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The experienced DBA who knows the system would know better than I would. It could take anywhere from a few hours to a day or two. Every install/upgrade is different and has many variables involved. Sorry to be so vague, but there's not really a valid way to put an exact estimate together without knowing anything more about the database and environment.
Dig Deeper on Oracle database installation, upgrades and patches
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