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Hi and welcome to our site!Based on your information - you are a resident alien - but your spouse is a nonresident alien - according to the physical presence test.However - if both - you and your spouse - agree - you may elect to treat your spouse as a resident alien and file a joint tax return using "Married Filing Jointly" status.
Regarding claiming your children as dependents - you cannot claim a person as a dependent unless that person is a U.S. citizen, U.S. resident alien, U.S. national, or a resident of Canada or Mexico.
Based on your information - your children are nonresident aliens in 2015 - and may not be your dependents unless they are residents of of Canada or Mexico.
In 2016 - you will be able to claim your children as dependents.
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