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ADA Clustering In-Class & Assignment

This repo holds the clustering code that we'll use in class and will also be the place you put your clustering assignment. I have included code that does clustering both in Python and R.

This repo includes the following files:

  • Clustering Assignment.ipynb: This is the assignment for this week.
  • Clustering Surveys.ipynb: We'll go through this code in class.
  • Clustering Surveys-Solutions.ipynb: The solutions to the in-class work.
  • clustering_code.py: Helper functions from "Data Science from Scratch" that perform K-means clustering.
  • linear_algebra.py: More code from DSFS, which has the needed linear algebra functions that we use.
  • r-examples/: A folder that holds R versions of all of this code.
  • survey_responses.txt: The results of annual class surveys, building up a data set to perform clustering on. I'll post an updated version to Moodle if more results come in.
  • washington_survey_data.txt: Data for the assignment.

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