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kdd-lab-4's Introduction

CSC 466
Lab 4

Jacob Gold - [email protected]
Kaanan Kharwa - [email protected]

Files:

  • kmeans.py
  • dbscan.py
  • hclustering.py
  • visualize.py

Kmeans Clustering - kmeans.py

Compile instructions:

python3 kmeans.py
Required flags:

  1. [-k] num -> number of clusters
  2. dataset.csv -> input dataset Optional flags:
  3. [-c] class -> class label column index
  4. [-norm] (0,1) -> if 1, normalizes data before computing clusters
  5. [-h] -> help

DBSCAN - dbscan.py

Compile instructions:

python3 dbscan.py
Required flags:

  1. [-ep] num -> epsilon value for clusters
  2. [-minPts] num -> minimum points per cluster
  3. dataset.csv -> input dataset Optional flags:
  4. [-c] class -> class label column index
  5. [-norm] (0,1) -> if 1, normalizes data before computing clusters
  6. [-h] -> help

Hierarchical Clustering - hclustering.py

Compile instructions:

python3 hclustering.py [-h] dataset.csv
Required flags:

  1. [-t] num -> threshold value for clusters
  2. dataset.csv -> input dataset Optional flags:
  3. [-c] class -> class label column index
  4. [-norm] (0,1) -> if 1, normalizes data before computing clusters
  5. [-h] -> help

Visualizations - visualize.py

Compile instructions are n/a, this was our tool to output visualizations for the algorithms

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kaanan99 avatar jacob-gold avatar

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