Predictive Grouping
![Append Cluster Tool Icon](../../image/uuid-dc61bf0a-281e-fa61-daf7-10a14eea7744.png)
Appends the cluster assignments from a K-Centroids Cluster Analysis Tool to a data stream.
![Find Nearest Neighbors Tool Icon](../../image/uuid-6b92041b-1bef-2fd1-0ab1-cba08ca78fb7.png)
The Find Nearest Neighbors tool finds the selected number of nearest neighbors in the "data" stream.
![K-Centroids Cluster Analysis Tool Icon](../../image/uuid-c186fba7-5e1b-2287-84fa-88415130f9b2.png)
K-Centroids represent a class of algorithms for doing partitioning cluster analysis.
![K-Centroids Diagnostics Tool Icon](../../image/uuid-dca0b98d-fdef-9e4a-9c8e-2c506ca4408f.png)
Designed to make an assessment of the appropriate number of clusters to specify given the data.
![MB Affinity Tool Icon](../../image/uuid-c22f1951-328e-4b8e-da04-3e8eb74632fc.png)
The MB Affinity tool takes "transaction" data and constructs a matrix.
![MB Inspect Tool Icon](../../image/uuid-1d61a05c-c6b0-fa2f-05de-9f34d242bfa9.png)
Takes rules or itemsets output of the MB Rules tool, and provides analysis of those rules.
![MB Rules Tool](../../image/uuid-7178649f-2146-38ac-fc1e-7ce0051f09bc.png)
Takes as input a rules or itemsets, and provides an analysis of those rules.
![Multidimensional Scaling Tool Icon](../../image/uuid-cd9137eb-80f0-83f4-585d-f7dc672c157a.png)
Takes transaction data and, after transforming the data, creates a set of association rules.
![Principal Components Tool Icon](../../image/uuid-d88388c3-db20-2997-a86c-3b6d1b3a4c39.png)
The Principal Components tool can reduce the dimensions (the number of numeric fields) in a database