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You need, at minimum, After=network.target in the [Unit] section of your unit file, to ensure that the network is up before starting nginx. I have no idea why your unit file doesn't have it.
Here is a complete example from my handy Fedora system, as shipped by Fedora:
[Unit]
Description=The ngi...