Security is £104m. Think the cost CJ is referring to is the Sovereign Grant (the amount the taxpayer contributes), that's £40m or roughly 56p from each taxpayer.
http://brandfinance.com/images/upload/brand_finance_s_valuation_of_the_british_monarchy_2015_full_details.pdf