Sample presentation

class: center, middle, inverse, title-slide

.title[
# Sample presentation
]
.author[
### Mike Wheeler, Eleven, Dustin Henderson, Lucas Sinclair, Will Byers
]
.institute[
### NTU
]
.date[
### 2022/11/07 (updated: 2025-07-14)
]

---

# Motivation

## Problem statement

We will construct a predictive model for the price of an HDB block to help owners to identify a right moment to sell.

---

## Data sample

We will work with the dataset `hdb_sales.csv` - resale 
transactions of HDB units between Jan 2017 and Jun 2020
downloaded on 4 Aug 2020 from

* https://data.gov.sg/dataset/resale-flat-prices

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---

## One glance at the data

Generally, large units cost more than small units:

---

# Modelling

Our model is 
$$
\mbox{resale price} = \beta_0+\beta_1\times\mbox{remaining lease} +
\beta_2\times\mbox{floor area}
$$

Here is the table of coefficients

<table style="text-align:center"><caption><strong>Regression model</strong></caption>
<tr><td colspan="2" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left"></td><td><em>Dependent variable:</em></td></tr>
<tr><td></td><td colspan="1" style="border-bottom: 1px solid black"></td></tr>
<tr><td style="text-align:left"></td><td>resale_price</td></tr>
<tr><td colspan="2" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">floor_area_sqm</td><td>3,738.1<sup>***</sup> (17.8)</td></tr>
<tr><td style="text-align:left">remaining_lease</td><td>2,541.4<sup>***</sup> (34.1)</td></tr>
<tr><td style="text-align:left">Constant</td><td>-116,482.7<sup>***</sup> (2,811.2)</td></tr>
<tr><td colspan="2" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left">Observations</td><td>73,320</td></tr>
<tr><td style="text-align:left">Adjusted R<sup>2</sup></td><td>0.4</td></tr>
<tr><td colspan="2" style="border-bottom: 1px solid black"></td></tr><tr><td style="text-align:left"><em>Note:</em></td><td style="text-align:right"><sup>*</sup>p<0.1; <sup>**</sup>p<0.05; <sup>***</sup>p<0.01</td></tr>
</table>

---

# Analysis

Model's residual depending on the town. The most popular location is Bukit Timah (highest median price when controlled for unit area and remaining lease):

---

Box plots by unit type

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Here is an HTML widget:

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