It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It's ideal for analysts new to Python and for Python programmers new to scientific computing.Use the IPython interactive shell as your primary development environmentLearn basic and advanced NumPy (Numerical Python) featuresGet started with data analysis tools in the pandas libraryUse high-performance tools to load, clean, transform, merge, and reshape dataCreate scatter plots and static or interactive visualizations with matplotlibApply the pandas groupby facility to slice, dice, and summarize datasetsMeasure data by points in time, whether it's specific instances, fixed periods, or intervalsLearn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

    They are now standard features in a wide range of languages and popular tools, including Perl, Python, Ruby, Java, VB.NET and C# (and any language using the .NET Framework), PHP, and MySQL.If you don't use regular expressions yet, you will discover in this book a whole new world of mastery over your data. If you already use them, you'll appreciate this book's unprecedented detail and breadth of coverage. If you think you know all you need to know about regularexpressions, this book is a stunning eye-opener.As this book shows, a command of regular expressions is an invaluable skill. Regular expressions allow you to code complex and subtle text processing that you never imagined could be automated. Regular expressions can save you time and aggravation. They can be used to craft elegant solutions to a wide range of problems. Once you've mastered regular expressions, they'll become an invaluable part of your toolkit. You will wonder how you ever got by without them.Yet despite their wide availability, flexibility, and unparalleled power, regular expressions are frequently underutilized. Yet what is power in the hands of an expert can be fraught with peril for the unwary. Mastering Regular Expressions will help you navigate the minefield to becoming an expert and help you optimize your use of regular expressions.Mastering Regular Expressions, Third Edition, now includes a full chapter devoted to PHP and its powerful and expressive suite of regular expression functions, in addition to enhanced PHP coverage in the central "core" chapters. Furthermore, this edition has been updated throughout to reflect advances in other languages, including expanded in-depth coverage of Sun's java.util.regex package, which has emerged as the standard Java regex implementation.Topics include:A comparison of features among different versions of many languages and toolsHow the regular expression engine worksOptimization (major savings available here!)Matching just what you want, but not what you don't wantSections and chapters on individual languagesWritten in the lucid, entertaining tone that makes a complex, dry topic become crystal-clear to programmers, and sprinkled with solutions to complex real-world problems, Mastering Regular Expressions, Third Edition offers a wealth information that you can put to immediateuse.Reviews of this new edition and the second edition: "There isn't a better (or more useful) book available on regular expressions."--Zak Greant, Managing Director, eZ Systems"A real tour-de-force of a book which not only covers the mechanics of regexes in extraordinary detail but also talks about efficiency and the use of regexes in Perl, Java, and .NET...If you use regular expressions as part of your professional work (even if you already have a good book on whatever language you're programming in) I would strongly recommend this book to you."--Dr. Chris Brown, Linux Format"The author does an outstanding job leading the reader from regexnovice to master. The book is extremely easy to read and chock full ofuseful and relevant examples...Regular expressions are valuable toolsthat every developer should have in their toolbox. Mastering RegularExpressions is the definitive guide to the subject, and an outstandingresource that belongs on every programmer's bookshelf. Ten out of TenHorseshoes."--Jason Menard, Java Ranch

    Guided by the questions How did the situation get this way? and How does it stay this way?, Schwalbe tracks inequality from its roots to its regulation. In the final chapter, "Escaping the Inequality Trap," he also shows how inequality can be overcome. Throughout, Schwalbe's engaging writing style draws students into the material, providing instructors with a solid foundation for discussing this challenging and provocative subject.With its lively combination of incisive analysis and compelling fictional narratives, Rigging the Game is an innovative teaching tool--not only for courses on stratification, but also for social problems courses, introductory sociology courses, and any course that takes a close look at how the inequalities of race, class, and gender are perpetuated.

