A unique approach to the marketing/ management concept discusses product and marketing objectives, the relationship between client and supplier, the industrialization of service, and other facets of effective marketing strategies.
What business is your company really in? That's a question all executives should all ask before demand for their firm's products or services dwindles. In Marketing Myopia, Theodore Levitt offers examples of companies that became obsolete because they misunderstood what business they were in and thus what their customers wanted. He identifies the four widespread myths that put companies at risk of obsolescence and explains how business leaders can shift their attention to customers' real needs instead.
Increase your marketing impact and deliver competitive advantage. These definitive Harvard Business Review articles will help you build relationships with profitable customers, distinguish your offerings from others, and coordinate fruitfully with your partners in sales.
A unique approach to the marketing/ management concept discusses product and marketing objectives, the relationship between client and supplier, the industrialization of service, and other facets of effective marketing strategies.
Stop pushing products—and start cultivating relationships with the right customers. If you read nothing else on marketing that delivers competitive advantage, read these 10 articles. We’ve combed through hundreds of articles in the Harvard Business Review archive and selected the most important ones to help you reinvent your marketing by putting it—and your customers—at the center of your business. Leading experts such as Ted Levitt and Clayton Christensen provide the insights and advice you need to: Figure out what business you’re really in Create products that perform the jobs people need to get done Get a bird’s-eye view of your brand’s strengths and weaknesses Tap a market that’s larger than China and India combined Deliver superior value to your B2B customers End the war between sales and marketing
Today all companies either source globally, sell globally, or compete with some company that does. This handbook provides a comprehensive understanding and assessment of the field of global logistics and supply chain management.
This book surveys how Saudi-Iranian relations have unfolded in the Persian Gulf, Iraq, Lebanon, and Palestine since 2003, identifying the sources of rivalry and cooperation between the two powers. Understanding and leveraging this relationship will be a critical part of U.S. efforts to promote stability after the drawdown of U.S. forces in Iraq and to manage the regional impact of Iran's nuclear ambitions.
Compression for Clinicians: A Compass for Hearing Aid Fittings, Third Edition explains many developments that have taken place in the world of hearing aid compression, fitting methods, and real ear measurement. The text aims to make difficult concepts easier to understand and to explain in plain language many topics pertaining to compression. Directional microphones and digital features of noise reduction, feedback reduction, and expansion are also covered. The third edition recognizes two distinct clinical populations of sensorineural hearing loss: mild to moderate, on one hand, and more severe, on the other. These two clinical populations are well served by a corresponding pair of compression types: wide dynamic range compression and output limiting compression. Another double distinction held throughout the text is the two-part task for all hearing aids: providing gain and also increasing the signal-to-noise ratio. Gain is addressed by compression, while listening in noise is addressed by directional microphones and digital noise reduction. The Third Edition: Includes new chapters on common clinical encounters (Chapter 1), real ear measurement (Chapter 5), and adaptive dynamic range optimization (Chapter 10)Distinguishes between "sensory" and "neural" hearing loss and devotes a separate chapter to each of these types of sensorineural hearing lossContains updated coverage of digital hearing aids, directional microphones, and digital noise reductionRetains a strong focus on the historical development of compression from yesterday's analog hearing aids to digital hearing aids of today Compression for Clinicians is intended for those studying to become hearing health care professionals, including audiologists and hearing instrument practitioners. It is also intended for practicing clinicians who simply want to refresh their knowledge base concerning hearing loss and hearing aids. Clinically relevant and very thorough, it provides a compass in the world of compression hearing aids.
Selected from the world’s leading comprehensive cancer textbook, this tightly focused resource provides you with the practical, cutting-edge information you need to provide the best cancer care to each patient. Lymphomas and Leukemias: From Cancer: Principles & Practice of Oncology, 10th Edition, offers a complete and balanced view of this rapidly changing field, meeting the needs of oncology/hematology practitioners, fellows, and others who need an in-depth understanding of leukemias and lymphomas. The print reference gives you the solid, dependable guidance you have come to expect from this outstanding title, and the Inkling version features new quarterly updates written by a team of experts selected by the authors. Delivers focused, comprehensive information on leukemias and lymphomas drawn from the world’s leading cancer textbook, DeVita, Hellman, and Rosenberg’s Cancer: Principles & Practice of Oncology. Covers the full range of adult lymphomas and leukemias, including the molecular biology of lymphomas and acute and chronic leukemias; Hodgkin’s lymphoma; non-Hodgkin’s lymphoma; cutaneous lymphomas; management of acute and chronic leukemias, future directions and new treatments; myelodysplastic syndromes; plasma cell neoplasms; and more. Includes comprehensive information on leukemias and lymphomas of childhood, including supportive, long-term, palliative, and hospice care. Discusses in detail the growing importance of prevention and screening, giving you the understanding you need to improve your patients’ chances for a healthier, cancer-free life. Explains how the latest developments in biologic therapy apply to leukemias and lymphomas. Provides exhaustive coverage of combined modality cancer treatment, helping you determine when and how to integrate modalities in patient treatment. Ensures that you are fully up to date thanks to easy, mobile access to quarterly updates.
