Using dbms_stats.get_stats_history_availability one can find date of oldest STATS information. STATS older than this timestamp cannot be restored.
SQL> select dbms_stats.get_stats_history_availability from dual;
GET_STATS_HISTORY_AVAILABILITY
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09-FEB-10 10.13.18.954562000 PM -07:00
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