    It is emerging as a new professional currency at a time when the way we think, interact, and innovate is shifting. In the past, “market share” companies ruled by hierarchy and topdown leadership. Today, the new market leaders are “mind share” companies, where influence is more important than power, and success relies on collaboration and the ability to inspire.Collaborative Intelligence is the culmination of more than fifty years of original research that draws on Dawna Markova’s background in cognitive neuroscience and her most recent work, with Angie McArthur, as a “Professional Thinking Partner” to some of the world’s top CEOs and creative professionals. Markova and McArthur are experts at getting brilliant yet difficult people to think together. They have been brought in to troubleshoot for Fortune 500 leaders in crisis and managers struggling to inspire their teams.When asked about their biggest challenges at work, Markova and McArthur’s clients all cite a common problem: other people. This response reflects the way we have been taught to focus on the gulfs between us rather than valuing our intellectual diversity—that is, the ways in which each of us is uniquely gifted, how we process information and frame questions, what kind of things deplete us, and what engages and inspires us. Through a series of practices and strategies, the authors teach us how to recognize our own mind patterns and map the talents of our teams, with the goal of embarking together on an aligned course of action and influence.In Markova and McArthur’s experience, managers who appreciate intellectual diversity will lead their teams to innovation; employees who understand it will thrive because they are in touch with their strengths; and an entire team who understands it will come together to do their best work in a symphony of collaboration, their individual strengths working in harmony like an orchestra or a high-performing sports team.Praise for Collaborative Intelligence   “Rooted in the latest neuroscience on the nature of collaboration, Collaborative Intelligence celebrates the power of working and thinking together at the highest levels of business and politics, and in the smallest aspects of our everyday lives. Dawna Markova and Angie McArthur show us that our ability to collaborate is not only a measure of intelligence, but essential to solving the world’s problems and seeing the possibilities in ourselves and others.”—Arianna Huffington   “This inspiring book teaches you how to align your intention with the intention of others, and how, through shared strengths and talents, you have every right to expect greatness and set the highest goals and expectations.”—Deepak Chopra   “Everyone talks about collaboration today, but the rhetoric typically outweighs the reality. Collaborative Intelligence offers tangible tools for those serious about becoming ‘system leaders’ who can close the gap and make collaboration real.”—Peter M. Senge, author of The Fifth Discipline“I have worked with Markova and McArthur for several years, focusing on achieving better results through intellectual diversity. Their approach has encouraged more candid debate and collaborative behavior within the team. The team, not individuals, becomes the hero.”—Al Carey, CEO, PepsiCo

    You'll learn how to:Read and write files efficiently Use signals, clocks, and timers Create processes and execute programs Write secure programs Write multithreaded programs using POSIX threads Build and use shared libraries Perform interprocess communication using pipes, message queues, shared memory, and semaphores Write network applications with the sockets API While The Linux Programming Interface covers a wealth of Linux-specific features, including epoll, inotify, and the /proc file system, its emphasis on UNIX standards (POSIX.1-2001/SUSv3 and POSIX.1-2008/SUSv4) makes it equally valuable to programmers working on other UNIX platforms.The Linux Programming Interface is the most comprehensive single-volume work on the Linux and UNIX programming interface, and a book that's destined to become a new classic.Praise for The Linux Programming Interface "If I had to choose a single book to sit next to my machine when writing software for Linux, this would be it." —Martin Landers, Software Engineer, Google "This book, with its detailed descriptions and examples, contains everything you need to understand the details and nuances of the low-level programming APIs in Linux . . . no matter what the level of reader, there will be something to be learnt from this book." —Mel Gorman, Author of Understanding the Linux Virtual Memory Manager "Michael Kerrisk has not only written a great book about Linux programming and how it relates to various standards, but has also taken care that bugs he noticed got fixed and the man pages were (greatly) improved. In all three ways, he has made Linux programming easier. The in-depth treatment of topics in The Linux Programming Interface . . . makes it a must-have reference for both new and experienced Linux programmers." —Andreas Jaeger, Program Manager, openSUSE, Novell "Michael's inexhaustible determination to get his information right, and to express it clearly and concisely, has resulted in a strong reference source for programmers. While this work is targeted at Linux programmers, it will be of value to any programmer working in the UNIX/POSIX ecosystem." —David Butenhof, Author of Programming with POSIX Threads and Contributor to the POSIX and UNIX Standards ". . . a very thorough—yet easy to read—explanation of UNIX system and network programming, with an emphasis on Linux systems. It's certainly a book I'd recommend to anybody wanting to get into UNIX programming (in general) or to experienced UNIX programmers wanting to know 'what's new' in the popular GNU/Linux system." —Fernando Gont, Network Security Researcher, IETF Participant, and RFC Author ". . . encyclopedic in the breadth and depth of its coverage, and textbook-like in its wealth of worked examples and exercises. Each topic is clearly and comprehensively covered, from theory to hands-on working code. Professionals, students, educators, this is the Linux/UNIX reference that you have been waiting for." —Anthony Robins, Associate Professor of Computer Science, The University of Otago "I've been very impressed by the precision, the quality and the level of detail Michael Kerrisk put in his book. He is a great expert of Linux system calls and lets us share his knowledge and understanding of the Linux APIs." —Christophe Blaess, Author of Programmation systeme en C sous Linux ". . . an essential resource for the serious or professional Linux and UNIX systems programmer. Michael Kerrisk covers the use of all the key APIs across both the Linux and UNIX system interfaces with clear descriptions and tutorial examples and stresses the importance and benefits of following standards such as the Single UNIX Specification and POSIX 1003.1." —Andrew Josey, Director, Standards, The Open Group, and Chair of the POSIX 1003.1 Working Group "What could be better than an encyclopedic reference to the Linux system, from the standpoint of the system programmer, written by none other than the maintainer of the man pages himself? The Linux Programming Interface is comprehensive and detailed. I firmly expect it to become an indispensable addition to my programming bookshelf." —Bill Gallmeister, Author of POSIX.4 Programmer's Guide: Programming for the Real World ". . . the most complete and up-to-date book about Linux and UNIX system programming. If you're new to Linux system programming, if you're a UNIX veteran focused on portability while interested in learning the Linux way, or if you're simply looking for an excellent reference about the Linux programming interface, then Michael Kerrisk's book is definitely the companion you want on your bookshelf." —Loic Domaigne, Chief Software Architect (Embedded), Corpuls.com

