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    - 《父与子的编程之旅:与小卡特一起学Python》[亚马逊](https://www.amazon.cn/dp/B00PG0MMLO) / [豆瓣](https://book.douban.com/subject/26005639/)
    - 《趣学Python编程》[亚马逊](https://www.amazon.cn/dp/B00IM56I5Q) / [豆瓣](https://book.douban.com/subject/25837145/)
    - 《"笨办法"学Python》[亚马逊](https://www.amazon.cn/dp/B00P6OJ0TC) / [在线](https://flyouting.gitbooks.io/learn-python-the-hard-way-cn/content/) / [豆瓣](https://book.douban.com/subject/26264642/)
-    - 《Python Programming for the Absolute Beginner》
+    - 《Python编程初学者指南》[亚马逊](https://www.amazon.cn/dp/B00OZVSJAS/) / [豆瓣](https://book.douban.com/subject/26287445/)
    - 《编程导论》[亚马逊](https://www.amazon.cn/dp/B00W34DZ1M) / [豆瓣](https://book.douban.com/subject/26368668/)

 - 入门
    - 《Python基础教程》[亚马逊](https://www.amazon.cn/dp/B00KAFX65Q) / [豆瓣](https://book.douban.com/subject/25880388/)
    - 《像计算机科学家一样思考Python》[亚马逊](https://www.amazon.cn/dp/B01ION3W54/) / [豆瓣](https://book.douban.com/subject/26870407/)
    - 《Python学习手册》[亚马逊](https://www.amazon.cn/dp/B004TUJ7A6) / [豆瓣](https://book.douban.com/subject/6049132/)
-    - 《Python核心编程》[亚马逊](https://www.amazon.cn/Python/dp/B01FQAS0KK) / [豆瓣](https://book.douban.com/subject/26801374/)
+    - 《Python编程》[亚马逊](https://www.amazon.cn/dp/B00R3UI2NC) / [豆瓣](https://book.douban.com/subject/26314833/) 
+    - 《Python核心编程》[亚马逊](https://www.amazon.cn/dp/B001BKVXOA/) / [豆瓣](https://book.douban.com/subject/3112503/)
    - 《Python编程 从入门到实践》[亚马逊](https://www.amazon.cn/dp/B01ION3VWI/) / [豆瓣](https://book.douban.com/subject/26829016/)

 - 进阶
-    - 《Python 3面向对象编程》[亚马逊](https://www.amazon.cn/dp/B010MG1S84)
-    - 《Python高手之路》[亚马逊](https://www.amazon.cn/dp/B00X65PEFC)
-    - 《Python编程实战:运用设计模式、并发和程序库创建高质量程序》[亚马逊](https://www.amazon.cn/dp/B00MHDPIJ6)
-    - 《Python高级编程》[亚马逊](https://book.douban.com/subject/4212921/)
-    - 《Programming Python》
-    - 《Python应用核心编程》
-    - 《Python进阶》[亚马逊](https://eastlakeside.gitbooks.io/interpy-zh/content/)
-    - 《Effective Python:编写高质量Python代码的59个有效方法》[亚马逊](https://www.amazon.cn/dp/B01ASI36QS)
-    - 《流畅的Python》[亚马逊](https://www.amazon.cn/dp/B072HMKKPG)
-    - 《Learning Python Design Patterns》
-    - 《精通 Python 设计模式》[亚马逊](https://www.amazon.cn/dp/B01ION3VW8)
+    - 《Python 3面向对象编程》[亚马逊](https://www.amazon.cn/dp/B010MG1S84) / [豆瓣](https://book.douban.com/subject/26468916/)
+    - 《Python高手之路》[亚马逊](https://www.amazon.cn/dp/B00X65PEFC) / [豆瓣](https://book.douban.com/subject/26389274/)
+    - 《Python编程实战:运用设计模式、并发和程序库创建高质量程序》[亚马逊](https://www.amazon.cn/dp/B00MHDPIJ6) / [豆瓣](https://book.douban.com/subject/25955274/)
+    - 《Python高级编程》[亚马逊](https://book.douban.com/subject/4212921/) / [豆瓣](https://book.douban.com/subject/27133480/)
+    - 《Python应用核心编程》[豆瓣](https://book.douban.com/subject/26801374/)
+    - 《Python进阶》[在线](https://eastlakeside.gitbooks.io/interpy-zh/content/)
+    - 《Effective Python:编写高质量Python代码的59个有效方法》[亚马逊](https://www.amazon.cn/dp/B01ASI36QS) / [豆瓣](https://book.douban.com/subject/26709315/)
+    - 《流畅的Python》[亚马逊](https://www.amazon.cn/dp/B072HMKKPG) / [豆瓣](https://book.douban.com/subject/27028517/)
+    - 《Python设计模式》[亚马逊](https://www.amazon.cn/dp/B073MDN9KZ) / [豆瓣](https://book.douban.com/subject/27091288/)
+    - 《精通 Python 设计模式》[亚马逊](https://www.amazon.cn/dp/B01ION3VW8) / [豆瓣](https://book.douban.com/subject/26829015/)

