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- telegram数据清洗
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Compiling the latest research and identification trends across platforms such as Telegram, WhatsApp, and Line
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20
2026-04
How to make Telegram account activity detection more accurate recently? Should the 3-day and 7-day standards be separated?
Activity detection has always been important in Telegram user screening, but recently the focus of discussion has changed from whether to do activity detection to how to make activity detection more accurate. In particular, whether Telegram’s 3-day active users and 7-day active users should be screened separately has been discussed more and more recently.
14
2026-04
To attract traffic to Telegram in 2026, should you screen robot accounts first or active accounts first?
In the Telegram traffic drainage scenario, the data question has changed from "are there users?" to "is the user valid?" As the number of accounts continues to increase, the proportion of robot accounts, abnormal accounts, and low-active users in the data has increased significantly. Without filtering, the imported user pool can easily be diluted by these low-quality data, directly affecting subsequent interactions and conversions.
08
2026-04
An actual test: After filtering out low-active accounts, Telegram group interaction increased significantly
First conduct Telegram registration test to filter out the accounts that have been opened; then conduct activity judgment to filter out accounts that have not been used for a long time or have low activity. This can retain users who actually use it.
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