/brfss_analysis

Analysis of Behavioral Risk Factor Surveillance System dataset

Primary LanguageJupyter Notebook

brfss_analysis

Analysis of Behavioral Risk Factor Surveillance System dataset

The repository contains the following files:

  1. DescribeData.ipynb: contanins the data understaing task
  2. preprocess_UnBalanced_dataset.ipynb: contains the data preparation task
  3. Classification.ipynb: contains the modeling and evaluation task.

The project wekaAnalisys is a java project which us the Weka SMOTE algorithm to generate a balanced dataset. To use this project save the dataset returned by DescribeData.ipynb script in a csv format. It returns a new balanced dataset in a csv format. Use that to execute the preprocessing task, the model learning and the evaluation tasks.

For running the code in wekaAnalisys:

  1. sbt assembly
  2. java -Xmx30G -cp /path_to/wekaANalysis-assembly-1.0.jar MainClass unbalancedDbForWEKA.csv