下面是小编为大家整理的基于Python可视化数据分析平台设计与实现,供大家参考。
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基于Python的可视化数据分析平台设计与实现
作者:严婷文欣秀赵嘉豪王家辉杜傲白瑞杰
来源:《计算机时代》2017年第12期
摘要:在大数据的时代背景下,考虑到与日俱增的数据分析需求以及传统数据分析工具的高门槛性、操作复杂性等问题,基于Python和Django框架设计了一个具备数据分析、案例交流、算法学习等功能的可视化数据分析平台,旨在帮助没有算法基础的普通用户快速进行数据分析,并迅速获取可视化的分析结果。该平台还可以作为数据挖掘课程的辅助教学工具以及数据分析的科普平台。
关键词: Python;数据分析;教学辅助;可视化
中图分类号:G434 文献标志码:A 文章编号:1006-8228(2017)12-54-03
Design and implementation of visualized data analysis platform based on Python
Yan Ting1, Wen Xinxiu1, Zhao Jiahao1, Wang Jiahui1, Du Ao2, Bai Ruijie3
(1. School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, China; 2. School of Resource and Environmental Engineering,East China University of Science and Technology; 3. School of Mechanical and Power Engineering, East China University of Science and Technology)
Abstract: In the big data era, taking into account the increasing demand for data analysis and the high threshold of traditional data analysis tools, operational complexity and other issues, a visualized data analysis platform with functions of data analyzing, case exchanging and algorithm learning is designed based on Python and Django framework to help ordinary users without algorithm base to do data analysis quickly and obtain visualized analysis results quickly. And the platform can also be used as an auxiliary teaching tool for data mining courses and a popular science platform for data analysis.
Key words: Python; data analysis; teaching aids; visualization
0 引言
随着云计算、物联网、社交网络等的兴起和数据库技术的成熟,社会中的各类数据正在以前所未有的速度增长。传统的数据处理方式难以发掘出海量数据中所隐藏的规律,因此我们需
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