Influence is calculated based on reach, popularity, activity, and the estimated impressions a given source of mentions has.

As an example, a source may have 100,000 followers and their influence may be 20,000 based on the fact that normally 20% of their audience see their posts.

You can see Influence stats in the Sources section:

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