Understand, explore, and effectively present data using the powerful data visualization techniques of Python Key FeaturesUse the power of Pandas and Matplotlib to easily solve data mining issuesUnderstand the basics of statistics to build powerful predictive data modelsGrasp data mining concepts with helpful use-cases and examplesBook Description Data mining, or parsing the data to extract useful insights, is a niche skill that can transform your career as a data scientist Python is a flexible programming language that is equipped with a strong suite of libraries and toolkits, and gives you the perfect platform to sift through your data and mine the insights you seek. This Learning Path is designed to familiarize you with the Python libraries and the underlying statistics that you need to get comfortable with data mining. You will learn how to use Pandas, Python's popular library to analyze different kinds of data, and leverage the power of Matplotlib to generate appealing and impressive visualizations for the insights you have derived. You will also explore different machine learning techniques and statistics that enable you to build powerful predictive models. By the end of this Learning Path, you will have the perfect foundation to take your data mining skills to the next level and set yourself on the path to become a sought-after data science professional. This Learning Path includes content from the following Packt products: Statistics for Machine Learning by Pratap DangetiMatplotlib 2.x By Example by Allen Yu, Claire Chung, Aldrin YimPandas Cookbook by Theodore PetrouWhat you will learnUnderstand the statistical fundamentals to build data modelsSplit data into independent groups Apply aggregations and transformations to each groupCreate impressive data visualizationsPrepare your data and design models Clean up data to ease data analysis and visualizationCreate insightful visualizations with Matplotlib and SeabornCustomize the model to suit your own predictive goalsWho this book is for If you want to learn how to use the many libraries of Python to extract impactful information from your data and present it as engaging visuals, then this is the ideal Learning Path for you. Some basic knowledge of Python is enough to get started with this Learning Path.
A “persuasive . . . heartfelt and vividly written” call to counter systemic racism and build national solidarity in America (Publishers Weekly). The American Promise enshrined in our Constitution states that all men and women are inherently equal. And yet racism continues to corrode our society. If we cannot overcome it, Theodore Johnson argues, the promise that made America unique on Earth will have died. In When the Stars Begin to Fall, Johnson presents a compelling blueprint for the kind of national solidarity necessary to mitigate racism. Weaving together history, personal memories, and his family’s multi-generational experiences with racism, Johnson posits that solutions can be found in the exceptional citizenship long practiced in Black America. Understanding that racism is a structural crime of the state, he argues that overcoming it requires us to recognize that a color-conscious society—not a color-blind one—is the true fulfillment of the American Promise. Fueled by Johnson’s ultimate faith in the American project, grounded in his family’s longstanding optimism and his own military service, When the Stars Begin to Fall is an urgent call to undertake the process of overcoming what has long seemed intractable.
A revolutionary, personalized psychotherapy approach for the treatment of Axis II personality disorders, by renowned expert Dr. Theodore Millon Acknowledging the primacy of the whole person, Moderating Severe Personality Disorders: A Personalized Psychotherapy Approach takes into account all of the complexities of human nature - family influences, culture, neurobiological processes, unconscious memories, and so on--illustrating that no part of human nature should lie outside the scope of a clinician's regard. Part of a three book series, this book provides you with a unique combination of conceptual background and step-by-step practical advice to guide your treatment of Axis II personality disorders. Detailed case studies are provided throughout the text to illustrate the strategies of personalized psychotherapy for: Retiring/Schizoid Personality Patterns Shy/Avoidant Personality Patterns Pessimistic/Depressive Personality Patterns Aggrieved/Masochistic Personality Patterns Eccentric/Schizotypal Personality Patterns Capricious/Borderline Personality Patterns Destined to become an essential reference for trainees and professionals, this book makes a revolutionary call to return therapy to the natural reality of each patient's life, seamlessly guiding you in understanding the personality and treatment of the whole, unique, yet complex person.
