- The entire code in jupyter notebook can be found here!
ParseHub WebScraping from:
- https://carplate.com.sg/
- https://carplate.sg/
- https://www.sgcarmart.com/directory/carplate_index.php
As Car Plates prices are determined by many factors such as supply & demand, uniqueness, biddings and etc, there is no solid factor that allows us to predict foreign number plates but in this mini-project, we decided to take on the challenge by reviewing how the past number plates are matched with its prices.
- The purpose of analysing carplate prices allows buyers and sellers to have a better understanding of where their carplate stands in the market price as to avoid being short-changed in the case of buying/selling.
- We ought to be able to provide a good estimation of a price with any given Singapore Car Plate.
- Multi-Variate Linear Regression
- Polynomial Regression (Non-Linear Regression)
- Pandas/ Numpy/ Seaborn/ MatplotLib.pyplot/ Sklearn
- Pandas - Groupby (Data Grouping)
- PbPython - Natural Break (Fisher-Jenks Algorithm)
- Natural Breaking ("conda install -c conda-forge jenkspy") on ANACONDA.NAVIGATOR -> CMD.exe Prompt
- Natural Breaking Algorithm
- Pandas Groupby Function (Our Solution)
- Polynomial Regression (Non-linear Regression)
- Web Data Scraping (ParseHub Software)
- Self-Made Features/Variables
- Data Collection/ Web Scraping
- Exploratory Data Analysis
- Data Collection/ Web Scraping
- Pandas Groupby
- Natural Break Fisher-Jenks Algorithm
- Machine Learning
- Data Research/ Web Scraping
- https://towardsdatascience.com/data-grouping-in-python-d64f1203f8d3 (Groupby)
- https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.groupby.html (Application of Groupby)
- https://towardsdatascience.com/polynomial-regression-bbe8b9d97491 (Polynomial Regression)
- https://pbpython.com/natural-breaks.html (Natural break)
- https://openreview.net/pdf?id=B1ydPgTpW (Article on Car Plate)
- https://towardsdatascience.com/is-overfitting-really-bad-ddaabfc2f6b8 (Is overfitting a bad thing?)
- https://ucars.sg/blog/car-hacks/car-plate-numbers-singapore/ (Singapore Car Plate's History)