comprehensive Petrol 7 23000
## 148 Jan-19 Zero Dep Diesel 5 62000
## 149 Feb-19 Zero Dep Petrol 5 4000
## 150 Feb-19 Zero Dep Petrol 5 4000
## 151 Jun-19 Comprehensive Petrol 7 47500
## 152 Jul-19 Comprehensive Diesel 5 38000
## 153 Nov-19 Comprehensive Diesel 5 37000
## 154 Nov-19 Comprehensive Diesel 5 37000
## 155 Oct-19 Comprehensive Diesel 7 57000
## 156 Mar-20 Third Party insurance Diesel 5 34496
## 157 <NA> Third Party insurance Diesel 7 100000
## 158 <NA> Third Party insurance Diesel 7 100000
## 159 Nov-19 Comprehensive Petrol 5 91724
## 160 Nov-19 Comprehensive Petrol 5 91724
## 161 Apr-19 Third Party insurance Diesel 5 57500
## 162 Aug-19 Comprehensive Diesel 7 71000
## 163 Apr-19 Third Party insurance Diesel 5 57500
## 164 Aug-19 Comprehensive Diesel 7 71000
## 165 Feb-19 Comprehensive Petrol 4 29000
## 166 Feb-19 Comprehensive Petrol 4 29000
## 167 Jul-19 Third Party insurance Diesel 7 25000
## 168 May-19 Third Party insurance Diesel 5 55000
## 169 Jul-19 Comprehensive Diesel 7 121281
## 170 Dec-19 Third Party insurance Petrol 5 40300
## 171 Aug-19 Comprehensive Diesel 7 41000
## 172 Oct-19 Comprehensive Petrol 7 28000
## 173 Oct-19 Comprehensive Petrol 7 28000
## 174 Nov-20 Comprehensive Petrol 5 48000
## 175 Jun-20 Comprehensive Diesel 5 30000
## 176 Feb-20 Comprehensive Diesel 7 52000
## 177 Jun-20 Comprehensive Diesel 5 30000
## 178 Feb-20 Comprehensive Diesel 7 52000
## 179 Aug-20 Zero Dep Petrol 5 32628
## 180 Nov-20 Third Party insurance Diesel 7 40500
## 181 Dec-20 Comprehensive Diesel 7 49000
## 182 Dec-20 Comprehensive Diesel 7 49000
## 183 Aug-20 Third Party insurance Petrol 5 34123
## 184 Feb-20 Third Party Petrol 5 19000
## 185 Jul-20 Comprehensive Diesel 7 44000
## 186 Feb-20 Third Party Petrol 5 19000
## 187 Jul-20 Comprehensive Diesel 7 44000
## 188 Oct-20 Comprehensive Diesel 5 30000
## 189 Oct-20 Third Party insurance Petrol 5 5200
## 190 Mar-21 Zero Dep Diesel 5 11848
## 191 Nov-20 Comprehensive Petrol 6 42000
## 192 Nov-20 Comprehensive Petrol 6 42000
## 193 Aug-20 Comprehensive Diesel 5 25000
## 194 Apr-20 Third Party Diesel 5 18346
## 195 Aug-20 Comprehensive Diesel 5 25000
## 196 Apr-20 Third Party Diesel 5 18346
## 197 Jan-20 Third Party insurance Diesel 5 44000
## 198 Jul-20 Third Party insurance Petrol 5 57000
## 199 Dec-20 Third Party insurance Petrol 5 13200
## 200 Dec-20 Comprehensive Petrol 5 38502
## 201 Sep-21 Comprehensive Diesel 6 35000
## 202 Sep-21 Comprehensive Diesel 6 35000
## 203 Jul-21 Comprehensive Petrol 5 25000
## 204 Jun-21 Comprehensive Petrol 5 10000
## 205 Jul-21 Comprehensive Petrol 5 25000
## 206 Jun-21 Comprehensive Petrol 5 10000
## 207 Aug-21 Third Party insurance Petrol 5 40045
## 208 Nov-21 Third Party insurance Diesel 6 68000
## 209 May-21 Comprehensive Diesel 6 35000
## 210 May-21 Comprehensive Diesel 6 35000
## 211 Jan-21 Third Party insurance Diesel 7 30000
## 212 <NA> Third Party insurance Petrol 5 30000
## 213 <NA> Third Party insurance Petrol 5 30000
## 214 Aug-21 Zero Dep Diesel 5 23616
## 215 Jan-22 Third Party insurance Petrol 5 22900
## 216 Nov-21 Comprehensive Petrol 5 12000
## 217 Nov-21 Comprehensive Petrol 5 12000
## 218 Sep-23 Comprehensive Diesel 5 36000
## 219 Aug-21 Comprehensive Diesel 5 53000
## 220 Jul-21 Comprehensive Diesel 7 26000
## 221 Jul-21 Comprehensive Diesel 7 26000
## 222 Oct-21 Comprehensive Diesel 5 54000
## 223 Oct-21 Comprehensive Diesel 5 54000
## 224 Dec-21 Third Party insurance Petrol 4 26000
## 225 Dec-21 Third Party insurance Petrol 4 26000
## 226 Dec-21 Comprehensive Diesel 7 41000
## 227 Dec-21 Comprehensive Diesel 7 41000
## 228 Aug-23 Comprehensive Diesel 5 7900
## 229 Aug-23 Comprehensive Diesel 5 7900
## 230 Apr-21 Comprehensive Diesel 5 38000
## 231 Apr-21 Comprehensive Diesel 5 38000
## 232 Jul-21 Comprehensive Petrol 5 1000
## 233 Jan-21 Comprehensive Petrol 5 34000
## 234 Sep-21 Zero Dep Diesel 7 45000
## 235 Oct-21 Third Party insurance Petrol 5 17000
## 236 Nov-21 Comprehensive Diesel 5 46912
## 237 Aug-21 Zero Dep Petrol 7 7000
## 238 Mar-22 Comprehensive Petrol 5 15000
## 239 Aug-22 Comprehensive Petrol 5 11900
## 240 Aug-22 Comprehensive Petrol 5 11900
## 241 Oct-22 Comprehensive Petrol 4 4000
## 242 Dec-22 Comprehensive Diesel 5 4000
## 243 Dec-22 Comprehensive Diesel 5 4000
## 244 Jul-22 Zero Dep Petrol 5 7651
## 245 Jul-22 Zero Dep Petrol 5 7651
## 246 Nov-22 Comprehensive Petrol 5 9300
## 247 Nov-22 Comprehensive Petrol 5 9300
## 248 Aug-22 Comprehensive Petrol 7 8000
## 249 Aug-22 Comprehensive Petrol 7 8000
## 250 Oct-22 Third Party insurance Petrol 5 25500
## 251 Jul-22 Comprehensive Petrol 5 5500
## 252 Sep-22 Comprehensive Petrol 5 22000
## 253 Feb-22 Comprehensive Diesel 5 16683
## 254 Nov-23 Zero Dep Petrol 5 20000
## 255 Nov-23 Zero Dep Petrol 5 20000
## 256 May-23 Comprehensive Petrol 6 12000
## 257 May-23 Comprehensive Petrol 6 12000
## 258 Feb-23 Third Party insurance Petrol 5 9000
## 259 Feb-23 Third Party insurance Petrol 5 9000
## 260 Aug-23 Comprehensive Petrol 5 3000
## 261 Sep-23 Comprehensive Petrol 5 11000
## 262 Aug-23 Comprehensive Petrol 5 3000
## 263 Sep-23 Comprehensive Petrol 5 11000
## 264 Nov-23 Comprehensive Petrol 5 7000
## 265 Nov-23 Comprehensive Petrol 5 7000
## 266 May-23 Comprehensive Diesel 5 7400
## ownsership transmission manufacturing_year mileage.kmpl. engine.cc.
## 1 Fifth Owner Automatic 2009 10.13 3498
## 2 Fifth Owner Automatic 2009 10.13 3498
## 3 First Owner Automatic 2010 10.98 1984
## 4 First Owner Automatic 2010 10.98 1984
## 5 Third Owner Automatic 2010 11.30 2360
## 6 First Owner Manual 2010 12.80 2494
## 7 Second Owner Manual 2011 14.53 1798
## 8 Third Owner Automatic 2011 11.74 2987
## 9 Second Owner Automatic 2012 12.05 1995
## 10 Second Owner Automatic 2012 12.05 1995
## 11 First Owner Manual 2012 12.80 2494
## 12 Second Owner Automatic 2013 11.90 1595
## 13 Second Owner Automatic 2013 11.90 1595
## 14 Second Owner Manual 2013 11.88 1086
## 15 Second Owner Manual 2013 11.88 1086
## 16 First Owner Automatic 2013 14.84 2143
## 17 First Owner Manual 2013 13.17 1999
## 18 First Owner Automatic 2014 11.78 2143
## 19 First Owner Automatic 2014 11.78 2143
## 20 Second Owner Automatic 2014 11.74 2987
## 21 Second Owner Automatic 2014 11.74 2987
## 22 Second Owner Automatic 2014 11.74 2987
## 23 Second Owner Automatic 2014 11.74 2987
## 24 First Owner Automatic 2014 7.81 5461
## 25 First Owner Automatic 2014 11.70 1796
## 26 First Owner Automatic 2014 11.70 1796
## 27 First Owner Automatic 2014 14.84 2143
## 28 First Owner Automatic 2014 12.00 1991
## 29 First Owner Automatic 2014 14.28 1798
## 30 First Owner Automatic 2014 7.81 5461
## 31 First Owner Automatic 2014 11.30 2987
## 32 First Owner Automatic 2014 14.16 1968
## 33 First Owner Automatic 2014 14.50 1797
## 34 Second Owner Automatic 2015 13.50 2987
## 35 First Owner Automatic 2015 12.55 2982
## 36 First Owner Automatic 2015 12.55 2982
## 37 Second Owner Automatic 2015 14.75 2967
## 38 Second Owner Automatic 2015 14.75 2967
## 39 Second Owner Automatic 2015 12.55 2982
## 40 First Owner Automatic 2015 14.30 1598
## 41 First Owner Automatic 2015 12.00 1991
## 42 First Owner Automatic 2015 12.00 1991
## 43 Second Owner Automatic 2016 11.30 2987
## 44 Second Owner Automatic 2016 11.30 2987
## 45 Second Owner Automatic 2016 11.00 2987
## 46 Second Owner Automatic 2016 11.00 2987
## 47 First Owner Automatic 2016 7.81 4663
## 48 First Owner Automatic 2016 7.81 4663
## 49 First Owner Automatic 2016 14.70 1496
## 50 First Owner Automatic 2016 14.70 1496
## 51 First Owner Automatic 2016 13.00 1591
## 52 Second Owner Manual 2016 13.68 2393
## 53 First Owner Automatic 2016 14.47 2993
## 54 First Owner Automatic 2016 11.00 2987
## 55 First Owner Automatic 2016 14.47 2993
## 56 First Owner Automatic 2016 11.00 2987
## 57 First Owner Automatic 2016 14.80 1591
## 58 Second Owner Automatic 2016 14.75 2967
## 59 Second Owner Automatic 2016 14.75 2967
## 60 First Owner Automatic 2016 12.55 2982
## 61 First Owner Automatic 2016 12.55 2982
## 62 First Owner Automatic 2016 14.80 1595
## 63 First Owner Automatic 2016 14.80 1595
## 64 Second Owner Automatic 2016 14.74 1991
## 65 Second Owner Automatic 2016 14.28 1798
## 66 Second Owner Automatic 2016 14.75 2967
## 67 First Owner Automatic 2016 14.28 1798
## 68 First Owner Automatic 2016 12.90 2755
## 69 First Owner Automatic 2016 14.67 1798
## 70 First Owner Automatic 2016 12.55 2982
## 71 First Owner Automatic 2017 7.81 2996
## 72 First Owner Automatic 2017 11.36 2755
## 73 First Owner Automatic 2017 11.36 2755
## 74 First Owner Automatic 2017 13.00 1591
## 75 First Owner Automatic 2017 12.81 1997
## 76 First Owner Automatic 2017 12.81 1997
## 77 Second Owner Automatic 2017 12.07 2967
## 78 Second Owner Automatic 2017 14.75 2967
## 79 Second Owner Automatic 2017 12.07 2967
## 80 Second Owner Automatic 2017 14.75 2967
## 81 First Owner Automatic 2017 13.00 1591
## 82 First Owner Automatic 2017 9.43 1999
## 83 First Owner Automatic 2017 13.00 2143
## 84 First Owner Automatic 2017 9.43 1999
## 85 First Owner Automatic 2017 9.43 1999
## 86 First Owner Automatic 2017 13.00 2143
## 87 First Owner Automatic 2017 9.43 1999
## 88 First Owner Automatic 2017 13.00 1591
## 89 First Owner Automatic 2017 9.70 2996
## 90 First Owner Automatic 2017 9.70 2996
## 91 Second Owner Automatic 2017 13.70 1991
## 92 Second Owner Automatic 2017 13.70 1991
## 93 Second Owner Automatic 2017 10.91 3198
## 94 Second Owner Automatic 2017 10.91 3198
## 95 Second Owner Automatic 2017 12.90 2755
## 96 Second Owner Automatic 2017 12.90 2755
## 97 Second Owner Automatic 2017 11.00 2987
## 98 First Owner Automatic 2017 9.70 2996
## 99 Second Owner Automatic 2017 11.00 2987
## 100 First Owner Automatic 2017 9.70 2996
## 101 Second Owner Automatic 2017 14.75 2967
## 102 First Owner Automatic 2017 12.80 2998
## 103 Second Owner Automatic 2017 14.75 2967
## 104 First Owner Automatic 2017 12.80 2998
## 105 Second Owner Automatic 2017 11.00 2987
## 106 First Owner Automatic 2017 13.79 1998
## 107 First Owner Manual 2017 14.59 1999
## 108 First Owner Automatic 2017 13.00 1591
## 109 First Owner Automatic 2018 13.50 1999
## 110 First Owner Automatic 2018 13.50 1999
## 111 First Owner Automatic 2018 14.99 1498
## 112 First Owner Automatic 2018 14.99 1498
## 113 First Owner Automatic 2018 12.83 1997
## 114 First Owner Automatic 2018 10.91 3198
## 115 First Owner Automatic 2018 10.91 3198
## 116 First Owner Automatic 2018 10.75 2694
## 117 Second Owner Automatic 2018 12.81 1997
## 118 First Owner Automatic 2018 13.80 2999
## 119 Second Owner Automatic 2018 9.17 2995
## 120 First Owner Manual 2018 13.68 2393
## 121 First Owner Automatic 2018 13.80 2999
## 122 Second Owner Automatic 2018 9.17 2995
## 123 First Owner Manual 2018 13.68 2393
## 124 First Owner Manual 2018 14.24 2755
## 125 First Owner Automatic 2018 7.81 4663
## 126 First Owner Automatic 2018 12.62 2198
## 127 First Owner Automatic 2018 12.62 2198
## 128 First Owner Automatic 2018 12.95 1999
## 129 First Owner Automatic 2018 7.81 2996
## 130 First Owner Automatic 2018 12.95 1999
## 131 First Owner Automatic 2018 7.81 2996
## 132 First Owner Automatic 2018 12.83 1999
## 133 First Owner Automatic 2018 12.83 1999
## 134 Second Owner Automatic 2018 14.70 1984
## 135 First Owner Automatic 2018 13.00 1591
## 136 First Owner Manual 2018 14.59 1999
## 137 First Owner Automatic 2018 14.75 2967
## 138 First Owner Automatic 2018 13.00 1591
## 139 First Owner Automatic 2018 14.80 1591
## 140 First Owner Automatic 2019 14.67 1798
## 141 First Owner Automatic 2019 14.40 1997
## 142 First Owner Automatic 2019 14.40 1997
## 143 First Owner Automatic 2019 13.50 2925
## 144 First Owner Automatic 2019 11.90 1950
## 145 First Owner Manual 2019 13.68 2393
## 146 First Owner Manual 2019 13.68 2393
## 147 Second Owner Automatic 2019 10.20 2360
## 148 Second Owner Automatic 2019 13.38 2993
## 149 First Owner Automatic 2019 12.65 1997
## 150 First Owner Automatic 2019 12.65 1997
## 151 First Owner Automatic 2019 12.81 1997
## 152 Second Owner Automatic 2019 13.38 2993
## 153 First Owner Automatic 2019 13.38 2993
## 154 First Owner Automatic 2019 13.38 2993
## 155 First Owner Automatic 2019 11.36 2755
## 156 First Owner Automatic 2019 12.60 1950
## 157 First Owner Automatic 2019 11.36 2755
## 158 First Owner Automatic 2019 11.36 2755
## 159 First Owner Automatic 2019 14.80 1591
## 160 First Owner Automatic 2019 14.80 1591
## 161 Second Owner Automatic 2019 13.33 2995
## 162 First Owner Automatic 2019 11.36 2755
## 163 Second Owner Automatic 2019 13.33 2995
## 164 First Owner Automatic 2019 11.36 2755
## 165 First Owner Automatic 2019 10.63 2979
## 166 First Owner Automatic 2019 10.63 2979
## 167 First Owner Automatic 2019 14.75 2967
## 168 First Owner Automatic 2019 12.60 1950
## 169 First Owner Automatic 2019 12.35 2157
## 170 First Owner Automatic 2019 13.90 1498
## 171 First Owner Manual 2019 13.68 2393
## 172 First Owner Automatic 2019 10.54 2998
## 173 First Owner Automatic 2019 10.54 2998
## 174 First Owner Automatic 2020 14.10 1368
## 175 First Owner Automatic 2020 12.60 1950
## 176 First Owner Automatic 2020 11.36 2755
## 177 First Owner Automatic 2020 12.60 1950
## 178 First Owner Automatic 2020 11.36 2755
## 179 First Owner Automatic 2020 11.90 1950
## 180 First Owner Automatic 2020 14.11 2199
## 181 First Owner Automatic 2020 12.40 1996
## 182 First Owner Automatic 2020 12.40 1996
## 183 First Owner Automatic 2020 14.67 1798
## 184 First Owner Automatic 2020 8.90 2999
## 185 First Owner Automatic 2020 13.38 2993
## 186 First Owner Automatic 2020 8.90 2999
## 187 First Owner Automatic 2020 13.38 2993
## 188 First Owner Automatic 2020 12.60 1950
## 189 First Owner Automatic 2020 10.31 2998
## 190 Second Owner Automatic 2020 12.60 1950
## 191 First Owner Automatic 2020 11.67 1451
## 192 First Owner Automatic 2020 11.67 1451
## 193 Second Owner Automatic 2020 11.20 2400
## 194 First Owner Automatic 2020 13.50 2925
## 195 Second Owner Automatic 2020 11.20 2400
## 196 First Owner Automatic 2020 13.50 2925
## 197 First Owner Automatic 2020 12.60 1950
## 198 First Owner Automatic 2020 14.80 1497
## 199 First Owner Automatic 2020 12.74 1991
## 200 First Owner Automatic 2020 13.96 1451
## 201 First Owner Automatic 2021 12.40 1996
## 202 First Owner Automatic 2021 12.40 1996
## 203 Second Owner Automatic 2021 11.90 1950
## 204 First Owner Manual 2021 14.30 1368
## 205 Second Owner Automatic 2021 11.90 1950
## 206 First Owner Manual 2021 14.30 1368
## 207 First Owner Automatic 2021 11.90 1950
## 208 First Owner Automatic 2021 12.40 1996
## 209 First Owner Automatic 2021 12.40 1996
## 210 First Owner Automatic 2021 12.40 1996
## 211 First Owner Automatic 2021 12.05 2157
## 212 First Owner Automatic 2021 14.11 1984
## 213 First Owner Automatic 2021 14.11 1984
## 214 First Owner Automatic 2021 12.60 1950
## 215 First Owner Automatic 2021 13.47 1984
## 216 First Owner Automatic 2021 11.90 1950
## 217 First Owner Automatic 2021 11.90 1950
## 218 First Owner Automatic 2021 8.13 2925
## 219 First Owner Automatic 2021 14.60 1956
## 220 Second Owner Automatic 2021 14.08 1956
## 221 Second Owner Automatic 2021 14.08 1956
## 222 First Owner Automatic 2021 14.60 1956
## 223 First Owner Automatic 2021 14.60 1956
## 224 First Owner Automatic 2021 13.32 1998
## 225 First Owner Automatic 2021 13.32 1998
## 226 Second Owner Automatic 2021 14.08 1956
## 227 Second Owner Automatic 2021 14.08 1956
## 228 First Owner Automatic 2021 13.50 2925
## 229 First Owner Automatic 2021 13.50 2925
## 230 First Owner Automatic 2021 8.13 2925
## 231 First Owner Automatic 2021 8.13 2925
## 232 First Owner Automatic 2021 14.11 1984
## 233 First Owner Automatic 2021 13.96 1451
## 234 First Owner Automatic 2021 14.11 2199
## 235 Second Owner Automatic 2021 9.80 2995
## 236 First Owner Automatic 2021 14.60 1956
## 237 First Owner Automatic 2021 10.54 2998
## 238 First Owner Automatic 2022 14.82 1998
## 239 First Owner Automatic 2022 14.00 1497
## 240 First Owner Automatic 2022 14.00 1497
## 241 First Owner Automatic 2022 11.86 2998
## 242 First Owner Automatic 2022 12.60 1950
## 243 First Owner Automatic 2022 12.60 1950
## 244 First Owner Automatic 2022 12.74 1991
## 245 First Owner Automatic 2022 12.74 1991
## 246 First Owner Automatic 2022 11.20 1969
## 247 First Owner Automatic 2022 11.20 1969
## 248 First Owner Automatic 2022 11.21 2995
## 249 First Owner Automatic 2022 11.21 2995
## 250 First Owner Automatic 2022 13.47 1984
## 251 First Owner Automatic 2022 13.02 2998
## 252 Second Owner Automatic 2022 14.82 1998
## 253 First Owner Automatic 2022 14.60 1956
## 254 First Owner Automatic 2023 14.82 1998
## 255 First Owner Automatic 2023 14.82 1998
## 256 First Owner Automatic 2023 12.34 1451
## 257 First Owner Automatic 2023 12.34 1451
## 258 First Owner Automatic 2023 12.10 1998
## 259 First Owner Automatic 2023 12.10 1998
## 260 First Owner Automatic 2023 8.13 3982
## 261 First Owner Automatic 2023 12.50 3604
## 262 First Owner Automatic 2023 8.13 3982
## 263 First Owner Automatic 2023 12.50 3604
## 264 First Owner Automatic 2023 9.80 2995
## 265 First Owner Automatic 2023 9.80 2995
## 266 First Owner Automatic 2023 14.60 1956
## max_power.bhp. torque.Nm. price.in.lakhs. car_age kms_per_year engine_norm
## 1 3498 3649 8.25 16 5797.6250 -0.06727715
## 2 3498 3649 8.25 16 5797.6250 -0.06727715
## 3 1984 1144 11.95 15 2666.6667 -0.06727716
## 4 1984 1144 11.95 15 2666.6667 -0.06727716
## 5 2360 170 6.50 15 7333.3333 -0.06727716
## 6 2494 102 4.40 15 11733.3333 -0.06727716
## 7 1798 1381 2.75 14 6071.4286 -0.06727716
## 8 2987 2548 11.00 14 9071.4286 -0.06727715
## 9 1995 