Reprints the 1931 Liveright edition without change except for the correction of a few misprints and misspellings. This section of what was envisioned as a multi-volume autobiography (only the first two volumes were completed) covers Dreiser's life up to his departure for St. Louis to work as a reporter for the Globe-Democrat. Reviewers of the original remarked that Dreiser had out-Rousseaued Rousseau in terms of frank personal revelations and his unblinking treatment of sex. Annotation copyrighted by Book News, Inc., Portland, OR
The Massachusetts General Hospital is widely respected as one of the world's premier psychiatric institutions. Now, preeminent authorities from MGH present a reference that is carefully designed to simplify your access to the current clinical knowledge you need! A remarkably user-friendly organization - with abundant boxed summaries, bullet points, case histories, and algorithms - speeds you to the answers you need. In short, this brand-new reference delivers all the authoritative answers you need to overcome any clinical challenge, in a format that's easier to consult than any other source! Peerless, hands-on advice from members of the esteemed MGH Department of Psychiatry helps you put today's best approaches to work for your patients. The book's highly templated format - with abundant boxed overviews, bulleted points, case histories, algorithms, references, and suggested readings - enables you to locate essential information quickly.
The efficient management of trees and other woody plants can be improved given an understanding of the physiological processes that control growth, the complex environmental factors that influence those processes, and our ability to regulate and maintain environmental conditions that facilitate growth. - Emphasizes genetic and environmental interactions that influence woody plant growth - Outlines responses of individual trees and tree communities to environmental stress - Explores cultural practices useful for efficient management of shade, forest, and fruit trees, woody vines, and shrubs
Increase your business’s sales with these seven essential practices salespeople and organizations must embrace to thrive in today’s competitive marketplace. Companies today are struggling to find the one thing that matters in today’s competitive marketplace. Price? Quality? Innovative product features? While all of the above factors certainly influence a customer’s buying decision, none of them is the most influential factor. What is? The employee who has the most power to make or break your company’s bottom line and influence its customers—the salesperson. Achieve Sales Excellence examines the paradigm of business-to- business sales. This book is based on the results of a fourteen-year study, which asked business customers—the key constituent group of professional salespeople—to define the qualities of world-class salespeople and organizations. It offers unmatched insights into sales performance issues and the practices sales professionals and organizations must embrace to become world-class sales forces.
This volume contains a collection of the lectures of the invited speakers and symposium organizers presented at the International Conference of Computational methods in Science and Engineering (ICCMSE 2006), held in Chania, Greece, October 2006. The content of the papers bears upon new developments of Computational Science pertinent to Physics, Chemistry, Biology, Medicine, Mathematics and Engineering. Molecular Science is a privileged ground for the application and evaluation of new mathematical tools and computational methods. In recent years, novelty and progress with greatest conceivable speed is common experience. This flavor of research findings carrying many consequences for distant fields is easily evidenced in the lectures collected in this volume.
The sudden passing of a mother devoted to the worship and acknowledgment of the Lord God in the rearing of her children, when shes the only parent in the family, is a traumatic and enduring time that will expose vulnerabilities to the moral foundation and essence of the family. Confronted with one adversity after another by the wicked conduct of his siblings through betrayal, the son never wavered in his love, commitment, and devotion to his mother and God, despite the insidious evil and turbulent obstacles in our society to stop him. Lovingly and Orderly: A sons lament is a true-life melodrama revealing the vague, forsaken dark realm of the Circuit Court of Cook County, Illinois, Probate Division, where the adherence to law and procedure is a blind myth for those seeking justice on behalf of the dearly departed who no longer feel the acute pain of injustice in the United States of America.
Linking classical public health and intervention with evolving healthcare strategies and policies for the 21st century, The New Public Health provides a broad perspective on current issues & the kinds of solutions & expectations needed in the future.
