Count of Distinct IDs when they appear multiple times within a selected time period

Count of Distinct IDs when they appear multiple times within a selected time period

I have a transactions table which includes the columns: date, customer_id and order_id. I want to be able to count the distinct customer_ids within a date range when those customer_ids appear across multiple rows (because they have multiple orders within that date range. 

It's easy to get a distinct count of customer_ids for the date range, but I'm struggling with how to essentially filter down to a distinct list of those ids who appear on 2 or more rows. 

I was trying to use CASE WHEN .... THEN but I can't say, count_distinct( CASE WHEN count(customer_id)>0 THEN customer_id END) 

Any help would be gratefully received. Hopefully I'm overthinking this!
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