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Table 2 The mobile behavior data of the Ali mobile recommendation data set

From: Mobile marketing recommendation method based on user location feedback

Field

Field description

Extraction instruction

User_id

User differentiation

Sampling and data masking

Item_id

Product differentiation

Data masking

Behavior_type

The type of behavior of the user on the product

Including browsing, collecting, adding shopping carts, and purchasing, the values are 1, 2, 3, 4 respectively

User_geoinfo

The spatial reference identifier of the user’s location

Formed by latitude and longitude data through a secret algorithm

Item category

Product classification identifier

Field masking

Time

Action time

Accurate to hour level