Beset from all sides by a never-ending barrage of media, how can we ensure that the most accurate information emerges and is heeded? In this book, Cass R. Sunstein develops a deeply optimisticunderstanding of the human potential to pool information, and to use that knowledge to improve our lives.In an age of information overload, it is easy to fall back on our own prejudices and insulate ourselves with comforting opinions that reaffirm our core beliefs. Crowds quickly become mobs. The justification for the Iraq war, the collapse of Enron, the explosion of the space shuttle Columbia--all ofthese resulted from decisions made by leaders and groups trapped in information cocoons, shielded from information at odds with their preconceptions. How can leaders and ordinary people challenge insular decision making and gain access to the sum of human knowledge?Stunning new ways to share and aggregate information, many Internet-based, are helping companies, schools, governments, and individuals not only to acquire, but also to create, ever-growing bodies of accurate knowledge. Through a ceaseless flurry of self-correcting exchanges, wikis, coveringeverything from politics and business plans to sports and science fiction subcultures, amass--and refine--information. Open-source software enables large numbers of people to participate in technological development. Prediction markets aggregate information in a way that allows companies, rangingfrom computer manufacturers to Hollywood studios, to make better decisions about product launches and office openings. Sunstein shows how people can assimilate aggregated information without succumbing to the dangers of the herd mentality--and when and why the new aggregation techniques are soastoundingly accurate.In a world where opinion and anecdote increasingly compete on equal footing with hard evidence, the on-line effort of many minds coming together might well provide the best path to infotopia.

    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

    With clear and accessible language, Carl guides you through the three main parts of a writing conference, and shows you the teaching moves and intentional language that can be used in each one. He helps you understand: - how to get started with conferring, or improve your existing conferences - how to use conferences to meet the diverse needs of your student writers - how to fit conferences into your busy writing workshop schedule. More than 25 videos bring the content to life, while Teacher Tips, Q&A's, and Recommended Reading lists provide everything you need to help you become a better writing teacher.

    Baseball Prospectus 2015 brings together an elite group of analysts to provide the definitive look at the upcoming season in critical essays and commentary on the thirty teams, their managers, and more than sixty players and prospects from each team.Baseball Prospectus 2015contains critical essays on each of the thirty teams and player comments for some sixty players for each of those teams; projects each player's stats for the coming season using the groundbreaking PECOTA projection system, which has been called "perhaps the game's most accurate projection model" (Sports Illustrated). Now in its twentieth edition, this New York Times bestselling insider's guide from Baseball Prospectus, America's leading provider of statistical analysis for baseball, remains hands down the most authoritative and entertaining book of its kind.

    But where did they come from? And should we be breaking them? Designed for bloggers of all levels of experience, this book takes a hard look at twenty-eight of the blogospheres golden rules and shows you when, why and how to break them. Illustrated with real-life Blogger Stories and examples plus Expert Comments from those whove learned the hard way, The Golden Rules of Blogging (and When to Break Them) will give you a fresh perspective on blogging. Out with the rules? You decide!

    It is a self-help guide with full explanation about how to successfully abort and prevent all migraines. The book also provides a full explanation of the cause of migraines from a physiological, biological, and genetics perspective. This book is an extended edition of the "Fighting the Migraine Epidemic: How to Treat and Prevent Migraines without Medicines. An Insider's View" book published and now discontinued. The book is laid out in five parts: Part I: migraineurs who read the 1st edition of the book comment and introduction Part II: quick guide to get rid of an ongoing migraine Part III: the heart of the book, describing the physiology and biology or migraines, who is susceptible to migraines and why. Also includes all prodrome types, all triggers, and detailed analysis on how triggers can be cancelled. Part IV: a more complex explanation of migraine-cause specifically for doctors, scientists, and migraineurs more interested in the genetics and bio-physiology of migraines. It also contains a part titled “Drugs of Shame” describing the 30 most often prescribed medicines for migraine pain prevention, their side effects, and FDA warnings. Part V: a huge citation list of over 800 citations of academic literature. Each academic article adds a little bit of information to complete the whole picture of migraines. In this book I pull together information from many fields of science and connect the dots to help the reader to conclude the same thing I did: migraine is preventable and completely treatable without the use of any medicines.

