Ringtone:
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Go to Settings, tap "Sounds & Notifications".
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Then tap "Ringtone" and select a reminder ringtone.
Annoying alert:
You can select to enable "Annoying Alert" at the bottom of the Ringtone menu. If enabled, alerts will keep going for 30 seconds and will be active again after two minutes until the notification's handled.