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Homework answers / question archive / MAT3024 DETAILS OF ASSIGNMENT (Sustainable Development Goals 11: Sustainable Cities and Communities) A housing dataset named HSdata
MAT3024
DETAILS OF ASSIGNMENT
(Sustainable Development Goals 11: Sustainable Cities and Communities)
A housing dataset named HSdata.csv was given. In this dataset, there are ten explanatory
variables and one response variable. The details of the dataset are provided in the table below.
Table 1: Details of the variables for housing dataset
Variable Variable name Details
crim
per capita crime rate by town.
zn
proportion of residential land zoned for lots over 25,000 sq.ft.
x3
indus
proportion of non-retail business acres per town.
nox
nitrogen oxides concentration (parts per 10 million).
rm
average number of rooms per dwelling.
age
proportion of owner-occupied units built prior to 1940.
x7
dis
weighted mean of distances to five Boston employment centres.
tax
full-value property-tax rate per $10,000.
ptratio
pupil-teacher ratio by town.
lstat
lower status of the population (percent).
y
medv
median value of owner-occupied homes in per $1000s.
You are required to do a simple linear regression analysis by considering one explanatory
variable only. The chosen explanatory variable is depending on the last digit of your student ID.
For example, if your student ID is 19083456, then use
as the explanatory variable. You may
consider to include the following points in your report:
1. Examine the data using graphs.
2. Fit the simple linear regression model.
3. Perform further analysis on the fitted model.
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