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Exploration of Harambee data! Pink-5

Details

  • All scripts are in scripts/
  • The model that predicts whether someone is likely to be working at baseline is model_1.R, and uses Naive Bayes.
  • The model that predicts whether someone is likely to be working after 6 months is model_2.R, and uses KNN.
  • model_2.R also runs a hierachical clustering model to explore the data.
  • All cleaning and model exploration scripts are in scripts/exploration+cleaning/
  • The cleaning script, scripts/exploration+cleaning/clean_data.R, outputs a RDS file used for the supervised models (clean_data.RDS) and a csv file which is used for the clustering model (dataframe2.csv).
  • The script scripts/exploration+cleaning/part_2_exploration.R, was used to investigate which models were best for model_2. Have a look if you'd like to see what other models were tried!

Usage

Open the folder in RStudio and run the models!

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