In-class Ex01

Author

Chenbin Zhang

Published

April 13, 2024

Loading R package

In the code chunk below, ‘p_load()’ of pacman package is used to load tidyverse family of package

pacman::p_load(tidyverse)
realis <-read.csv("data/realis2019.csv")
head(realis, 10)
               Project.Name                        Address No..of.Units
1               PEIRCE VIEW 557 Upper Thomson Road  #02-12            1
2              FLORIDA PARK               54 Sunrise Drive            1
3              BULLION PARK        164 Lentor Loop  #03-02            1
4              CASTLE GREEN  483 Yio Chu Kang Road  #07-03            1
5              HAPPY ESTATE             36 Thomson Heights            1
6  TEACHER'S HOUSING ESTATE              148 Tagore Avenue            1
7              THE PANORAMA 20 Ang Mo Kio Avenue 2  #05-40            1
8              THE PANORAMA 16 Ang Mo Kio Avenue 2  #12-20            1
9          CHIP THYE GARDEN         8 Yio Chu Kang Gardens            1
10 TEACHER'S HOUSING ESTATE             16 Kalidasa Avenue            1
   Area..sqm. Type.of.Area Transacted.Price.... Nett.Price...
1         113       Strata               840000             -
2         312         Land              3040000             -
3          75       Strata               860000             -
4         107       Strata              1000000             -
5         687         Land              7000000             -
6         228         Land              2880000             -
7          94       Strata              1510000             -
8          42       Strata               710000             -
9         207         Land              2800000             -
10        232         Land              2300000             -
   Unit.Price....psm. Unit.Price....psf. Sale.Date       Property.Type
1                7434                691 10-Jan-19         Condominium
2                9737                905 10-Jan-19 Semi-Detached House
3               11467               1065  8-Jan-19         Condominium
4                9346                868  3-Jan-19         Condominium
5               10183                946  2-Jan-19 Semi-Detached House
6               12659               1176 11-Feb-19       Terrace House
7               16064               1492  8-Feb-19         Condominium
8               16905               1570  8-Feb-19         Condominium
9               13500               1254  8-Feb-19       Terrace House
10               9935                923  8-Feb-19       Terrace House
                    Tenure Completion.Date Type.of.Sale
1                 Freehold            1996       Resale
2                 Freehold            1989       Resale
3                 Freehold            1993       Resale
4   99 Yrs From 01/12/1993            1997       Resale
5                 Freehold            1984       Resale
6  999 Yrs From 02/12/1885         Unknown       Resale
7   99 Yrs From 08/04/2013            2017       Resale
8   99 Yrs From 08/04/2013            2017       Resale
9                 Freehold            1981       Resale
10 999 Yrs From 02/12/1885         Unknown       Resale
   Purchaser.Address.Indicator Postal.District Postal.Sector Postal.Code
1                      Private              20            57      574418
2                      Private              28            80      806557
3                      Private              26            78      789096
4                      Private              26            78      787057
5                      Private              20            57      574861
6                      Private              26            78      787738
7                          HDB              20            56      567701
8                      Private              20            56      567699
9                          HDB              20            56      568058
10                     Private              26            78      789395
     Planning.Region Planning.Area
1  North East Region    Ang Mo Kio
2  North East Region    Ang Mo Kio
3  North East Region    Ang Mo Kio
4  North East Region    Ang Mo Kio
5  North East Region    Ang Mo Kio
6  North East Region    Ang Mo Kio
7  North East Region    Ang Mo Kio
8  North East Region    Ang Mo Kio
9  North East Region    Ang Mo Kio
10 North East Region    Ang Mo Kio
realis <-read_csv("data/realis2019.csv")
ggplot(data = realis,
       aes(x = 'Unit price($ psm)'))