This document describes how a linear regression analysis can be performed over your chart's visual data. XtraCharts introduces the *Regression Line* to accomplish this.

This document consists of the following sections.

A **Regression Line** is a used statistical analysis instrument. Appearing as a line drawn across a chart's diagram, it is constructed based on the so-called *linear regression analysis*.

A Regression Line differs from a Trend Line in that is a straight line indicating whether a particular data set has increased or decreased over a period of time. Trend Lines are sometimes used in business analytics to show changes in data over time because they are simple. However, they suffer from a lack of scientific validity in cases where other potential changes can affect the data. Thus, regression lines are a more sophisticated analytical instrument.

Regression Lines determine whether the data suggests some kind of simple function between its variables. (In general, there are one or more independent variables and a single dependent variable, the values of which depend on the values of the other variables). Linear regression analysis involves determining the underlying equation through a method called *least squares*. This method minimizes the error terms depending on how far away each data point is from the underlying linear function. Thus, the method by minimizes the sum of the squares of the errors.

A Regression Line is represented by an instance of the RegressionLine class (which is a descendant of the Indicator class) and (along with other indicators) resides in the IndicatorCollection of a series returned by the XYDiagram2DSeriesViewBase.Indicators property.

Since a RegressionLine object is inherited from the SingleLevelIndicator class, to draw a Regression Line, you must specify its SingleLevelIndicator.ValueLevel property.

NoteBecause a regression line is built upon a specified *value level*, it is used to deal with either **date-time** or **numerical** data. Thus, you cannot create a Regression Line upon series arguments, nor for any data of the **qualitative** scale type.

The view type of the series to which a Regression Line is assigned is returned by the Indicator.View property.

A series can possess any number of Regression Lines and any number of them can be drawn across the same value level.

To access a series' collection of indicators at design time, select the series and in the **Properties** window, expand its SeriesBase.View property, then click the ellipsis button for the XYDiagram2DSeriesViewBase.Indicators property.

In the invoked **Indicators** dialog, click the **Add...** button, and in the invoked **Indicator Type** dialog, choose **Regression Line** and click **OK**.

After a Regression Line is created, you can define its SingleLevelIndicator.ValueLevel and other properties in the **Indicators** dialog.

Note that all the chart's indicators are painted based on a palette defined via the ChartControl.IndicatorsPaletteName property.