# \#analytics
**URL:** https://community.ipinfo.io/tag/analytics/45.md
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## [Preventing Ad Fraud using IPinfo’s data](https://community.ipinfo.io/t/preventing-ad-fraud-using-ipinfo-s-data/5591)
**Author:** [@Abdullah](https://community.ipinfo.io/u/Abdullah)\
**Replies:** 0\
**Last updated:** [April 12, 2024, 11:02pm UTC](https://community.ipinfo.io/t/preventing-ad-fraud-using-ipinfo-s-data/5591 "2024-04-12T23:02:52Z")
We have helped customers like Adcash prevent ad fraud by incorporating IP data into their ad performance metrics and fraud detection mechanisms. Advertising fraud, as an online scam, is quite unique, and many standard…
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## [How affiliate marketing and link tracking sites can use IP data](https://community.ipinfo.io/t/how-affiliate-marketing-and-link-tracking-sites-can-use-ip-data/245)
**Author:** [@Abdullah](https://community.ipinfo.io/u/Abdullah)\
**Replies:** 0\
**Last updated:** [May 5, 2023, 12:18am UTC](https://community.ipinfo.io/t/how-affiliate-marketing-and-link-tracking-sites-can-use-ip-data/245 "2023-05-05T00:18:18Z")
How affiliate marketing and link tracking sites benefit from IP data IP data in affiliate marketing provide valuable insights to a customer. It provides an additional layer of functionality, control and analytical inf…
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## [Working with Pandas dataframe and IPinfo’s API](https://community.ipinfo.io/t/working-with-pandas-dataframe-and-ipinfo-s-api/74)
**Author:** [@Abdullah](https://community.ipinfo.io/u/Abdullah)\
**Replies:** 0\
**Last updated:** [April 20, 2023, 6:51pm UTC](https://community.ipinfo.io/t/working-with-pandas-dataframe-and-ipinfo-s-api/74 "2023-04-20T18:51:58Z")
If you want to use Pandas to do analysis on IP Geolocation, we suggest, using IPinfo’s Python module with the bulk/batch lookup method, getBatchDetails, even if you have a single IP address. The reason for that is the g…