The best solution is to use authentication agent (Pageant), so that you enter the passphrase only once.
Alternatively you can store the key unprotected (without an passphrase). Note that this imposes security risk, if someone gains access to the key. You should consider restricting access to the unprotected private key file to the local account that runs the script only (using Windows file system permissions).
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