One of them took place in Washington Square Park Wednesday night.
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Those taking part did so despite the rain.
The day is designed to raise awareness and hail progress made by people who are transgender or non-binary.
It was founded in 2009 and is marked every March 31st.
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Activists say it's important for transgender people to liberate themselves.
The gathering in the park included a memorial to transgender people killed by violence.
There was also a local awards show, which honored and shed light on those who help the transgender community.
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