大数据猩球：海量数据处理实践指南
副标题：无
作 者：（美）Philip Kromer（菲利普·克罗默），Russell Jurney（拉塞尔·贾米） 著，唐李洋 译
分类号：
ISBN：9787121294181
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简介
本书以实用的、可操作的视角解释了大数据——采用黑猩猩和大象的隐喻，基于棒球统计数据集，使用Apache Hadoop和Pig等工具展示了如何处理大规模数据。此外，通过处理真实数据、解决现实问题，作者还以实例的形式总结了一些实践分析模式，为有创造力的分析人员提供了最强大、最有价值的方法。本书特别适合那些需要大数据工具箱来解决实际问题的人们。
目录
前言 ..................................................................................................XI
第一部分 入门 ：理论和工具
第 1 章 Hadoop 基础 ........................................................................3
黑猩猩和大象创业 .................................................................................................................4
Map-Only 作业 ：逐个处理记录 ...........................................................................................5
Pig Latin Map-Only 作业........................................................................................................6
创建 Docker Hadoop 集群 ......................................................................................................8
运行作业 .......................................................................................................................12
小结 .......................................................................................................................................15
第 2 章 MapReduce........................................................................17
黑猩猩和大象拯救圣诞节 ...................................................................................................17
玩具岛上的麻烦 ...........................................................................................................17
黑猩猩把信件变成带标签的玩具表 ...........................................................................19
小象将玩具表送到适当的工作台 .......................................................................................21
示例 ：驯鹿游戏 ...................................................................................................................23
UFO 数据 ......................................................................................................................24
根据报道延迟对 UFO 目击分组 .................................................................................24
Mapper ..........................................................................................................................24
Reducer .........................................................................................................................26
数据可视化 ...................................................................................................................29
驯鹿小结 .......................................................................................................................30
Hadoop 与传统数据库 .........................................................................................................30
MapReduce 俳句 ...................................................................................................................31
Map 阶段简述 ..............................................................................................................32
Group-Sort 阶段简述 ...................................................................................................32
Reduce 阶段简述 ..........................................................................................................32
小结 .......................................................................................................................................33
第 3 章 棒球数据集速览 ..................................................................35
数据 .......................................................................................................................................35
缩略词和术语 .......................................................................................................................36
规则和目标 ...........................................................................................................................37
评价指标 ...............................................................................................................................37
小结 .......................................................................................................................................38
第 4 章 Pig 入门 ..............................................................................39
Pig 帮助 Hadoop 处理数据表，而不是记录 ......................................................................39
维基百科访问数统计 ....................
第一部分 入门 ：理论和工具
第 1 章 Hadoop 基础 ........................................................................3
黑猩猩和大象创业 .................................................................................................................4
Map-Only 作业 ：逐个处理记录 ...........................................................................................5
Pig Latin Map-Only 作业........................................................................................................6
创建 Docker Hadoop 集群 ......................................................................................................8
运行作业 .......................................................................................................................12
小结 .......................................................................................................................................15
第 2 章 MapReduce........................................................................17
黑猩猩和大象拯救圣诞节 ...................................................................................................17
玩具岛上的麻烦 ...........................................................................................................17
黑猩猩把信件变成带标签的玩具表 ...........................................................................19
小象将玩具表送到适当的工作台 .......................................................................................21
示例 ：驯鹿游戏 ...................................................................................................................23
UFO 数据 ......................................................................................................................24
根据报道延迟对 UFO 目击分组 .................................................................................24
Mapper ..........................................................................................................................24
Reducer .........................................................................................................................26
数据可视化 ...................................................................................................................29
驯鹿小结 .......................................................................................................................30
Hadoop 与传统数据库 .........................................................................................................30
MapReduce 俳句 ...................................................................................................................31
Map 阶段简述 ..............................................................................................................32
Group-Sort 阶段简述 ...................................................................................................32
Reduce 阶段简述 ..........................................................................................................32
小结 .......................................................................................................................................33
第 3 章 棒球数据集速览 ..................................................................35
数据 .......................................................................................................................................35
缩略词和术语 .......................................................................................................................36
规则和目标 ...........................................................................................................................37
评价指标 ...............................................................................................................................37
小结 .......................................................................................................................................38
第 4 章 Pig 入门 ..............................................................................39
Pig 帮助 Hadoop 处理数据表，而不是记录 ......................................................................39
维基百科访问数统计 ....................
大数据猩球：海量数据处理实践指南
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