“More” Package

This is a helper package for a variety of functions as described in the Overview section below.

Installation

• For standard installation

  pip install more

• For installing a particular version

  pip install more==0.0.1b14

Overview

This is a helper package for a variety of functions

1. Extension for Pandas Dataframe (Beta version released)
2. Extension for Visualization (Beta version released)
3. Extension for Scikit-learn (Beta version released)

Examples

Check out the examples folder for details on usage

Version History

0.0.1b14

• Added more helper functions for pandas
• Made files PEP8 compliant

0.0.1b13

• Added Hyperoptimization helper class (using hyperopt library)
• Added ability to do hyperparameter optimization in Cluster Helper Class
• Updated heatmap method name in cluster helper from plot_heatmap to plot_means_heatmap

0.0.1b12

• Add functions for plotting elbow curves.
  • Code modified from: https://github.com/reiinakano/scikit-plot
  • Modifications made to support running for Hierarchical Clustering as well as support for plotting Silhoutte Score
• typo fixed in function name

0.0.1b10 & 0.0.1b11

• Updated Visualization Helper to add function to plot Heatmap
• Updated BaseClusterWithN to allow plotting of heatmap showing how “cluster feature means” vary between clusters
• 0.0.1b11 included a small bug fix in 0.0.1b10

0.0.1b9

• Updated KMeans and Agglomerative Cluster Helpers to include evaluate_by argument

0.0.1b8

• Added Cluster Helpers for KMeans and Agglomerative Clustering

0.0.1b7

• Added Cluster Helper for Gaussian Clusters
• Fixed Bug for plot_parallel_coordinates where it was not working correctly for a multi-level categorical label
• Fixed bug for pandas helper for describing categorical and numeric fields - Now it gives a warning if the dataframe does not have any categorical or numeric field when those respective describe functions are called.