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HBase与Hive数据仓库应用开发

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作者唐美霞，许建豪，贾瑞民主编

出版社电子工业出版社

ISBN9787121461026

出版时间2023-08

装帧平装

开本其他

定价49元

货号13422506

上书时间2024-09-02

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"唐美霞，女，生于1982年03月，2003年毕业于湖南师范大学计算机科学与技术专业（本科），2010年毕业于湖南科技大学计算机应用技术专业（硕士研究生），中共党员，大数据技术专业教师、工学硕士、副教授、南宁市高层次人才（E类）、华为ICT学院大数据讲师，新华三公司大数据平台运维认证讲师，教育厅认定的“双师”型教师。 参加工作20年以来，曾主讲《C#程序设计》、《数据结构》、《MySQL数据库》、《Linux操作系统》、《数据挖掘与机器学习》、《Hbase与Hive数据仓库应用开发》、《Hadoop开发基础》等课程；在教学工作中坚持教育教学改革，不断探索新的教学模式和教学方法，取得了良好的效果；主编《Java程序设计》一部，《SQL Server 2012 数据库原理及应用》一部，参编《Flash CS5实用案例教程》一部，2020年12月，参加全国高等院校计算机类专业教学能力大赛获二等奖（作品：Hadoop开发基础）；2017年-2021年指导学生参加全国职业院校技能大赛高职组“大数据技术与应用”赛项，2017年获区赛一等奖，全国三等奖，2018年-2021年获区赛二等奖；2019年指导学生参加中国软件杯全国大学生软件设计大赛荣获全国三等奖；2019-2020年连续两年指导学生参加广西大学生人工智能设计大赛，荣获一等奖，优秀指导教师。2019-2020年连续两年指导学生参加全国大学生数学建模竞赛广西选拔赛荣获三等奖。 秉承“以科研促教学，以教学带科研”的理念，坚持进行学术研究，主要研究方向为软件技术、大数据技术、算法分析。近年来在《计算机工程与设计》、《湖南科技大学学报（自然科学版）》、《制造业自动化》、《广西教育》等刊物上发表学术论文20余篇，其中核心论文6篇，主持完成市厅级课题3项，主持在研市厅级课题2项，参与省部级科研课题2项，参与完成市厅级课题6项，获得发明专利1项，实用新型专利1项，软件著作权16项。 "

目录
项目1 认识数据库与数据仓库 ············································································.1 【教学目标】 ······························································································.1 【背景描述】 ······························································································.1 任务 1 了解大数据 ·····················································································.2 【任务描述】 ···················································································.2 【任务要求】 ···················································································.2 【相关知识】 ···················································································.2 1.1.1 大数据的概念及发展历程 ····················································.2 1.1.2 大数据的数据类型 ·····························································.2 1.1.3 大数据的特点 ···································································.3 1.1.4 大数据的行业应用 ·····························································.4 1.1.5 大数据的技术体系 ·····························································.5 任务 2 了解大数据存储技术 ·········································································.7 【任务描述】 ···················································································.7 【任务要求】 ···················································································.7 【相关知识】 ···················································································.7 1.2.1 大数据存储简介 ································································.7 1.2.2 基于文件系统的数据存储 ····················································.8 1.2.3 基于数据库的数据存储 ·······················································.9 1.2.4 基于数据仓库的数据存储 ··················································.10 项目总结 ·································································································.10 课后习题 ·································································································.11 项目2 安装与部署HBase ················································································.12 【教学目标】 ····························································································.12 【背景描述】 ····························································································.12 任务 1 搭建接近分布式 Hadoop 集群 ····························································.13 【任务描述】 ·················································································.13 【任务要求】 ·················································································.13 【相关知识】 ·················································································.13 2.1.1 Hadoop 简介 ···································································.13 2.1.2 Hadoop 的核心组件 ··························································.14 2.1.3 Hadoop 生态系统 ·····························································.17 2.1.4 搭建 Hadoop 集群前的准备工作 ··········································.19 【任务实施】 ·················································································.19 【任务实训】 ·················································································.47 任务 2 安装 ZooKeeper 集群 ·······································································.47 【任务描述】 ·················································································.47 【任务要求】 ·················································································.47 【相关知识】 ·················································································.48 2.2.1 ZooKeeper 简介 ·······························································.48 2.2.2 ZooKeeper 的架构 ····························································.48 【任务实施】 ·················································································.49 任务 3 安装与配置 HBase 集群 ···································································.51 【任务描述】 ·················································································.51 【任务要求】 ·················································································.51 【相关知识】 ·················································································.52 2.3.1 HBase 简介 ····································································.52 2.3.2 HBase 的核心功能模块 ·····················································.53 2.3.3 HBase 的读/写流程 ··························································.54 【任务实施】 ·················································································.55 【任务实训】 ·················································································.58 项目总结 ·································································································.59 课后习题 ·································································································.59 项目3 使用HBase Shell 构建博客数据库系统 ······················································.60 【教学目标】 ····························································································.60 【背景描述】 ····························································································.60 任务 1 设计 HBase 表 ···············································································.61 【任务描述】 ·················································································.61 【任务要求】 ·················································································.61 【相关知识】 ·················································································.61 3.1.1 HBase 的数据模型 ···························································.61 3.1.2 HBase 表的结构设计原则 ··················································.62 3.1.3 HBase 的检索方式 ···························································.63 3.1.4 RowKey 设计原则 ····························································.63 3.1.5 热点问题 ·······································································.63 3.1.6 列族设计原则 ·································································.64 【任务实施】 ·················································································.65 任务 2 创建 HBase 表 ···············································································.66 【任务描述】 ·················································································.66 【任务要求】 ·················································································.66 【相关知识】 ·················································································.66 3.2.1 命名空间 ·······································································.66 3.2.2 创建表 ··········································································.67 3.2.3 查看表结构 ····································································.68 3.2.4 修改表 ··········································································.69 3.2.5 删除表 ··········································································.69 【任务实施】 ·················································································.69 【任务实训】 ·················································································.70 任务 3 查询 HBase 表数据 ·········································································.70 【任务描述】 ·················································································.70 【任务要求】 ·················································································.70 【相关知识】 ·················································································.71 3.3.1 插入数据 ·······································································.71 3.3.2 查询数据 ·······································································.72 3.3.3 扫描全表数据 ·································································.72 3.3.4 删除数据 ·······································································.73 3.3.5 清空数据 ·······································································.73 【任务实施】 ·················································································.73 【任务实训】 ·················································································.75 任务 4 查询符合指定条件的 HBase 表数据 ····················································.76 【任务描述】 ·················································································.76 【任务要求】 ·················································································.76 【相关知识】 ·················································································.77 3.4.1 HBase 高级查询 ······························································.77 3.4.2 HBase 的抽象操作符 ························································.77 3.4.3 HBase 的比较器 ······························································.77 3.4.4 HBase 的过滤器 ······························································.78 【任务实施】 ·················································································.79 【任务实训】 ·················································································.79 项目总结 ·································································································.80 课后习题 ·································································································.80 项目4 使用HBase Java API 开发博客数据库系统 ················································

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