Cannot reinstall thunder riddle integration

Problem/Motivation

After uninstalling the Thunder Riddle integration module it is not possible to install it again, when triing to do so, you get the following error message:

Unable to install Thunder Riddle integration, core.entity_form_display.paragraph.riddle.default, core.entity_view_display.paragraph.riddle.default, core.entity_view_display.paragraph.riddle.preview, field.field.paragraph.riddle.field_riddle, field.storage.media.field_riddle_id, field.storage.paragraph.field_riddle, paragraphs.paragraphs_type.riddle already exist in active configuration. 

Proposed resolution

Cleanup the installed configuration on uninstall. Either with an update hook or with enforced dependencies in the provided configuration yaml files.

Remaining tasks

1. Implement solution.