In 1870 the Welsh ironmaster John James Hughes left his successful career in England and settled in the barren and underpopulated Donbass region of the Ukrainian steppe to found the town of Iuzovka and build a large steel plant and coal mine. Theodore Friedgut tells the remarkable story of the subsequent economic and social development of the Donbass, an area that grew to supply seventy percent of the Russian Empire's coal and iron by World War I. The first volume of this two-volume study focused on the social and economic development of the Donbass, while the second volume is devoted to political analysis. While revealing the grand and tragic sweep of revolutionary events in this region, Friedgut also offers a fascinating picture of the heterogeneous population of these frontier settlements. He analyzes the instability of the revolutionary movement, and in particular the absence of a significant stratum of "worker-intelligentsia," and the inhibiting effect that this had on the development of an indigenous workers' movement. In addition, he reinforces the theory that World War I intensified existing social tensions in the Russian Empire, cutting short the slow but steady modernization of Russia's society and politics and creating the social crisis that led to the collapse of the old regime. Originally published in 1994. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
The practice of yoga, hypnosis, and the use of psychedelic drugs to alter psychological and physiological states is not unknown to the study of psychology. They have been called "soft" studies and labeled unimportant. This is mostly because they are difficult to study and understand, often focusing on unobservable internal states such as altered states of consciousness, Samadhi, or hypnotic states. This book, in its approach to thinking about this topic and method for analysis, focuses only on phenomena that can be observed, such as behavioral changes. By centering on only those aspects of the psychological and physiological effects of yoga, hypnosis, and psychedelic drugs which can be measured and analyzed using this new method, Barber distinguishes this book from others in the field. He asks what overt behaviors and verbal reports are clearly observable when psychedelic drugs are taken, yoga is practiced, or hypnotic-induction procedures are administered. Instead of treating the phenomena traditionally associated with psychedelic drugs, yoga, or hypnosis as undifferentiated conglomerates, an attempt will be made to set apart and treat separately each of the many phenomena associated with each of these areas of inquiry. This book does not set out to simply demonstrate the importance of psychedelics, yoga, and hypnosis, or to present substantive material pertaining to these topics. It also treats each topic as continuous with other known psychological phenomena and as an important piece to the puzzle of social psychology. It differs from most previous treatises in that it does not assume that psychedelics, yoga, and hypnosis can bring out unused mental or physical capacities in man, heighten awareness or give rise to enhanced creativity, or produce altered states of consciousness, suspension of conventional reality-orientation, changes in body-image, or changes in perception.
A resource on classical music provides coverage of composers, works, musical terminology, and performers, along with recommended recordings and access to an interactive Web site that allows readers to listen to sample works, techniques, and performers discussed in the reference.
While most abnormal psychology texts seem to aim solely for breadth, the acclaimed Oxford Textbook of Psychopathology aims for depth, with a focus on adult disorders and special attention given to the personality disorders. Almost a decade has passed since the first edition was published, establishing itself as an unparalleled guide for professionals and graduate students alike, and in this second edition, esteemed editors Paul H. Blaney and Theodore Millon have once again selected the most eminent researchers in abnormal psychology to cover all the major mental disorders, allowing them to discuss notable issues in the various pathologies which are their expertise. This collection exposes readers to exceptional scholarship, a history of psychopathology, the logic of the best approaches to current disorders, and an expert outlook on what future researchers and mental health professionals will be facing in the years to come. With extensive coverage of personality disorders and issues related to classification and differential diagnosis, this volume will be exceptionally useful for all mental health workers, clinical psychologists, psychiatrists, and social workers, and as a textbook focused on understanding psychopathology in depth, as well as a valuable guide for graduate psychology students and psychiatric residents.
Lucidly Integrates Current Activities Focusing on both fundamentals and recent advances, Introduction to Machine Learning and Bioinformatics presents an informative and accessible account of the ways in which these two increasingly intertwined areas relate to each other. Examines Connections between Machine Learning & Bioinformatics The book begins with a brief historical overview of the technological developments in biology. It then describes the main problems in bioinformatics and the fundamental concepts and algorithms of machine learning. After forming this foundation, the authors explore how machine learning techniques apply to bioinformatics problems, such as electron density map interpretation, biclustering, DNA sequence analysis, and tumor classification. They also include exercises at the end of some chapters and offer supplementary materials on their website. Explores How Machine Learning Techniques Can Help Solve Bioinformatics Problems Shedding light on aspects of both machine learning and bioinformatics, this text shows how the innovative tools and techniques of machine learning help extract knowledge from the deluge of information produced by today’s biological experiments.
