Honk4Honda

Honk4Honda is a project to predict favorable markets for Honda to expand to using unsupervised learning.

Background

Honda has identified Omaha, NE as a favorable market for expansion. What other similar markets can Honda expand to.

Data

Data for car listings on craigslist similar to the Used Cars Kaggle dataset.

Process

Data cleaning (a lot of it) and exploratory data analysis is outlined in data_analysis.ipynb. Modeling is done in 2 stages - vectorization in modeling_1.ipynb and clustering in modeling_main.ipynb. The resultant clusters can be seen below

Prerequisites

• Python 3.7
• Jupyter Notebook
• sklearn
• seaborn
• matplotlib