I filtered out ADRs, non-US companies, companies in
the miscellaneous financial services industry category (to mainly filter out closed - end funds), stocks trading below $ 2, market caps less than $ 433 million (approximately matching the average cut - off Tortoriello used), and companies that did not have a current fiscal year earnings to price ratio due to missing data.