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Bot identificaton based on statistics of user sessions

Tools

  • Spark ML

Context

We have statistics on user sessions, where some of them are web crawlers, we need to identificate such sessions to prevent bot activity.

Data

Field Description
session_id ID of user session
user_type User type: authorized or guest
duration Session duration in secs
platform User platform: web, ios, android
item_info_events Number of product information views per session
select_item_events Number of product selects per session
make_order_events Number of product orders per session
events_per_min Average number of events per minutes for session
is_bot Field is for model training and evaluation where 0 is user, 1 is bot

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