https://github.com/ngupta23/more

This is a helper package for pandas, visualizations and scikit-learn
https://github.com/ngupta23/more

data-science helpers pandas python scikit-learn visualization visualizations

Last synced: 3 months ago
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This is a helper package for pandas, visualizations and scikit-learn

• Host: GitHub
• URL: https://github.com/ngupta23/more
• Owner: ngupta23
• License: mit
• Created: 2019-07-11T01:51:37.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-08-26T10:48:14.000Z (over 5 years ago)
• Last Synced: 2024-09-26T14:24:09.850Z (3 months ago)
• Topics: data-science, helpers, pandas, python, scikit-learn, visualization, visualizations
• Language: Python
• Homepage: https://pypi.org/project/more/
• Size: 2 MB
• Stars: 5
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# "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](https://github.com/ngupta23/more/tree/master/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.