Penguin: Penguin usually affects a site on a page and keyword level. Let's say that you have a page called example.com/greenwidgets/ and you have been building links to this page all containing the anchor text, "green widgets". If Penguin affected you, then it would mean that this particular page would no longer rank well for "green widgets". Penguin generally does not affect an entire site. However, quite often when sites have been affected by Penguin, they have built many anchor texted links, possibly for many different keywords all to the homepage. This can mean that the homepage will not rank for a number of terms.
Unnatural Links: A manual unnatural links penalty can affect the entire site, or just a page, or even just one keyword. Sometimes a site can be penalized and be totally removed from the Google index. Other times, the site can still be in the index but not be shown in the first 10 pages for any of its keywords. Or, sometimes the penalty will not be as severe and may only affect one or two keywords.
Panda: Panda can affect an entire site, or sometimes one section such as a news blog on the site. Panda does not tend to affect just single pages of a website. If you have a site that has some good content, but a lot of thin and duplicate content, then the Panda filter can cause the entire site to have trouble ranking, not just the thin and duplicate pages.
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