For Layer 4 simulations (like SYN floods), standard socket libraries are insufficient because the operating system automatically handles the TCP handshake details. Instead, security researchers use , a powerful interactive packet manipulation library. Scapy allows users to manually forge packet headers, modify sequence numbers, and randomize source IP addresses.
If you're interested in network stress testing (only on systems): ddos attack python script