I would love to see data that excludes apps that don't monetize within the app ecosystem. That is, ones that have no price, no IAP, and no ads. These are thin

I would love to see data that excludes apps that don't monetize within the app ecosystem. That is, ones that have no price, no IAP, and no ads. These are things like your bank's app, a Salesforce app, etc. I wonder how many those would subtract from the "bottom". Regardless, I agree with your overall assessment of her data.