Income tax rates are obtained from https://taxfoundation.org/2017-tax-brackets/
The 2017 Tax Table shows exactly $19,113 for your income, so you probably have some income taxed at a different rate, such as a capital gain.
Thanks for the reply. I do have short term capital gains (no long term capital gains) and as far as I know that should be taxed at the same rate. Will that make a difference ?
If you have capital gains, even if from a 1099-DIV, your tax is calculated on a worksheet instead of using the tables. When you print your return, if you ask for all forms and worksheets, you'll see a capital gains tax worksheet and can see your calculation there. There are actually 7 different method that can be used to calculate your tax. You have to see which method was used on your return.