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Rather, you should disregard metrics based on "perception" as being as reliable as reading tea leaves. Go find some data instead.
The median value of the primary residence of public representatives would be some solid data for instance.
So low-income countries or countries where houses depreciate over time are less corrupt? 
Just normalize your data to the rest of the population. I'm just giving you an example of something that's more objective than "perception".
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