154 7.30 13 8461.5385 -0.06727716
## 10 1995 154 7.30 13 8461.5385 -0.06727716
## 11 2494 102 6.25 13 20000.0000 -0.06727716
## 12 1595 1207 12.45 12 2166.6667 -0.06727716
## 13 1595 1207 12.45 12 2166.6667 -0.06727716
## 14 1086 621 2.10 12 3333.3333 -0.06727716
## 15 1086 621 2.10 12 3333.3333 -0.06727716
## 16 2143 170 12.00 12 4033.4167 -0.06727716
## 17 1999 114 3.95 12 3666.6667 -0.06727716
## 18 2143 16762 9.99 11 3636.3636 -0.06727716
## 19 2143 16762 9.99 11 3636.3636 -0.06727716
## 20 2987 2548 17.50 11 14000.0000 -0.06727715
## 21 2987 2548 17.50 11 14000.0000 -0.06727715
## 22 2987 2548 17.75 11 6818.1818 -0.06727715
## 23 2987 2548 17.75 11 6818.1818 -0.06727715
## 24 5461 3629 47.50 11 5909.0909 -0.06727714
## 25 1796 178 8.50 11 12134.2727 -0.06727716
## 26 1796 178 8.50 11 12134.2727 -0.06727716
## 27 2143 16762 11.75 11 8363.7273 -0.06727716
## 28 1991 184 19.90 11 5363.6364 -0.06727716
## 29 1798 13803 6.90 11 5636.3636 -0.06727716
## 30 5461 3629 52.90 11 6727.2727 -0.06727714
## 31 2987 2548 35.00 11 11000.0000 -0.06727715
## 32 1968 1743 16.75 11 3132.0000 -0.06727716
## 33 1797 1475 5.25 11 5359.8182 -0.06727716
## 34 2987 25479 42.00 10 6800.0000 -0.06727715
## 35 2982 1685 16.00 10 10000.0000 -0.06727715
## 36 2982 1685 16.00 10 10000.0000 -0.06727715
## 37 2967 245 34.90 10 7222.2000 -0.06727715
## 38 2967 245 34.90 10 7222.2000 -0.06727715
## 39 2982 1685 15.50 10 10000.0000 -0.06727715
## 40 1598 10352 5.25 10 4900.0000 -0.06727716
## 41 1991 18103 23.90 10 7600.0000 -0.06727716
## 42 1991 18103 23.90 10 7600.0000 -0.06727716
## 43 2987 2548 32.50 9 10000.0000 -0.06727715
## 44 2987 2548 32.50 9 10000.0000 -0.06727715
## 45 2987 258 43.33 9 4444.4444 -0.06727715
## 46 2987 258 43.33 9 4444.4444 -0.06727715
## 47 4663 459 98.50 9 5555.5556 -0.06727715
## 48 4663 459 98.50 9 5555.5556 -0.06727715
## 49 1496 12069 6.49 9 6666.6667 -0.06727716
## 50 1496 12069 6.49 9 6666.6667 -0.06727716
## 51 1591 1213 9.40 9 6774.4444 -0.06727716
## 52 2393 14751 12.00 9 10111.1111 -0.06727716
## 53 2993 30173 32.50 9 4444.4444 -0.06727715
## 54 2987 258 46.21 9 9333.3333 -0.06727715
## 55 2993 30173 32.50 9 4444.4444 -0.06727715
## 56 2987 258 46.21 9 9333.3333 -0.06727715
## 57 1591 1213 7.95 9 7777.7778 -0.06727716
## 58 2967 245 39.90 9 8333.3333 -0.06727715
## 59 2967 245 39.90 9 8333.3333 -0.06727715
## 60 2982 1685 18.00 9 16111.1111 -0.06727715
## 61 2982 1685 18.00 9 16111.1111 -0.06727715
## 62 1595 12069 12.65 9 9222.2222 -0.06727716
## 63 1595 12069 12.65 9 9222.2222 -0.06727716
## 64 1991 18104 27.90 9 6777.7778 -0.06727716
## 65 1798 13803 6.50 9 7333.3333 -0.06727716
## 66 2967 245 40.00 9 12222.2222 -0.06727715
## 67 1798 13803 8.15 9 4383.3333 -0.06727716
## 68 2755 1745 16.70 9 8062.2222 -0.06727715
## 69 1798 17746 10.95 9 5222.2222 -0.06727716
## 70 2982 1685 16.50 9 10227.1111 -0.06727715
## 71 2996 333 63.75 8 7000.0000 -0.06727715
## 72 2755 1715 14.75 8 9500.0000 -0.06727715
## 73 2755 1715 14.75 8 9500.0000 -0.06727715
## 74 1591 1213 8.65 8 11000.0000 -0.06727716
## 75 1997 23736 32.50 8 9000.0000 -0.06727716
## 76 1997 23736 32.50 8 9000.0000 -0.06727716
## 77 2967 2414 40.00 8 8750.0000 -0.06727715
## 78 2967 245 40.00 8 8750.0000 -0.06727715
## 79 2967 2414 40.00 8 8750.0000 -0.06727715
## 80 2967 245 40.00 8 8750.0000 -0.06727715
## 81 1591 1213 7.75 8 6250.0000 -0.06727716
## 82 1999 2374 69.00 8 2500.0000 -0.06727716
## 83 2143 204 23.90 8 4375.0000 -0.06727716
## 84 1999 2374 52.00 8 2500.0000 -0.06727716
## 85 1999 2374 69.00 8 2500.0000 -0.06727716
## 86 2143 204 23.90 8 4375.0000 -0.06727716
## 87 1999 2374 52.00 8 2500.0000 -0.06727716
## 88 1591 1213 9.87 8 8090.8750 -0.06727716
## 89 2996 32855 45.75 8 7000.0000 -0.06727715
## 90 2996 32855 45.75 8 7000.0000 -0.06727715
## 91 1991 183 21.00 8 6375.0000 -0.06727716
## 92 1991 183 21.00 8 6375.0000 -0.06727716
## 93 3198 197 24.50 8 5250.0000 -0.06727715
## 94 3198 197 24.50 8 5250.0000 -0.06727715
## 95 2755 1745 25.50 8 6500.0000 -0.06727715
## 96 2755 1745 25.50 8 6500.0000 -0.06727715
## 97 2987 258 51.50 8 8750.0000 -0.06727715
## 98 2996 32855 45.45 8 6875.0000 -0.06727715
## 99 2987 258 51.50 8 8750.0000 -0.06727715
## 100 2996 32855 45.45 8 6875.0000 -0.06727715
## 101 2967 245 45.00 8 9500.0000 -0.06727715
## 102 2998 2396 34.90 8 6625.0000 -0.06727715
## 103 2967 245 45.00 8 9500.0000 -0.06727715
## 104 2998 2396 34.90 8 6625.0000 -0.06727715
## 105 2987 258 48.50 8 10000.0000 -0.06727715
## 106 1998 192 33.00 8 5750.0000 -0.06727716
## 107 1999 14992 8.85 8 4000.0000 -0.06727716
## 108 1591 1213 8.75 8 5627.1250 -0.06727716
## 109 1999 177 26.95 7 6857.1429 -0.06727716
## 110 1999 177 26.95 7 6857.1429 -0.06727716
## 111 1498 1045 7.95 7 1428.5714 -0.06727716
## 112 1498 1045 7.95 7 1428.5714 -0.06727716
## 113 1997 23736 45.90 7 6693.2857 -0.06727716
## 114 3198 197 22.50 7 14285.7143 -0.06727715
## 115 3198 197 22.50 7 14285.7143 -0.06727715
## 116 2694 1637 17.90 7 6000.0000 -0.06727716
## 117 1997 23736 49.50 7 10285.7143 -0.06727716
## 118 2999 175 18.95 7 7857.1429 -0.06727715
## 119 2995 33525 49.50 7 10857.1429 -0.06727715
## 120 2393 14751 14.25 7 9714.2857 -0.06727716
## 121 2999 175 18.95 7 7857.1429 -0.06727715
## 122 2995 33525 49.50 7 10857.1429 -0.06727715
## 123 2393 14751 14.25 7 9714.2857 -0.06727716
## 124 2755 1745 27.50 7 8000.0000 -0.06727715
## 125 4663 459 1.09 7 5714.2857 -0.06727715
## 126 2198 158 24.00 7 7714.2857 -0.06727716
## 127 2198 158 24.00 7 7714.2857 -0.06727716
## 128 1999 15288 19.25 7 3142.8571 -0.06727716
## 129 2996 36207 93.00 7 3142.8571 -0.06727715
## 130 1999 15288 19.25 7 3142.8571 -0.06727716
## 131 2996 36207 93.00 7 3142.8571 -0.06727715
## 132 1999 14831 37.90 7 5400.0000 -0.06727716
## 133 1999 14831 37.90 7 5400.0000 -0.06727716
## 134 1984 181 38.00 7 8571.4286 -0.06727716
## 135 1591 1213 10.90 7 4571.4286 -0.06727716
## 136 1999 14992 8.85 7 3000.0000 -0.06727716
## 137 2967 245 46.00 7 5714.2857 -0.06727715
## 138 1591 1213 11.35 7 4163.7143 -0.06727716
## 139 1591 1213 11.05 7 4178.8571 -0.06727716
## 140 1798 17746 24.00 6 7483.3333 -0.06727716
## 141 1997 15189 22.95 6 5083.3333 -0.06727716
## 142 1997 15189 22.95 6 5083.3333 -0.06727716
## 143 2925 28161 77.00 6 4533.3333 -0.06727715
## 144 1950 20115 44.90 6 5387.5000 -0.06727716
## 145 2393 14751 18.75 6 7000.0000 -0.06727716
## 146 2393 14751 18.75 6 7000.0000 -0.06727716
## 147 2360 16494 19.50 6 3833.3333 -0.06727716
## 148 2993 26150 47.98 6 10333.3333 -0.06727715
## 149 1997 29636 1.10 6 666.6667 -0.06727716
## 150 1997 29636 1.10 6 666.6667 -0.06727716
## 151 1997 23736 43.00 6 7916.6667 -0.06727716
## 152 2993 26150 46.21 6 6333.3333 -0.06727715
## 153 2993 26150 71.99 6 6166.6667 -0.06727715
## 154 2993 26150 71.99 6 6166.6667 -0.06727715
## 155 2755 1715 17.50 6 9500.0000 -0.06727715
## 156 1950 194 39.00 6 5749.3333 -0.06727716
## 157 2755 1715 15.50 6 16666.6667 -0.06727715
## 158 2755 1715 15.50 6 16666.6667 -0.06727715
## 159 1591 1213 10.76 6 15287.3333 -0.06727716
## 160 1591 1213 10.76 6 15287.3333 -0.06727716
## 161 2995 33525 1.80 6 9583.3333 -0.06727715
## 162 2755 1715 20.50 6 11833.3333 -0.06727715
## 163 2995 33525 1.80 6 9583.3333 -0.06727715
## 164 2755 1715 20.50 6 11833.3333 -0.06727715
## 165 2979 410 71.00 6 4833.3333 -0.06727715
## 166 2979 410 71.00 6 4833.3333 -0.06727715
## 167 2967 245 65.50 6 4166.6667 -0.06727715
## 168 1950 194 34.75 6 9166.6667 -0.06727716
## 169 2157 17849 17.51 6 20213.5000 -0.06727716
## 170 1498 105 6.50 6 6716.6667 -0.06727716
## 171 2393 1478 16.95 6 6833.3333 -0.06727716
## 172 2998 33525 99.00 6 4666.6667 -0.06727715
## 173 2998 33525 99.00 6 4666.6667 -0.06727715
## 174 1368 16077 18.95 5 9600.0000 -0.06727716
## 175 1950 194 37.50 5 6000.0000 -0.06727716
## 176 2755 1715 22.50 5 10400.0000 -0.06727715
## 177 1950 194 37.50 5 6000.0000 -0.06727716
## 178 2755 1715 22.50 5 10400.0000 -0.06727715
## 179 1950 20115 41.90 5 6525.6000 -0.06727716
## 180 2199 19726 25.25 5 8100.0000 -0.06727716
## 181 1996 16762 33.50 5 9800.0000 -0.06727716
## 182 1996 16762 33.50 5 9800.0000 -0.06727716
## 183 1798 17746 30.50 5 6824.6000 -0.06727716
## 184 2999 435 78.99 5 3800.0000 -0.06727715
## 185 2993 26150 98.50 5 8800.0000 -0.06727715
## 186 2999 435 78.99 5 3800.0000 -0.06727715
## 187 2993 26150 98.50 5 8800.0000 -0.06727715
## 188 1950 194 37.50 5 6000.0000 -0.06727716
## 189 2998 33525 69.75 5 1040.0000 -0.06727715
## 190 1950 194 39.90 5 2369.6000 -0.06727716
## 191 1451 141 16.00 5 8400.0000 -0.06727716
## 192 1451 141 16.00 5 8400.0000 -0.06727716
## 193 2400 215 52.00 5 5000.0000 -0.06727716
## 194 2925 28161 97.00 5 3669.2000 -0.06727715
## 195 2400 215 52.00 5 5000.0000 -0.06727716
## 196 2925 28161 97.00 5 3669.2000 -0.06727715
## 197 1950 194 39.50 5 8800.0000 -0.06727716
## 198 1497 12136 8.50 5 11400.0000 -0.06727716
## 199 1991 197 50.00 5 2640.0000 -0.06727716
## 200 1451 141 13.75 5 7700.4000 -0.06727716
## 201 1996 21501 35.00 4 8750.0000 -0.06727716
## 202 1996 21501 35.00 4 8750.0000 -0.06727716
## 203 1950 20115 40.75 4 6250.0000 -0.06727716
## 204 1368 16077 15.95 4 2500.0000 -0.06727716
## 205 1950 20115 40.75 4 6250.0000 -0.06727716
## 206 1368 16077 15.95 4 2500.0000 -0.06727716
## 207 1950 20115 43.90 4 10011.2500 -0.06727716
## 208 1996 21501 33.00 4 17000.0000 -0.06727716
## 209 1996 21501 36.00 4 8750.0000 -0.06727716
## 210 1996 21501 36.00 4 8750.0000 -0.06727716
## 211 2157 17849 24.75 4 7500.0000 -0.06727716
## 212 1984 2413 49.50 4 7500.0000 -0.06727716
## 213 1984 2413 49.50 4 7500.0000 -0.06727716
## 214 1950 194 43.90 4 5904.0000 -0.06727716
## 215 1984 24559 54.80 4 5725.0000 -0.06727716
## 216 1950 20115 44.50 4 3000.0000 -0.06727716
## 217 1950 20115 44.50 4 3000.0000 -0.06727716
## 218 2925 28161 2.05 4 9000.0000 -0.06727715
## 219 1956 16767 20.00 4 13250.0000 -0.06727716
## 220 1956 16767 20.00 4 6500.0000 -0.06727716
## 221 1956 16767 20.00 4 6500.0000 -0.06727716
## 222 1956 16767 17.50 4 13500.0000 -0.06727716
## 223 1956 16767 17.50 4 13500.0000 -0.06727716
## 224 1998 25479 65.00 4 6500.0000 -0.06727716
## 225 1998 25479 65.00 4 6500.0000 -0.06727716
## 226 1956 16767 20.00 4 10250.0000 -0.06727716
## 227 1956 16767 20.00 4 10250.0000 -0.06727716
## 228 2925 28161 1.50 4 1975.0000 -0.06727715
## 229 2925 28161 1.50 4 1975.0000 -0.06727715
## 230 2925 28161 2.45 4 9500.0000 -0.06727715
## 231 2925 28161 2.45 4 9500.0000 -0.06727715
## 232 1984 2413 55.90 4 250.0000 -0.06727716
## 233 1451 141 16.40 4 8500.0000 -0.06727716
## 234 2199 1972 25.90 4 11250.0000 -0.06727716
## 235 2995 340 80.00 4 4250.0000 -0.06727715
## 236 1956 16767 16.25 4 11728.0000 -0.06727716
## 237 2998 33525 1.15 4 1750.0000 -0.06727715
## 238 1998 18908 42.00 3 5000.0000 -0.06727716
## 239 1497 11318 18.25 3 3966.6667 -0.06727716
## 240 1497 11318 18.25 3 3966.6667 -0.06727716
## 241 2998 33525 1.25 3 1333.3333 -0.06727715
## 242 1950 194 56.75 3 1333.3333 -0.06727716
## 243 1950 194 56.75 3 1333.3333 -0.06727716
## 244 1991 197 61.00 3 2550.3333 -0.06727716
## 245 1991 197 61.00 3 2550.3333 -0.06727716
## 246 1969 250 66.00 3 3100.0000 -0.06727716
## 247 1969 250 66.00 3 3100.0000 -0.06727716
## 248 2995 33525 87.00 3 2666.6667 -0.06727715
## 249 2995 33525 87.00 3 2666.6667 -0.06727715
## 250 1984 24559 55.80 3 8500.0000 -0.06727716
## 251 2998 36878 72.00 3 1833.3333 -0.06727715
## 252 1998 18908 33.50 3 7333.3333 -0.06727716
## 253 1956 16767 19.24 3 5561.0000 -0.06727716
## 254 1998 24808 65.00 2 10000.0000 -0.06727716
## 255 1998 24808 65.00 2 10000.0000 -0.06727716
## 256 1451 141 21.00 2 6000.0000 -0.06727716
## 257 1451 141 21.00 2 6000.0000 -0.06727716
## 258 1998 26530 70.00 2 4500.0000 -0.06727716
## 259 1998 26530 70.00 2 4500.0000 -0.06727716
## 260 3982 57663 4.00 2 1500.0000 -0.06727715
## 261 3604 420 1.47 2 5500.0000 -0.06727715
## 262 3982 57663 4.00 2 1500.0000 -0.06727715
## 263 3604 420 1.47 2 5500.0000 -0.06727715
## 264 2995 340 1.12 2 3500.0000 -0.06727715
## 265 2995 340 1.12 2 3500.0000 -0.06727715
## 266 1956 16767 20.25 2 3700.0000 -0.06727716
## mileage_norm max_power_norm
## 1 -0.3866531 -0.06727715
## 2 -0.3866531 -0.06727715
## 3 -0.3852013 -0.06727716
## 4 -0.3852013 -0.06727716
## 5 -0.3846547 -0.06727716
## 6 -0.3820927 -0.06727716
## 7 -0.3791378 -0.06727716
## 8 -0.3839032 -0.06727715
## 9 -0.3833737 -0.06727716
## 10 -0.3833737 -0.06727716
## 11 -0.3820927 -0.06727716
## 12 -0.3836299 -0.06727716
## 13 -0.3836299 -0.06727716
## 14 -0.3836641 -0.06727716
## 15 -0.3836641 -0.06727716
## 16 -0.3786083 -0.06727716
## 17 -0.3814607 -0.06727716
## 18 -0.3838349 -0.06727716
## 19 -0.3838349 -0.06727716
## 20 -0.3839032 -0.06727715
## 21 -0.3839032 -0.06727715
## 22 -0.3839032 -0.06727715
## 23 -0.3839032 -0.06727715
## 24 -0.3906157 -0.06727714
## 25 -0.3839715 -0.06727716
## 26 -0.3839715 -0.06727716
## 27 -0.3786083 -0.06727716
## 28 -0.3834591 -0.06727716
## 29 -0.3795648 -0.06727716
## 30 -0.3906157 -0.06727714
## 31 -0.3846547 -0.06727715
## 32 -0.3797698 -0.06727716
## 33 -0.3791891 -0.06727716
## 34 -0.3808971 -0.06727715
## 35 -0.3825197 -0.06727715
## 36 -0.3825197 -0.06727715
## 37 -0.3787621 -0.06727715
## 38 -0.3787621 -0.06727715
## 39 -0.3825197 -0.06727715
## 40 -0.3795307 -0.06727716
## 41 -0.3834591 -0.06727716
## 42 -0.3834591 -0.06727716
## 43 -0.3846547 -0.06727715
## 44 -0.3846547 -0.06727715
## 45 -0.3851671 -0.06727715
## 46 -0.3851671 -0.06727715
## 47 -0.3906157 -0.06727715
## 48 -0.3906157 -0.06727715
## 49 -0.3788475 -0.06727716
## 50 -0.3788475 -0.06727716
## 51 -0.3817511 -0.06727716
## 52 -0.3805896 -0.06727716
## 53 -0.3792403 -0.06727715
## 54 -0.3851671 -0.06727715
## 55 -0.3792403 -0.06727715
## 56 -0.3851671 -0.06727715
## 57 -0.3786767 -0.06727716
## 58 -0.3787621 -0.06727715
## 59 -0.3787621 -0.06727715
## 60 -0.3825197 -0.06727715
## 61 -0.3825197 -0.06727715
## 62 -0.3786767 -0.06727716
## 63 -0.3786767 -0.06727716
## 64 -0.3787791 -0.06727716
## 65 -0.3795648 -0.06727716
## 66 -0.3787621 -0.06727715
## 67 -0.3795648 -0.06727716
## 68 -0.3819219 -0.06727715
## 69 -0.3788987 -0.06727716
## 70 -0.3825197 -0.06727715
## 71 -0.3906157 -0.06727715
## 72 -0.3845522 -0.06727715
## 73 -0.3845522 -0.06727715
## 74 -0.3817511 -0.06727716
## 75 -0.3820756 -0.06727716
## 76 -0.3820756 -0.06727716
## 77 -0.3833395 -0.06727715
## 78 -0.3787621 -0.06727715
## 79 -0.3833395 -0.06727715
## 80 -0.3787621 -0.06727715
## 81 -0.3817511 -0.06727716
## 82 -0.3878487 -0.06727716
## 83 -0.3817511 -0.06727716
## 84 -0.3878487 -0.06727716
## 85 -0.3878487 -0.06727716
## 86 -0.3817511 -0.06727716
## 87 -0.3878487 -0.06727716
## 88 -0.3817511 -0.06727716
## 89 -0.3873875 -0.06727715
## 90 -0.3873875 -0.06727715
## 91 -0.3805555 -0.06727716
## 92 -0.3805555 -0.06727716
## 93 -0.3853208 -0.06727715
## 94 -0.3853208 -0.06727715
## 95 -0.3819219 -0.06727715
## 96 -0.3819219 -0.06727715
## 97 -0.3851671 -0.06727715
## 98 -0.3873875 -0.06727715
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## 100 -0.3873875 -0.06727715
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## 105 -0.3851671 -0.06727715
## 106 -0.3804018 -0.06727716
## 107 -0.3790353 -0.06727716
## 108 -0.3817511 -0.06727716
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## 110 -0.3808971 -0.06727716
## 111 -0.3783521 -0.06727716
## 112 -0.3783521 -0.06727716
## 113 -0.3820414 -0.06727716
## 114 -0.3853208 -0.06727715
## 115 -0.3853208 -0.06727715
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## 128 -0.3818365 -0.06727716
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## 130 -0.3818365 -0.06727716
## 131 -0.3906157 -0.06727715
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## 133 -0.3820414 -0.06727716
## 134 -0.3788475 -0.06727716
## 135 -0.3817511 -0.06727716
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## 137 -0.3787621 -0.06727715
## 138 -0.3817511 -0.06727716
## 139 -0.3786767 -0.06727716
## 140 -0.3788987 -0.06727716
## 141 -0.3793599 -0.06727716
## 142 -0.3793599 -0.06727716
## 143 -0.3808971 -0.06727715
## 144 -0.3836299 -0.06727716
## 145 -0.3805896 -0.06727716
## 146 -0.3805896 -0.06727716
## 147 -0.3865335 -0.06727716
## 148 -0.3811020 -0.06727715
## 149 -0.3823489 -0.06727716
## 150 -0.3823489 -0.06727716
## 151 -0.3820756 -0.06727716
## 152 -0.3811020 -0.06727715
## 153 -0.3811020 -0.06727715
## 154 -0.3811020 -0.06727715
## 155 -0.3845522 -0.06727715
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## 157 -0.3845522 -0.06727715
## 158 -0.3845522 -0.06727715
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## 160 -0.3786767 -0.06727716
## 161 -0.3811874 -0.06727715
## 162 -0.3845522 -0.06727715
## 163 -0.3811874 -0.06727715
## 164 -0.3845522 -0.06727715
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## 171 -0.3805896 -0.06727716
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## 175 -0.3824343 -0.06727716
## 176 -0.3845522 -0.06727715
## 177 -0.3824343 -0.06727716
## 178 -0.3845522 -0.06727715
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## 181 -0.3827759 -0.06727716
## 182 -0.3827759 -0.06727716
## 183 -0.3788987 -0.06727716
## 184 -0.3887539 -0.06727715
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## 186 -0.3887539 -0.06727715
## 187 -0.3811020 -0.06727715
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## 190 -0.3824343 -0.06727716
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## 194 -0.3808971 -0.06727715
## 195 -0.3848255 -0.06727716
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## 207 -0.3836299 -0.06727716
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## 209 -0.3827759 -0.06727716