A revolutionary, personalized psychotherapy approach for the treatment of Axis II personality disorders, by renowned expert Dr. Theodore Millon Acknowledging the primacy of the whole person, Overcoming Resistant Personality Disorders: A Personalized Psychotherapy Approach takes into account all of the complexities of human nature--family influences, culture, neurobiological processes, unconscious memories, and so on--illustrating that no part of human nature should lie outside the scope of a clinician's regard. Part of a three-book series, this book provides you with a unique combination of conceptual background and step-by-step practical advice to guide your treatment of Axis II personality disorders. Detailed case studies are provided throughout the text to illustrate the strategies of personalized psychotherapy for: * The Needy/Dependent Prototype * The Sociable/Histrionic Prototype * The Confident/Narcissistic Prototype * The Nonconforming/Antisocial Prototype * The Assertive/Sadistic Prototype * The Conscientious/Compulsive Prototype * The Skeptical/Negativistic Prototype Destined to become an essential reference for trainees and professionals, this book makes a revolutionary call to return therapy to the natural reality of each patient's life, seamlessly guiding you in understanding the personality and treatment of the whole, unique, yet complex person.
This study deals with a topic of increasing concern--the relations between multinational corporations and their host countries in the Third World. Theodore H. Moran describes how a reaction against dependencia, a realization that the fate of the nation hinges on the decisions made by uncontrollable outside forces, can spur a host country to opt for control of an industry, exposing the country to new dangers as well as new opportunities. Originally published in 1975. The Princeton Legacy Library uses the latest print-on-demand technology to again make available previously out-of-print books from the distinguished backlist of Princeton University Press. These editions preserve the original texts of these important books while presenting them in durable paperback and hardcover editions. The goal of the Princeton Legacy Library is to vastly increase access to the rich scholarly heritage found in the thousands of books published by Princeton University Press since its founding in 1905.
A foundational work on historical and social studies of quantification What accounts for the prestige of quantitative methods? The usual answer is that quantification is desirable in social investigation as a result of its successes in science. Trust in Numbers questions whether such success in the study of stars, molecules, or cells should be an attractive model for research on human societies, and examines why the natural sciences are highly quantitative in the first place. Theodore Porter argues that a better understanding of the attractions of quantification in business, government, and social research brings a fresh perspective to its role in psychology, physics, and medicine. Quantitative rigor is not inherent in science but arises from political and social pressures, and objectivity derives its impetus from cultural contexts. In a new preface, the author sheds light on the current infatuation with quantitative methods, particularly at the intersection of science and bureaucracy.
A special feature of the book is its development of the theoretical argument by sustained reference to two historical examples: the medicinal herb business of a Shaker village in the 1850s and contemporary day trading on the Nasdaq market. First focusing on the relative simplicity of Shaker life to illuminate basic ontological characteristics of the social site, Schatzki then uses the sharp contrast with the complex and dynamic practice of day trading to reveal what makes this approach useful as a general account of social existence.
An ethnographic account of the South African AIDS movement and activists From the historical roots of AIDS activism in the struggle for African liberation to the everyday work of community education in Khayelitsha, Sustaining Life tells the story of how the rights-based South African AIDS movement successfully transformed public health institutions, enabled access to HIV/AIDS treatment, and sustained the lives of people living with the disease. Typical accounts of the South African epidemic have focused on the political conflict surrounding it, Theodore Powers observes, but have yet to examine the process by which the national HIV/AIDS treatment program achieved near-universal access. In Sustaining Life, Powers demonstrates the ways in which non-state actors, from caregivers to activists, worked within the state to transform policy and state-based institutions in order to improve health-based outcomes. He shows how advocates in the South African AIDS movement channeled the everyday experiences of poor and working-class people living with HIV/AIDS into tangible policy changes at varying institutional levels, revealing the primacy of local action for expanding treatment access. In his analysis of the transformation of the state health system, Powers addresses three key questions: How were the activists of the movement able to overcome an AIDS-dissident faction that was backed by government power? How were state health institutions and HIV/AIDS policy transformed to increase public sector access to treatment? Finally, how should the South African campaign for treatment access inform academic debates on social movements, transnationalism, and the state? Based on extended participant observation and in-depth interviews with members of the South African AIDS movement, Sustaining Life traces how the political principles of the anti-apartheid movement were leveraged to build a broad coalition that changed national HIV/AIDS policy norms and highlights how changes in state-society relations can be produced by local activism.
