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Scatterplots

Scatterplots help you explore the relationship between two numeric values. Each point represents a single record, plotted by its X and Y values.

They're perfect for spotting correlations, clusters, and outliers in your data.

I use scatterplots constantly for two things: finding trends between variables, and catching outliers that might indicate bad data.

Correlations

When points trend upward from left to right, you have a positive correlation – as one value increases, so does the other. In our website sessions data, we'd expect longer sessions to have more pages visited.

When points trend downward, you have a negative correlation. And when points are scattered randomly, there's no correlation at all.

Trend Lines

Adding a trend line makes correlations easier to see. Power BI can calculate and display this line automatically through the Analytics pane.

Look for points that fall far from the trend line – these outliers might be data entry errors or genuinely unusual records worth investigating.

Assignment

Save the project and, from the course directory, submit the CLI tests.