## 210 -0.3827759 -0.06727716
## 211 -0.3833737 -0.06727716
## 212 -0.3798552 -0.06727716
## 213 -0.3798552 -0.06727716
## 214 -0.3824343 -0.06727716
## 215 -0.3809483 -0.06727716
## 216 -0.3836299 -0.06727716
## 217 -0.3836299 -0.06727716
## 218 -0.3900691 -0.06727715
## 219 -0.3790183 -0.06727716
## 220 -0.3799064 -0.06727716
## 221 -0.3799064 -0.06727716
## 222 -0.3790183 -0.06727716
## 223 -0.3790183 -0.06727716
## 224 -0.3812045 -0.06727716
## 225 -0.3812045 -0.06727716
## 226 -0.3799064 -0.06727716
## 227 -0.3799064 -0.06727716
## 228 -0.3808971 -0.06727715
## 229 -0.3808971 -0.06727715
## 230 -0.3900691 -0.06727715
## 231 -0.3900691 -0.06727715
## 232 -0.3798552 -0.06727716
## 233 -0.3801114 -0.06727716
## 234 -0.3798552 -0.06727716
## 235 -0.3872167 -0.06727715
## 236 -0.3790183 -0.06727716
## 237 -0.3859528 -0.06727715
## 238 -0.3786425 -0.06727716
## 239 -0.3800431 -0.06727716
## 240 -0.3800431 -0.06727716
## 241 -0.3836982 -0.06727715
## 242 -0.3824343 -0.06727716
## 243 -0.3824343 -0.06727716
## 244 -0.3821952 -0.06727716
## 245 -0.3821952 -0.06727716
## 246 -0.3848255 -0.06727716
## 247 -0.3848255 -0.06727716
## 248 -0.3848084 -0.06727715
## 249 -0.3848084 -0.06727715
## 250 -0.3809483 -0.06727716
## 251 -0.3817169 -0.06727715
## 252 -0.3786425 -0.06727716
## 253 -0.3790183 -0.06727716
## 254 -0.3786425 -0.06727716
## 255 -0.3786425 -0.06727716
## 256 -0.3828784 -0.06727716
## 257 -0.3828784 -0.06727716
## 258 -0.3832883 -0.06727716
## 259 -0.3832883 -0.06727716
## 260 -0.3900691 -0.06727715
## 261 -0.3826051 -0.06727715
## 262 -0.3900691 -0.06727715
## 263 -0.3826051 -0.06727715
## 264 -0.3872167 -0.06727715
## 265 -0.3872167 -0.06727715
## 266 -0.3790183 -0.06727716Data Interpreted: Only car name with mileage under 15 were selected and filtered.
3. DIESEL CAR BETWEEN 3-5 LACS
Used.Car.Dataset %>%
filter(fuel_type == "Diesel", price.in.lakhs. >= 3, price.in.lakhs. <= 5)## X car_name registration_year
## 1 1395 2010 Toyota Innova 2.5 GX 7 STR BSIV Jun-10
## 2 1089 2012 Maruti Swift VDI Nov-12
## 3 1105 2012 Maruti Swift VDI Jul-12
## 4 1168 2012 Hyundai Elantra CRDi SX AT Oct-12
## 5 1204 2012 Maruti Swift VDI May-13
## 6 1258 2012 Maruti Swift VDI Jun-12
## 7 1027 2013 Hyundai Elantra CRDi Base <NA>
## 8 1141 2013 Maruti Swift ZDi Nov-13
## 9 1250 2013 Hyundai Elantra CRDi Base <NA>
## 10 364 2014 Hyundai Verna 1.6 SX CRDI (O) AT <NA>
## 11 384 2014 Hyundai Verna 1.6 SX CRDI (O) AT <NA>
## 12 1240 2014 Ford Ecosport 1.5 DV5 MT Titanium Aug-14
## 13 1248 2014 Renault Duster 110PS Diesel RxL <NA>
## 14 1259 2014 Maruti Swift Dzire VDI Jun-14
## 15 1323 2014 Maruti Swift VDI BSIV Oct-14
## 16 1354 2014 Toyota Etios Liva VXD Nov-14
## 17 1359 2014 Maruti Swift VDI BSIV Sep-14
## 18 1403 2014 Honda City i DTEC SV Jul-14
## 19 1413 2014 Maruti Ritz VDi Oct-14
## 20 1274 2015 Hyundai Grand i10 CRDi Magna Nov-15
## 21 1283 2015 Maruti Ertiga LDI Feb-15
## 22 1399 2015 Maruti Baleno 1.3 Zeta Feb-16
## 23 1401 2015 Hyundai Grand i10 CRDi Asta Jun-15
## 24 1459 2015 Hyundai i20 Active 1.4 SX May-15
## 25 163 2016 Ford Ecosport 1.5 Diesel Titanium Plus Dec-16
## 26 183 2016 Ford Ecosport 1.5 Diesel Titanium Plus Dec-16
## 27 1144 2016 Honda Jazz 1.5 V i DTEC Oct-16
## 28 1365 2016 Mahindra NuvoSport N6 Nov-16
## 29 1456 2016 Skoda Rapid 1.5 TDI AT Style Plus Oct-16
## 30 1466 2016 Toyota Etios 1.4 VXD Jan-16
## 31 38 2017 Honda Jazz 1.5 E i DTEC Jun-17
## 32 58 2017 Honda Jazz 1.5 E i DTEC Jun-17
## 33 700 2017 Maruti Ciaz ZDi Plus SHVS <NA>
## 34 752 2017 Maruti SX4 S Cross DDiS 200 Zeta Feb-17
## 35 772 2017 Maruti SX4 S Cross DDiS 200 Zeta Feb-17
## 36 262 2018 Tata Tiago 1.05 Revotorq XT Aug-18
## 37 1452 2020 Volkswagen Ameo 1.5 TDI Comfortline Mar-20
## 38 361 2014 Honda City i DTEC V <NA>
## 39 381 2014 Honda City i DTEC V <NA>
## 40 1291 2015 Volkswagen Vento 1.5 TDI Highline <NA>
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Comprehensive Diesel 7 176000 First Owner Manual
## 2 Comprehensive Diesel 5 68000 First Owner Manual
## 3 Comprehensive Diesel 5 50018 First Owner Manual
## 4 Third Party insurance Diesel 5 73000 Second Owner Automatic
## 5 Third Party insurance Diesel 5 70598 First Owner Manual
## 6 Third Party Diesel 5 93027 First Owner Manual
## 7 Third Party insurance Diesel 5 120000 Third Owner Manual
## 8 Comprehensive Diesel 5 104255 First Owner Manual
## 9 Third Party insurance Diesel 5 120000 Third Owner Manual
## 10 Third Party insurance Diesel 5 100000 First Owner Automatic
## 11 Third Party insurance Diesel 5 100000 First Owner Automatic
## 12 Third Party insurance Diesel 5 78000 Second Owner Manual
## 13 Third Party insurance Diesel 5 120000 Second Owner Manual
## 14 Third Party Diesel 5 122688 Second Owner Manual
## 15 Comprehensive Diesel 5 65341 First Owner Manual
## 16 Comprehensive Diesel 5 71649 First Owner Manual
## 17 Comprehensive Diesel 5 85692 First Owner Manual
## 18 Comprehensive Diesel 5 91000 Third Owner Manual
## 19 Comprehensive Diesel 5 79097 First Owner Manual
## 20 Third Party insurance Diesel 5 67000 First Owner Manual
## 21 Comprehensive Diesel 7 65018 First Owner Manual
## 22 Comprehensive Diesel 5 48405 First Owner Manual
## 23 Comprehensive Diesel 5 46488 Second Owner Manual
## 24 Comprehensive Diesel 5 49441 First Owner Manual
## 25 Comprehensive Diesel 5 59870 First Owner Manual
## 26 Comprehensive Diesel 5 59870 First Owner Manual
## 27 Third Party insurance Diesel 5 83337 First Owner Manual
## 28 Comprehensive Diesel 7 42364 First Owner Manual
## 29 Comprehensive Diesel 5 88935 First Owner Automatic
## 30 Comprehensive Diesel 5 72793 First Owner Manual
## 31 Comprehensive Diesel 5 62000 First Owner Manual
## 32 Comprehensive Diesel 5 62000 First Owner Manual
## 33 Third Party insurance Diesel 5 110000 First Owner Manual
## 34 Comprehensive Diesel 5 105568 Second Owner Manual
## 35 Comprehensive Diesel 5 105568 Second Owner Manual
## 36 Comprehensive Diesel 5 42462 First Owner Manual
## 37 Comprehensive Diesel 5 52000 First Owner Manual
## 38 Third Party insurance Diesel 5 80000 <NA> <NA>
## 39 Third Party insurance Diesel 5 80000 <NA> <NA>
## 40 Third Party insurance Diesel 5 90000 <NA> <NA>
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2010 12.80 2494 2494 102
## 2 2012 22.90 1248 1248 74
## 3 2012 22.90 1248 1248 74
## 4 2012 19.50 1582 1582 12624
## 5 2012 22.90 1248 1248 74
## 6 2012 22.90 1248 1248 74
## 7 2013 22.70 1582 1582 12624
## 8 2013 22.90 1248 1248 74
## 9 2013 22.70 1582 1582 12624
## 10 2014 22.32 1582 1582 12632
## 11 2014 22.32 1582 1582 12632
## 12 2014 22.70 1498 1498 8984
## 13 2014 19.01 1461 1461 10845
## 14 2014 23.40 1248 1248 74
## 15 2014 25.20 1248 1248 74
## 16 2014 23.59 1364 1364 6704
## 17 2014 25.20 1248 1248 74
## 18 2014 26.00 1498 1498 986
## 19 2014 1248.00 7394 7394 190
## 20 2015 1120.00 70 70 160
## 21 2015 1248.00 8850 8850 200
## 22 2015 27.39 1248 1248 74
## 23 2015 24.00 1120 1120 70
## 24 2015 21.19 1396 1396 8873
## 25 2016 21.70 1498 1498 9896
## 26 2016 21.70 1498 1498 9896
## 27 2016 27.30 1498 1498 986
## 28 2016 17.45 1493 1493 100
## 29 2016 21.66 1498 1498 10352
## 30 2016 23.59 1364 1364 6704
## 31 2017 1498.00 986 986 200
## 32 2017 1498.00 986 986 200
## 33 2017 28.09 1248 1248 885
## 34 2017 23.65 1248 1248 885
## 35 2017 23.65 1248 1248 885
## 36 2018 27.28 1047 1047 69
## 37 2020 21.66 1498 1498 10862
## 38 NA 1498.00 986 986 200
## 39 NA 1498.00 986 986 200
## 40 NA 1498.00 1032 1032 250
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm max_power_norm
## 1 4.40 15 11733.333 -0.06727716 -0.3820927 -0.06727716
## 2 4.10 13 5230.769 -0.06727716 -0.3648418 -0.06727716
## 3 4.20 13 3847.538 -0.06727716 -0.3648418 -0.06727716
## 4 4.25 13 5615.385 -0.06727716 -0.3706490 -0.06727716
## 5 3.56 13 5430.615 -0.06727716 -0.3648418 -0.06727716
## 6 3.71 13 7155.923 -0.06727716 -0.3648418 -0.06727716
## 7 3.99 12 10000.000 -0.06727716 -0.3651834 -0.06727716
## 8 4.50 12 8687.917 -0.06727716 -0.3648418 -0.06727716
## 9 4.00 12 10000.000 -0.06727716 -0.3651834 -0.06727716
## 10 3.95 11 9090.909 -0.06727716 -0.3658324 -0.06727716
## 11 3.95 11 9090.909 -0.06727716 -0.3658324 -0.06727716
## 12 3.75 11 7090.909 -0.06727716 -0.3651834 -0.06727716
## 13 3.45 11 10909.091 -0.06727716 -0.3714859 -0.06727716
## 14 4.22 11 11153.455 -0.06727716 -0.3639878 -0.06727716
## 15 3.44 11 5940.091 -0.06727716 -0.3609133 -0.06727716
## 16 3.32 11 6513.545 -0.06727716 -0.3636632 -0.06727716
## 17 3.47 11 7790.182 -0.06727716 -0.3609133 -0.06727716
## 18 3.95 11 8272.727 -0.06727716 -0.3595469 -0.06727716
## 19 3.29 11 7190.636 -0.06727713 1.7276436 -0.06727713
## 20 4.25 10 6700.000 -0.06727717 1.5090181 -0.06727717
## 21 4.75 10 6501.800 -0.06727713 1.7276436 -0.06727713
## 22 4.98 10 4840.500 -0.06727716 -0.3571728 -0.06727716
## 23 3.71 10 4648.800 -0.06727716 -0.3629630 -0.06727716
## 24 4.89 10 4944.100 -0.06727716 -0.3677625 -0.06727716
## 25 4.95 9 6652.222 -0.06727716 -0.3668914 -0.06727716
## 26 4.95 9 6652.222 -0.06727716 -0.3668914 -0.06727716
## 27 4.64 9 9259.667 -0.06727716 -0.3573265 -0.06727716
## 28 4.50 9 4707.111 -0.06727716 -0.3741504 -0.06727716
## 29 4.85 9 9881.667 -0.06727716 -0.3669597 -0.06727716
## 30 4.55 9 8088.111 -0.06727716 -0.3636632 -0.06727716
## 31 4.75 8 7750.000 -0.06727716 2.1546466 -0.06727716
## 32 4.75 8 7750.000 -0.06727716 2.1546466 -0.06727716
## 33 5.00 8 13750.000 -0.06727716 -0.3559772 -0.06727716
## 34 4.63 8 13196.000 -0.06727716 -0.3635608 -0.06727716
## 35 4.63 8 13196.000 -0.06727716 -0.3635608 -0.06727716
## 36 4.30 7 6066.000 -0.06727716 -0.3573607 -0.06727716
## 37 4.45 5 10400.000 -0.06727716 -0.3669597 -0.06727716
## 38 4.75 NA NA -0.06727716 2.1546466 -0.06727716
## 39 4.75 NA NA -0.06727716 2.1546466 -0.06727716
## 40 3.50 NA NA -0.06727716 2.1546466 -0.06727716Data Interpreted: Cars between 3-5 lacs were fetched with fuel type diesel.
4. PETROL CAR BETWEEN 3-5 LACS
Used.Car.Dataset %>%
filter(fuel_type == "Petrol", price.in.lakhs. >= 3, price.in.lakhs. <= 5)## X car_name registration_year
## 1 1184 2011 Honda City 1.5 S MT Apr-11
## 2 325 2012 Honda City V MT <NA>
## 3 344 2012 Honda City V MT <NA>
## 4 836 2012 Honda City V AT <NA>
## 5 856 2012 Honda City V AT <NA>
## 6 865 2012 Honda City V AT <NA>
## 7 876 2012 Honda City V AT <NA>
## 8 884 2012 Honda City V AT <NA>
## 9 895 2012 Honda City V AT <NA>
## 10 907 2012 Honda City V AT <NA>
## 11 926 2012 Honda City V AT <NA>
## 12 1023 2012 Honda City V MT Jun-12
## 13 1058 2012 Maruti Swift Dzire VXI Apr-12
## 14 1080 2012 Honda City V MT Jul-12
## 15 1116 2012 Maruti Swift Dzire LXI Nov-12
## 16 1158 2012 Hyundai i10 Magna 1.1 iTech SE Apr-12
## 17 1223 2012 Honda City S Dec-12
## 18 107 2013 Honda Amaze VX i-Vtech May-13
## 19 127 2013 Honda Amaze VX i-Vtech May-13
## 20 212 2013 Maruti Swift Dzire VXI Jul-13
## 21 599 2013 Honda City i VTEC S Apr-13
## 22 757 2013 Honda Amaze VX AT i-Vtech Jul-13
## 23 777 2013 Honda Amaze VX AT i-Vtech Jul-13
## 24 954 2013 Hyundai Grand i10 1.2 Kappa Magna BSIV Sep-13
## 25 974 2013 Hyundai Grand i10 1.2 Kappa Magna BSIV Sep-13
## 26 1085 2013 Hyundai i10 Magna 1.1L Jun-13
## 27 1121 2013 Hyundai Verna 1.6 SX VTVT Nov-13
## 28 1125 2013 Maruti Swift VXI Jan-14
## 29 1149 2013 Honda Brio V MT Oct-13
## 30 1183 2013 Nissan Sunny Petrol Special Edition <NA>
## 31 1195 2013 Maruti Swift VXI May-13
## 32 1369 2013 Maruti Swift Dzire VXI Nov-13
## 33 1408 2013 Mitsubishi Cedia Sports Mar-13
## 34 1414 2013 Maruti Swift Dzire VXI Jan-14
## 35 1487 2013 Hyundai i10 Sportz Dec-13
## 36 1503 2013 Hyundai i10 Sportz Dec-13
## 37 1516 2013 Maruti Swift VXI BSIV Jul-13
## 38 74 2014 Hyundai Grand i10 AT Asta Nov-14
## 39 94 2014 Hyundai Grand i10 AT Asta Nov-14
## 40 199 2014 Hyundai Grand i10 Asta Option Dec-14
## 41 217 2014 Hyundai Grand i10 Magna Dec-14
## 42 237 2014 Hyundai Grand i10 Magna Dec-14
## 43 257 2014 Maruti Wagon R VXi BSII Oct-14
## 44 267 2014 Hyundai Grand i10 Asta Sep-14
## 45 283 2014 Maruti Swift Dzire VXI Oct-14
## 46 302 2014 Maruti Swift Dzire VXI Oct-14
## 47 319 2014 Hyundai Elantra SX Jan-14
## 48 338 2014 Hyundai Elantra SX Jan-14
## 49 354 2014 Honda Amaze VX i-VTEC May-14
## 50 359 2014 Hyundai Grand i10 Magna Jun-14
## 51 362 2014 Maruti Wagon R LXI BS IV Mar-14
## 52 374 2014 Honda Amaze VX i-VTEC May-14
## 53 379 2014 Hyundai Grand i10 Magna Jun-14
## 54 382 2014 Maruti Wagon R LXI BS IV Mar-14
## 55 453 2014 Hyundai Xcent 1.2 Kappa S Sep-14
## 56 468 2014 Hyundai Grand i10 Sportz Jun-14
## 57 488 2014 Hyundai Grand i10 Sportz Jun-14
## 58 518 2014 Hyundai Grand i10 Sportz Oct-14
## 59 538 2014 Hyundai Grand i10 Sportz Oct-14
## 60 564 2014 Hyundai i20 Asta 1.2 Nov-14
## 61 584 2014 Hyundai i20 Asta 1.2 Nov-14
## 62 597 2014 Hyundai Grand i10 Sportz Feb-15
## 63 604 2014 Honda City i VTEC V Dec-14
## 64 619 2014 Honda Mobilio V i-VTEC Aug-14
## 65 630 2014 Maruti Swift Dzire ZXI <NA>
## 66 631 2014 Hyundai Grand i10 Sportz Feb-15
## 67 650 2014 Maruti Swift Dzire ZXI <NA>
## 68 651 2014 Hyundai Grand i10 Sportz Feb-15
## 69 698 2014 Hyundai Grand i10 Asta <NA>
## 70 902 2014 Maruti Ritz VXi Jun-15
## 71 904 2014 Hyundai Grand i10 Sportz May-14
## 72 921 2014 Maruti Ritz VXi Jun-15
## 73 923 2014 Hyundai Grand i10 Sportz May-14
## 74 1155 2014 Hyundai i10 Magna 1.2 iTech SE May-14
## 75 1157 2014 Honda Brio S MT Jul-14
## 76 1182 2014 Hyundai i10 Magna 1.1L Nov-14
## 77 1253 2014 Honda Amaze EX i-Vtech Nov-14
## 78 1275 2014 Maruti Swift LXI May-14
## 79 1339 2014 Maruti Swift Dzire VXI Mar-14
## 80 1341 2014 Maruti Wagon R VXi BSII Aug-14
## 81 1342 2014 Maruti Swift Dzire VXI Oct-14
## 82 1363 2014 Hyundai i20 Sportz 1.2 Oct-14
## 83 1377 2014 Toyota Etios V Jan-15
## 84 1382 2014 Volkswagen Polo Petrol Highline 1.2L Oct-14
## 85 1407 2014 Maruti Swift Dzire VXI Jan-14
## 86 1482 2014 Hyundai Grand i10 Sportz May-14
## 87 1496 2014 Hyundai i10 Sportz Aug-14
## 88 1524 2014 Hyundai Grand i10 AT Asta Feb-15
## 89 201 2015 Hyundai i10 Sportz Apr-15
## 90 207 2015 Hyundai Grand i10 Nios AMT Asta Oct-15
## 91 214 2015 Skoda Rapid 1.6 MPI Ambition Plus <NA>
## 92 227 2015 Honda Brio S MT May-15
## 93 247 2015 Honda Brio S MT May-15
## 94 277 2015 Hyundai i10 Sportz Aug-15
## 95 295 2015 Hyundai i10 Sportz Aug-15
## 96 327 2015 Honda City i VTEC VX <NA>
## 97 346 2015 Honda City i VTEC VX <NA>
## 98 481 2015 Maruti Wagon R VXi BSII Aug-15
## 99 501 2015 Maruti Wagon R VXi BSII Aug-15
## 100 558 2015 Honda Brio S MT Feb-16
## 101 578 2015 Honda Brio S MT Feb-16
## 102 607 2015 Honda Brio S MT Sep-15
## 103 679 2015 Maruti Wagon R VXi BSII May-15
## 104 708 2015 Honda Amaze S i-Vtech Jun-15
## 105 718 2015 Hyundai Grand i10 Asta Option May-15
## 106 727 2015 Honda Amaze S i-Vtech Jun-15
## 107 737 2015 Hyundai Grand i10 Asta Option May-15
## 108 797 2015 Maruti Wagon R VXi BSII May-15
## 109 802 2015 Honda Amaze S i-Vtech Feb-15
## 110 817 2015 Maruti Wagon R VXi BSII May-15
## 111 822 2015 Honda Amaze S i-Vtech Feb-15
## 112 866 2015 Maruti Swift Dzire VXI Dec-15
## 113 885 2015 Maruti Swift Dzire VXI Dec-15
## 114 1005 2015 Maruti Swift LXI Dec-15
## 115 1014 2015 Hyundai Grand i10 Asta May-15
## 116 1015 2015 Maruti Baleno 1.2 Delta Nov-15
## 117 1026 2015 Hyundai Grand i10 Magna Jun-15
## 118 1028 2015 Hyundai Grand i10 Magna Nov-15
## 119 1038 2015 Hyundai Grand i10 Magna Nov-15
## 120 1081 2015 Hyundai Grand i10 Magna Jul-15
## 121 1124 2015 Hyundai Grand i10 Magna Sep-15
## 122 1160 2015 Honda Jazz 1.2 VX i VTEC Oct-15
## 123 1191 2015 Maruti Swift Dzire VXI 1.2 Nov-15
## 124 1194 2015 Honda Brio S MT Dec-15
## 125 1198 2015 Hyundai Grand i10 Magna Mar-15
## 126 1203 2015 Hyundai Grand i10 Magna Jul-15
## 127 1235 2015 Hyundai Grand i10 Magna Aug-15
## 128 1241 2015 Hyundai Grand i10 Magna Mar-16
## 129 1266 2015 Hyundai Grand i10 AT Asta Nov-15
## 130 1290 2015 Honda Jazz 1.2 VX i VTEC Aug-15
## 131 1333 2015 Maruti Swift VXI BSIV Jun-15
## 132 1356 2015 Toyota Etios V Oct-15
## 133 1366 2015 Honda Brio VX AT Sep-15
## 134 1397 2015 Maruti Baleno 1.2 Alpha Dec-15
## 135 1444 2015 Hyundai i20 Asta 1.2 Apr-15
## 136 77 2016 Hyundai i10 Sportz Jul-16
## 137 97 2016 Hyundai i10 Sportz Jul-16
## 138 113 2016 Honda Amaze S i-VTEC Sep-16
## 139 133 2016 Honda Amaze S i-VTEC Sep-16
## 140 320 2016 Hyundai Grand i10 Sportz Aug-16
## 141 339 2016 Hyundai Grand i10 Sportz Aug-16
## 142 407 2016 Hyundai Grand i10 Sportz Oct-16
## 143 421 2016 Hyundai i20 Sportz 1.2 Jan-16
## 144 427 2016 Hyundai Grand i10 Sportz Oct-16
## 145 441 2016 Hyundai i20 Sportz 1.2 Jan-16
## 146 674 2016 Hyundai Grand i10 Sportz Jan-17
## 147 688 2016 Hyundai i20 Magna 1.2 Apr-16
## 148 749 2016 Hyundai Grand i10 Asta Option AT Aug-16
## 149 769 2016 Hyundai Grand i10 Asta Option AT Aug-16
## 150 1009 2016 Nissan Micra Active XV S Apr-16
## 151 1040 2016 Hyundai EON Era Plus May-16
## 152 1100 2016 Honda Amaze S i-Vtech Apr-16
## 153 1102 2016 Maruti Celerio ZXI Aug-16
## 154 1119 2016 Hyundai Grand i10 Magna Dec-16
## 155 1122 2016 Maruti Wagon R VXI BS IV Apr-16
## 156 1134 2016 Honda Brio 1.2 VX MT Oct-16
## 157 1145 2016 Honda Brio S MT Dec-16
## 158 1179 2016 Honda Jazz 1.2 V i VTEC Feb-16
## 159 1180 2016 Hyundai Grand i10 Sportz May-16
## 160 1206 2016 Hyundai Grand