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How can I find my stats or my team stats?

This is actually very simple:

On the top left of the page is a searchbox. Type your (teams) name and hit Search. The first ten matches from all projects, both users and teams, are shown. If your account isn't one of them, try the search again with exact match ticked on. This will find exactly what you enter in the search box.

So: searching for 'John' without exact match ticked on will also find 'John Doe' and 'Big Johnny' in addition to 'John'. Searching for 'John' with exact match ticked on will only find 'John'.

The search is not case sensitive.

The blue icon under options will take you to your detailed stats.

If you can't find your account, please verify that you have at least 1 credit granted in at least 1 project. Also check (on the frontpage) if the project has updated its stats.

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Searchbox?? If it really does exist, on a page, link would be nice.

It's the small box in the upper left corner beneath the BOINCstats sign.
It's filled as standard with your BAM! account name.