 - 高阶
-    - 《Python性能分析与优化》[亚马逊](https://www.amazon.cn/dp/B01HB0KNCG)
-    - 《高性能Python》[亚马逊](https://www.amazon.cn/dp/B072RBY4M5)
-    - 《Cython - A Guide for Python Programmers》
-    - 《Python源码剖析》
+    - 《Python性能分析与优化》[亚马逊](https://www.amazon.cn/dp/B01HB0KNCG) / [豆瓣](https://book.douban.com/subject/26819420/)
+    - 《高性能Python》[亚马逊](https://www.amazon.cn/dp/B072RBY4M5) / [豆瓣](https://book.douban.com/subject/27064848/)
+    - 《Cython - A Guide for Python Programmers》[豆瓣](https://book.douban.com/subject/26250831/)
+    - 《Python源码剖析》[豆瓣](https://book.douban.com/subject/3117898/)

 - 参考
-    - 《Python标准库》[亚马逊](https://book.douban.com/subject/10773324/)
-    - 《Python Cookbook》[亚马逊](https://www.amazon.cn/dp/B00WKR1OKG)
-    - 《Python参考手册》[亚马逊](https://book.douban.com/subject/5401851/)
-    - 《Python in a Nutshell》
+    - 《Python标准库》[亚马逊](https://book.douban.com/subject/10773324/) / [豆瓣](https://book.douban.com/subject/10773324/)
+    - 《Python Cookbook》[亚马逊](https://www.amazon.cn/dp/B00WKR1OKG) / [豆瓣](https://book.douban.com/subject/26381341/)
+    - 《Python参考手册》[亚马逊](https://book.douban.com/subject/5401851/) / [豆瓣](https://book.douban.com/subject/5401851/)
+    - 《Python in a Nutshell》[豆瓣](https://book.douban.com/subject/1845309/)

 ## 数据结构与算法
- 《Data Structures and Algorithms in Python》
- 《Problem Solving with Algorithms and Data Structures Using Python》
- 《Python算法教程》[中文版](https://www.amazon.cn/dp/B019NB0VCI)
+- 《Data Structures and Algorithms in Python》[豆瓣](https://book.douban.com/subject/10607365/)
+- 《Problem Solving with Algorithms and Data Structures Using Python》[豆瓣](https://book.douban.com/subject/21325184/)
+- 《Python算法教程》[亚马逊](https://www.amazon.cn/dp/B019NB0VCI) / [豆瓣](https://book.douban.com/subject/26699412/)

 ## 游戏开发
- 《Python和Pygame游戏开发指南》[亚马逊](https://www.amazon.cn/dp/B019IZ6ZWO)
+- 《Python和Pygame游戏开发指南》[亚马逊](https://www.amazon.cn/dp/B019IZ6ZWO) / [豆瓣](https://book.douban.com/subject/26702574/)

 ## 硬件
- 《真实世界的Python仪器监控》[亚马逊](https://book.douban.com/subject/20773481/)
+- 《真实世界的Python仪器监控》[豆瓣](https://book.douban.com/subject/20773481/)

 ## 机器学习
- 《Building Machine Learning Systems with Python》
- 《机器学习实战》[亚马逊](https://www.amazon.cn/dp/B00D747PTK)
- 《集体智慧编程》[亚马逊](https://www.amazon.cn/dp/B00UI93JD8)
+- 《机器学习系统设计》[亚马逊](https://www.amazon.cn/dp/B00KYXKIDM) / [豆瓣](https://book.douban.com/subject/25899625/)
+- 《机器学习实战》[亚马逊](https://www.amazon.cn/dp/B00D747PTK) / [豆瓣](https://book.douban.com/subject/24703171/)
+- 《集体智慧编程》[亚马逊](https://www.amazon.cn/dp/B00UI93JD8) / [豆瓣](https://book.douban.com/subject/3288908/)

