Winos is a package which contains a way to explore Wine review data either by choosing a certain class from this dataset.

Installation Intructions

To install the package run :

pip install .

Few Examples

To Look at the dataframs based off one of the Column names run:

python main.py --country  US
python main.py --price 230
python main.py  --score 88
python main.py --taster "Roger Voss"

To view the Dashboard run:

python app.py

When you click on the link it will open a website which allows you to look at different boxplots based off points or price.

To view a Correlation Matrix run:

python main.py --ml correlation 

To see KNN or Decision tree on the data run:

python main.py --ml knn
python main.py --ml tree

This will show you a simple model of how KNN and Decision tree works on the Data and both will show the accuracies when perfroming PCA to the data and when you do not.