Tax on Wall Street Speculation Act This bill imposes an excise tax on the transfer of ownership in certain securities (covered transaction), including any share of stock in a corporation; any partnership or beneficial interest in a partnership or trust; any note, bond, debenture, or other evidence of indebtedness (excluding tax-exempt municipal bonds); and derivative financial instruments. The bill includes exceptions for initial issues, certain traded short-term indebtedness, and securities lending arrangements. The bill also (1) imposes a penalty on taxpayers who fail to include a covered transaction on their tax return or information statement, and (2) allows an individual taxpayer whose modified adjusted gross income does not exceed $50,000 ($75,000 for married taxpayers filing joint returns) a tax credit for the amount of tax paid on covered transactions.