 ## 自然语言处理
- 《Mastering Python Regular Expressions》
- 《Python自然语言处理》[亚马逊](https://www.amazon.cn/dp/B00L7IV7C4)
+- 《Mastering Python Regular Expressions》[豆瓣](https://book.douban.com/subject/25910720/)
+- 《Python自然语言处理》[亚马逊](https://www.amazon.cn/dp/B00L7IV7C4) / [豆瓣](https://book.douban.com/subject/5336893/)

 ## 网络编程
- 《Python网络编程》[亚马逊](https://www.amazon.cn/dp/B01LXK2W32)
- 《Python网络编程攻略》[亚马逊](https://www.amazon.cn/dp/B00PUP2IWS)
+- 《Python网络编程》[亚马逊](https://www.amazon.cn/dp/B01LXK2W32) / [豆瓣](https://book.douban.com/subject/26869212/)
+- 《Python网络编程攻略》[亚马逊](https://www.amazon.cn/dp/B00PUP2IWS) / [豆瓣](https://book.douban.com/subject/26230343/)

 ## 科学与数据分析
- 《数据科学入门》[亚马逊](https://www.amazon.cn/dp/B01DLBQPQC)
- 《利用Python进行数据分析》[亚马逊](https://www.amazon.cn/dp/B00GHGZLWS)
- 《SciPy and NumPy:An Overview for Developers》
- 《Python数据分析基础教程:NumPy学习指南》[亚马逊](https://www.amazon.cn/dp/B00HLA8U86)
- 《Python金融大数据分析》[亚马逊](https://www.amazon.cn/dp/B0182K8YMA)
- 《面向程序员的数据挖掘指南》[亚马逊](https://www.amazon.cn/dp/B017QWR6BU) / [在线](http://dataminingguide.books.yourtion.com)
+- 《数据科学入门》[亚马逊](https://www.amazon.cn/dp/B01DLBQPQC) / [豆瓣](https://book.douban.com/subject/26741078/)
+- 《利用Python进行数据分析》[亚马逊](https://www.amazon.cn/dp/B00GHGZLWS) / [豆瓣](https://book.douban.com/subject/25779298/)
+- 《SciPy and NumPy:An Overview for Developers》[豆瓣](https://book.douban.com/subject/10561724/)
+- 《Python数据分析基础教程:NumPy学习指南》[亚马逊](https://www.amazon.cn/dp/B00HLA8U86) / [豆瓣](https://book.douban.com/subject/25798462/)
+- 《Python金融大数据分析》[亚马逊](https://www.amazon.cn/dp/B0182K8YMA) / [豆瓣](https://book.douban.com/subject/26670241/)
+- 《面向程序员的数据挖掘指南》[亚马逊](https://www.amazon.cn/dp/B017QWR6BU) / [在线](http://dataminingguide.books.yourtion.com) / [豆瓣](https://book.douban.com/subject/26652166)

 ## 安全
- 《Python黑帽子:黑客与渗透测试编程之道》[亚马逊](https://www.amazon.cn/dp/B013KKCLE4)
- 《Python灰帽子:黑客与逆向工程师的Python编程之道》[亚马逊](https://book.douban.com/subject/6025284/)
- 《Python绝技:运用Python成为顶级黑客》[亚马逊](https://www.amazon.cn/dp/B019ZRGBVU)
+- 《Python黑帽子:黑客与渗透测试编程之道》[亚马逊](https://www.amazon.cn/dp/B013KKCLE4) / [豆瓣](https://book.douban.com/subject/26590145/)
+- 《Python灰帽子:黑客与逆向工程师的Python编程之道》[豆瓣](https://book.douban.com/subject/6025284/)
+- 《Python绝技:运用Python成为顶级黑客》[亚马逊](https://www.amazon.cn/dp/B019ZRGBVU) / [豆瓣](https://book.douban.com/subject/26702570/)

 ## 系统管理
- 《Python UNIX 和 Linux 系统管理指南》[亚马逊](https://book.douban.com/subject/4031965/)
+- 《Python UNIX 和 Linux 系统管理指南》[亚马逊](https://book.douban.com/subject/4031965/) / [豆瓣](https://book.douban.com/subject/4031965/)

 ## 测试
- 《Testing Python: Applying Unit Testing, TDD, BDD and Acceptance Testing》
+- 《Testing Python: Applying Unit Testing, TDD, BDD and Acceptance Testing》[豆瓣](https://book.douban.com/subject/25953479/)