    Each chapter focuses on a domain of development such as physical growth, cognition, or personality and traces developmental trends and influences in that domain from infancy to old age. Within each chapter, you will find sections on four life stages: Infancy, Childhood, Adolescence, and Adulthood. This unique organization enables students to comprehend the processes of transformation that occur in key areas of human development. This new edition includes a clear focus on the complex interactions of nature and nurture in development, more integrated coverage of culture and diversity, and an exciting new media package for both students and instructors.

    written with style and wit.' Mishal Husain Most books about public speaking don’t tell you what to do when you open your mouth and nothing comes out. And they don’t tell you how to get over the anxiety about performance that most people naturally have. They don’t tell you what to do in the moments when you are made, as a woman, to feel small. They don’t tell you how to own the room. This book does. From the way Michelle Obama projects ‘happy high status’, and the power of J.K.Rowling’s understated speaking style, to Virginia Woolf’s leisurely pacing and Oprah Winfrey’s mastery of inner conviction, what is it that our heroines do to make us sit up and listen - really listen - to their every word? And how can you achieve that impact in your own life? Here’s how.

    Ironically, I must recommend that you read her every word so that you can find out why your customers won't read very many words on your website -- and what to do about it.-- Jakob Nielsen, Principal, Nielsen Norman Group"There are at least twelve billion web pages out there. Twelve billion voices talking, but saying mostly nothing. If just 1% of those pages followed Ginny's practical, clear advice, the world would be a better place. Fortunately, you can follow her advice for 100% of your own site's pages, so pick up a copy of Letting Go of the Words and start communicating effectively today."--Lou Rosenfeld, co-author, Information Architecture for the World Wide WebOn the web, whether on the job or at home, we usually want to grab information and use it quickly. We go to the web to get answers to questions or to complete tasks - to gather information, reading only what we need. We are all too busy to read much on the web.This book helps you write successfully for web users. It offers strategy, process, and tactics for creating or revising content for the web. It helps you plan, organize, write, design, and test web content that will make web users come back again and again to your site.Learn how to create usable and useful content for the web from the master - Ginny Redish. Ginny has taught and mentored hundreds of writers, information designers, and content owners in the principles and secrets of creating web information that is easy to scan, easy to read, and easy to use.This practical, informative book will help anyone creating web content do it better.Features* Clearly-explained guidelines with full color illustrations and examples from actual web sites throughout the book. * Written in easy-to-read style with many befores and afters.* Specific guidelines for web-based press releases, legal notices, and other documents.* Tips on making web content accessible for people with special needs.Janice (Ginny) Redish has been helping clients and colleagues communicate clearly for more than 20 years. For the past ten years, her focus has been helping people create usable and useful web sites. She is co-author of two classic books on usability: A Practical Guide to Usability Testing (with Joseph Dumas), and User and Task Analysis for Interface Design (with JoAnn Hackos), and is the recipient of many awards.

