On the View menu, select "Hide curves...", then select the curves that you want to hide. All unchecked curves will remain visible. Visibility may be restored with the "Unhide all curves" command on the View menu.
Alternatively, if your document has a legend you may right-click on the legend entry for the curve you want to hide, then select "Hide <label>", or to hide all curves other than the selected one, select "Hide all but <label>" from the drop-down menu:

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