Data_Mining_Classification

Synopsis

Practical of Claasification

Contents

• README – readme file for the Classification project
• Assignment2022.sqlite - Original data, including train and test two tables.
• main.py - Read data, do data prepaeration and train models(KNN, Decision Tree, Naive Bayes and Support vector machines(SVM))
• main2.py - edited version of main.py
• threshold.py - Loop for each threshold of correlation to run main2.py to get best accuracy

Dependencies

• sqlite3
• numpy
• pandas
• seaborn
• matplotlib
• sklearn
• statistics
• time

Version information

12 Oct 2022 - last version of Practical of Claasification

How to run

Find the best threshold

python3 threshold.py

Run the main program

python3 main.py

Result

• Accrucacy with different thresholds