i10 Magna Aug-16
## 161 1216 2016 Hyundai Grand i10 Magna Jan-17
## 162 1219 2016 Hyundai Grand i10 Magna May-16
## 163 1255 2016 Maruti Wagon R VXI BS IV Jun-16
## 164 1279 2016 Hyundai Grand i10 Sportz Oct-16
## 165 1343 2016 Maruti Swift VXI Apr-16
## 166 1362 2016 Volkswagen Polo 1.2 MPI Comfortline Jun-16
## 167 1367 2016 Honda Jazz 1.2 V i VTEC Nov-16
## 168 1379 2016 Honda Amaze S i-VTEC Oct-16
## 169 1383 2016 Hyundai Verna 1.6 VTVT S Jan-16
## 170 1438 2016 Maruti Wagon R VXI AMT Jan-16
## 171 1489 2016 Maruti Baleno 1.2 Zeta <NA>
## 172 1519 2016 Hyundai EON Magna Plus Dec-16
## 173 36 2017 Honda Amaze S i-VTEC <NA>
## 174 56 2017 Honda Amaze S i-VTEC <NA>
## 175 223 2017 Maruti Ignis 1.2 Zeta BSIV Nov-17
## 176 243 2017 Maruti Ignis 1.2 Zeta BSIV Nov-17
## 177 270 2017 Hyundai Grand i10 1.2 Kappa Sportz BSIV Nov-17
## 178 360 2017 Renault KWID 1.0 RXT Optional AT 2016-2019 <NA>
## 179 380 2017 Renault KWID 1.0 RXT Optional AT 2016-2019 <NA>
## 180 520 2017 Maruti Swift LXI Option Aug-17
## 181 540 2017 Maruti Swift LXI Option Aug-17
## 182 560 2017 Maruti Wagon R VXI AMT Jul-17
## 183 580 2017 Maruti Wagon R VXI AMT Jul-17
## 184 609 2017 Hyundai Xcent 1.2 VTVT E Plus Aug-17
## 185 612 2017 Tata Tiago XZ Nov-17
## 186 714 2017 Honda Amaze S i-VTEC Apr-17
## 187 733 2017 Honda Amaze S i-VTEC Apr-17
## 188 1002 2017 Hyundai i10 Magna Nov-17
## 189 1077 2017 Maruti Alto 800 LXI Jun-17
## 190 1098 2017 Hyundai Grand i10 1.2 Kappa Magna BSIV Oct-17
## 191 1140 2017 Hyundai Grand i10 1.2 Kappa Magna BSIV Jan-18
## 192 1169 2017 Maruti Baleno Delta Nov-17
## 193 1185 2017 Tata Tiago 1.2 Revotron XT Feb-18
## 194 1205 2017 Honda Amaze S Option i-VTEC Oct-17
## 195 1221 2017 Maruti Swift VXI Jun-17
## 196 1226 2017 Hyundai Grand i10 1.2 Kappa Sportz BSIV May-17
## 197 1257 2017 Hyundai Xcent 1.2 VTVT E Plus Dec-17
## 198 1270 2017 Honda Jazz 1.2 S i VTEC Jun-17
## 199 1336 2017 Honda Jazz 1.2 SV i VTEC May-17
## 200 1338 2017 Maruti Swift VXI Jan-17
## 201 1437 2017 Toyota Etios Liva 1.2 V Oct-17
## 202 1440 2017 Nissan Micra CVT XV Dec-17
## 203 1447 2017 Honda Jazz 1.2 SV i VTEC Mar-17
## 204 1469 2017 Maruti Ignis Zeta Nov-17
## 205 593 2018 Datsun RediGO 1.0 T Option May-18
## 206 948 2018 Nissan Micra Active XV S Aug-18
## 207 968 2018 Nissan Micra Active XV S Aug-18
## 208 996 2018 Nissan Micra Active XV S Aug-18
## 209 1020 2018 Mahindra KUV 100 mFALCON G80 K2 Mar-18
## 210 1088 2018 Maruti Ignis 1.2 Delta BSIV Aug-18
## 211 1127 2018 Honda Brio 1.2 S Option MT Jul-18
## 212 1142 2018 Honda Brio 1.2 S Option MT Jul-18
## 213 1307 2018 Lamborghini Urus V8 Sep-18
## 214 1308 2018 Maruti Wagon R VXI 1.2 BSIV Feb-18
## 215 1318 2018 Nissan Micra XL CVT Jan-19
## 216 1345 2018 Maruti Wagon R VXI AMT 1.2 Nov-18
## 217 1406 2018 Hyundai Santro Sportz BSIV Dec-18
## 218 1421 2018 Nissan Micra Active XV May-18
## 219 1423 2018 Maruti Ignis 1.2 Zeta BSIV Aug-18
## 220 1457 2018 Nissan Micra Active XV Oct-18
## 221 1497 2018 Maruti Wagon R VXI AMT Apr-18
## 222 1551 2018 Volkswagen Polo 1.0 MPI Comfortline May-18
## 223 357 2019 Hyundai Grand i10 1.2 Kappa Sportz BSIV Jul-19
## 224 377 2019 Hyundai Grand i10 1.2 Kappa Sportz BSIV Jul-19
## 225 603 2019 Hyundai Santro Sportz BSIV Dec-19
## 226 1097 2019 Maruti Alto 800 VXI BSIV Nov-19
## 227 1112 2019 Maruti Alto K10 VXI Nov-19
## 228 1232 2019 Maruti Celerio ZXI AMT BSIV Mar-19
## 229 1261 2019 Maruti Celerio X ZXI Mar-19
## 230 1286 2019 Maruti Alto K10 VXI May-19
## 231 1306 2019 Maruti Alto 800 VXI BSVI May-19
## 232 1312 2019 Maruti Alto K10 VXI Optional Jun-19
## 233 1364 2019 Hyundai Grand i10 Sportz Petrol BSIV Mar-19
## 234 1373 2019 Renault KWID 1.0 RXT Optional Sep-19
## 235 1396 2019 Maruti Wagon R VXI 1.2 Feb-19
## 236 1417 2019 Datsun GO T Option Sep-19
## 237 1418 2019 Maruti Wagon R LXI Nov-19
## 238 1419 2019 Maruti Wagon R VXI 1.2 Jan-20
## 239 279 2020 Renault KWID 1.0 RXL BSVI Nov-20
## 240 297 2020 Renault KWID 1.0 RXL BSVI Nov-20
## 241 1278 2020 Maruti Alto 800 VXI BSVI Oct-20
## 242 1284 2020 Maruti Alto 800 VXI BSVI Nov-20
## 243 1289 2020 Maruti Alto 800 VXI BSVI Dec-20
## 244 1296 2020 Maruti S-Presso VXI Plus 2019-2022 Sep-20
## 245 1472 2020 Maruti Wagon R VXI 1.2 Feb-20
## 246 1453 2021 Hyundai Santro Asta Mar-21
## 247 552 2023 Mercedes-Benz G G 63 AMG Aug-23
## 248 572 2023 Mercedes-Benz G G 63 AMG Aug-23
## 249 367 2011 Honda City 1.5 S MT <NA>
## 250 387 2011 Honda City 1.5 S MT <NA>
## 251 1042 2018 Tata Tigor 1.2 Revotron XZ <NA>
## 252 1287 2017 Hyundai Grand i10 1.2 Kappa Sportz Dual Tone <NA>
## 253 1549 2022 Renault KWID 1.0 RXL Opt BSVI <NA>
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Third Party Petrol 5 87217 First Owner Manual
## 2 Third Party insurance Petrol 5 50000 First Owner Manual
## 3 Third Party insurance Petrol 5 50000 First Owner Manual
## 4 Third Party insurance Petrol 5 150000 First Owner Automatic
## 5 Third Party insurance Petrol 5 150000 First Owner Automatic
## 6 Third Party insurance Petrol 5 150000 First Owner Automatic
## 7 Third Party insurance Petrol 5 150000 First Owner Automatic
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## 12 Third Party insurance Petrol 5 60758 Second Owner Manual
## 13 Third Party insurance Petrol 5 79247 First Owner Manual
## 14 Comprehensive Petrol 5 47925 First Owner Manual
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## 23 Comprehensive Petrol 5 77130 Second Owner Automatic
## 24 Comprehensive Petrol 5 50000 Second Owner Manual
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## 31 Third Party Petrol 5 43415 First Owner Manual
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## 39 Comprehensive Petrol 5 36047 First Owner Automatic
## 40 Comprehensive Petrol 5 25260 First Owner Manual
## 41 Comprehensive Petrol 5 67264 Second Owner Manual
## 42 Comprehensive Petrol 5 67264 Second Owner Manual
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## 48 Third Party insurance Petrol 5 56000 First Owner Manual
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## 55 Comprehensive Petrol 5 107682 First Owner Manual
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## 58 Comprehensive Petrol 5 90576 First Owner Manual
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## 70 Comprehensive Petrol 5 48539 Second Owner Manual
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## 72 Comprehensive Petrol 5 48539 Second Owner Manual
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## 74 Third Party insurance Petrol 5 49000 First Owner Manual
## 75 Comprehensive Petrol 5 34445 First Owner Manual
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## 80 Comprehensive Petrol 5 19843 First Owner Manual
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## 85 Comprehensive Petrol 5 45000 First Owner Manual
## 86 Comprehensive Petrol 5 22672 First Owner Manual
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## 98 Comprehensive Petrol 5 37163 Second Owner Manual
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## 104 Comprehensive Petrol 5 89961 Second Owner Manual
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## 114 Comprehensive Petrol 5 79656 First Owner Manual
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## 120 Third Party insurance Petrol 5 59011 First Owner Manual
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## 128 Third Party Petrol 5 62155 First Owner Manual
## 129 Third Party Petrol 5 77299 Second Owner Automatic
## 130 Comprehensive Petrol 5 41203 First Owner Manual
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## 134 Comprehensive Petrol 5 51123 First Owner Manual
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## 150 Comprehensive Petrol 5 79362 First Owner Manual
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## 190 Third Party insurance Petrol 5 76125 Second Owner Manual
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## 192 Third Party Petrol 5 70000 First Owner Manual
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## 203 Comprehensive Petrol 5 28662 First Owner Manual
## 204 Comprehensive Petrol 5 32002 First Owner Manual
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## 207 Comprehensive Petrol 5 43293 First Owner Manual
## 208 Comprehensive Petrol 5 42014 First Owner Manual
## 209 Comprehensive Petrol 6 18706 First Owner Manual
## 210 Comprehensive Petrol 5 19876 First Owner Manual
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## 225 Comprehensive Petrol 5 23592 First Owner Manual
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## 228 Comprehensive Petrol 5 42000 First Owner Automatic
## 229 Zero Dep Petrol 5 60464 First Owner Manual
## 230 Comprehensive Petrol 5 58231 First Owner Manual
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## 234 Comprehensive Petrol 5 69381 First Owner Manual
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## 238 Third Party Petrol 5 7962 First Owner Manual
## 239 Comprehensive Petrol 5 34838 First Owner Manual
## 240 Comprehensive Petrol 5 34838 First Owner Manual
## 241 Comprehensive Petrol 5 13066 First Owner Manual
## 242 Comprehensive Petrol 5 28061 First Owner Manual
## 243 Comprehensive Petrol 5 32997 First Owner Manual
## 244 Comprehensive Petrol 5 26638 First Owner Manual
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## 247 Comprehensive Petrol 5 3000 First Owner Automatic
## 248 Comprehensive Petrol 5 3000 First Owner Automatic
## 249 Third Party insurance Petrol 5 110000 <NA> <NA>
## 250 Third Party insurance Petrol 5 110000 <NA> <NA>
## 251 Third Party insurance Petrol 5 60000 <NA> <NA>
## 252 Third Party insurance Petrol 5 70000 <NA> <NA>
## 253 Third Party insurance Petrol 5 10000 <NA> <NA>
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2011 17.00 1497 1497 1186600
## 2 2012 16.80 1497 1497 1163
## 3 2012 16.80 1497 1497 1163
## 4 2012 15.60 1497 1497 1163
## 5 2012 15.60 1497 1497 1163
## 6 2012 15.60 1497 1497 1163
## 7 2012 15.60 1497 1497 1163
## 8 2012 15.60 1497 1497 1163
## 9 2012 15.60 1497 1497 1163
## 10 2012 15.60 1497 1497 1163
## 11 2012 15.60 1497 1497 1163
## 12 2012 16.80 1497 1497 1163
## 13 2012 22.41 1197 1197 8850
## 14 2012 16.80 1497 1497 1163
## 15 2012 1197.00 8850 8850 113
## 16 2012 1086.00 6805 6805 9904
## 17 2012 16.80 1497 1497 1164
## 18 2013 18.00 1198 1198 867
## 19 2013 18.00 1198 1198 867
## 20 2013 19.10 1197 1197 858
## 21 2013 17.40 1497 1497 1173
## 22 2013 15.50 1198 1198 867
## 23 2013 15.50 1198 1198 867
## 24 2013 18.90 1197 1197 8186
## 25 2013 18.90 1197 1197 8186
## 26 2013 1086.00 6805 6805 9904
## 27 2013 17.01 1591 1591 1213
## 28 2013 22.38 1197 1197 8850
## 29 2013 19.40 1198 1198 868
## 30 2013 16.95 1498 1498 977
## 31 2013 22.38 1197 1197 8850
## 32 2013 19.10 1197 1197 858
## 33 2013 13.17 1999 1999 114
## 34 2013 19.10 1197 1197 858
## 35 2013 20.36 1197 1197 789
## 36 2013 20.36 1197 1197 789
## 37 2013 22.00 1197 1197 8180
## 38 2014 18.90 1197 1197 82
## 39 2014 18.90 1197 1197 82
## 40 2014 18.90 1197 1197 82
## 41 2014 1197.00 82 82 114
## 42 2014 1197.00 82 82 114
## 43 2014 998.00 671 671 90
## 44 2014 18.90 1197 1197 82
## 45 2014 19.10 1197 1197 858
## 46 2014 19.10 1197 1197 858
## 47 2014 16.30 1797 1797 1475
## 48 2014 16.30 1797 1797 1475
## 49 2014 17.80 1198 1198 867
## 50 2014 1197.00 82 82 114
## 51 2014 20.51 998 998 6704
## 52 2014 17.80 1198 1198 867
## 53 2014 1197.00 82 82 114
## 54 2014 20.51 998 998 6704
## 55 2014 19.10 1197 1197 82
## 56 2014 18.90 1197 1197 82
## 57 2014 18.90 1197 1197 82
## 58 2014 18.90 1197 1197 82
## 59 2014 18.90 1197 1197 82
## 60 2014 18.60 1197 1197 8183
## 61 2014 18.60 1197 1197 8183
## 62 2014 18.90 1197 1197 82
## 63 2014 17.40 1497 1497 1173
## 64 2014 17.30 1497 1497 1173
## 65 2014 19.10 1197 1197 858
## 66 2014 18.90 1197 1197 82
## 67 2014 19.10 1197 1197 858
## 68 2014 18.90 1197 1197 82
## 69 2014 18.90 1197 1197 82
## 70 2014 1197.00 8580 8580 114
## 71 2014 18.90 1197 1197 82
## 72 2014 1197.00 8580 8580 114
## 73 2014 18.90 1197 1197 82
## 74 2014 1197.00 789 789 1117
## 75 2014 19.40 1198 1198 868
## 76 2014 1086.00 6805 6805 9904
## 77 2014 18.00 1198 1198 867
## 78 2014 18.60 1197 1197 858
## 79 2014 19.10 1197 1197 858
## 80 2014 998.00 671 671 90
## 81 2014 19.10 1197 1197 858
## 82 2014 18.50 1197 1197 8285
## 83 2014 16.78 1496 1496 8873
## 84 2014 16.47 1198 1198 739
## 85 2014 22.41 1197 1197 8850
## 86 2014 18.90 1197 1197 82
## 87 2014 20.36 1197 1197 789
## 88 2014 18.90 1197 1197 82
## 89 2015 20.36 1197 1197 789
## 90 2015 20.70 1197 1197 8186
## 91 2015 15.00 1598 1598 1036
## 92 2015 19.40 1198 1198 868
## 93 2015 19.40 1198 1198 868
## 94 2015 20.36 1197 1197 789
## 95 2015 20.36 1197 1197 789
## 96 2015 17.40 1497 1497 1173
## 97 2015 17.40 1497 1497 1173
## 98 2015 998.00 671 671 90
## 99 2015 998.00 671 671 90
## 100 2015 19.40 1198 1198 868
## 101 2015 19.40 1198 1198 868
## 102 2015 19.40 1198 1198 868
## 103 2015 998.00 671 671 90
## 104 2015 18.00 1198 1198 867
## 105 2015 18.90 1197 1197 82
## 106 2015 18.00 1198 1198 867
## 107 2015 18.90 1197 1197 82
## 108 2015 998.00 671 671 90
## 109 2015 18.00 1198 1198 867
## 110 2015 998.00 671 671 90
## 111 2015 18.00 1198 1198 867
## 112 2015 20.85 1197 1197 8314
## 113 2015 20.85 1197 1197 8314
## 114 2015 1197.00 8180 8180 113
## 115 2015 18.90 1197 1197 82
## 116 2015 21.40 1197 1197 831
## 117 2015 1197.00 82 82 114
## 118 2015 1197.00 82 82 114
## 119 2015 1197.00 82 82 114
## 120 2015 1197.00 82 82 114
## 121 2015 1197.00 82 82 114
## 122 2015 18.70 1199 1199 887
## 123 2015 21.21 1197 1197 8180
## 124 2015 19.40 1198 1198 868
## 125 2015 1197.00 82 82 114
## 126 2015 1197.00 82 82 114
## 127 2015 1197.00 82 82 114
## 128 2015 1197.00 82 82 114
## 129 2015 18.90 1197 1197 82
## 130 2015 18.70 1199 1199 887
## 131 2015 22.00 1197 1197 8180
## 132 2015 16.78 1496 1496 8873
## 133 2015 16.50 1198 1198 868
## 134 2015 21.40 1197 1197 831
## 135 2015 18.60 1197 1197 8183
## 136 2016 20.36 1197 1197 789
## 137 2016 20.36 1197 1197 789
## 138 2016 17.80 1198 1198 867
## 139 2016 17.80 1198 1198 867
## 140 2016 18.90 1197 1197 82
## 141 2016 18.90 1197 1197 82
## 142 2016 18.90 1197 1197 82
## 143 2016 18.60 1197 1197 8183
## 144 2016 18.90 1197 1197 82
## 145 2016 18.60 1197 1197 8183
## 146 2016 18.90 1197 1197 82
## 147 2016 18.60 1197 1197 8183
## 148 2016 18.90 1197 1197 82
## 149 2016 18.90 1197 1197 82
## 150 2016 19.49 1198 1198 6704
## 151 2016 814.00 552 552 745
## 152 2016 18.00 1198 1198 867
## 153 2016 25.24 998 998 6571
## 154 2016 1197.00 82 82 114
## 155 2016 20.51 998 998 6704
## 156 2016 18.50 1198 1198 868
## 157 2016 19.40 1198 1198 868
## 158 2016 18.70 1199 1199 887
## 159 2016 18.90 1197 1197 82
## 160 2016 1197.00 82 82 114
## 161 2016 1197.00 82 82 114
## 162 2016 1197.00 82 82 114
## 163 2016 20.51 998 998 6704
## 164 2016 18.90 1197 1197 82
## 165 2016 21.21 1197 1197 8180
## 166 2016 16.20 1199 1199 74
## 167 2016 18.70 1199 1199 887
## 168 2016 17.80 1198 1198 867
## 169 2016 17.01 1591 1591 1213
## 170 2016 21.79 998 998 6705
## 171 2016 21.40 1197 1197 831
## 172 2016 21.10 814 814 552
## 173 2017 17.80 1198 1198 867
## 174 2017 17.80 1198 1198 867
## 175 2017 20.89 1197 1197 8180
## 176 2017 20.89 1197 1197 8180
## 177 2017 18.90 1197 1197 8186
## 178 2017 23.01 999 999 67
## 179 2017 23.01 999 999 67
## 180 2017 1197.00 8180 8180 113
## 181 2017 1197.00 8180 8180 113
## 182 2017 21.79 998 998 6705
## 183 2017 21.79 998 998 6705
## 184 2017 20.14 1197 1197 8186
## 185 2017 23.84 1199 1199 8383
## 186 2017 17.80 1198 1198 867
## 187 2017 17.80 1198 1198 867
## 188 2017 1197.00 789 789 1117
## 189 2017 796.00 4733 4733 69
## 190 2017 18.90 1197 1197 8186
## 191 2017 18.90 1197 1197 8186
## 192 2017 21.01 1197 1197 8180
## 193 2017 23.84 1199 1199 84
## 194 2017 17.80 1198 1198 867
## 195 2017 22.38 1197 1197 8850
## 196 2017 18.90 1197 1197 8186
## 197 2017 20.14 1197 1197 8186
## 198 2017 18.70 1199 1199 887
## 199 2017 18.70 1199 1199 887
## 200 2017 21.21 1197 1197 8180
## 201 2017 17.71 1197 1197 789
## 202 2017 19.34 1198 1198 7594
## 203 2017 18.70 1199 1199 887
## 204 2017 20.89 1197 1197 8180
## 205 2018 22.50 999 999 67
## 206 2018 19.49 1198 1198 6704
## 207 2018 19.49 1198 1198 6704
## 208 2018 19.49 1198 1198 6704
## 209 2018 1198.00 82 82 115
## 210 2018 20.89 1197 1197 8180
## 211 2018 18.50 1198 1198 868
## 212 2018 18.50 1198 1198 868
## 213 2018 3996.00 641 641 850
## 214 2018 21.50 1197 1197 8180
## 215 2018 19.34 1198 1198 7594
## 216 2018 20.52 1197 1197 8180
## 217 2018 20.30 1086 1086 68
## 218 2018 19.69 1198 1198 6704
## 219 2018 20.89 1197 1197 8180
## 220 2018 19.69 1198 1198 6704
## 221 2018 21.79 998 998 6705
## 222 2018 18.78 999 999 75
## 223 2019 18.90 1197 1197 8186
## 224 2019 18.90 1197 1197 8186
## 225 2019 20.30 1086 1086 68
## 226 2019 24.70 796 796 473
## 227 2019 23.95 998 998 6705
## 228 2019 23.10 998 998 6704
## 229 2019 21.63 998 998 6705
## 230 2019 23.95 998 998 6705
## 231 2019 22.05 796 796 4733
## 232 2019 23.95 998 998 6705
## 233 2019 18.90 1197 1197 8186
## 234 2019 23.01 999 999 67
## 235 2019 20.52 1197 1197 8180
## 236 2019 19.02 1198 1198 6705
## 237 2019 998.00 6705 6705 90
## 238 2019 20.52 1197 1197 8180
## 239 2020 999.00 6706 6706 91
## 240 2020 999.00 6706 6706 91
## 241 2020 22.05 796 796 4733
## 242 2020 22.05 796 796 4733
## 243 2020 22.05 796 796 4733
## 244 2020 21.70 998 998 6571
## 245 2020 20.52 1197 1197 8180
## 246 2021 20.30 1086 1086 6805
## 247 2023 8.13 3982 3982 57663
## 248 2023 8.13 3982 3982 57663
## 249 NA 1497.00 1186600 1186600 1464800
## 250 NA 1497.00 1186600 1186600 1464800
## 251 NA 1199.00 84 84 114
## 252 NA 1197.00 8186 8186 11375
## 253 NA 999.00 6706 6706 91
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm
