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This depends on how you interact with Twitter too, though. I use TweetDeck and I don't see any of that.

Well, yeah, if you don't use the official client, you don't necessarily see Twitter’s feed at all.

TweetDeck is an official Twitter client.

I use the official client and don't have any of the issues you describe. I'm pretty sure the crowd you follow & engage with is the issue.