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In order to filter a Timeline, you first need to be on the Timeline screen. You can navigate there by either going to the main menu and selecting Insights and opening up the Timeline or by selecting Timeline on the Action Bar on the Points screen.

Click "Download" in the bottom right corner to download a CSV of the Timeline you're viewing. Your filters and timeframe will be reflected on the CSV.