## 1 3.73 14 6229.7857 -0.06727716 -0.3749190
## 2 3.39 13 3846.1538 -0.06727716 -0.3752606
## 3 3.39 13 3846.1538 -0.06727716 -0.3752606
## 4 4.50 13 11538.4615 -0.06727716 -0.3773103
## 5 4.50 13 11538.4615 -0.06727716 -0.3773103
## 6 4.25 13 11538.4615 -0.06727716 -0.3773103
## 7 4.50 13 11538.4615 -0.06727716 -0.3773103
## 8 4.25 13 11538.4615 -0.06727716 -0.3773103
## 9 4.50 13 11538.4615 -0.06727716 -0.3773103
## 10 4.50 13 10000.0000 -0.06727716 -0.3773103
## 11 4.50 13 10000.0000 -0.06727716 -0.3773103
## 12 4.40 13 4673.6923 -0.06727716 -0.3752606
## 13 4.10 13 6095.9231 -0.06727716 -0.3656787
## 14 4.53 13 3686.5385 -0.06727716 -0.3752606
## 15 3.27 13 8145.0000 -0.06727713 1.6405350
## 16 3.20 13 4923.0769 -0.06727714 1.4509457
## 17 4.01 13 7893.3846 -0.06727716 -0.3752606
## 18 3.25 12 4666.6667 -0.06727716 -0.3732110
## 19 3.25 12 4666.6667 -0.06727716 -0.3732110
## 20 3.54 12 4865.1667 -0.06727716 -0.3713322
## 21 3.75 12 6090.5000 -0.06727716 -0.3742358
## 22 4.00 12 6427.5000 -0.06727716 -0.3774811
## 23 4.00 12 6427.5000 -0.06727716 -0.3774811
## 24 3.95 12 4166.6667 -0.06727716 -0.3716738
## 25 3.95 12 4166.6667 -0.06727716 -0.3716738
## 26 3.19 12 4266.3333 -0.06727714 1.4509457
## 27 4.65 12 7250.0833 -0.06727716 -0.3749020
## 28 3.84 12 9077.4167 -0.06727716 -0.3657299
## 29 3.50 12 7250.0000 -0.06727716 -0.3708198
## 30 3.00 12 6666.6667 -0.06727716 -0.3750044
## 31 4.08 12 3617.9167 -0.06727716 -0.3657299
## 32 3.45 12 3668.1667 -0.06727716 -0.3713322
## 33 3.95 12 3666.6667 -0.06727716 -0.3814607
## 34 3.44 12 5718.2500 -0.06727716 -0.3713322
## 35 3.15 12 150.0000 -0.06727716 -0.3691801
## 36 3.15 12 150.0000 -0.06727716 -0.3691801
## 37 3.57 12 6525.6667 -0.06727716 -0.3663790
## 38 4.32 11 3277.0000 -0.06727716 -0.3716738
## 39 4.32 11 3277.0000 -0.06727716 -0.3716738
## 40 4.37 11 2296.3636 -0.06727716 -0.3716738
## 41 3.27 11 6114.9091 -0.06727717 1.6405350
## 42 3.27 11 6114.9091 -0.06727717 1.6405350
## 43 3.17 11 3076.4545 -0.06727716 1.3006406
## 44 4.13 11 3542.0909 -0.06727716 -0.3716738
## 45 4.11 11 4449.6364 -0.06727716 -0.3713322
## 46 4.11 11 4449.6364 -0.06727716 -0.3713322
## 47 4.95 11 5090.9091 -0.06727716 -0.3761146
## 48 4.95 11 5090.9091 -0.06727716 -0.3761146
## 49 4.17 11 4778.6364 -0.06727716 -0.3735526
## 50 3.35 11 8272.2727 -0.06727717 1.6405350
## 51 3.01 11 3849.6364 -0.06727716 -0.3689239
## 52 4.17 11 4778.6364 -0.06727716 -0.3735526
## 53 3.35 11 8272.2727 -0.06727717 1.6405350
## 54 3.01 11 3849.6364 -0.06727716 -0.3689239
## 55 3.39 11 9789.2727 -0.06727716 -0.3713322
## 56 3.10 11 6804.1818 -0.06727716 -0.3716738
## 57 3.10 11 6804.1818 -0.06727716 -0.3716738
## 58 3.37 11 8234.1818 -0.06727716 -0.3716738
## 59 3.37 11 8234.1818 -0.06727716 -0.3716738
## 60 4.92 11 5697.9091 -0.06727716 -0.3721862
## 61 4.92 11 5697.9091 -0.06727716 -0.3721862
## 62 3.86 11 6428.8182 -0.06727716 -0.3716738
## 63 4.90 11 6272.7273 -0.06727716 -0.3742358
## 64 4.66 11 6689.0909 -0.06727716 -0.3744066
## 65 3.70 11 3636.3636 -0.06727716 -0.3713322
## 66 3.55 11 5813.8182 -0.06727716 -0.3716738
## 67 3.70 11 3636.3636 -0.06727716 -0.3713322
## 68 3.55 11 5813.8182 -0.06727716 -0.3716738
## 69 3.75 11 4545.4545 -0.06727716 -0.3716738
## 70 3.21 11 4412.6364 -0.06727713 1.6405350
## 71 3.68 11 7901.4545 -0.06727716 -0.3716738
## 72 3.21 11 4412.6364 -0.06727713 1.6405350
## 73 3.68 11 7901.4545 -0.06727716 -0.3716738
## 74 4.40 11 4454.5455 -0.06727716 1.6405350
## 75 4.24 11 3131.3636 -0.06727716 -0.3708198
## 76 3.70 11 2689.4545 -0.06727714 1.4509457
## 77 3.60 11 8363.6364 -0.06727716 -0.3732110
## 78 3.15 11 4001.7273 -0.06727716 -0.3721862
## 79 3.79 11 4060.8182 -0.06727716 -0.3713322
## 80 3.05 11 1803.9091 -0.06727716 1.3006406
## 81 3.81 11 4072.7273 -0.06727716 -0.3713322
## 82 3.49 11 3909.0909 -0.06727716 -0.3723570
## 83 3.41 11 5787.5455 -0.06727716 -0.3752948
## 84 3.72 11 4813.6364 -0.06727716 -0.3758243
## 85 3.60 11 4090.9091 -0.06727716 -0.3656787
## 86 3.84 11 2061.0909 -0.06727716 -0.3716738
## 87 3.14 11 3265.9091 -0.06727716 -0.3691801
## 88 4.54 11 2028.7273 -0.06727716 -0.3716738
## 89 3.08 10 7021.5000 -0.06727716 -0.3691801
## 90 3.94 10 7850.1000 -0.06727716 -0.3685994
## 91 3.30 10 8000.0000 -0.06727716 -0.3783351
## 92 3.35 10 5548.5000 -0.06727716 -0.3708198
## 93 3.35 10 5548.5000 -0.06727716 -0.3708198
## 94 3.02 10 6517.0000 -0.06727716 -0.3691801
## 95 3.02 10 6517.0000 -0.06727716 -0.3691801
## 96 4.75 10 9000.0000 -0.06727716 -0.3742358
## 97 4.75 10 9000.0000 -0.06727716 -0.3742358
## 98 3.18 10 3716.3000 -0.06727716 1.3006406
## 99 3.18 10 3716.3000 -0.06727716 1.3006406
## 100 3.26 10 7644.1000 -0.06727716 -0.3708198
## 101 3.26 10 7644.1000 -0.06727716 -0.3708198
## 102 3.18 10 6415.5000 -0.06727716 -0.3708198
## 103 3.11 10 7051.6000 -0.06727716 1.3006406
## 104 3.74 10 8996.1000 -0.06727716 -0.3732110
## 105 3.79 10 7865.1000 -0.06727716 -0.3716738
## 106 3.74 10 8996.1000 -0.06727716 -0.3732110
## 107 3.79 10 7865.1000 -0.06727716 -0.3716738
## 108 3.21 10 7250.3000 -0.06727716 1.3006406
## 109 4.60 10 6100.0000 -0.06727716 -0.3732110
## 110 3.21 10 7250.3000 -0.06727716 1.3006406
## 111 4.60 10 6100.0000 -0.06727716 -0.3732110
## 112 3.97 10 9827.5000 -0.06727716 -0.3683432
## 113 3.97 10 9827.5000 -0.06727716 -0.3683432
## 114 3.10 10 7965.6000 -0.06727713 1.6405350
## 115 3.75 10 10544.6000 -0.06727716 -0.3716738
## 116 4.25 10 5400.0000 -0.06727716 -0.3674038
## 117 4.56 10 7549.9000 -0.06727717 1.6405350
## 118 4.59 10 8710.9000 -0.06727717 1.6405350
## 119 4.59 10 8710.9000 -0.06727717 1.6405350
## 120 4.26 10 5901.1000 -0.06727717 1.6405350
## 121 4.14 10 10301.2000 -0.06727717 1.6405350
## 122 4.61 10 11814.6000 -0.06727716 -0.3720154
## 123 4.90 10 8000.1000 -0.06727716 -0.3677283
## 124 3.90 10 2100.0000 -0.06727716 -0.3708198
## 125 4.80 10 2402.0000 -0.06727717 1.6405350
## 126 4.65 10 3945.8000 -0.06727717 1.6405350
## 127 4.02 10 6465.7000 -0.06727717 1.6405350
## 128 4.19 10 6215.5000 -0.06727717 1.6405350
## 129 4.79 10 7729.9000 -0.06727716 -0.3716738
## 130 3.99 10 4120.3000 -0.06727716 -0.3720154
## 131 3.75 10 7361.6000 -0.06727716 -0.3663790
## 132 3.74 10 4499.9000 -0.06727716 -0.3752948
## 133 4.95 10 700.0000 -0.06727716 -0.3757730
## 134 4.71 10 5112.3000 -0.06727716 -0.3674038
## 135 4.35 10 4090.9000 -0.06727716 -0.3721862
## 136 3.45 9 5555.5556 -0.06727716 -0.3691801
## 137 3.45 9 5555.5556 -0.06727716 -0.3691801
## 138 4.80 9 3222.2222 -0.06727716 -0.3735526
## 139 4.80 9 3222.2222 -0.06727716 -0.3735526
## 140 4.31 9 5798.8889 -0.06727716 -0.3716738
## 141 4.31 9 5798.8889 -0.06727716 -0.3716738
## 142 3.85 9 5222.2222 -0.06727716 -0.3716738
## 143 4.61 9 11660.8889 -0.06727716 -0.3721862
## 144 3.85 9 5222.2222 -0.06727716 -0.3716738
## 145 4.61 9 11660.8889 -0.06727716 -0.3721862
## 146 3.77 9 10693.4444 -0.06727716 -0.3716738
## 147 4.49 9 12092.8889 -0.06727716 -0.3721862
## 148 5.00 9 7655.2222 -0.06727716 -0.3716738
## 149 5.00 9 7655.2222 -0.06727716 -0.3716738
## 150 3.42 9 8818.0000 -0.06727716 -0.3706661
## 151 3.17 9 5228.5556 -0.06727716 0.9863664
## 152 4.96 9 5722.1111 -0.06727716 -0.3732110
## 153 3.68 9 13687.3333 -0.06727716 -0.3608450
## 154 4.21 9 9664.5556 -0.06727717 1.6405350
## 155 4.11 9 5621.6667 -0.06727716 -0.3689239
## 156 4.50 9 3222.2222 -0.06727716 -0.3723570
## 157 4.06 9 6870.6667 -0.06727716 -0.3708198
## 158 4.79 9 3707.1111 -0.06727716 -0.3720154
## 159 4.26 9 7198.2222 -0.06727716 -0.3716738
## 160 4.30 9 5369.4444 -0.06727717 1.6405350
## 161 4.50 9 7503.2222 -0.06727717 1.6405350
## 162 4.12 9 7128.8889 -0.06727717 1.6405350
## 163 3.89 9 7581.8889 -0.06727716 -0.3689239
## 164 3.61 9 4001.6667 -0.06727716 -0.3716738
## 165 3.75 9 4919.4444 -0.06727716 -0.3677283
## 166 3.77 9 8636.3333 -0.06727716 -0.3762854
## 167 3.95 9 6000.0000 -0.06727716 -0.3720154
## 168 3.33 9 9511.3333 -0.06727716 -0.3735526
## 169 4.71 9 4667.2222 -0.06727716 -0.3749020
## 170 3.10 9 4122.2222 -0.06727716 -0.3667377
## 171 4.70 9 4444.4444 -0.06727716 -0.3674038
## 172 3.15 9 2005.4444 -0.06727716 -0.3679162
## 173 3.95 8 12500.0000 -0.06727716 -0.3735526
## 174 3.95 8 12500.0000 -0.06727716 -0.3735526
## 175 4.20 8 6586.2500 -0.06727716 -0.3682749
## 176 4.20 8 6586.2500 -0.06727716 -0.3682749
## 177 4.59 8 7906.1250 -0.06727716 -0.3716738
## 178 3.35 8 3750.0000 -0.06727716 -0.3646539
## 179 3.35 8 3750.0000 -0.06727716 -0.3646539
## 180 4.25 8 6125.0000 -0.06727713 1.6405350
## 181 4.25 8 6125.0000 -0.06727713 1.6405350
## 182 3.95 8 6625.0000 -0.06727716 -0.3667377
## 183 3.95 8 6625.0000 -0.06727716 -0.3667377
## 184 4.12 8 8502.2500 -0.06727716 -0.3695559
## 185 4.50 8 3261.5000 -0.06727716 -0.3632362
## 186 4.54 8 10461.2500 -0.06727716 -0.3735526
## 187 4.54 8 10461.2500 -0.06727716 -0.3735526
## 188 4.25 8 6250.0000 -0.06727716 1.6405350
## 189 3.02 8 7754.8750 -0.06727715 0.9556222
## 190 4.40 8 9515.6250 -0.06727716 -0.3716738
## 191 4.39 8 8611.0000 -0.06727716 -0.3716738
## 192 4.75 8 8750.0000 -0.06727716 -0.3680699
## 193 3.99 8 9685.2500 -0.06727716 -0.3632362
## 194 4.75 8 11750.0000 -0.06727716 -0.3735526
## 195 4.91 8 9656.6250 -0.06727716 -0.3657299
## 196 4.96 8 5996.8750 -0.06727716 -0.3716738
## 197 4.95 8 5625.0000 -0.06727716 -0.3695559
## 198 4.75 8 7500.0000 -0.06727716 -0.3720154
## 199 3.90 8 7808.2500 -0.06727716 -0.3720154
## 200 3.65 8 6125.0000 -0.06727716 -0.3677283
## 201 4.42 8 6141.7500 -0.06727716 -0.3737063
## 202 3.25 8 2117.1250 -0.06727716 -0.3709223
## 203 3.85 8 3582.7500 -0.06727716 -0.3720154
## 204 4.41 8 4000.2500 -0.06727716 -0.3682749
## 205 3.45 7 514.2857 -0.06727716 -0.3655250
## 206 4.12 7 6184.7143 -0.06727716 -0.3706661
## 207 4.12 7 6184.7143 -0.06727716 -0.3706661
## 208 4.25 7 6002.0000 -0.06727716 -0.3706661
## 209 4.24 7 2672.2857 -0.06727717 1.6422430
## 210 4.92 7 2839.4286 -0.06727716 -0.3682749
## 211 4.30 7 8055.2857 -0.06727716 -0.3723570
## 212 4.72 7 6839.5714 -0.06727716 -0.3723570
## 213 3.60 7 3571.4286 -0.06727716 6.4212603
## 214 3.95 7 4894.2857 -0.06727716 -0.3672330
## 215 4.70 7 3086.7143 -0.06727716 -0.3709223
## 216 4.25 7 5089.8571 -0.06727716 -0.3689068
## 217 3.85 7 9714.2857 -0.06727716 -0.3692826
## 218 3.38 7 6358.2857 -0.06727716 -0.3703245
## 219 4.65 7 6285.7143 -0.06727716 -0.3682749
## 220 3.04 7 7668.7143 -0.06727716 -0.3703245
## 221 4.59 7 8285.5714 -0.06727716 -0.3667377
## 222 4.75 7 5714.2857 -0.06727716 -0.3718788
## 223 4.93 6 12179.0000 -0.06727716 -0.3716738
## 224 4.93 6 12179.0000 -0.06727716 -0.3716738
## 225 4.71 6 3932.0000 -0.06727716 -0.3692826
## 226 3.52 6 9607.8333 -0.06727716 -0.3617673
## 227 3.40 6 11666.6667 -0.06727716 -0.3630484
## 228 4.50 6 7000.0000 -0.06727716 -0.3645002
## 229 4.60 6 10077.3333 -0.06727716 -0.3670109
## 230 3.32 6 9705.1667 -0.06727716 -0.3630484
## 231 3.03 6 8056.8333 -0.06727716 -0.3662936
## 232 3.65 6 4435.0000 -0.06727716 -0.3630484
## 233 4.25 6 5000.0000 -0.06727716 -0.3716738
## 234 3.27 6 11563.5000 -0.06727716 -0.3646539
## 235 4.74 6 4016.6667 -0.06727716 -0.3689068
## 236 3.92 6 6670.1667 -0.06727716 -0.3714689
## 237 3.99 6 7333.3333 -0.06727714 1.3006406
## 238 4.89 6 1327.0000 -0.06727716 -0.3689068
## 239 3.88 5 6967.6000 -0.06727714 1.3023486
## 240 3.88 5 6967.6000 -0.06727714 1.3023486
## 241 3.69 5 2613.2000 -0.06727716 -0.3662936
## 242 3.43 5 5612.2000 -0.06727716 -0.3662936
## 243 3.39 5 6599.4000 -0.06727716 -0.3662936
## 244 4.19 5 5327.6000 -0.06727716 -0.3668914
## 245 4.60 5 4165.4000 -0.06727716 -0.3689068
## 246 4.73 4 5718.2500 -0.06727716 -0.3692826
## 247 4.00 2 1500.0000 -0.06727715 -0.3900691
## 248 4.00 2 1500.0000 -0.06727715 -0.3900691
## 249 3.50 NA NA -0.06727173 2.1529386
## 250 3.50 NA NA -0.06727173 2.1529386
## 251 4.75 NA NA -0.06727717 1.6439510
## 252 4.00 NA NA -0.06727713 1.6405350
## 253 3.98 NA NA -0.06727714 1.3023486
## max_power_norm
## 1 -0.06727716
## 2 -0.06727716
## 3 -0.06727716
## 4 -0.06727716
## 5 -0.06727716
## 6 -0.06727716
## 7 -0.06727716
## 8 -0.06727716
## 9 -0.06727716
## 10 -0.06727716
## 11 -0.06727716
## 12 -0.06727716
## 13 -0.06727716
## 14 -0.06727716
## 15 -0.06727713
## 16 -0.06727714
## 17 -0.06727716
## 18 -0.06727716
## 19 -0.06727716
## 20 -0.06727716
## 21 -0.06727716
## 22 -0.06727716
## 23 -0.06727716
## 24 -0.06727716
## 25 -0.06727716
## 26 -0.06727714
## 27 -0.06727716
## 28 -0.06727716
## 29 -0.06727716
## 30 -0.06727716
## 31 -0.06727716
## 32 -0.06727716
## 33 -0.06727716
## 34 -0.06727716
## 35 -0.06727716
## 36 -0.06727716
## 37 -0.06727716
## 38 -0.06727716
## 39 -0.06727716
## 40 -0.06727716
## 41 -0.06727717
## 42 -0.06727717
## 43 -0.06727716
## 44 -0.06727716
## 45 -0.06727716
## 46 -0.06727716
## 47 -0.06727716
## 48 -0.06727716
## 49 -0.06727716
## 50 -0.06727717
## 51 -0.06727716
## 52 -0.06727716
## 53 -0.06727717
## 54 -0.06727716
## 55 -0.06727716
## 56 -0.06727716
## 57 -0.06727716
## 58 -0.06727716
## 59 -0.06727716
## 60 -0.06727716
## 61 -0.06727716
## 62 -0.06727716
## 63 -0.06727716
## 64 -0.06727716
## 65 -0.06727716
## 66 -0.06727716
## 67 -0.06727716
## 68 -0.06727716
## 69 -0.06727716
## 70 -0.06727713
## 71 -0.06727716
## 72 -0.06727713
## 73 -0.06727716
## 74 -0.06727716
## 75 -0.06727716
## 76 -0.06727714
## 77 -0.06727716
## 78 -0.06727716
## 79 -0.06727716
## 80 -0.06727716
## 81 -0.06727716
## 82 -0.06727716
## 83 -0.06727716
## 84 -0.06727716
## 85 -0.06727716
## 86 -0.06727716
## 87 -0.06727716
## 88 -0.06727716
## 89 -0.06727716
## 90 -0.06727716
## 91 -0.06727716
## 92 -0.06727716
## 93 -0.06727716
## 94 -0.06727716
## 95 -0.06727716
## 96 -0.06727716
## 97 -0.06727716
## 98 -0.06727716
## 99 -0.06727716
## 100 -0.06727716
## 101 -0.06727716
## 102 -0.06727716
## 103 -0.06727716
## 104 -0.06727716
## 105 -0.06727716
## 106 -0.06727716
## 107 -0.06727716
## 108 -0.06727716
## 109 -0.06727716
## 110 -0.06727716
## 111 -0.06727716
## 112 -0.06727716
## 113 -0.06727716
## 114 -0.06727713
## 115 -0.06727716
## 116 -0.06727716
## 117 -0.06727717
## 118 -0.06727717
## 119 -0.06727717
## 120 -0.06727717
## 121 -0.06727717
## 122 -0.06727716
## 123 -0.06727716
## 124 -0.06727716
## 125 -0.06727717
## 126 -0.06727717
## 127 -0.06727717
## 128 -0.06727717
## 129 -0.06727716
## 130 -0.06727716
## 131 -0.06727716
## 132 -0.06727716
## 133 -0.06727716
## 134 -0.06727716
## 135 -0.06727716
## 136 -0.06727716
## 137 -0.06727716
## 138 -0.06727716
## 139 -0.06727716
## 140 -0.06727716
## 141 -0.06727716
## 142 -0.06727716
## 143 -0.06727716
## 144 -0.06727716
## 145 -0.06727716
## 146 -0.06727716
## 147 -0.06727716
## 148 -0.06727716
## 149 -0.06727716
## 150 -0.06727716
## 151 -0.06727716
## 152 -0.06727716
## 153 -0.06727716
## 154 -0.06727717
## 155 -0.06727716
## 156 -0.06727716
## 157 -0.06727716
## 158 -0.06727716
## 159 -0.06727716
## 160 -0.06727717
## 161 -0.06727717
## 162 -0.06727717
## 163 -0.06727716
## 164 -0.06727716
## 165 -0.06727716
## 166 -0.06727716
## 167 -0.06727716
## 168 -0.06727716
## 169 -0.06727716
## 170 -0.06727716
## 171 -0.06727716
## 172 -0.06727716
## 173 -0.06727716
## 174 -0.06727716
## 175 -0.06727716
## 176 -0.06727716
## 177 -0.06727716
## 178 -0.06727716
## 179 -0.06727716
## 180 -0.06727713
## 181 -0.06727713
## 182 -0.06727716
## 183 -0.06727716
## 184 -0.06727716
## 185 -0.06727716
## 186 -0.06727716
## 187 -0.06727716
## 188 -0.06727716
## 189 -0.06727715
## 190 -0.06727716
## 191 -0.06727716
## 192 -0.06727716
## 193 -0.06727716
## 194 -0.06727716
## 195 -0.06727716
## 196 -0.06727716
## 197 -0.06727716
## 198 -0.06727716
## 199 -0.06727716
## 200 -0.06727716
## 201 -0.06727716
## 202 -0.06727716
## 203 -0.06727716
## 204 -0.06727716
## 205 -0.06727716
## 206 -0.06727716
## 207 -0.06727716
## 208 -0.06727716
## 209 -0.06727717
## 210 -0.06727716
## 211 -0.06727716
## 212 -0.06727716
## 213 -0.06727716
## 214 -0.06727716
## 215 -0.06727716
## 216 -0.06727716
## 217 -0.06727716
## 218 -0.06727716
## 219 -0.06727716
## 220 -0.06727716
## 221 -0.06727716
## 222 -0.06727716
## 223 -0.06727716
## 224 -0.06727716
## 225 -0.06727716
## 226 -0.06727716
## 227 -0.06727716
## 228 -0.06727716
## 229 -0.06727716
## 230 -0.06727716
## 231 -0.06727716
## 232 -0.06727716
## 233 -0.06727716
## 234 -0.06727716
## 235 -0.06727716
## 236 -0.06727716
## 237 -0.06727714
## 238 -0.06727716
## 239 -0.06727714
## 240 -0.06727714
## 241 -0.06727716
## 242 -0.06727716
## 243 -0.06727716
## 244 -0.06727716
## 245 -0.06727716
## 246 -0.06727716
## 247 -0.06727715
## 248 -0.06727715
## 249 -0.06727173
## 250 -0.06727173
## 251 -0.06727717
## 252 -0.06727713
## 253 -0.06727714Data Interpreted: Cars between 3-5 lacs were fetched with fuel type petrol.
GROUPING AND SUMMARIZATION OF THE DATASET.
