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Port numbers are 2 bytes (16 bits) in the tcp packet header.

so 2 * 16 == 65k

Aren't connections defined by sender_ip+receiver_ip+port?

Usually a connection is defined by what's called a 5-tuple. Source up, source port, dest up, dest port, protocol (e.g. tcp or udp)