“Big data” refers to our burgeoning ability to crunch vast collections of information, analyze it instantly, and draw sometimes profoundly surprising conclusions from it. This emerging science can translate myriad phenomena—from the price of airline tickets to the text of millions of books—into searchable form, and uses our increasing computing power to unearth epiphanies that we never could have seen before. A revolution on par with the Internet or perhaps even the printing press, big data will change the way we think about business, health, politics, education, and innovation in the years to come. It also poses fresh threats, from the inevitable end of privacy as we know it to the prospect of being penalized for things we haven’t even done yet, based on big data’s ability to predict our future behavior.In this brilliantly clear, often surprising work, two leading experts explain what big data is, how it will change our lives, and what we can do to protect ourselves from its hazards. Big Data is the first big book about the next big thing.www.big-data-book.com

    An incisive observer, writer, and participant in today’s social movements, Zeynep Tufekci explains in this accessible and compelling book the nuanced trajectories of modern protests—how they form, how they operate differently from past protests, and why they have difficulty persisting in their long-term quests for change.   Tufekci speaks from direct experience, combining on-the-ground interviews with insightful analysis. She describes how the internet helped the Zapatista uprisings in Mexico, the necessity of remote Twitter users to organize medical supplies during Arab Spring, the refusal to use bullhorns in the Occupy Movement that started in New York, and the empowering effect of tear gas in Istanbul’s Gezi Park. These details from life inside social movements complete a moving investigation of authority, technology, and culture—and offer essential insights into the future of governance.From New York Times opinion columnist Zeynep Tufekci, an firsthand account and incisive analysis of the role of social media in modern protest“[Tufekci’s] personal experience in the squares and streets, melded with her scholarly insights on technology and communication platforms, makes [this] such an unusual and illuminating work.”—Carlos Lozada, Washington Post “Twitter and Tear Gas is packed with evidence on how social media has changed social movements, based on rigorous research and placed in historical context.”—Hannah Kuchler, Financial Times

    He argues that the development of communication media has transformed the spatial and temporal constitution of social life, creating new forms of action and interaction which are no longer linked to the sharing of a common locale. The consequences of this transformation are far-reaching and impinge on many aspects of our lives, from the most intimate aspects of personal experience and self-formation to the changing nature of power and visibility in the public domain.Combining breadth of vision with sensitivity to detail, this book situates the study of the media where it belongs: among a set of disciplines concerned with the emergence, development and structural characteristics of modern societies and their futures.

    This book has two underlying themes that are more or less independent of the statistical hypothesis tests that are the main content of the book. The first theme is the importance of looking at the data before formulating a hypothesis. With this in mind, the author discusses, in detail, plotting data, looking for outliers, and checking assumptions (Graphical displays are used extensively). The second theme is the importance of the relationship between the statistical test to be employed and the theoretical questions being posed by the experiment. To emphasize this relationship, the author uses real examples to help the student understand the purpose behind the experiment and the predictions made by the theory. Although this book is designed for students at the intermediate level or above, it does not assume that students have had either a previous course in statistics or a course in math beyond high-school algebra.

    It is the local Indian agent, or the parish priest, or, perhaps, a Mounted Police officer.” So began the school experience of many Indigenous children in Canada for more than a hundred years, and so begins the history of residential schools prepared by the Truth & Reconciliation Commission of Canada (TRC). Between 2008 and 2015, the TRC provided opportunities for individuals, families, and communities to share their experiences of residential schools and released several reports based on 7000 survivor statements and five million documents from government, churches, and schools, as well as a solid grounding in secondary sources.A Knock on the Door, published in collaboration with the National Research Centre for Truth & Reconciliation, gathers material from the several reports the TRC has produced to present the essential history and legacy of residential schools in a concise and accessible package that includes new materials to help inform and contextualize the journey to reconciliation that Canadians are now embarked upon.Survivor and former National Chief of the Assembly First Nations, Phil Fontaine, provides a Foreword, and an Afterword introduces the holdings and opportunities of the National Centre for Truth & Reconciliation, home to the archive of recordings, and documents collected by the TRC.As Aimée Craft writes in the Afterword, knowing the historical backdrop of residential schooling and its legacy is essential to the work of reconciliation. In the past, agents of the Canadian state knocked on the doors of Indigenous families to take the children to school. Now, the Survivors have shared their truths and knocked back. It is time for Canadians to open the door to mutual understanding, respect, and reconciliation.

