0 ×

Linear Correlation

DeprecatedKNIME Base Nodes version 4.2.3.v202011031328 by KNIME AG, Zurich, Switzerland

Calculates for each pair of selected columns a correlation coefficient, i.e. a measure of the correlation of the two variables.

Which correlation measure is applied depends on the types of the underlying variables:
numeric <-> numeric: Pearson's product-moment coefficient. Missing values in such columns are ignored (the corresponding records are skipped). The value of this measure ranges from -1 (strong negative correlation) to 1 (strong positive correlation). A value of 0 represents no correlation.
nominal <-> nominal: Pearson's chi square test on the contingency table. This value is then normalized to a range [0,1] using Cramer's V, whereby 0 represents no correlation and 1 a strong correlation. Missing values in nominal columns are treated such as they were a self-contained possible value. If one of the two columns contains more possible values than specified in the dialog (default 50), the correlation will not be computed.
Correlation measures for other pairs of columns are not available, they are represented by missing values in the output table and crosses in the accompanying view.

Options

Column Filter
Select columns for which correlation values shall be computed.
Possible Values Count
Select an upper bound for the number of possible values for each of the nominal columns. If more values are encountered in a nominal column, the column will be ignored (no correlation values will be computed).

Input Ports

Icon
Numeric input data to evaluate

Output Ports

Icon
Correlation variables in a square matrix
Icon
A model containing the correlation measures. This model is appropriate to be read by the Correlation Filter node.

Views

Correlation Matrix
Squared table view showing the pair-wise correlation values of all columns. The color range varies from dark red (strong negative correlation), over white (no correlation) to dark blue (strong positive correlation). If a correlation value for a pair of column is not available, the corresponding cell contains a missing value (shown as cross in the color view).

Installation

To use this node in KNIME, install KNIME Base nodes from the following update site:

KNIME 4.2

A zipped version of the software site can be downloaded here.

You don't know what to do with this link? Read our NodePit Product and Node Installation Guide that explains you in detail how to install nodes to your KNIME Analytics Platform.

Wait a sec! You want to explore and install nodes even faster? We highly recommend our NodePit for KNIME extension for your KNIME Analytics Platform. Browse NodePit from within KNIME, install nodes with just one click and share your workflows with NodePit Space.

Developers

You want to see the source code for this node? Click the following button and we’ll use our super-powers to find it for you.