1A. DIFFERENT LEVELS OF INSURANCE_VALIDITY.
as.factor(Used.Car.Dataset$insurance_validity)## [1] Third Party insurance Third Party insurance Third Party insurance
## [4] <NA> <NA> Third Party insurance
## [7] Third Party insurance Comprehensive Comprehensive
## [10] Third Party insurance Comprehensive Comprehensive
## [13] Comprehensive Comprehensive Comprehensive
## [16] Comprehensive Comprehensive Comprehensive
## [19] Comprehensive Comprehensive Comprehensive
## [22] Comprehensive Third Party insurance Third Party insurance
## [25] Comprehensive Third Party insurance Comprehensive
## [28] Third Party Comprehensive Third Party insurance
## [31] Comprehensive Comprehensive Comprehensive
## [34] Comprehensive Comprehensive Comprehensive
## [37] Third Party insurance Comprehensive Comprehensive
## [40] Comprehensive Third Party insurance Comprehensive
## [43] Comprehensive Comprehensive Comprehensive
## [46] Comprehensive Comprehensive Comprehensive
## [49] Third Party insurance Third Party Comprehensive
## [52] Comprehensive Comprehensive Comprehensive
## [55] Comprehensive Comprehensive Comprehensive
## [58] Comprehensive Comprehensive Comprehensive
## [61] Third Party insurance Third Party insurance Third Party insurance
## [64] Third Party insurance Comprehensive Comprehensive
## [67] Comprehensive Comprehensive Comprehensive
## [70] Comprehensive Comprehensive Comprehensive
## [73] Comprehensive Third Party insurance Comprehensive
## [76] Comprehensive Third Party insurance Third Party insurance
## [79] Third Party insurance Third Party insurance Third Party insurance
## [82] Third Party insurance Third Party insurance Third Party insurance
## [85] Comprehensive Third Party insurance Third Party insurance
## [88] Third Party insurance Comprehensive Comprehensive
## [91] Comprehensive Comprehensive Third Party insurance
## [94] Comprehensive Third Party insurance Third Party insurance
## [97] Third Party insurance Comprehensive Third Party
## [100] Third Party insurance Third Party Comprehensive
## [103] Comprehensive Comprehensive Comprehensive
## [106] Comprehensive Third Party insurance Comprehensive
## [109] Comprehensive Comprehensive Comprehensive
## [112] Comprehensive Comprehensive Comprehensive
## [115] Comprehensive Comprehensive Comprehensive
## [118] Comprehensive Third Party Third Party insurance
## [121] Comprehensive Third Party insurance Comprehensive
## [124] Comprehensive Comprehensive Comprehensive
## [127] Comprehensive Comprehensive Comprehensive
## [130] Comprehensive Third Party insurance Comprehensive
## [133] Comprehensive Third Party insurance Comprehensive
## [136] Comprehensive Comprehensive Comprehensive
## [139] Third Party Comprehensive Comprehensive
## [142] Third Party insurance Third Party Comprehensive
## [145] Third Party insurance Comprehensive Comprehensive
## [148] Comprehensive Comprehensive Comprehensive
## [151] Comprehensive Comprehensive Comprehensive
## [154] Comprehensive Comprehensive Comprehensive
## [157] Comprehensive Comprehensive Third Party insurance
## [160] Third Party insurance Comprehensive Comprehensive
## [163] Comprehensive Comprehensive Comprehensive
## [166] Third Party insurance Third Party insurance Comprehensive
## [169] Comprehensive Comprehensive Comprehensive
## [172] Comprehensive Comprehensive Comprehensive
## [175] Third Party insurance Third Party insurance Third Party insurance
## [178] Third Party insurance Comprehensive Comprehensive
## [181] Third Party Third Party insurance Comprehensive
## [184] Comprehensive Third Party Third Party insurance
## [187] Comprehensive Comprehensive Comprehensive
## [190] Comprehensive Comprehensive Comprehensive
## [193] Comprehensive Comprehensive Comprehensive
## [196] Comprehensive Comprehensive Third Party insurance
## [199] Comprehensive Third Party insurance Comprehensive
## [202] Comprehensive Comprehensive Comprehensive
## [205] Comprehensive Third Party insurance Comprehensive
## [208] Third Party insurance Comprehensive Third Party insurance
## [211] Comprehensive Comprehensive Comprehensive
## [214] Comprehensive Comprehensive Comprehensive
## [217] Third Party insurance Third Party insurance Comprehensive
## [220] Third Party insurance Third Party insurance Comprehensive
## [223] Comprehensive Comprehensive Third Party insurance
## [226] Comprehensive Comprehensive Third Party
## [229] Comprehensive Comprehensive Third Party insurance
## [232] Third Party insurance Third Party insurance Comprehensive
## [235] Third Party Third Party Comprehensive
## [238] Comprehensive Comprehensive Comprehensive
## [241] Comprehensive Comprehensive Comprehensive
## [244] Comprehensive Comprehensive Comprehensive
## [247] Comprehensive Comprehensive Comprehensive
## [250] Comprehensive Comprehensive Comprehensive
## [253] Comprehensive Comprehensive Comprehensive
## [256] Comprehensive Comprehensive Comprehensive
## [259] Comprehensive Comprehensive Comprehensive
## [262] Comprehensive Third Party insurance Comprehensive
## [265] Comprehensive Third Party insurance Comprehensive
## [268] Comprehensive Comprehensive Comprehensive
## [271] Third Party insurance Comprehensive Third Party insurance
## [274] Comprehensive Comprehensive Comprehensive
## [277] Third Party insurance Comprehensive Comprehensive
## [280] Comprehensive Comprehensive Third Party insurance
## [283] Third Party insurance Comprehensive Comprehensive
## [286] Comprehensive Comprehensive Comprehensive
## [289] Comprehensive Comprehensive Comprehensive
## [292] Comprehensive Comprehensive Comprehensive
## [295] Comprehensive Comprehensive Comprehensive
## [298] Comprehensive Comprehensive Comprehensive
## [301] Comprehensive Comprehensive Comprehensive
## [304] Third Party insurance Comprehensive Comprehensive
## [307] Comprehensive Comprehensive Comprehensive
## [310] Comprehensive Comprehensive Third Party insurance
## [313] Comprehensive Comprehensive Comprehensive
## [316] Comprehensive Comprehensive Comprehensive
## [319] Comprehensive Comprehensive Comprehensive
## [322] Comprehensive Comprehensive Comprehensive
## [325] Comprehensive Comprehensive Third Party insurance
## [328] Third Party insurance Comprehensive Comprehensive
## [331] Comprehensive Comprehensive Comprehensive
## [334] Comprehensive Comprehensive Comprehensive
## [337] Comprehensive Comprehensive Comprehensive
## [340] Comprehensive Third Party insurance Comprehensive
## [343] Comprehensive Third Party insurance Comprehensive
## [346] Comprehensive Comprehensive Third Party
## [349] Comprehensive Third Party Third Party
## [352] Zero Dep Third Party insurance Zero Dep
## [355] Zero Dep Comprehensive Third Party
## [358] Comprehensive Comprehensive Comprehensive
## [361] Comprehensive Comprehensive Third Party
## [364] Third Party insurance Comprehensive Third Party
## [367] Comprehensive Comprehensive Comprehensive
## [370] Third Party insurance Third Party Third Party
## [373] Comprehensive Third Party insurance Comprehensive
## [376] Comprehensive Comprehensive Comprehensive
## [379] Comprehensive Comprehensive Comprehensive
## [382] Comprehensive Comprehensive Comprehensive
## [385] Comprehensive Comprehensive Comprehensive
## [388] Comprehensive Third Party Comprehensive
## [391] Comprehensive Third Party insurance Comprehensive
## [394] Third Party insurance Third Party insurance Comprehensive
## [397] Third Party insurance Comprehensive Comprehensive
## [400] Comprehensive Third Party insurance Comprehensive
## [403] Comprehensive Comprehensive Third Party insurance
## [406] Comprehensive Comprehensive Comprehensive
## [409] Third Party insurance Comprehensive Comprehensive
## [412] Comprehensive Comprehensive Comprehensive
## [415] Comprehensive Comprehensive Comprehensive
## [418] Comprehensive Third Party insurance Third Party insurance
## [421] Comprehensive Comprehensive Third Party insurance
## [424] Third Party insurance Comprehensive Comprehensive
## [427] Third Party insurance Third Party insurance Comprehensive
## [430] Comprehensive Comprehensive Comprehensive
## [433] Comprehensive Comprehensive Comprehensive
## [436] Comprehensive Comprehensive Comprehensive
## [439] Comprehensive Comprehensive Comprehensive
## [442] Third Party insurance Comprehensive Comprehensive
## [445] Comprehensive Comprehensive Comprehensive
## [448] Comprehensive Comprehensive Comprehensive
## [451] Third Party insurance Comprehensive Third Party insurance
## [454] Third Party Third Party Comprehensive
## [457] Comprehensive Third Party insurance Third Party insurance
## [460] Comprehensive Comprehensive Comprehensive
## [463] Comprehensive Third Party insurance Third Party insurance
## [466] Comprehensive Comprehensive Third Party
## [469] Third Party insurance Third Party insurance Third Party insurance
## [472] Third Party insurance Comprehensive Comprehensive
## [475] Zero Dep Third Party Third Party
## [478] Third Party insurance Comprehensive Third Party
## [481] Third Party Comprehensive Third Party insurance
## [484] Third Party Third Party insurance Comprehensive
## [487] Third Party Comprehensive Comprehensive
## [490] Third Party insurance Comprehensive Comprehensive
## [493] Comprehensive Third Party Third Party insurance
## [496] Third Party Third Party Comprehensive
## [499] Third Party insurance Comprehensive Third Party insurance
## [502] Comprehensive Comprehensive Comprehensive
## [505] Comprehensive Comprehensive Comprehensive
## [508] Comprehensive Comprehensive Comprehensive
## [511] Comprehensive Comprehensive Comprehensive
## [514] Comprehensive Comprehensive Comprehensive
## [517] Comprehensive Comprehensive Comprehensive
## [520] Comprehensive Comprehensive Comprehensive
## [523] Comprehensive Third Party insurance Zero Dep
## [526] Comprehensive Comprehensive Comprehensive
## [529] Third Party insurance Third Party insurance Comprehensive
## [532] Third Party insurance Comprehensive Third Party insurance
## [535] Comprehensive Third Party insurance Comprehensive
## [538] Comprehensive Comprehensive Third Party insurance
## [541] Third Party insurance Third Party insurance Third Party insurance
## [544] Third Party insurance Third Party insurance Third Party insurance
## [547] Comprehensive Comprehensive Comprehensive
## [550] Third Party insurance Comprehensive Comprehensive
## [553] Comprehensive Comprehensive Comprehensive
## [556] Comprehensive Comprehensive Comprehensive
## [559] Comprehensive Comprehensive Comprehensive
## [562] Comprehensive Comprehensive Comprehensive
## [565] Third Party insurance Comprehensive Comprehensive
## [568] Third Party insurance Comprehensive Third Party insurance
## [571] Third Party insurance Comprehensive Comprehensive
## [574] Comprehensive Third Party insurance Comprehensive
## [577] Comprehensive Comprehensive Comprehensive
## [580] Third Party insurance Comprehensive Comprehensive
## [583] Comprehensive Comprehensive Comprehensive
## [586] Comprehensive Comprehensive Comprehensive
## [589] Comprehensive Comprehensive Comprehensive
## [592] Comprehensive Comprehensive Comprehensive
## [595] Comprehensive Comprehensive Comprehensive
## [598] Comprehensive Comprehensive Comprehensive
## [601] Comprehensive Comprehensive Third Party insurance
## [604] Third Party insurance Comprehensive Comprehensive
## [607] Comprehensive Comprehensive Comprehensive
## [610] Third Party insurance Comprehensive Comprehensive
## [613] Comprehensive Third Party insurance Comprehensive
## [616] Comprehensive Third Party insurance Comprehensive
## [619] Comprehensive Third Party insurance Comprehensive
## [622] Comprehensive Comprehensive Comprehensive
## [625] Third Party insurance Comprehensive Comprehensive
## [628] Comprehensive Comprehensive Third Party insurance
## [631] Comprehensive Comprehensive Comprehensive
## [634] Third Party insurance Comprehensive Comprehensive
## [637] Third Party insurance Comprehensive Comprehensive
## [640] Comprehensive Zero Dep Comprehensive
## [643] Comprehensive Comprehensive Comprehensive
## [646] Zero Dep Zero Dep Comprehensive
## [649] Comprehensive Comprehensive Comprehensive
## [652] Zero Dep Comprehensive Comprehensive
## [655] Comprehensive Comprehensive Comprehensive
## [658] Comprehensive Comprehensive Comprehensive
## [661] Third Party Comprehensive Zero Dep
## [664] Third Party insurance Third Party insurance Comprehensive
## [667] Third Party insurance Third Party Comprehensive
## [670] Zero Dep Third Party insurance Third Party
## [673] Third Party insurance Zero Dep Comprehensive
## [676] Third Party Comprehensive Third Party insurance
## [679] Third Party Comprehensive Third Party
## [682] Comprehensive Comprehensive Third Party insurance
## [685] Zero Dep Comprehensive Third Party
## [688] Third Party Comprehensive Third Party insurance
## [691] Comprehensive Comprehensive Comprehensive
## [694] Comprehensive Comprehensive Comprehensive
## [697] Comprehensive Comprehensive Comprehensive
## [700] Comprehensive Comprehensive Comprehensive
## [703] Comprehensive Comprehensive Comprehensive
## [706] Comprehensive Comprehensive Comprehensive
## [709] Third Party insurance Third Party insurance Comprehensive
## [712] Comprehensive Comprehensive Comprehensive
## [715] Third Party insurance Third Party insurance Comprehensive
## [718] Comprehensive Comprehensive Comprehensive
## [721] Comprehensive Comprehensive Comprehensive
## [724] Third Party insurance Third Party insurance Comprehensive
## [727] Comprehensive Third Party insurance Third Party insurance
## [730] Comprehensive Comprehensive Comprehensive
## [733] Third Party Comprehensive Comprehensive
## [736] Comprehensive Third Party Comprehensive
## [739] Comprehensive Third Party insurance Comprehensive
## [742] Comprehensive Comprehensive Comprehensive
## [745] Third Party insurance Comprehensive Comprehensive
## [748] Third Party insurance Third Party insurance Comprehensive
## [751] Third Party insurance Third Party insurance Comprehensive
## [754] Third Party insurance Zero Dep Third Party insurance
## [757] Third Party insurance Third Party insurance Third Party insurance
## [760] Comprehensive Comprehensive Comprehensive
## [763] Third Party insurance Comprehensive Comprehensive
## [766] Comprehensive Third Party insurance Comprehensive
## [769] Comprehensive Comprehensive Comprehensive
## [772] Comprehensive Comprehensive Third Party insurance
## [775] Comprehensive Comprehensive Third Party insurance
## [778] Comprehensive Third Party insurance Comprehensive
## [781] Comprehensive Third Party insurance Comprehensive
## [784] Third Party insurance Comprehensive Comprehensive
## [787] Comprehensive Comprehensive Comprehensive
## [790] Third Party insurance Comprehensive Comprehensive
## [793] Comprehensive Comprehensive Comprehensive
## [796] Comprehensive Comprehensive Comprehensive
## [799] Comprehensive Comprehensive Comprehensive
## [802] Comprehensive Comprehensive Comprehensive
## [805] Comprehensive Comprehensive Comprehensive
## [808] Comprehensive Comprehensive Comprehensive
## [811] Comprehensive Comprehensive Comprehensive
## [814] Third Party insurance Comprehensive Comprehensive
## [817] Comprehensive Third Party insurance Comprehensive
## [820] Third Party insurance Comprehensive Third Party insurance
## [823] Comprehensive Third Party insurance Comprehensive
## [826] Third Party insurance Zero Dep Comprehensive
## [829] Comprehensive Third Party insurance Comprehensive
## [832] Third Party insurance Zero Dep Comprehensive
## [835] Comprehensive Third Party insurance Third Party
## [838] Third Party insurance Third Party Comprehensive
## [841] Comprehensive Comprehensive Comprehensive
## [844] Comprehensive Comprehensive Comprehensive
## [847] Comprehensive Third Party insurance Comprehensive
## [850] Comprehensive Comprehensive Comprehensive
## [853] Third Party insurance Comprehensive Comprehensive
## [856] Comprehensive Comprehensive Comprehensive
## [859] Comprehensive Comprehensive Comprehensive
## [862] Comprehensive Comprehensive Comprehensive
## [865] Comprehensive Comprehensive Zero Dep
## [868] Comprehensive Comprehensive Comprehensive
## [871] Zero Dep Comprehensive Comprehensive
## [874] Comprehensive Comprehensive Third Party insurance
## [877] Comprehensive Comprehensive Comprehensive
## [880] Comprehensive Comprehensive Comprehensive
## [883] Comprehensive Third Party insurance Comprehensive
## [886] Comprehensive Third Party insurance Comprehensive
## [889] Comprehensive Comprehensive Comprehensive
## [892] Comprehensive Comprehensive Comprehensive
## [895] Third Party Comprehensive Comprehensive
## [898] Third Party insurance Comprehensive Third Party insurance
## [901] Comprehensive Third Party insurance Comprehensive
## [904] Comprehensive Third Party insurance Comprehensive
## [907] Comprehensive Third Party Third Party insurance
## [910] Comprehensive Comprehensive Comprehensive
## [913] Third Party insurance Comprehensive Comprehensive
## [916] Third Party insurance Comprehensive Comprehensive
## [919] Comprehensive Comprehensive Comprehensive
## [922] Comprehensive Comprehensive Comprehensive
## [925] Comprehensive Comprehensive Comprehensive
## [928] Comprehensive Comprehensive Comprehensive
## [931] Comprehensive Comprehensive Third Party insurance
## [934] Comprehensive Third Party insurance Comprehensive
## [937] Comprehensive Comprehensive Comprehensive
## [940] Third Party insurance Comprehensive Comprehensive
## [943] Comprehensive Comprehensive Comprehensive
## [946] Comprehensive Comprehensive Comprehensive
## [949] Comprehensive Comprehensive Comprehensive
## [952] Comprehensive Comprehensive Comprehensive
## [955] Comprehensive Comprehensive Comprehensive
## [958] Comprehensive Comprehensive Comprehensive
## [961] Comprehensive Comprehensive Third Party insurance
## [964] Third Party insurance Comprehensive Comprehensive
## [967] Comprehensive Third Party insurance Comprehensive
## [970] Third Party insurance Comprehensive Zero Dep
## [973] Third Party insurance Zero Dep Zero Dep
## [976] Zero Dep Zero Dep Comprehensive
## [979] Third Party insurance Comprehensive Comprehensive
## [982] Third Party insurance Comprehensive Comprehensive
## [985] Zero Dep Third Party insurance Comprehensive
## [988] Comprehensive Third Party insurance Comprehensive
## [991] Comprehensive Third Party insurance Comprehensive
## [994] Comprehensive Third Party insurance Comprehensive
## [997] Zero Dep Third Party insurance Comprehensive
## [1000] Zero Dep Comprehensive Zero Dep
## [1003] Comprehensive Comprehensive Comprehensive
## [1006] Comprehensive Comprehensive Comprehensive
## [1009] Comprehensive Comprehensive Comprehensive
## [1012] Comprehensive Comprehensive Comprehensive
## [1015] Comprehensive Comprehensive Comprehensive
## [1018] Comprehensive Comprehensive Comprehensive
## [1021] Comprehensive Comprehensive Comprehensive
## [1024] Comprehensive Comprehensive Comprehensive
## [1027] Comprehensive Comprehensive Comprehensive
## [1030] Comprehensive Comprehensive Comprehensive
## [1033] Comprehensive Comprehensive Third Party insurance
## [1036] Comprehensive Comprehensive Third Party insurance
## [1039] Comprehensive Third Party insurance Comprehensive
## [1042] Comprehensive Comprehensive Third Party insurance
## [1045] Comprehensive Comprehensive Comprehensive
## [1048] Comprehensive Comprehensive Comprehensive
## [1051] Comprehensive Comprehensive Comprehensive
## [1054] Comprehensive Comprehensive Comprehensive
## [1057] Comprehensive Comprehensive Comprehensive
## [1060] Comprehensive Third Party insurance Comprehensive
## [1063] Zero Dep Third Party insurance Comprehensive
## [1066] Zero Dep Comprehensive Third Party insurance
## [1069] Comprehensive Comprehensive Third Party insurance
## [1072] Comprehensive Comprehensive Comprehensive
## [1075] Comprehensive Comprehensive Comprehensive
## [1078] Comprehensive Comprehensive Comprehensive
## [1081] Third Party insurance Comprehensive Comprehensive
## [1084] Third Party insurance Comprehensive Third Party insurance
## [1087] Comprehensive Comprehensive Zero Dep
## [1090] Zero Dep Third Party insurance Comprehensive
## [1093] Comprehensive Third Party insurance Comprehensive
## [1096] Third Party Zero Dep Zero Dep
## [1099] Third Party Comprehensive Zero Dep
## [1102] Comprehensive Comprehensive Comprehensive
## [1105] Comprehensive Zero Dep Comprehensive
## [1108] Third Party insurance Comprehensive Comprehensive
## [1111] Third Party insurance Third Party insurance Third Party insurance
## [1114] Comprehensive Comprehensive Comprehensive
## [1117] Comprehensive Comprehensive Third Party insurance
## [1120] Comprehensive Comprehensive Comprehensive
## [1123] Comprehensive Comprehensive Comprehensive
## [1126] Comprehensive Comprehensive Third Party
## [1129] Comprehensive Third Party insurance Comprehensive
## [1132] Comprehensive Comprehensive Comprehensive
## [1135] Comprehensive Comprehensive Comprehensive
## [1138] Comprehensive Comprehensive Comprehensive
## [1141] Comprehensive Comprehensive Comprehensive
## [1144] Comprehensive Third Party insurance Comprehensive
## [1147] Comprehensive Third Party insurance Comprehensive
## [1150] Comprehensive Zero Dep Comprehensive
## [1153] Comprehensive Comprehensive Comprehensive
## [1156] Comprehensive Comprehensive Comprehensive
## [1159] Zero Dep Third Party insurance Zero Dep
## [1162] Comprehensive Comprehensive Third Party insurance
## [1165] Zero Dep Comprehensive Comprehensive
## [1168] Third Party insurance Comprehensive Comprehensive
## [1171] Comprehensive Comprehensive Comprehensive
## [1174] Third Party insurance Comprehensive Third Party
## [1177] Comprehensive Third Party Comprehensive
## [1180] Comprehensive Comprehensive Comprehensive
## [1183] Comprehensive Comprehensive Comprehensive
## [1186] Comprehensive Comprehensive Comprehensive
## [1189] Third Party insurance Zero Dep Comprehensive
## [1192] Comprehensive Comprehensive Comprehensive
## [1195] Comprehensive Comprehensive Comprehensive
## [1198] Comprehensive Comprehensive Comprehensive
## [1201] Comprehensive Comprehensive Comprehensive
## [1204] Comprehensive Comprehensive Comprehensive
## [1207] Comprehensive Third Party Comprehensive
## [1210] Comprehensive Third