To load a previously saved analysis, click on the cog icon in the top right of your screen to open the settings bar.
Then click on the analysis you wish to load.
Note: if you have analyses saved from multiple Search Console properties, you can use the "Filter by Property" dropdown to filter your list.
Your saved analysis will load with an information bar above the overview, showing you details of the analysis you loaded and allowing you to edit the description.
Page Analysis
Other Analysis Reports
Recommendation Reports
Historical Report