> For the complete documentation index, see [llms.txt](https://docs.exploratory.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.exploratory.io/machine-learning/evaluate_multi.md).

# Evaluate Prediction - Multiclass

Returns a data frame with evaluation score of multi classification including the below.

* micro\_f\_score
* macro\_f\_score
* accuracy
* misclassification\_rate

## How to Access This Feature

### From + (plus) Button

There are two ways to access. One is to access from 'Add' (Plus) button. ![](/files/-M4oNE2wdkJXkBmQs8Wp)

Another way is to access from a column header menu. ![](/files/-M4oNE3-S7VF_y54TPeI)

## How to Use?

![](/files/-M4oNE32UAq-h3GKfFLJ)

* Predicted Label Column - The column with predicted values. Usually, it's predicted\_probability in the framework of Exploratory.
* Actual Value Column - The column with actual value.