    Mike Davis shows us where the city's money comes from and who controls it while also exposing the brutal ongoing struggle between L.A.'s haves and have-nots.

    Like civilization, play requires structure and participants willing to create within limits. Starting with Plato, Huizinga traces the contribution of Homo Ludens, or "Man the player" through Medieval Times, the Renaissance, and into our modern civilization. Huizinga defines play against a rich theoretical background, using cross-cultural examples from the humanities, business, and politics. Homo Ludens defines play for generations to come."A happier age than ours once made bold to call our species by the name of Homo Sapiens. In the course of time we have come to realize that we are not so reasonable after all as the Eighteenth Century with its worship of reason and naive optimism, though us; "hence moder fashion inclines to designate our species asHomo Faber Man the Maker. But though faber may not be quite so dubious as sapiens it is, as a name specific of the human being, even less appropriate, seeing that many animals too are makers. There is a third function, howver, applicable to both human and animal life, and just as important as reasoning and making--namely, playing. it seems to me that next to Homo Faber, and perhaps on the same level as Homo Sapiens, Homo Ludens, Man the Player, deserves a place in our nomenclature. "--from the Foreward, by Johan Huizinga

    For the San Carlos tribe, Oak Flat is a holy place, an ancient burial ground and religious site where Apache girls celebrate the coming-of-age ritual known as the Sunrise Ceremony. In 1995, a massive untapped copper reserve was discovered nearby. A decade later, a law was passed transferring the area to a private company, whose planned copper mine will wipe Oak Flat off the map--sending its natural springs, petroglyph-covered rocks, and old-growth trees tumbling into a void.Redniss's deep reporting and haunting artwork anchor this mesmerizing human narrative. Oak Flat tells the story of a race-against-time struggle for a swath of American land, which pits one of the poorest communities in the United States against the federal government and two of the world's largest mining conglomerates. The book follows the fortunes of two families with profound connections to the contested site: the Nosies, an Apache family whose teenage daughter is an activist and leader in the Oak Flat fight, and the Gorhams, a mining family whose patriarch was a sheriff in the lawless early days of Arizona statehood.The still-unresolved Oak Flat conflict is ripped from today's headlines, but its story resonates with foundational American themes: the saga of westward expansion, the resistance and resilience of Native peoples, and the efforts of profiteers to control the land and unearth treasure beneath it while the lives of individuals hang in the balance.

    Bellow. Strauss. Friedman. The University of Chicago has been the home of some of the most important thinkers of the modern age. But perhaps no name has been spoken with more respect than Turabian. The dissertation secretary at Chicago for decades, Kate Turabian literally wrote the book on the successful completion and submission of the student paper. Her Manual for Writers of Research Papers, Theses, and Dissertations, created from her years of experience with research projects across all fields, has sold more than seven million copies since it was first published in 1937.Now, with this seventh edition, Turabian’s Manual has undergone its most extensive revision, ensuring that it will remain the most valuable handbook for writers at every level—from first-year undergraduates, to dissertation writers apprehensively submitting final manuscripts, to senior scholars who may be old hands at research and writing but less familiar with new media citation styles. Gregory G. Colomb, Joseph M. Williams, and the late Wayne C. Booth—the gifted team behind The Craft of Research—and the University of Chicago Press Editorial Staff combined their wide-ranging expertise to remake this classic resource. They preserve Turabian’s clear and practical advice while fully embracing the new modes of research, writing, and source citation brought about by the age of the Internet.Booth, Colomb, and Williams significantly expand the scope of previous editions by creating a guide, generous in length and tone, to the art of research and writing. Growing out of the authors’ best-selling Craft of Research, this new section provides students with an overview of every step of the research and writing process, from formulating the right questions to reading critically to building arguments and revising drafts. This leads naturally to the second part of the Manual for Writers, which offers an authoritative overview of citation practices in scholarly writing, as well as detailed information on the two main citation styles (“notes-bibliography” and “author-date”). This section has been fully revised to reflect the recommendations of the fifteenth edition of The Chicago Manual of Style and to present an expanded array of source types and updated examples, including guidance on citing electronic sources.The final section of the book treats issues of style—the details that go into making a strong paper. Here writers will find advice on a wide range of topics, including punctuation, table formatting, and use of quotations. The appendix draws together everything writers need to know about formatting research papers, theses, and dissertations and preparing them for submission. This material has been thoroughly vetted by dissertation officials at colleges and universities across the country.This seventh edition of Turabian’s Manual for Writers of Research Papers, Theses, and Dissertations is a classic reference revised for a new age. It is tailored to a new generation of writers using tools its original author could not have imagined—while retaining the clarity and authority that generations of scholars have come to associate with the name Turabian.

