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Patrick Dempsey and Wife Jillian 'Very Happy' as Source Says 'There Are No More Divorce Plans'

01/21/2016 AT 06:30 PM EST

Things are on the upswing for Patrick Dempsey and estranged wife Jillian's marriage as a source tells PEOPLE plans for divorce are now off the table.

"For the past year, Patrick and Jillian have been working on getting to where they are right now. They are not dating anyone else, and only each other," a source tells PEOPLE.

In January 2015, Jillian filed for divorce from Patrick after 15 years of marriage. But the pair have been working on reconciling and have been appearing in public together.

"They seem very happy and are spending a lot of time together. They go on dates and are also involved with the kids together," says the source. The divorce made Patrick miserable. It was definitely a wakeup call."



Patrick Dempsey and Wife Jillian 'Very Happy' as Source Says 'There Are No More Divorce Plans'| Couples, Patrick Dempsey

Jillian Dempsey and Patrick Dempsey

Charley Gallay / Getty Images for Marie Claire

The source adds that divorce plans between Patrick, 50, and Jillian, have been nixed.

"There are no more divorce plans. Patrick and Jillian plan on being a family again," the source says.

On Jan. 13, Jillian posted an Instagram photo of the two together to celebrate Patrick's 50th birthday.

The couple shares children Tallula, 13, and twins Sullivan and Darby, 8.
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