Party Comprehensive
## [1213] Comprehensive Comprehensive Comprehensive
## [1216] Comprehensive Third Party insurance Third Party insurance
## [1219] Comprehensive Third Party Comprehensive
## [1222] Zero Dep Comprehensive Third Party insurance
## [1225] Comprehensive Zero Dep Comprehensive
## [1228] Third Party insurance Third Party insurance Comprehensive
## [1231] Comprehensive Comprehensive Comprehensive
## [1234] Comprehensive Comprehensive Comprehensive
## [1237] Comprehensive Comprehensive Comprehensive
## [1240] Comprehensive Comprehensive Third Party insurance
## [1243] Third Party insurance Comprehensive Comprehensive
## [1246] Comprehensive Comprehensive Comprehensive
## [1249] Comprehensive Third Party insurance Comprehensive
## [1252] Comprehensive Comprehensive Third Party insurance
## [1255] Comprehensive Third Party insurance Comprehensive
## [1258] Zero Dep Comprehensive Comprehensive
## [1261] Comprehensive Comprehensive Comprehensive
## [1264] Comprehensive Comprehensive Comprehensive
## [1267] Comprehensive Comprehensive Comprehensive
## [1270] Comprehensive Comprehensive Comprehensive
## [1273] Comprehensive Comprehensive Comprehensive
## [1276] Comprehensive Comprehensive Comprehensive
## [1279] Comprehensive Comprehensive Comprehensive
## [1282] Comprehensive Third Party insurance Third Party insurance
## [1285] Comprehensive Comprehensive Comprehensive
## [1288] Third Party insurance Comprehensive Third Party insurance
## [1291] Comprehensive Third Party insurance Comprehensive
## [1294] Comprehensive Comprehensive Comprehensive
## [1297] Zero Dep Third Party insurance Comprehensive
## [1300] Comprehensive Comprehensive Comprehensive
## [1303] Comprehensive Comprehensive Comprehensive
## [1306] Comprehensive Comprehensive Comprehensive
## [1309] Comprehensive Comprehensive Comprehensive
## [1312] Comprehensive Comprehensive Comprehensive
## [1315] Comprehensive Third Party insurance Third Party insurance
## [1318] Comprehensive Comprehensive Comprehensive
## [1321] Comprehensive Comprehensive Comprehensive
## [1324] Comprehensive Comprehensive Comprehensive
## [1327] Comprehensive Third Party insurance Third Party insurance
## [1330] Comprehensive Comprehensive Comprehensive
## [1333] Comprehensive Comprehensive Zero Dep
## [1336] Third Party Zero Dep Zero Dep
## [1339] Zero Dep Third Party insurance Comprehensive
## [1342] Zero Dep Comprehensive Comprehensive
## [1345] Third Party insurance Third Party Third Party
## [1348] Zero Dep Comprehensive Comprehensive
## [1351] Zero Dep Comprehensive Third Party insurance
## [1354] Third Party insurance Comprehensive Comprehensive
## [1357] Comprehensive Third Party insurance Third Party insurance
## [1360] Comprehensive Comprehensive Comprehensive
## [1363] Comprehensive Comprehensive Comprehensive
## [1366] Comprehensive Comprehensive Comprehensive
## [1369] Zero Dep Comprehensive Zero Dep
## [1372] Comprehensive Comprehensive Third Party insurance
## [1375] Comprehensive Zero Dep Comprehensive
## [1378] Comprehensive Third Party insurance Comprehensive
## [1381] Comprehensive Comprehensive Comprehensive
## [1384] Third Party insurance Third Party insurance Comprehensive
## [1387] Comprehensive Comprehensive Zero Dep
## [1390] Comprehensive Comprehensive Comprehensive
## [1393] Zero Dep Comprehensive Zero Dep
## [1396] Comprehensive Comprehensive Comprehensive
## [1399] Comprehensive Comprehensive Comprehensive
## [1402] Comprehensive Comprehensive Third Party
## [1405] Comprehensive Zero Dep Comprehensive
## [1408] Comprehensive Comprehensive Comprehensive
## [1411] Third Party insurance Comprehensive Comprehensive
## [1414] Comprehensive Comprehensive Comprehensive
## [1417] Third Party insurance Comprehensive Zero Dep
## [1420] Third Party insurance Zero Dep Third Party insurance
## [1423] Comprehensive Comprehensive Comprehensive
## [1426] Comprehensive Comprehensive Comprehensive
## [1429] Comprehensive Comprehensive Comprehensive
## [1432] Comprehensive Comprehensive Third Party insurance
## [1435] Comprehensive Third Party insurance Comprehensive
## [1438] Comprehensive Comprehensive Comprehensive
## [1441] Comprehensive Comprehensive Comprehensive
## [1444] Third Party insurance Comprehensive Third Party
## [1447] Third Party Zero Dep Zero Dep
## [1450] Comprehensive Comprehensive Comprehensive
## [1453] Third Party Zero Dep Third Party insurance
## [1456] Comprehensive Comprehensive Comprehensive
## [1459] Comprehensive Comprehensive Comprehensive
## [1462] Third Party Comprehensive Third Party insurance
## [1465] Comprehensive Comprehensive Third Party insurance
## [1468] Third Party insurance Comprehensive Zero Dep
## [1471] Comprehensive Zero Dep Comprehensive
## [1474] Comprehensive Comprehensive Comprehensive
## [1477] Third Party insurance Third Party insurance Comprehensive
## [1480] Third Party insurance Third Party insurance Third Party insurance
## [1483] Third Party insurance Comprehensive Comprehensive
## [1486] Comprehensive Comprehensive Comprehensive
## [1489] Comprehensive Comprehensive Comprehensive
## [1492] Comprehensive Third Party insurance Comprehensive
## [1495] Third Party insurance Comprehensive Comprehensive
## [1498] Comprehensive Comprehensive Comprehensive
## [1501] Comprehensive Comprehensive Comprehensive
## [1504] Third Party insurance Third Party insurance Third Party insurance
## [1507] Third Party insurance Third Party insurance Third Party insurance
## [1510] Third Party insurance Third Party insurance Third Party insurance
## [1513] Third Party insurance Third Party insurance Third Party insurance
## [1516] Third Party insurance Third Party insurance Third Party insurance
## [1519] Third Party insurance Third Party insurance Third Party insurance
## [1522] Third Party insurance Third Party insurance Third Party insurance
## [1525] Third Party insurance Third Party insurance Third Party insurance
## [1528] Third Party insurance Third Party insurance Third Party insurance
## [1531] Third Party insurance Third Party insurance Third Party insurance
## [1534] Third Party insurance Third Party insurance Third Party insurance
## [1537] Third Party insurance Third Party insurance Third Party insurance
## [1540] Third Party insurance Third Party insurance <NA>
## [1543] <NA> Third Party insurance Third Party insurance
## [1546] Third Party insurance Third Party insurance Third Party insurance
## [1549] Third Party insurance Third Party insurance Third Party insurance
## [1552] Third Party insurance Third Party insurance
## Levels: Comprehensive Third Party Third Party insurance Zero DepB. DIFFERENT LEVELS OF FUEL_TYPE.
as.factor(Used.Car.Dataset$fuel_type)## [1] Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [11] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [21] Petrol Petrol Diesel Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [31] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [41] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Diesel Petrol
## [51] Petrol Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [61] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [71] Petrol Petrol Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [81] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [91] Diesel Diesel Petrol Petrol Diesel Diesel Diesel Petrol Petrol Diesel
## [101] Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [111] CNG Petrol CNG Petrol Petrol Petrol Petrol Petrol Petrol CNG
## [121] Petrol CNG Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [131] Petrol Petrol Petrol Diesel Diesel Petrol Diesel Petrol Petrol Diesel
## [141] Petrol Petrol Petrol Diesel Diesel Petrol Diesel Petrol Diesel Diesel
## [151] Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol Diesel Diesel
## [161] Petrol Petrol Petrol Petrol Petrol Diesel Diesel Petrol Petrol Petrol
## [171] Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel Petrol Petrol
## [181] Petrol Diesel Petrol Petrol Petrol Diesel Diesel Diesel Diesel Diesel
## [191] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel
## [201] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [211] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Diesel Diesel Petrol
## [221] Petrol Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol
## [231] Diesel Diesel Diesel Petrol Diesel Petrol Petrol Petrol Diesel Petrol
## [241] Petrol Petrol Petrol Petrol Diesel Diesel Petrol Petrol Petrol Diesel
## [251] Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol CNG Petrol
## [261] Petrol Diesel Petrol Diesel Diesel Petrol Diesel Diesel Petrol Petrol
## [271] Diesel Diesel Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol
## [281] Petrol Petrol Petrol Petrol CNG Petrol CNG Diesel Petrol Diesel
## [291] Petrol Petrol Diesel Petrol Diesel Diesel Petrol Petrol Petrol Petrol
## [301] Petrol Petrol Petrol Diesel Petrol Petrol Diesel Petrol Diesel Petrol
## [311] Petrol Diesel Petrol Diesel Petrol Petrol Petrol Petrol Diesel Diesel
## [321] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [331] Petrol Petrol Petrol Petrol Diesel Petrol Petrol Diesel Petrol Petrol
## [341] Petrol Petrol Petrol Petrol Petrol Petrol Petrol CNG Petrol Petrol
## [351] Petrol Petrol Petrol Diesel Petrol Diesel Petrol Petrol Petrol Petrol
## [361] Diesel Petrol Petrol Petrol Diesel Diesel Diesel Diesel Diesel Petrol
## [371] Petrol Petrol Diesel Diesel Diesel Petrol Diesel Petrol Petrol Petrol
## [381] Petrol Diesel Petrol Diesel Petrol Diesel Diesel Petrol Petrol Diesel
## [391] Diesel Petrol Diesel Diesel Diesel Petrol Diesel Petrol Petrol Petrol
## [401] Petrol Diesel Petrol Petrol Diesel Diesel Petrol Petrol Diesel Petrol
## [411] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol
## [421] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Diesel Petrol Petrol
## [431] Diesel Diesel Petrol Petrol Diesel Diesel Petrol Diesel Petrol Diesel
## [441] Petrol Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [451] Diesel Petrol Diesel Diesel Diesel Petrol Petrol Petrol Petrol Petrol
## [461] Petrol Petrol Petrol Diesel Diesel Petrol Petrol Petrol Diesel Diesel
## [471] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [481] Petrol Petrol Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [491] Petrol Petrol Diesel Petrol Diesel Petrol Petrol Diesel Petrol Diesel
## [501] Petrol Petrol Diesel Petrol Diesel Diesel Petrol Diesel Petrol Diesel
## [511] Petrol Diesel Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel
## [521] Petrol Diesel Diesel Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [531] Petrol Petrol Diesel Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [541] Diesel Petrol Diesel Petrol Petrol Diesel Petrol Petrol Petrol Diesel
## [551] Petrol Petrol Petrol Petrol Diesel Petrol Petrol Diesel Diesel Petrol
## [561] Petrol Diesel Diesel Diesel Petrol Diesel Diesel Petrol Petrol Petrol
## [571] Petrol Petrol Diesel Diesel Petrol Petrol Petrol Diesel Diesel Petrol
## [581] Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol Petrol
## [591] Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [601] Petrol Petrol Diesel Diesel Petrol Diesel Petrol Diesel Diesel Petrol
## [611] Diesel Petrol Diesel Petrol Diesel Petrol Petrol Diesel Diesel Petrol
## [621] Diesel Diesel Diesel Petrol Petrol Petrol Petrol Diesel Petrol Petrol
## [631] Petrol Petrol Petrol Diesel Petrol Petrol Diesel Petrol Petrol Petrol
## [641] Petrol Diesel Petrol Petrol Diesel Diesel Petrol Diesel Petrol Petrol
## [651] Diesel Diesel Diesel Diesel Petrol Diesel Diesel Diesel Diesel Petrol
## [661] Diesel Petrol Petrol Petrol Petrol Diesel Petrol Diesel Petrol Diesel
## [671] Petrol Petrol Diesel Petrol Petrol Petrol Diesel Diesel Petrol Petrol
## [681] Diesel Petrol Diesel Petrol Petrol Petrol Petrol Petrol Diesel Petrol
## [691] Petrol Diesel Petrol Petrol Petrol Petrol Petrol Diesel Diesel Diesel
## [701] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel Diesel
## [711] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol
## [721] Diesel Petrol Diesel Diesel Diesel Petrol Diesel Diesel Diesel Diesel
## [731] CNG Petrol Diesel Diesel CNG Petrol Diesel Diesel Diesel Petrol
## [741] Diesel Petrol Diesel Diesel Petrol Diesel Petrol Diesel Petrol Petrol
## [751] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel Petrol
## [761] Diesel Petrol Diesel Diesel Petrol Petrol Diesel Diesel Petrol Diesel
## [771] Petrol Diesel Diesel Petrol Diesel Diesel Petrol Diesel Petrol Diesel
## [781] Diesel Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol Diesel
## [791] Petrol Diesel Diesel Diesel Petrol Diesel Petrol Petrol Petrol Diesel
## [801] Diesel Petrol Diesel Diesel Petrol Diesel Petrol Diesel Petrol Diesel
## [811] Diesel Petrol Diesel CNG Petrol Diesel Petrol Petrol Diesel Petrol
## [821] Petrol Petrol Petrol Diesel Petrol Diesel Diesel Diesel Petrol Diesel
## [831] Petrol Diesel Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol
## [841] Diesel Petrol Diesel Petrol Diesel Petrol Diesel Petrol Petrol Petrol
## [851] Diesel Petrol Petrol Petrol Petrol Diesel Petrol Petrol Diesel Diesel
## [861] Petrol Diesel Diesel Diesel Petrol Diesel Diesel Diesel Petrol Diesel
## [871] Diesel Diesel Diesel Diesel Petrol Diesel Petrol CNG Petrol Diesel
## [881] Petrol Diesel Diesel Diesel Diesel Petrol Petrol Diesel Petrol Petrol
## [891] Diesel Petrol Petrol Petrol Petrol Petrol Diesel Diesel Petrol Petrol
## [901] Petrol Petrol Diesel Diesel Petrol Petrol Petrol Petrol Diesel Petrol
## [911] Petrol Diesel Petrol Petrol Diesel Diesel Diesel Petrol Diesel Diesel
## [921] Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [931] Diesel Petrol Diesel Petrol Petrol Diesel Diesel Petrol Petrol Diesel
## [941] Diesel Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol
## [951] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel
## [961] Petrol Diesel Petrol Petrol Petrol Petrol Petrol Diesel Petrol Diesel
## [971] Diesel Diesel Petrol Diesel Diesel Diesel Diesel Petrol Diesel Diesel
## [981] Petrol Diesel Petrol Petrol Diesel Diesel Diesel Petrol Diesel Diesel
## [991] Petrol Diesel Diesel Petrol Diesel Petrol Diesel Petrol Petrol Petrol
## [1001] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1011] Petrol Petrol Diesel Petrol Petrol Diesel Diesel Petrol Petrol Petrol
## [1021] Petrol Diesel Diesel Petrol Diesel Diesel Diesel Petrol Diesel Diesel
## [1031] Petrol Petrol Diesel Diesel Petrol Diesel Petrol Diesel Petrol Diesel
## [1041] Petrol Diesel Petrol Diesel Petrol Diesel Diesel Petrol Diesel Petrol
## [1051] Petrol Diesel Diesel Petrol Diesel Petrol Diesel Diesel Petrol Diesel
## [1061] Petrol Diesel Petrol Petrol Diesel Petrol Petrol Diesel Diesel Petrol
## [1071] Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1081] Diesel Diesel Diesel Diesel Diesel Petrol Diesel Petrol Petrol Diesel
## [1091] Diesel Diesel Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol
## [1101] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [1111] Diesel Petrol Diesel CNG Diesel Petrol Petrol Petrol Diesel Petrol
## [1121] Petrol Petrol Diesel Petrol Petrol Petrol Petrol Petrol Diesel Diesel
## [1131] Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1141] Petrol Petrol Diesel Petrol Petrol Diesel Petrol Petrol Petrol Petrol
## [1151] Diesel Petrol Petrol Diesel Diesel Diesel Diesel Diesel Petrol Diesel
## [1161] Diesel Petrol Diesel Diesel Diesel Petrol Diesel Diesel Diesel Diesel
## [1171] Petrol Petrol Petrol Petrol Diesel Petrol Diesel Petrol Diesel Petrol
## [1181] Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol Diesel
## [1191] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel
## [1201] Petrol Diesel Diesel Petrol Diesel Petrol Diesel Diesel Petrol Diesel
## [1211] Diesel Petrol Petrol Diesel Diesel Petrol Petrol Diesel Diesel Petrol
## [1221] Petrol Petrol Petrol Diesel Diesel Petrol Petrol Petrol Petrol Diesel
## [1231] Petrol Petrol Diesel Petrol CNG Petrol Petrol Petrol CNG CNG
## [1241] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Diesel Diesel
## [1251] Petrol CNG Diesel Petrol Petrol Diesel Petrol Petrol Diesel Petrol
## [1261] Petrol Diesel Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1271] Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol Petrol
## [1281] Petrol Petrol Petrol Diesel Petrol Diesel Diesel Diesel Petrol Petrol
## [1291] Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol
## [1301] Petrol Petrol Petrol Petrol Diesel Diesel Diesel Diesel Petrol Diesel
## [1311] Petrol Diesel Diesel Diesel Diesel Petrol Petrol Petrol Petrol Petrol
## [1321] Petrol Diesel Diesel Diesel Diesel Diesel Diesel Diesel Diesel Diesel
## [1331] Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Petrol
## [1341] Petrol Petrol Petrol Petrol Diesel Petrol Petrol Diesel CNG Petrol
## [1351] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1361] Petrol Petrol Petrol Diesel Petrol Petrol Diesel Diesel Petrol Diesel
## [1371] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1381] CNG Petrol CNG Petrol Petrol Petrol Petrol Petrol Diesel Petrol
## [1391] Petrol Petrol Petrol Petrol Petrol Diesel Petrol Petrol Petrol Petrol
## [1401] Petrol Petrol Petrol Petrol Diesel Petrol Diesel Petrol Petrol Diesel
## [1411] Petrol Petrol Diesel Petrol Petrol Diesel Petrol Petrol Petrol Petrol
## [1421] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1431] Petrol CNG Petrol Petrol Diesel Petrol Diesel Petrol Petrol Diesel
## [1441] Diesel Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1451] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Diesel Diesel Petrol
## [1461] Petrol Petrol Petrol Petrol Petrol Petrol Petrol CNG Petrol Petrol
## [1471] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1481] Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol Petrol
## [1491] Petrol Petrol Diesel Petrol Diesel Petrol Petrol Petrol Petrol Petrol
## [1501] Diesel Petrol Diesel Diesel Diesel Diesel Diesel Petrol Diesel Petrol
## [1511] Diesel Diesel Diesel Diesel Petrol Diesel Diesel Diesel Diesel Diesel
## [1521] Diesel Diesel Diesel Diesel Diesel Petrol Diesel Petrol Diesel Petrol
## [1531] Diesel Diesel Diesel Diesel Diesel Diesel Diesel Diesel Diesel Diesel
## [1541] Diesel <NA> <NA> Petrol Petrol Diesel Petrol Petrol Diesel Petrol
## [1551] Diesel Diesel Petrol
## Levels: CNG Diesel PetrolC. DIFFERENT LEVELS OF SEATS.
as.factor(Used.Car.Dataset$seats)## [1] 5 5 5 5 5 5 5 5 5 5 5 5 5 4
## [15] 5 4 5 5 5 5 5 5 5 5 5 5 7 5
## [29] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [43] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [57] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [71] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [85] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [99] 5 5 5 7 5 5 5 5 5 5 5 5 5 5
## [113] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [127] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [141] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [155] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [169] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [183] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [197] 5 5 5 5 5 5 5 5 7 5 5 5 5 5
## [211] 5 5 5 5 5 5 7 7 7 5 5 5 5 5
## [225] 5 5 5 5 5 5 7 5 5 5 5 5 5 5
## [239] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [253] 5 5 5 5 5 5 7 5 5 5 5 5 7 5
## [267] 5 7 5 5 7 7 7 7 5 5 5 5 5 5
## [281] 5 5 5 5 5 5 5 5 5 7 5 5 7 5
## [295] 7 4 5 5 5 5 5 5 5 5 5 5 5 5
## [309] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [323] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [337] 5 5 5 5 5 5 5 5 5 5 5 4 5 5
## [351] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [365] 5 5 5 5 5 5 5 5 5 5 7 5 5 5
## [379] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [393] 5 5 7 5 7 5 5 5 5 5 5 5 7 5
## [407] 5 5 7 4 4 7 5 5 5 5 5 8 5 5
## [421] 5 5 5 5 5 5 5 5 5 5 5 7 5 5
## [435] 5 7 5 5 5 5 5 5 5 5 5 5 5 5
## [449] 5 5 7 5 7 7 7 5 5 5 5 5 5 5
## [463] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [477] 5 7 5 5 5 5 5 5 5 5 5 5 5 5
## [491] 5 5 5 5 7 5 5 5 5 7 7 5 5 5
## [505] 5 5 8 5 5 5 5 7 5 5 5 5 5 7
## [519] 5 7 5 5 5 5 5 5 5 5 5 5 5 5
## [533] 5 5 5 5 5 5 5 5 7 5 7 5 5 7
## [547] 5 5 5 7 5 5 5 5 5 7 5 5 5 7
## [561] 5 5 7 7 5 7 7 5 5 5 5 5 5 5
## [575] 5 5 5 5 5 5 5 5 5 5 5 7 5 5
## [589] 5 5 7 5 5 5 5 5 5 5 5 5 5 5
## [603] 5 5 5 5 5 5 7 5 5 5 7 5 5 5
## [617] 5 7 5 5 7 5 5 5 5 5 5 5 5 5
## [631] 5 5 5 7 5 5 7 5 4 4 5 7 5 5
## [645] 5 5 5 7 5 5 5 5 5 5 5 7 5 5
## [659] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [673] 5 5 5 5 7 7 5 5 5 5 5 5 5 5
## [687] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [701] 5 5 5 5 5 5 7 5 5 7 5 5 5 5
## [715] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [729] 5 7 5 5 7 7 5 5 7 7 5 5 5 5
## [743] 7 5 5 5 5 4 5 5 5 5 5 5 7 5
## [757] 7 5 7 7 5 5 5 5 5 7 5 5 5 5
## [771] 5 5 7 7 7 5 5 7 7 7 5 5 5 7
## [785] 5 5 5 5 5 5 4 5 5 5 5 5 5 5
## [799] 5 5 5 5 5 5 5 7 5 7 5 7 5 5
## [813] 5 5 5 5 5 5 5 5 5 5 5 5 5 7
## [827] 5 5 5 5 5 7 5 5 5 5 5 5 5 5
## [841] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [855] 5 5 5 5 5 5 5 5 5 5 5 5 7 5
## [869] 5 5 7 5 5 7 5 5 5 7 6 5 5 5
## [883] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [897] 5 7 5 5 5 5 5 5 5 5 5 5 5 7
## [911] 5 5 5 5 5 5 7 5 5 5 5 5 7 5
## [925] 5 5 5 5 5 5 5 5 7 5 5 5 7 5
## [939] 5 7 5 5 5 5 5 5 5 5 5 5 5 5
## [953] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [967] 5 5 5 5 5 5 5 6 5 6 5 5 7 5
## [981] 5 5 5 5 5 7 5 5 5 5 5 5 5 5
## [995] 5 7 5 5 5 5 5 5 7 5 5 5 5 5
## [1009] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1023] 5 5 5 5 5 5 5 5 5 5 5 7 5 5
## [1037] 5 5 5 7 5 5 5 7 5 5 5 5 5 5
## [1051] 5 5 5 5 4 5 5 5 5 4 6 7 5 6
## [1065] 7 5 5 5 7 5 5 7 5 4 5 5 4 5
## [1079] 5 5 7 5 5 5 5 5 7 6 5 5 5 5
## [1093] 5 5 7 5 5 5 5 5 5 5 5 5 5 5
## [1107] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1121] 5 5 7 5 5 5 5 5 5 5 7 7 5 7
## [1135] 5 7 5 5 5 5 5 5 5 5 5 5 5 5
## [1149] 5 5 5 5 5 5 5 7 5 7 5 7 5 5
## [1163] 5 5 5 5 5 5 7 7 5 5 5 5 5 5
## [1177] 7 5 7 5 7 5 5 7 5 5 5 5 5 5
## [1191] 5 6 6 5 5 5 5 5 5 5 5 5 5 5
## [1205] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1219] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1233] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1247] 5 5 7 5 5 5 5 5 5 5 5 5 5 5
