This can also be a issue with the following settings in my.cnf, unless you have root access, you will have to ask your host to possibly look into it more and change the following setting to see if it helps.
max_connections = 350
It could also be a slow connection and its simply timing out, bad script/hack installed.
connect_timeout = 5
Raising the limit on those could solve your issue.
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