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Why research reports cannot achieve the same scalability as EOS mainnet

Lately there have been articles circulating claiming to refute EOS scalability claims

https://cdn0.tnwcdn.com/wp-content/blogs.dir/1/files/2018/11/EOS_Report.pdf

https://blog.bitmex.com/eos-report/

The latter claims effective 25 tx/s.

However we have seen 3000 tx/s mark in EOS Network monitor:

https://coincodex.com/article/2052/eos-achieves-3000-transactions-per-second/

Why these research reports cannot achieve the same throughput as we withness in the mainnet? Are there false claims or some difference in the way of measuring throughput?