## [1261] 5 6 6 5 5 5 5 5 5 5 5 5 5 5
## [1275] 5 7 5 5 5 7 5 7 5 6 5 6 6 7
## [1289] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1303] 5 5 5 5 5 7 5 7 5 5 5 5 5 4
## [1317] 4 5 5 5 5 7 7 7 7 5 5 7 7 5
## [1331] 5 5 5 5 5 5 5 5 5 5 5 5 5 5
## [1345] 5 5 5 7 4 5 5 5 5 5 5 5 5 5
## [1359] 5 5 4 5 5 5 5 5 5 5 5 5 5 5
## [1373] 5 5 5 7 5 5 5 5 5 5 5 5 5 7
## [1387] 5 5 5 5 5 5 5 5 5 6 5 5 7 4
## [1401] 4 4 5 5 5 5 7 5 5 5 5 5 7 5
## [1415] 5 5 5 5 5 5 5 5 7 5 7 5 5 5
## [1429] 5 5 5 7 5 5 5 5 5 5 5 5 5 7
## [1443] 7 5 5 5 5 5 5 5 5 5 7 5 5 5
## [1457] 5 5 5 5 5 5 5 7 5 5 5 7 5 5
## [1471] 5 5 6 6 7 5 5 5 5 5 5 5 5 5
## [1485] 5 5 5 5 5 5 5 5 7 5 7 5 5 5
## [1499] 5 5 7 5 5 5 5 5 5 5 5 6 5 5
## [1513] 5 5 6 5 5 5 5 5 5 5 5 5 5 4
## [1527] 5 5 5 5 7 5 5 5 5 5 5 5 5 5
## [1541] 5 <NA> <NA> 5 5 5 5 5 5 5 7 5 5
## Levels: 4 5 6 7 8D. DIFFERENT LEVELS OF OWNSERSHIP.
as.factor(Used.Car.Dataset$ownsership)## [1] Second Owner First Owner First Owner Fifth Owner Fifth Owner
## [6] Third Owner Third Owner Third Owner Second Owner First Owner
## [11] First Owner First Owner First Owner First Owner First Owner
## [16] First Owner First Owner First Owner First Owner Second Owner
## [21] First Owner First Owner Third Owner Third Owner First Owner
## [26] First Owner First Owner First Owner First Owner First Owner
## [31] Second Owner Second Owner Second Owner Second Owner Second Owner
## [36] Second Owner Second Owner First Owner First Owner Second Owner
## [41] Second Owner Second Owner Second Owner Second Owner First Owner
## [46] First Owner First Owner Second Owner Third Owner First Owner
## [51] First Owner Second Owner First Owner First Owner First Owner
## [56] Second Owner First Owner First Owner First Owner First Owner
## [61] Second Owner First Owner Second Owner First Owner Third Owner
## [66] Third Owner First Owner First Owner First Owner First Owner
## [71] First Owner First Owner First Owner Second Owner First Owner
## [76] First Owner First Owner First Owner First Owner First Owner
## [81] First Owner First Owner First Owner First Owner First Owner
## [86] Second Owner Second Owner First Owner First Owner First Owner
## [91] First Owner First Owner First Owner First Owner Second Owner
## [96] First Owner First Owner First Owner First Owner First Owner
## [101] First Owner First Owner First Owner First Owner First Owner
## [106] First Owner Second Owner First Owner First Owner First Owner
## [111] Second Owner Second Owner Second Owner Second Owner Second Owner
## [116] Second Owner First Owner First Owner Second Owner Second Owner
## [121] First Owner Second Owner First Owner Second Owner Second Owner
## [126] Second Owner Second Owner First Owner Second Owner First Owner
## [131] Second Owner First Owner First Owner Third Owner First Owner
## [136] First Owner First Owner First Owner First Owner First Owner
## [141] First Owner Third Owner First Owner First Owner Third Owner
## [146] First Owner Third Owner First Owner First Owner First Owner
## [151] First Owner Second Owner First Owner First Owner First Owner
## [156] First Owner First Owner First Owner First Owner First Owner
## [161] First Owner First Owner First Owner First Owner First Owner
## [166] First Owner First Owner First Owner Second Owner Second Owner
## [171] First Owner First Owner First Owner First Owner First Owner
## [176] First Owner First Owner First Owner First Owner First Owner
## [181] Second Owner First Owner First Owner First Owner Second Owner
## [186] First Owner First Owner Second Owner First Owner Second Owner
## [191] First Owner Second Owner Second Owner First Owner First Owner
## [196] First Owner First Owner Second Owner First Owner Second Owner
## [201] First Owner First Owner First Owner Second Owner First Owner
## [206] Second Owner Second Owner Second Owner Second Owner First Owner
## [211] First Owner First Owner Second Owner Second Owner Second Owner
## [216] Second Owner First Owner First Owner First Owner First Owner
## [221] Second Owner First Owner First Owner First Owner First Owner
## [226] First Owner First Owner First Owner First Owner First Owner
## [231] First Owner Second Owner Second Owner First Owner Second Owner
## [236] First Owner Second Owner First Owner First Owner First Owner
## [241] First Owner First Owner First Owner First Owner First Owner
## [246] First Owner First Owner First Owner Second Owner Third Owner
## [251] First Owner First Owner First Owner First Owner Second Owner
## [256] Third Owner First Owner Second Owner First Owner First Owner
## [261] First Owner Second Owner Second Owner First Owner First Owner
## [266] Second Owner First Owner First Owner First Owner First Owner
## [271] First Owner First Owner First Owner First Owner First Owner
## [276] First Owner Second Owner First Owner First Owner Second Owner
## [281] Second Owner Third Owner Third Owner First Owner First Owner
## [286] First Owner First Owner Second Owner First Owner Second Owner
## [291] First Owner First Owner Second Owner First Owner Second Owner
## [296] First Owner Second Owner First Owner Second Owner First Owner
## [301] Second Owner First Owner First Owner Second Owner First Owner
## [306] First Owner First Owner First Owner First Owner First Owner
## [311] First Owner First Owner First Owner First Owner Second Owner
## [316] First Owner Second Owner First Owner Second Owner Second Owner
## [321] First Owner First Owner First Owner First Owner First Owner
## [326] First Owner Second Owner Second Owner First Owner First Owner
## [331] First Owner First Owner First Owner First Owner First Owner
## [336] First Owner First Owner First Owner First Owner First Owner
## [341] First Owner First Owner First Owner First Owner First Owner
## [346] First Owner First Owner Second Owner First Owner Second Owner
## [351] Second Owner First Owner First Owner First Owner First Owner
## [356] First Owner First Owner First Owner First Owner First Owner
## [361] First Owner First Owner First Owner First Owner First Owner
## [366] Second Owner First Owner First Owner Second Owner First Owner
## [371] First Owner Second Owner First Owner First Owner First Owner
## [376] First Owner First Owner First Owner First Owner First Owner
## [381] Second Owner First Owner First Owner First Owner First Owner
## [386] First Owner Second Owner First Owner First Owner First Owner
## [391] First Owner First Owner First Owner Second Owner Second Owner
## [396] Second Owner Second Owner Second Owner First Owner First Owner
## [401] Second Owner First Owner First Owner First Owner Second Owner
## [406] First Owner First Owner First Owner Second Owner First Owner
## [411] First Owner First Owner First Owner First Owner First Owner
## [416] First Owner First Owner Second Owner First Owner First Owner
## [421] First Owner First Owner First Owner First Owner First Owner
## [426] First Owner Second Owner Second Owner First Owner Second Owner
## [431] First Owner First Owner First Owner Second Owner First Owner
## [436] First Owner First Owner Second Owner First Owner Second Owner
## [441] First Owner Second Owner First Owner First Owner First Owner
## [446] First Owner First Owner First Owner First Owner First Owner
## [451] Second Owner First Owner Second Owner First Owner First Owner
## [456] First Owner First Owner First Owner First Owner First Owner
## [461] First Owner First Owner First Owner Second Owner Second Owner
## [466] First Owner First Owner First Owner First Owner First Owner
## [471] First Owner First Owner First Owner First Owner First Owner
## [476] First Owner First Owner First Owner First Owner First Owner
## [481] First Owner Second Owner First Owner First Owner First Owner
## [486] First Owner First Owner First Owner First Owner First Owner
## [491] Second Owner First Owner First Owner First Owner Second Owner
## [496] Second Owner First Owner Third Owner First Owner First Owner
## [501] First Owner First Owner First Owner First Owner First Owner
## [506] First Owner Second Owner First Owner First Owner First Owner
## [511] First Owner First Owner First Owner First Owner First Owner
## [516] First Owner First Owner First Owner First Owner First Owner
## [521] Second Owner First Owner First Owner First Owner First Owner
## [526] Second Owner First Owner First Owner First Owner First Owner
## [531] First Owner First Owner First Owner First Owner First Owner
## [536] First Owner First Owner First Owner First Owner First Owner
## [541] First Owner First Owner First Owner First Owner First Owner
## [546] First Owner Second Owner First Owner First Owner First Owner
## [551] Second Owner First Owner First Owner First Owner Second Owner
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## [1436] First Owner First Owner First Owner First Owner Second Owner
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## [1456] First Owner First Owner First Owner First Owner First Owner
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## [1501] First Owner First Owner First Owner <NA> <NA>
## [1506] <NA> <NA> <NA> <NA> <NA>
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## [1536] <NA> <NA> <NA> <NA> <NA>
## [1541] <NA> 2013 2013 <NA> <NA>
## [1546] <NA> <NA> <NA> <NA> <NA>
## [1551] <NA> <NA> <NA>
## Levels: 2013 Fifth Owner First Owner Second Owner Third OwnerE. DIFFERENT LEVELS OF TRANSMISSION.
as.factor(Used.Car.Dataset$transmission)## [1] Manual Manual Manual
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## [1501] Automatic Manual Automatic
## [1504] <NA> <NA> <NA>
## [1507] <NA> <NA> <NA>
## [1510] <NA> <NA> <NA>
## [1513] <NA> <NA> <NA>
## [1516] <NA> <NA> <NA>
## [1519] <NA> <NA> <NA>
## [1522] <NA> <NA> <NA>
## [1525] <NA> <NA> <NA>
## [1528] <NA> <NA> <NA>
## [1531] <NA> <NA> <NA>
## [1534] <NA> <NA> <NA>
## [1537] <NA> <NA> <NA>
## [1540] <NA> <NA> Power Windows Front
## [1543] Power Windows Front <NA> <NA>
## [1546] <NA> <NA> <NA>
## [1549] <NA> <NA> <NA>
## [1552] <NA> <NA>
## Levels: Automatic Manual Power Windows Front2. COUNTING NUMBER OF CARS MANUFACTURED IN EACH YEAR
Used.Car.Dataset %>% count(manufacturing_year)## manufacturing_year n
## 1 2007 1
## 2 2009 11
## 3 2010 18
## 4 2011 27
## 5 2012 50
## 6 2013 51
## 7 2014 103
## 8 2015 133
## 9 2016 133
## 10 2017 190
## 11 2018 236
## 12 2019 184
## 13 2020 122
## 14 2021 119
## 15 2022 90
## 16 2023 35
## 17 NA 50Data Interpreted: Count the number of cars which are manufactured in particular year.
3. AVERAGE MILEAGE PER FUEL TYPE
Used.Car.Dataset %>%
group_by(fuel_type) %>%
summarise(avg_mileage = mean(mileage.kmpl., na.rm = TRUE))## # A tibble: 4 × 2
## fuel_type avg_mileage
## <chr> <dbl>
## 1 CNG 512.
## 2 Diesel 294.
## 3 Petrol 201.
## 4 <NA> 285Data Interpreted: Calculated the mileage given by same fuel type of cars.
4 AVERAGE PRICE PER YEAR
Used.Car.Dataset %>%
group_by(manufacturing_year) %>%
summarise(avg_price = mean(price.in.lakhs., na.rm = TRUE))## # A tibble: 17 × 2
## manufacturing_year avg_price
## <dbl> <dbl>
## 1 2007 1.55
## 2 2009 8639.
## 3 2010 3.41
## 4 2011 5188.
## 5 2012 3.76
## 6 2013 4.45
## 7 2014 6.53
## 8 2015 8.22
## 9 2016 12.2
## 10 2017 13.5
## 11 2018 14.4
## 12 2019 18.3
## 13 2020 26.1
## 14 2021 20.8
## 15 2022 27.8
## 16 2023 20.0
## 17 NA 17.0Data Interpreted: The average price given by the cars brands in each year.
SORTING & RANKING
1. TOP 10 EXPENSIVE CARS
Used.Car.Dataset %>%
arrange(desc(price.in.lakhs.)) %>%
head(10)## X car_name registration_year
## 1 1277 2009 Maruti Alto 800 LXi May-09
## 2 173 2011 Ford Figo Petrol EXI Jun-11
## 3 193 2011 Ford Figo Petrol EXI Jun-11
## 4 1492 2019 BMW X7 xDrive 40i M Sport Oct-19
## 5 1518 2019 BMW X7 xDrive 40i M Sport Oct-19
## 6 220 2016 Mercedes-Benz S-Class Maybach S500 Sep-16
## 7 240 2016 Mercedes-Benz S-Class Maybach S500 Sep-16
## 8 479 2020 BMW X7 xDrive30d DPE Signature Jul-20
## 9 499 2020 BMW X7 xDrive30d DPE Signature Jul-20
## 10 915 2020 Mercedes-Benz S-Class S 350 d Apr-20
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Comprehensive Petrol 5 44002 Third Owner Manual
## 2 Comprehensive Petrol 5 66717 Second Owner Manual
## 3 Comprehensive Petrol 5 66717 Second Owner Manual
## 4 Comprehensive Petrol 7 28000 First Owner Automatic
## 5 Comprehensive Petrol 7 28000 First Owner Automatic
## 6 Comprehensive Petrol 4 50000 First Owner Automatic
## 7 Comprehensive Petrol 4 50000 First Owner Automatic
## 8 Comprehensive Diesel 7 44000 First Owner Automatic
## 9 Comprehensive Diesel 7 44000 First Owner Automatic
## 10 Third Party Diesel 5 18346 First Owner Automatic
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2009 19.70 796 796 463
## 2 2011 1196.00 70 70 102
## 3 2011 1196.00 70 70 102
## 4 2019 10.54 2998 2998 33525
## 5 2019 10.54 2998 2998 33525
## 6 2016 7.81 4663 4663 459
## 7 2016 7.81 4663 4663 459
## 8 2020 13.38 2993 2993 26150
## 9 2020 13.38 2993 2993 26150
## 10 2020 13.50 2925 2925 28161
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm max_power_norm
## 1 95000.0 16 2750.125 -0.06727716 -0.3703074 -0.06727716
## 2 70000.0 14 4765.500 -0.06727717 1.6388270 -0.06727717
## 3 70000.0 14 4765.500 -0.06727717 1.6388270 -0.06727717
## 4 99.0 6 4666.667 -0.06727715 -0.3859528 -0.06727715
## 5 99.0 6 4666.667 -0.06727715 -0.3859528 -0.06727715
## 6 98.5 9 5555.556 -0.06727715 -0.3906157 -0.06727715
## 7 98.5 9 5555.556 -0.06727715 -0.3906157 -0.06727715
## 8 98.5 5 8800.000 -0.06727715 -0.3811020 -0.06727715
## 9 98.5 5 8800.000 -0.06727715 -0.3811020 -0.06727715
## 10 97.0 5 3669.200 -0.06727715 -0.3808971 -0.067277152. HIGHEST MILEAGE
Used.Car.Dataset %>%
arrange(desc(mileage.kmpl.)) %>%
head(10)## X car_name registration_year
## 1 1307 2018 Lamborghini Urus V8 Sep-18
## 2 606 2023 Mercedes-Benz S-Class S450 4Matic Nov-23
## 3 1485 2018 Isuzu MU-X 2WD <NA>
## 4 160 2019 Mercedes-Benz AMG C43 4MATIC Coupe Jul-19
## 5 180 2019 Mercedes-Benz AMG C43 4MATIC Coupe Jul-19
## 6 396 2022 Mercedes-Benz AMG GLC 43 4MATIC Coupe May-22
## 7 697 2022 Mercedes-Benz AMG GLC 43 4MATIC Coupe Dec-22
## 8 1299 2019 Porsche Cayenne Base Apr-19
## 9 116 2017 BMW 7 Series 730Ld M Sport <NA>
## 10 136 2017 BMW 7 Series 730Ld M Sport <NA>
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Third Party insurance Petrol 5 25000 First Owner Automatic
## 2 Comprehensive Petrol 5 3500 First Owner Automatic
## 3 Third Party insurance Diesel 7 40000 <NA> <NA>
## 4 Comprehensive Petrol 5 30000 First Owner Automatic
## 5 Comprehensive Petrol 5 30000 First Owner Automatic
## 6 Comprehensive Petrol 5 16000 First Owner Automatic
## 7 Comprehensive Petrol 5 14000 First Owner Automatic
## 8 Third Party insurance Petrol 5 5700 First Owner Automatic
## 9 Third Party insurance Diesel 5 60000 <NA> <NA>
## 10 Third Party insurance Diesel 5 60000 <NA> <NA>
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2018 3996 641 641 850
## 2 2023 2999 36207 36207 500
## 3 NA 2999 17457 17457 380
## 4 2019 2996 38487 38487 520
## 5 2019 2996 38487 38487 520
## 6 2022 2996 38487 38487 520
## 7 2022 2996 38487 38487 520
## 8 2019 2995 340 340 450
## 9 NA 2993 26149 26149 620
## 10 NA 2993 26149 26149 620
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm max_power_norm
## 1 3.60 7 3571.429 -0.06727716 6.421260 -0.06727716
## 2 1.78 2 1750.000 -0.06727700 4.718372 -0.06727700
## 3 21.00 NA NA -0.06727709 4.718372 -0.06727709
## 4 67.00 6 5000.000 -0.06727699 4.713248 -0.06727699
## 5 67.00 6 5000.000 -0.06727699 4.713248 -0.06727699
## 6 83.00 3 5333.333 -0.06727699 4.713248 -0.06727699
## 7 81.90 3 4666.667 -0.06727699 4.713248 -0.06727699
## 8 1.05 6 950.000 -0.06727717 4.711540 -0.06727717
## 9 55.00 NA NA -0.06727705 4.708124 -0.06727705
## 10 55.00 NA NA -0.06727705 4.708124 -0.067277053. NEW CARS BY PRICE
Used.Car.Dataset%>%
arrange(desc(manufacturing_year), desc(price.in.lakhs.)) %>%
head(5)## X car_name registration_year
## 1 471 2023 Jeep Wrangler Rubicon Feb-23
## 2 491 2023 Jeep Wrangler Rubicon Feb-23
## 3 68 2023 BMW 5 Series 530i M Sport BSVI Nov-23
## 4 88 2023 BMW 5 Series 530i M Sport BSVI Nov-23
## 5 835 2023 Mercedes-Benz C-Class C 200 Jul-23
## insurance_validity fuel_type seats kms_driven ownsership transmission
## 1 Third Party insurance Petrol 5 9000 First Owner Automatic
## 2 Third Party insurance Petrol 5 9000 First Owner Automatic
## 3 Zero Dep Petrol 5 20000 First Owner Automatic
## 4 Zero Dep Petrol 5 20000 First Owner Automatic
## 5 Comprehensive Petrol 5 1000 First Owner Automatic
## manufacturing_year mileage.kmpl. engine.cc. max_power.bhp. torque.Nm.
## 1 2023 12.10 1998 1998 26530
## 2 2023 12.10 1998 1998 26530
## 3 2023 14.82 1998 1998 24808
## 4 2023 14.82 1998 1998 24808
## 5 2023 16.90 1496 1496 20115
## price.in.lakhs. car_age kms_per_year engine_norm mileage_norm max_power_norm
## 1 70.00 2 4500 -0.06727716 -0.3832883 -0.06727716
## 2 70.00 2 4500 -0.06727716 -0.3832883 -0.06727716
## 3 65.00 2 10000 -0.06727716 -0.3786425 -0.06727716
## 4 65.00 2 10000 -0.06727716 -0.3786425 -0.06727716
## 5 59.75 2 500 -0.06727716 -0.3750898 -0.067277164. CARS RANK BY MILEAGE(PER YEAR)
Used.Car.Dataset %>%
group_by(manufacturing_year) %>%
mutate(mileage_rank = rank(mileage.kmpl.)) %>%
arrange(manufacturing_year, mileage_rank)## # A tibble: 1,553 × 21
## # Groups: manufacturing_year [17]
## X car_name registration_year insurance_validity fuel_type seats
## <int> <chr> <chr> <chr> <chr> <int>
## 1 1242 2007 Maruti SX4 V… <NA> Third Party insur… Petrol 5
## 2 946 2009 Mercedes-Ben… Mar-09 <NA> Petrol 5
## 3 966 2009 Mercedes-Ben… Mar-09 <NA> Petrol 5
## 4 1064 2009 Hyundai i20 … Nov-09 Third Party insur… Petrol 5
## 5 1368 2009 Maruti Swift… Jan-09 Comprehensive Petrol 5
## 6 76 2009 Maruti Swift… <NA> Third Party insur… Diesel 5
## 7 96 2009 Maruti Swift… <NA> Third Party insur… Diesel 5
## 8 1277 2009 Maruti Alto … May-09 Comprehensive Petrol 5
## 9 1425 2009 Hyundai i10 … Dec-09 Comprehensive Petrol 5
## 10 1174 2009 Maruti Alto … <NA> Third Party insur… Petrol 5
## # ℹ 1,543 more rows
## # ℹ 15 more variables: kms_driven <int>, ownsership <chr>, transmission <chr>,
## # manufacturing_year <dbl>, mileage.kmpl. <dbl>, engine.cc. <dbl>,
## # max_power.bhp. <dbl>, torque.Nm. <int>, price.in.lakhs. <dbl>,
## # car_age <int>, kms_per_year <dbl>, engine_norm <dbl>, mileage_norm <dbl>,
## # max_power_norm <dbl>, mileage_rank <dbl>feature engineering
1 Create car_age and kms_per_year
Used.Car.Dataset <- Used.Car.Dataset %>%
mutate(
manufacturing_year = as.numeric(manufacturing_year),
car_age = 2025 - manufacturing_year,
car_age = ifelse(car_age == 0, 1, car_age), # avoid divide by 0
kms_per_year = kms_driven / car_age
)2Impute Missing Values using Median
Used.Car.Dataset <- Used.Car.Dataset %>%
mutate(
mileage.kmpl. = ifelse(is.na(mileage.kmpl.), median(mileage.kmpl., na.rm = TRUE), mileage.kmpl.),
engine.cc. = ifelse(is.na(engine.cc.), median(engine.cc., na.rm = TRUE), engine.cc.),
max_power.bhp. = ifelse(is.na(max_power.bhp.), median(max_power.bhp., na.rm = TRUE), max_power.bhp.),
torque.Nm. = ifelse(is.na(torque.Nm.), median(torque.Nm., na.rm = TRUE), torque.Nm.)
)Data Visualization
1. A bar chart showing the average price_in_lakhs for each fuel_type.
ggplot(Used.Car.Dataset, aes(x = fuel_type, y = price.in.lakhs.)) +
stat_summary(fun = mean, geom = "bar", fill = "skyblue") +
labs(
title = "Average Price (in Lakhs) by Fuel Type",
x = "Fuel Type",
y = "Average Price"
) +
theme_minimal()
Data Interpretation: It shows that what is the average prive of the car in each of fuel type.
2.A bar chart comparing the count of cars for each ownership type
ggplot(Used.Car.Dataset, aes(x = ownsership)) +
geom_bar(fill = "lightgreen") +
labs(title = "Count of Cars by Ownership Type", x = "Ownership", y = "Count") +
theme_minimal()
Data Interpretation: This data tells about the count of Onership each fuel type have.
3.A histogram of kms_driven to visualize the distribution of kilometers driven.
ggplot(Used.Car.Dataset, aes(x = kms_driven)) +
geom_histogram(fill = "orange", bins = 30, color = "black") +
labs(title = "Distribution of Kilometers Driven", x = "Kilometers Driven", y = "Frequency") +
theme_minimal()
Data Interpretation: This plot show how the kms_driven is distributed across the dataset.
4.A histogram of price_in_lakhs to analyze the spread of car prices.
ggplot(Used.Car.Dataset, aes(x = price.in.lakhs.)) +
geom_histogram(fill = "purple", bins = 30, color = "black") +
labs(title = "Spread of Car Prices (in Lakhs)", x = "Price (in Lakhs)", y = "Frequency") +
theme_minimal()
Data Interpretation: This visualization helps to understand the spread and distribution of car prices in the dataset.
5.A boxplot of mileage_kmpl grouped by fuel_type.
ggplot(Used.Car.Dataset, aes(x = fuel_type, y = mileage.kmpl.)) +
geom_boxplot(fill = "lightblue") +
labs(title = "Mileage (kmpl) by Fuel Type", x = "Fuel Type", y = "Mileage (kmpl)") +
theme_minimal()
Data Interpretation: This visualization helps compare how car mileage varies with different fuel types and whether there are any significant differences or outliers in mileage performance based on the type of fuel used.
6.A boxplot to compare price_in_lakhs for cars based on transmission type.
ggplot(Used.Car.Dataset, aes(x = transmission, y = price.in.lakhs.)) +
geom_boxplot(fill = "lightcoral") +
labs(title = "Price (in Lakhs) by Transmission Type", x = "Transmission", y = "Price (in Lakhs)") +
theme_minimal()
Data Interpretation:This plot helps compare how car prices differ based on the transmission type and if there are any noticeable differences in the price distribution between manual and automatic cars.
7.ANOVA test to check if price_in_lakhs differs significantly between different fuel_type categories.
anova_price_fuel <- aov(price.in.lakhs. ~ fuel_type, data = Used.Car.Dataset)
summary(anova_price_fuel)## Df Sum Sq Mean Sq F value Pr(>F)
## fuel_type 2 1.775e+07 8874086 0.732 0.481
## Residuals 1548 1.877e+10 12122211
## 2 observations deleted due to missingnessData Interpretation:With this we’ll be able to determine whether the fuel_type has a significant impact on car prices in the dataset.
8.The correlation between engine_cc and max_power_bhp.
cor(Used.Car.Dataset$engine.cc., Used.Car.Dataset$max_power.bhp., use = "complete.obs")## [1] 1Data Interpretation: A positive correlation would suggest that as engine capacity increases, the maximum power of the car tends to increase as well, while a negative correlation would suggest the opposite.
9.A linear reengine.cc.# 9.Build a linear regression model to predict price_in_lakhs based on kms_driven.
model_price_kms <- lm(price.in.lakhs. ~ kms_driven, data = Used.Car.Dataset)
summary(model_price_kms)##
## Call:
## lm(formula = price.in.lakhs. ~ kms_driven, data = Used.Car.Dataset)
##
## Residuals:
## Min 1Q Median 3Q Max
## -417 -165 -156 -143 94837
##
## Coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 1.480e+02 1.462e+02 1.012 0.311
## kms_driven 3.434e-04 2.205e-03 0.156 0.876
##
## Residual standard error: 3480 on 1551 degrees of freedom
## Multiple R-squared: 1.564e-05, Adjusted R-squared: -0.0006291
## F-statistic: 0.02426 on 1 and 1551 DF, p-value: 0.8762Data Interpretation: We are able to interpret the significance of the relationship between the two variables and assess the strength of the model.
10. Draw a line chart showing the total kms_driven for each registration_year to analyze driving trends over time.
total_kms_year <- Used.Car.Dataset %>%
group_by(registration_year) %>%
summarise(total_kms = sum(kms_driven, na.rm = TRUE))
ggplot(total_kms_year, aes(x = registration_year, y = total_kms)) +
geom_line(color = "green", linewidth = 1) +
geom_point(color = "darkgreen") +
labs(title = "Total Kilometers Driven over Registration Years",
x = "Registration Year",
y = "Total Kilometers Driven") +
theme_minimal()## `geom_line()`: Each group consists of only one observation.
## ℹ Do you need to adjust the group aesthetic?