Wolfram Language Paclet Repository

Community-contributed installable additions to the Wolfram Language

AntonAntonov/OutlierIdentifiers

(1.0.0) current version: 1.0.1 »

Outlier identifier functions

Contributed by: Anton Antonov

This paclet provides functions for detection and visualization of outliers in lists of numbers.

Installation Instructions

To install this paclet in your Wolfram Language environment, evaluate this code:
PacletInstall["AntonAntonov/OutlierIdentifiers"]

Details

The purpose of the outlier detection algorithms is to find those elements in a list of numbers that have values significantly higher or lower than the rest of the values.
Taking a certain number of elements with the highest values is not the same as an outlier detection, but it can be used as a replacement.

Examples

Basic Examples (5) 

Let us consider the following set of 50 numbers:

In[1]:=
SeedRandom[1232]; pnts = RandomVariate[GammaDistribution[5, 1], 50]; ResourceFunction["RecordsSummary"][pnts]
Out[3]=

Here we find the outliers using the HampelIdentifierParameters function:

In[4]:=
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Out[4]=

Here we find the top outliers only:

In[5]:=
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Out[5]=

Here we find the top outliers positions:

In[6]:=
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Out[6]=

Here we plot the top outliers:

In[7]:=
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Out[7]=

Scope (1) 

Here is the application of all outlier parameter finding functions in this paclet:

In[8]:=
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Out[8]=

Publisher

Anton Antonov

Version History

  • 1.0.1 – 22 April 2023
  • 1.0.0 – 21 April 2023

License Information

MIT License

Paclet Source

Source Metadata

See Also