Nantes is quite safe compared to other cities where I have lived.
In the city center, I have very rarely seen acts of violence, and you do not feel aggressivity there.
That may be why Nantes is always ranked among the nicest place to live in France.
This horse eating that fancy car maybe? No, there are no dangers here ;o) except for some mosquito bites maybe...lol!