    While such visualizations can better inform us, they can also deceive by displaying incomplete or inaccurate data, suggesting misleading patterns—or simply misinform us by being poorly designed, such as the confusing “eye of the storm” maps shown on TV every hurricane season.Many of us are ill equipped to interpret the visuals that politicians, journalists, advertisers, and even employers present each day, enabling bad actors to easily manipulate visuals to promote their own agendas. Public conversations are increasingly driven by numbers, and to make sense of them we must be able to decode and use visual information. By examining contemporary examples ranging from election-result infographics to global GDP maps and box-office record charts, How Charts Lie teaches us how to do just that.

    St. Anne’s, in north­ern Ontario, is an institution now notorious for the range of punishments that staff and teachers inflicted on students. Even as Metatawabin built the trappings of a successful life—wife, kids, career—he was tormented by horrific memories. Fuelled by alcohol, the trauma from his past caught up with him, and his family and work lives imploded. In seeking healing, Metatawabin travelled to southern Alberta. There he learned from elders, par­ticipated in native cultural training workshops that emphasize the holistic approach to personhood at the heart of Cree culture, and finally faced his alcoholism and PTSD. Metatawabin has since worked tirelessly to expose the wrongdoings of St. Anne’s, culminating in a recent court case demanding that the school records be released to the Truth and Reconciliation Commission. Now Metatawabin’s mission is to help the next generation of residential school survivors. His story is part of the indigenous resurgence that is happening across Canada and worldwide: after years of oppression, he and others are healing themselves by rediscovering their culture and sharing their knowledge.  Coming full circle, Metatawabin’s haunting and brave narrative offers profound lessons on the impor­tance of bearing witness, and the ability to become whole once again.

    The Clockwork Muse is designed to help prospective authors develop a workable timetable for completing long and often formidable projects.The idea of dashing off a manuscript in a fit of manic inspiration may be romantic, but it is not particularly practical. Instead, Eviatar Zerubavel, a prolific and successful author, describes how to set up a writing schedule and regular work habits that will take most of the anxiety and procrastination out of long-term writing, and even make it enjoyable. The dreaded 'writer's block' often turns out to be simply a need for a better grasp of the temporal organization of work.The Clockwork Muse rethinks the writing process in terms of time and organization. It offers writers a simple yet comprehensive framework that considers such variables as when to write, for how long, and how often, while keeping a sense of momentum throughout the entire project. It shows how to set priorities, balance ideals against constraints, and find the ideal time to write. For all those whose writing has languished, waiting for the "right moment," The Clockwork Muse announces that the moment has arrived.

    Sam Low, the author, has sailed with us on three voyages, written numerous articles and now, after ten years of work, has finished Hawaiki Rising. This book is an important part of our 'olelo, our history, and it contains the mana of all those who helped create and sail Hokule'a." Nainoa Thompson

    He was also a key architect of Layton’s overnight success that was ten years in the making. In Building the Orange Wave, Lavigne recounts the dramatic story of how Layton and his inner circle developed and executed a plan that turned a struggling political party into a major contender for government, defying the odds and the critics every step of the way. The ultimate insider’s account of one of the greatest political accomplishments in modern Canadian history, Building the Orange Wave takes readers behind the scenes, letting them eavesdrop on strategy sessions, crisis-management meetings, private chats with political opponents, and internal battles, revealing new details of some of the most important political events of the last decade.

    Now that machine learning is thriving, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This practical book shows you how.By using concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow—author Aurélien Géron helps you gain an intuitive understanding of the concepts and tools for building intelligent systems. You’ll learn how to use a range of techniques, starting with simple Linear Regression and progressing to Deep Neural Networks. If you have some programming experience and you’re ready to code a machine learning project, this guide is for you.This hands-on book shows you how to use:Scikit-Learn, an accessible framework that implements many algorithms efficiently and serves as a great machine learning entry pointTensorFlow, a more complex library for distributed numerical computation, ideal for training and running very large neural networksPractical code examples that you can apply without learning excessive machine learning theory or algorithm details