Generally, as a J-1 visa holder, you are considered as a nonresident for two years from the first year you enter the US. Since you are longer than two years in the US and have met the Substantial Presence Test you are considered a resident for tax purposes.
Therefore, you do not need to attach the above mentioned statement. You can file a regular married filing jointly return and e-file.
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