    Now, for the first time, Sharma makes his proprietary process available to you, so that you can get to your absolute best while helping your organization break through to a dramatically new level of winning in these wildly uncertain times. In The Leader Who Had No Title, you will learn: • How to work with and influence people like a superstar, regardless of your position• A method to recognize and then seize opportunities in times of deep change• The real secrets of intense innovation• An instant strategy to build a great team and become a "merchant of wow" with your customers• Hard-hitting tactics to become mentally strong and physically tough enough to lead your field• Real-world ways to defeat stress, build an unbeatable mind-set, unleash energy, and balance your personal lifeRegardless of what you do within your organization and the current circumstances of your life, the single most important fact is that you have the power to show leadership. Wherever you are in your career or life, you should always play to your peak abilities. This book shows you how to claim that staggering power, as well as transform your life—and the world around you—in the process.

    When giant timber bamboo grows, it will rocket up an astonishing 90 feet in only 60 days, but not until at least three years of watering. In 21 steps, this timely book helps individuals and teams refocus on their core values and mission to achieve long-term success.

    Reading, writing, speaking, and listening processes to learn subject matter across the curriculum. Content Area Reading.

    These types of entrepreneurial ecosystems are driving innovation and small business energy. "Startup Communities" documents the buzz, strategy, long-term perspective, and dynamics of building communities of entrepreneurs who can feed off of each other's talent, creativity, and support.Based on more than twenty years of Boulder-based entrepreneur turned-venture capitalist Brad Feld's experience in the field?as well as contributions from other innovative startup communities?this reliable resource skillfully explores what it takes to create an entrepreneurial community in any city, at any time. Along the way, it offers valuable insights into increasing the breadth and depth of the entrepreneurial ecosystem by multiplying connections among entrepreneurs and mentors, improving access to entrepreneurial education, and much more.Details the four critical principles needed to form a sustainable startup communityPerfect for entrepreneurs and venture capitalists seeking fresh ideas and new opportunitiesWritten by Brad Feld, a thought-leader in this field who has been an early-stage investor and successful entrepreneur for more than twenty yearsEngaging and informative, this practical guide not only shows you how startup communities work, but it also shows you how to make them work anywhere in the world.

    But how can you be the person who comes up with those ideas? In this revised and expanded edition of his groundbreaking Thinkertoys, creativity expert Michael Michalko reveals life-changing tools that will help you think like a genius. From the linear to the intuitive, this comprehensive handbook details ingenious creative-thinking techniques for approaching problems in unconventional ways. Through fun and thought-provoking exercises, you’ll learn how to create original ideas that will improve your personal life and your business life. Michalko’s techniques show you how to look at the same information as everyone else and see something different.  With hundreds of hints, tricks, tips, tales, and puzzles, Thinkertoys will open your mind to a world of innovative solutions to everyday and not-so-everyday problems.

    Meanwhile, small businesses are being starved for the credit and capital they need to grow. There's got to be a better way.In Locavesting: The Revolution in Local Investing and How to Profit from It, Amy Cortese takes us inside the local investing movement, where solutions to some of the nation's most pressing problems are taking shape. The idea is that, by investing in local businesses, rather than faceless conglomerates, investors can earn profits while building healthy, self-reliant communities.Introduces you to the ideas and pioneers behind the local investing movement Profiles the people and communities who are putting their money to work in their own backyards and taking control of their destinies Explores innovative investment strategies, from community capital and crowdfunding to local stock exchanges With confidence in Wall Street and the government badly shaken, Americans are looking for alternatives. Local investing offers a way to rebuild our nest eggs, communities, and, just perhaps, our country.

    Comprehensive, thoughtful, and in-depth, "Developing Multicultural Competence "goes beyond general discussions of race and ethnicity to include discourse on a broader, more complex view of multiculturalism in clients' and trainees' lives. Both scholarly and highly interactive, this new text strives to present trainees with empirically-based information about multicultural counseling and social advocacy paired with engaging self-reflective activities, discussion questions, case inserts, and study aids, creating opportunities for experiential learning related to cultural diversity considerations and social advocacy issues within clients' social systems. Addressing CACREP (2001/2009) Standards related to the Social and Cultural Diversity core area, the book is broken into four parts: Part One covers key concepts and terms regarding multicultural constructs and cross-cultural communication; Part Two defines social advocacy and identifies the major forms of oppression; Part Three discusses the major cultural and diversity groups; and Part Four develops trainee skills for working with diverse clients, including infusing multiculturalism in how they conceptualize, evaluate, and treat these clients.