Practitionerand’s Guide to Litigating Insurance Coverage Actions, Second Edition is a comprehensive, two-volume manual that offers an excellent framework for understanding the complex practical and procedural issues that can arise in insurance coverage disputes. Written by insurance litigators with extensive experience from both the policyholder and insurance company perspective, Practitionerand’s Guide to Litigating Insurance Coverage Actions reveals hard-won strategies and proven-effective litigation tools to help you successfully prepare or defend an insurance coverage case. Masterfully organized and streamlined in a two-volume format, Practitionerand’s Guide to Litigating Insurance Coverage Actions walks you through the logical sequence of events as an insurance coverage litigation case evolves. Youand’ll find: Step-by-step guidance through every stage of case preparation and litigation. Balanced and“best-practiceand” recommendations for counsel to policyholders and insurance companies. And much more! Model Forms include: Notice Letters Initial Pleadings Preliminary Motions Discovery Requests Summary Judgment Motions Motions at Trial Opening and Closing Statements Trial Briefs and Jury Instructions Motions and Briefs during Appeals Process Settlement Agreements
This volume features nearly 500 paintings, watercolors, pastels, and miniatures from Harvard University's storied, yet little-known, collection of American art. These works, many unpublished, are drawn from the Harvard Art Museums, the University Portrait Collection, the Peabody Museum of Archaeology and Ethnology, and other entities, and date from the early colonial years to the mid-19th century. Highlights include a rare group of 17th-century portraits, along with important paintings by Robert Feke, John Singleton Copley, Charles Willson Peale, Gilbert Stuart, and Washington Allston, in addition to works depicting western and Native American subjects by Alexandre de Batz, Henry Inman, and Alfred Jacob Miller, among others. Each work is accompanied by scholarly commentary that draws on extensive new research, as well as a complete exhibition and reference history. An introduction by Theodore E. Stebbins Jr. describes the history of the collection. Lavishly illustrated in color, this compendium is a testament to the nation's oldest collection of American art, and an essential resource for scholars and collectors alike.
This book investigates how and why the criminal law differentiates between different types of body alterations, with particular reference to how they are conceptualised within legal discourse. By drawing connections between types of body alteration that have traditionally been considered separately and discretely, the book allows analytical conclusions to be made about the law’s treatment of the general category of ’body alteration’ rather than merely about specific types of body alteration. Taking legal discourse as its analytical focus, the author critically examines a number of case studies to determine the techniques and processes by which some body alterations are discursively constructed as legitimate and legally approved, and by which other body alterations are discursively constructed as illegitimate and legally sanctioned. Specifically, the body alterations that are addressed include sadomasochistic injuries; female genital modification and male circumcision; cosmetic surgery, body modification and healthy limb amputation; and sex reassignment surgery and genital ’normalisation’ surgery. International in scope, the discursive analysis in the book will be of interest to academics and researchers working in the areas of socio-legal and cultural studies.
Argues that, for supporters of Israel, there is good news and bad news - and that at the core, we are fundamentally misunderstanding the new relationship between American Jews and Israel.
Over 95 hands-on recipes to leverage the power of pandas for efficient scientific computation and data analysis About This Book Use the power of pandas to solve most complex scientific computing problems with ease Leverage fast, robust data structures in pandas to gain useful insights from your data Practical, easy to implement recipes for quick solutions to common problems in data using pandas Who This Book Is For This book is for data scientists, analysts and Python developers who wish to explore data analysis and scientific computing in a practical, hands-on manner. The recipes included in this book are suitable for both novice and advanced users, and contain helpful tips, tricks and caveats wherever necessary. Some understanding of pandas will be helpful, but not mandatory. What You Will Learn Master the fundamentals of pandas to quickly begin exploring any dataset Isolate any subset of data by properly selecting and querying the data Split data into independent groups before applying aggregations and transformations to each group Restructure data into tidy form to make data analysis and visualization easier Prepare real-world messy datasets for machine learning Combine and merge data from different sources through pandas SQL-like operations Utilize pandas unparalleled time series functionality Create beautiful and insightful visualizations through pandas direct hooks to Matplotlib and Seaborn In Detail This book will provide you with unique, idiomatic, and fun recipes for both fundamental and advanced data manipulation tasks with pandas. Some recipes focus on achieving a deeper understanding of basic principles, or comparing and contrasting two similar operations. Other recipes will dive deep into a particular dataset, uncovering new and unexpected insights along the way. The pandas library is massive, and it's common for frequent users to be unaware of many of its more impressive features. The official pandas documentation, while thorough, does not contain many useful examples of how to piece together multiple commands like one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through practical situations that you are highly likely to encounter. Many advanced recipes combine several different features across the pandas library to generate results. Style and approach The author relies on his vast experience teaching pandas in a professional setting to deliver very detailed explanations for each line of code in all of the recipes. All code and dataset explanations exist in Jupyter Notebooks, an excellent interface for exploring data.
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