    Plus, the book is filled with real-world examples - the case studies and snapshots of how best practice companies are achieving success with knowledge management.Praise for The New Edge in Knowledge: How Knowledge Management is Changing the Way We Do Business"You may think you know knowledge management, but this is new--how knowledge initiatives can incorporate social media, mobile technologies, and learning, for example. This book integrates the new knowledge management with the best of the old, such as communities of practice and measurement. KM still matters, and this book tells you why." --Thomas H. Davenport, President's Distinguished Professor of IT and Management, Babson CollegeOver the last decade, knowledge management has emerged as a key success factor for the modern corporation, driven by tremendous advances in business analytics. This book studies the best practices in knowledge management and how leadership companies are applying them today. --Virginia M. Rometty, Senior Vice President and Group Executive Sales, Marketing and Strategy, IBM"APQC has been on the leading edge of knowledge management for almost two decades. O'Dell and Hubert have captured those best practices and created a road map to transform the way people work. Reap the benefits of their experience." --C. Jackson Grayson, Chairman and Founder, APQC and co-author of If Only We Knew What We Know"The New Edge in Knowledge is a useful how-to manual that takes best practice sharing and organizational capability building to the next level: Web 2.0, social networking, mobility, and communities of practice. National and international examples show how companies can create strategic alignment and systematic management to transfer knowledge rapidly and effectively." --Rosabeth Moss Kanter, Harvard Business School professor and author of SuperCorp: How Vanguard Companies Create Innovation, Profits, Growth, and Social GoodWhat has made our KM program strong is sticking to the fundamentals-- that's exactly what this book outlines. It provides trusted advisor guidance on how any company or organization can take the concrete steps to create and implement a world class KM strategy. --Dan Ranta, Director of Knowledge Sharing, ConocoPhillips"Carla O'Dell and Cindy Hubert have written an amazingly down to earth, useful and practical book on knowledge management and its importance to modern business. Starting with the distinction between information and knowledge, they provide a viewpoint that leaves IT in the dust. Read it to prepare for tomorrow's world!" --A. Gary Shilling, President, A. Gary Shilling & Co., Inc."A practical business approach to knowledge management, this book covers KM's value proposition for any organization, provides proven strategies and approaches to make it work, shares how to measure KM's impact, and illustrates high level knowledge sharing with wonderful case studies. Well done!" --Jane Dysart, Conference Chair, KMWorld & Partner, Dysart & Jones Associates"This book is a tour de force in the field of knowledge management. Read every single page and learn about best practices from the leading firms around the world. All of this and more from the company that leads the way in the field: APQC. I highly recommend it for your bookshelf." --Dr. Nick Bontis, Director, Institute for Intellectual Capital Research"Food for thought from two of the pioneers. Carla O'Dell and Cindy Hubert have been in the trenches with many of the organizations that have succeeded in leveraging KM for business benefit. They recognized early the symbiotic relationship between knowledge flow and work flow and have guided practitioners in the quest to optimize and streamline both." -- Reid Smith, Enterprise Content Management Director, Marathon Oil Company"Carla O'Dell and Cindy Hubert take knowledge management from vague idea to strategic enabler. In so doing, they clear up the not only the whats, but the whys and the hows. This book establishes knowledge management as an organizational discipline. The authors offer a straightforward set of execution steps, coaching readers on how to launch their own knowledge management programs in a deliberate and rigorous way." --Jill Dych�, Partner and Co-Founder, Baseline Consulting; Author of Customer Data Integration: Reaching a Single Version of the Truth"The authors and APQC have put together an excellent 'how to' manual for Knowledge Management (KM) that can benefit any organization, from those experienced in KM to those just starting. The authors have taken their years of experience and excellence in this field and written a masterful introduction and design manual that incorporates industry best-practices and alerts readers to the pitfalls they are likely to encounter. This book needs to be in the hands of every KM professional and corporate senior leader." --Ralph Soule, a member of the US Navy

