User profile analysis and implementation based on Pandas library
DENG Xiang
Abstract：User profiling technology can deeply reveal user behavior characteristics,enabling busi-nesses to optimize marketing strategies and product development.This article discusses the analysis and implementation of user profiling based on the Pandas library.Through the data processing and a-nalysis functions of the Pandas library,user data is loaded,cleaned,converted,and statistically ana-lyzed,and a comprehensive user profile covering multi-dimensional information such as user age,gen-der,and consumption habits is constructed.It accurately depicts the basic attributes and behavioral characteristics of users,providing enterprises with profound insight into user behavior.The study demonstrates that that Pandas-based user profiling analysis is an efficient and practical data analysis method that can more accurately understand user needs and provide solid data support for the formula-tion of marketing strategies and product optimization.
Keywords：user portrait artificialintelligencePandas library
Publication Date：2024-12-25
Online Publishing Date：2025-08-15(First online date of this platform, not the publication date of the document)
Pages：5( 10-14 )