10,000 rolls would be way more than needed. All of the google first page results for searching "representative sample size" say that ~400 data points is perfectly fine for 95% confidence of a 5% margin of error.
200 data points (@Niara's sample) is adequate for 7% margin of error or only 85% confidence.