    Authors discuss what impels them to write: creating a sense of control in a turbulent universe; bearing witness to events that would otherwise be lost in history or within the writer's soul; recapturing a fragment of time. Others praise mentors and lessons, whether from the classroom, daily circumstances, or the pages of a favorite writer. For anyone interested in the art and rewards of writing, Writers on Writing offers an uncommon and revealing view of a writer's world.Contributors include Russell Banks, Saul Bellow, E. L. Doctorow, Richard Ford, Kent Haruf, Carl Hiaasen, Alice Hoffman, Jamaica Kincaid, Barbara Kingsolver, Sue Miller, Walter Mosley, Joyce Carol Oates, Annie Proulx, Carol Shields, Jane Smiley, Susan Sontag, John Updike, Kurt Vonnegut Jr., Alice Walker, and Elie Wiesel.

    You’ll learn how to combine social web data, analysis techniques, and visualization to find what you’ve been looking for in the social haystack—as well as useful information you didn’t know existed.Each standalone chapter introduces techniques for mining data in different areas of the social Web, including blogs and email. All you need to get started is a programming background and a willingness to learn basic Python tools.Get a straightforward synopsis of the social web landscapeUse adaptable scripts on GitHub to harvest data from social network APIs such as Twitter, Facebook, LinkedIn, and Google+Learn how to employ easy-to-use Python tools to slice and dice the data you collectExplore social connections in microformats with the XHTML Friends NetworkApply advanced mining techniques such as TF-IDF, cosine similarity, collocation analysis, document summarization, and clique detectionBuild interactive visualizations with web technologies based upon HTML5 and JavaScript toolkits"A rich, compact, useful, practical introduction to a galaxy of tools, techniques, and theories for exploring structured and unstructured data." --Alex Martelli, Senior Staff Engineer, Google

    Christened by national media as "Title Town, USA," Valdosta has thrived on the continuity of dominance: sons still play in front of fathers and grandfathers, creased men in pickups still offer steak dinners as a reward for gridiron glory, and Friday nights in the 11,000-seat stadium known as Death Valley still hold a central role in the town's social fabric.Now that place is in peril. As much as Valdosta is a romantic symbol of traditional American values, things are changing here just as they are in small towns everywhere. In Must Win, author Drew Jubera goes inside the country's most famous high school football team to chronicle its dramatic 2010 season, a quest by a program that's down but not out to regain past glory for both the team and the town it represents. This town, this school, and these people have been rocked by forces that have hit the entire country, but they're a long way from giving up. They still believe in the power of a game to overcome all.With a new coach, a new optimism, and a kaleidoscopic cast that includes an aspiring rapper, a beekeeper's son, the best athlete in the state, and the heir to a pro legacy cut short by a crack dealer's bullet, these Wildcats have been given one more chance. Must Win is the American story written across a bright green playing field.

     The fact is, in today's world of constant distractions, most business owners struggle to get their marketing messages heard. Authority Content provides a simple process that any company can use to break through the noise. It doesn't matter whether you're the owner of a retail shop, financial advisor, swimming pool manufacturer or an inventor with an ingenious product - this powerful strategy will work for you. Built on the "3 Ps" framework (Present, Product, Promote) this book teaches you a step-by-step system for building authority within your industry thus sky-rocketing website traffic and sales. You will discover how to: Build maximum Authority, in minimum time Have your prospects, clients and Google fall in love with you Turn one day's work into months of content and share it around the web Write your own book easily and in record time Build your brand, sales and credibility Book website: AuthorityContent.com

