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计算机毕设选题:Python与Hadoop+Spark中医药数据系统源码毕业设计选题推荐毕设选题数据分析机器学习深度学习

2026-08-21 00:39:23

计算机毕设选题:Python与Hadoop+Spark中医药数据系统源码毕业设计选题推荐毕设选题数据分析机器学习深度学习

本系统是基于大数据技术构建的中医药数据分析平台，后端采用Python语言结合Django框架进行开发，核心数据处理依托于Hadoop生态中的HDFS分布式文件系统进行存储，并利用Spark计算框架中的Spark SQL模块对海量中医药数据进行高效清洗与多维度计算。前端界面使用Vue.js结合ElementUI组件库及Echarts图表库实现数据的动态交互与可视化展示。系统功能涵盖了市场价格分析、供应链管理、质量安全监控及功效应用四大核心板块，具体实现了对不同功效药材价格分布的统计、产地对价格影响的测算、库存周转效率的评估、毒性药材的预警以及药材功效与市场需求的匹配度分析，通过MySQL数据库存储结构化信息。

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CONNECT:[ UseTime:0.000546s ] mysql:host=127.0.0.1;port=3306;dbname=f_mffb;charset=utf8mb4
SHOW FULL COLUMNS FROM `fenlei` [ RunTime:0.000634s ]
SELECT * FROM `fenlei` WHERE `fid` = 0 [ RunTime:0.000315s ]
SELECT * FROM `fenlei` WHERE `fid` = 63 [ RunTime:0.000286s ]
SHOW FULL COLUMNS FROM `set` [ RunTime:0.000524s ]
SELECT * FROM `set` [ RunTime:0.000282s ]
SHOW FULL COLUMNS FROM `article` [ RunTime:0.000590s ]
SELECT * FROM `article` WHERE `id` = 510925 LIMIT 1 [ RunTime:0.000798s ]
UPDATE `article` SET `lasttime` = 1787290031 WHERE `id` = 510925 [ RunTime:0.014351s ]
SELECT * FROM `fenlei` WHERE `id` = 66 LIMIT 1 [ RunTime:0.000260s ]
SELECT * FROM `article` WHERE `id` < 510925 ORDER BY `id` DESC LIMIT 1 [ RunTime:0.000473s ]
SELECT * FROM `article` WHERE `id` > 510925 ORDER BY `id` ASC LIMIT 1 [ RunTime:0.000411s ]
SELECT * FROM `article` WHERE `id` < 510925 ORDER BY `id` DESC LIMIT 10 [ RunTime:0.001754s ]
SELECT * FROM `article` WHERE `id` < 510925 ORDER BY `id` DESC LIMIT 10,10 [ RunTime:0.000881s ]
SELECT * FROM `article` WHERE `id` < 510925 ORDER BY `id` DESC LIMIT 20,10 [ RunTime:0.000854s ]

0.092637s

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