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Predictive and Specialized Modeling > Modeling Utilities

Publication date: 07/30/2020

Modeling Utilities

Exploring Data for Outliers, Missing Values, and Patterns

Modeling Utilities is a collection of utilities that are designed to assist in the data cleaning and pre-processing stages of data analysis. Each utility has exploratory tools to give you a more thorough understanding of your data. With Modeling Utilities, you can do the following:

• Explore outliers in both the univariate and multivariate cases.

• Explore and impute missing values in your data.

• Explore and find unusual features or patterns in your data.

Figure 20.1 Multivariate k-Nearest Neighbor Outlier Example

Multivariate k-Nearest Neighbor Outlier Example