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A helper library for Pandas, Visualizations and Scikit-learn

Project description

"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==0.0.1b13

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

0.0.1b13

  • 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.
  • 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.

Project details


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