Bot & Ad Fraud Statistics
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Ad Fraud % by Operating System
Impressions categorized as bots and ad fraud on Chrome, Mac, and Windows

Ad Fraud % by Device Type
Impressions categorized as bots and ad fraud on mobile, desktop, and tablet

Ad Impressions by Device Type
Total impressions for each device type: mobile, desktop, and tablet

Lowest % Ad Fraud by ISP
Impressions categorized as bots and ad fraud among internet service providers

Hourly Bot Activity
U.S. impressions categorized as bots and ad fraud for each hour of the day
Ad Fraud in the U.S.

States with Highest % Bot Traffic
Impressions categorized as bots and ad fraud for states with highest percentage

States with Lowest % Bot Traffic
Impressions categorized as bots and ad fraud for states with lowest percentage
Bot Traffic by Country

Countries with Highest % Bots
Impressions categorized as bots and ad fraud for countries with highest percentage

Countries with Lowest % Bots
Impressions categorized as bots and ad fraud for states with lowest percentage