    Courses and books on basic statistics rarely cover the topic from a data science perspective. This practical guide explains how to apply various statistical methods to data science, tells you how to avoid their misuse, and gives you advice on what's important and what's not.Many data science resources incorporate statistical methods but lack a deeper statistical perspective. If you're familiar with the R programming language, and have some exposure to statistics, this quick reference bridges the gap in an accessible, readable format.With this book, you'll learn:Why exploratory data analysis is a key preliminary step in data scienceHow random sampling can reduce bias and yield a higher quality dataset, even with big dataHow the principles of experimental design yield definitive answers to questionsHow to use regression to estimate outcomes and detect anomaliesKey classification techniques for predicting which categories a record belongs toStatistical machine learning methods that "learn" from dataUnsupervised learning methods for extracting meaning from unlabeled data

    To join the elite ranks of those who write consistently, you need to learn how to stay prolific over the long term. And for that, the number one ingredient is self-discipline. In Self-Discipline for Writers, bestselling author Martin Meadows shares his philosophy and strategies on how to build self-discipline as a writer and how to keep writing over the long term. Here are some of the most important ideas you’ll discover: - 3 foundations of self-discipline for writers (avoid a common mistake that almost always leads to failure), - 3 steps to a strong work ethic as a writer (learn how to develop a strategy for consistently hitting your word counts), - 5 types of self-doubt common among writers and how to overcome them (if you don’t believe in yourself as a writer, how are your readers supposed to believe in you?), - 7 tips on how to manage your energy as a writer—including not only the most fundamental advice, but also intricacies like discussing your projects with other people, capturing fleeting ideas, and reading your reviews (learn why optimizing your energy is key to consistent results), - why control is essential for any writer (and how to claim it), - 5 good business practices for more self-discipline (this includes some surprising thoughts on how to run your writing business to reduce frustration and increase productivity). Writing doesn’t have to be burdensome. You too can write with more ease, and most importantly, write and publish consistently so that you can enjoy a flourishing writing career. Let’s learn together how to accomplish this exciting goal.

    Rocketed to popularity by the 2003 bestseller Moneyball and the film of the same name, the use of sabermetrics to analyze player performance has appeared to be a David to the Goliath of systemically advantaged richer teams that could be toppled only by creative statistical analysis. The story has been so compelling that, over the past decade, team after team has integrated statistical analysis into its front office. But how accurately can crunching numbers quantify a player's ability? Do sabermetrics truly level the playing field for financially disadvantaged teams? How much of the baseball analytic trend is fad and how much fact?The Sabermetric Revolution sets the record straight on the role of analytics in baseball. Former Mets sabermetrician Benjamin Baumer and leading sports economist Andrew Zimbalist correct common misinterpretations and develop new methods to assess the effectiveness of sabermetrics on team performance. Tracing the growth of front office dependence on sabermetrics and the breadth of its use today, they explore how Major League Baseball and the field of sports analytics have changed since the 2002 season. Their conclusion is optimistic, but the authors also caution that sabermetric insights will be more difficult to come by in the future. The Sabermetric Revolution offers more than a fascinating case study of the use of statistics by general managers and front office executives: for fans and fantasy leagues, this book will provide an accessible primer on the real math behind moneyball as well as new insight into the changing business of baseball.

    Wouldn't it be wonderful if we could actually visualize data in such a way that we could maximize its potential and tell a story in a clear, concise manner? Thanks to the creative genius of Nathan Yau, we can. With this full-color book, data visualization guru and author Nathan Yau uses step-by-step tutorials to show you how to visualize and tell stories with data. He explains how to gather, parse, and format data and then design high quality graphics that help you explore and present patterns, outliers, and relationships.Presents a unique approach to visualizing and telling stories with data, from a data visualization expert and the creator of flowingdata.com, Nathan Yau Offers step-by-step tutorials and practical design tips for creating statistical graphics, geographical maps, and information design to find meaning in the numbers Details tools that can be used to visualize data-native graphics for the Web, such as ActionScript, Flash libraries, PHP, and JavaScript and tools to design graphics for print, such as R and Illustrator Contains numerous examples and descriptions of patterns and outliers and explains how to show them Visualize This demonstrates how to explain data visually so that you can present your information in a way that is easy to understand and appealing.