 ## WEB 开发
- 《Flask Web开发：基于Python的Web应用开发实战》[亚马逊](https://www.amazon.cn/dp/B00QT2TQCG)
- 《深入理解 Flask》[亚马逊](https://www.amazon.cn/dp/B01IA9I2I4)
- 《Introduction to Tornado》[亚马逊](http://wiki.jikexueyuan.com/project/introduction-tornado/)
- 《Test-Driven Development with Django》
- 《Python Web开发：测试驱动方法》[亚马逊](https://www.amazon.cn/dp/B016I9T8SQ)
+- 《Flask Web开发：基于Python的Web应用开发实战》[豆瓣](https://book.douban.com/subject/26274202/)
+- 《深入理解 Flask》[亚马逊](https://www.amazon.cn/dp/B01IA9I2I4) / [豆瓣](https://book.douban.com/subject/26838547/)
+- 《Introduction to Tornado》[豆瓣](https://book.douban.com/subject/7906788/)
+- 《Test-Driven Development with Django》[豆瓣](https://book.douban.com/subject/26608104/)
+- 《Python Web开发：测试驱动方法》[亚马逊](https://www.amazon.cn/dp/B016I9T8SQ) / [豆瓣](https://book.douban.com/subject/26640135/)

 ## WEB 数据抓取
- 《Python网络数据采集》[亚马逊](https://www.amazon.cn/dp/B01DU8CXJ4)
+- 《Python网络数据采集》[亚马逊](https://www.amazon.cn/dp/B01DU8CXJ4) / [豆瓣](https://book.douban.com/subject/26740503/)

 ## Other Awesome Lists
 - [awesome-python](https://github.com/vinta/awesome-python)
--- a/README.md
+++ b/README.md
@ -32,6 +32,7 @@
 - *Beginning Python: from Novice to Professional* by Magnus Lie Hetland [English 2nd Edition](http://www.amazon.com/Beginning-Python-Professional-Experts-Professionals/dp/1590599829)
 - *Think Python: How to Think Like a Computer Scientist* by Allen B. Downey [English 2nd Edition](http://www.amazon.com/Think-Python-Like-Computer-Scientist/dp/1491939362)
 - *Learning Python* by Mark Lutz [English 5th Edition](http://www.amazon.com/Learning-Python-Edition-Mark-Lutz/dp/1449355730)
+- *Programming Python* by Mark Lutz [English 4th Edition](http://www.amazon.com/gp/product/0596158106)
 - *Core Python Programming* by Wesley Chun [English 2nd Edition](http://www.amazon.com/Core-Python-Programming-Wesley-Chun/dp/0132269937)
 - *Python Crash Course* by Eric Matthes [English Edition](https://www.amazon.com/Python-Crash-Course-Hands-Project-Based/dp/1593276036/)

@ -40,9 +41,8 @@
 - *The Hacker's Guide to Python* by Julien Danjou [English Edition](http://www.amazon.com/Hackers-Guide-Python-Julien-Danjou/dp/1304819248)
 - *Python in Practice: Create Better Programs Using Concurrency, Libraries, and Patterns* by Mark Summerfield [English Edition](http://www.amazon.com/Python-Practice-Concurrency-Libraries-Developers/dp/0321905636)
 - *Expert Python Programming: Best practices for designing, coding, and distributing your Python software* by Tarek Ziadé [English Edition](http://www.amazon.com/Expert-Python-Programming-practices-distributing/dp/184719494X)
- *Programming Python* by Mark Lutz [English 4th Edition](http://www.amazon.com/gp/product/0596158106)
 - *Core Python Applications Programming* by Wesley Chun [English 3rd Edition](http://www.amazon.com/Core-Python-Applications-Programming-3rd/dp/0132678209)
- *Intermediate Python* [English Edition](http://book.pythontips.com/en/latest/)
+- *Intermediate Python* [Online](http://book.pythontips.com/en/latest/)
 - *Effective Python: 59 Specific Ways to Write Better Python* [English Edition](https://www.amazon.com/Effective-Python-Specific-Software-Development/dp/0134034287)
 - *Fluent Python* by Luciano Ramalho [English Edition](http://www.amazon.com/Fluent-Python-Luciano-Ramalho/dp/1491946008)
 - *Learning Python Design Patterns* by Chetan Giridhar [English 2nd Edition](http://www.amazon.com/Learning-Python-Design-Patterns-Second/dp/178588803X)