Python Data Science Handbook

The Springer Handbook of Enzymes provides concise data on some 5,000 enzymes sufficiently well characterized – and here is the second, updated edition. Their application in analytical, synthetic and b

The Springer Handbook of Enzymes provides concise data on some 5,000 enzymes sufficiently well characterized – and here is the second, updated edition. Their application in analytical, synthetic and b

Code-switching – the alternating use of two languages in the same stretch of discourse by a bilingual speaker – is a dominant topic in the study of bilingualism and a phenomenon that generates a great deal of pointed discussion in the public domain. This handbook provides the most comprehensive guide to this bilingual phenomenon to date. Drawing on empirical data from a wide range of language pairings, the leading researchers in the study of bilingualism examine the linguistic, social and cognitive implications of code-switching in up-to-date and accessible survey chapters. The Cambridge Handbook of Linguistic Code-switching will serve as a vital resource for advanced undergraduate and graduate students, as a wide-ranging overview for linguists, psychologists and speech scientists and as an informative guide for educators interested in bilingual speech practices.

The Springer Handbook of Enzymes provides concise data on 4,457 enzymes – and here is the second, updated edition. The enzymes are sufficiently well characterized for application in analytical, synthe

Not only is the quantity of life science data expanding, but new types of biological data continue to be introduced as a result of technological development and a growing understanding of biological

Covering an important material class for modern applications in the aerospace, automotive, energy production and creation sectors, this handbook and reference contains comprehensive data tables and fi

This book brings together important essays by one of the leading philosophers of science at work today. Elisabeth A. Lloyd examines several of the central topics in philosophy of biology, including the structure of evolutionary theory, units of selection, and evolutionary psychology, as well as the Science Wars, feminism and science, and sexuality and objectivity. Lloyd challenges the current evolutionary accounts of the female orgasm and analyses them for bias. She also offers an innovative analysis of the concept of objectivity. Lloyd analyses the structure of evolutionary theory and unlocks the puzzle of the units of selection debates into four distinct aspects, illuminating several mysteries in the biology literature. Central to all essays in this book is the author's abiding concern for evidence and empirical data.

The authors, scholars in political data and political and economic science, present this 2000-2006 update compiling district maps, election results, socioeconomic data, and voting demographics for all

Markov and Larose (computer science and statistics respectively, Central Connecticut State U.) seek ways to extract knowledge rather than merely come up with a pile of data by finding meaningful conne

Social scientists have long relied on a wide range of tools to collect information about the social world, but as individual fields have become more specialised, researchers are trained to use a narrow range of the possible data collection methods. This book, first published in 2006, draws on a broad range of available social data collection methods to formulate a set of data collection approaches. The approaches described here are ideal for social science researchers who plan to collect new data about people, organisations, or social processes. Axinn and Pearce present methods designed to create a comprehensive empirical description of the subject being studied, with an emphasis on accumulating the information needed to understand what causes what with a minimum of error. In addition to providing methodological motivation and underlying principles, the book is filled with detailed instructions and concrete examples for those who wish to apply the methods to their research.

The achievement gaps in science and the under-representation of minorities in science-related fields have long been a concern of the nation. This book examines the roots of this problem by providing a comprehensive, 'state of the field' analysis and synthesis of current research on science education for minority students. Research from a range of theoretical and methodological perspectives is brought to bear on the question of how and why our nation's schools have failed to provide equitable learning opportunities with all students in science education. From this wealth of investigative data, the authors propose a research agenda for the field of science education - identifying strengths and weaknesses in the literature to date as well as the most urgent priorities for those committed to the goals of equity and excellence in science education.

The first reference to bring scientifically proven approaches to the practice of personal and executive coaching The Evidence Based Coaching Handbook applies recent behavioral science research to exe

In Science and Ethics, Bernard Rollin examines the ideology that denies the relevance of ethics to science. Providing an introduction to basic ethical concepts, he discusses a variety of ethical issues that are relevant to science and how they are ignored, to the detriment of both science and society. These include research on human subjects, animal research, genetic engineering, biotechnology, cloning, xenotransplantation, and stem cell research. Rollin also explores the ideological agnosticism that scientists have displayed regarding subjective experience in humans and animals, and its pernicious effect on pain management. Finally, he articulates the implications of the ideological denial of ethics for the practice of science itself in terms of fraud, plagiarism, and data falsification. In engaging prose and with philosophical sophistication, Rollin cogently argues in favor of making education in ethics part and parcel of scientific training.

This volume of the Handbook adds five new chapters to the science of rare earths. Two of the chapters deal with intermetallic compounds. An overview of ternary systems containing rare earths, transiti

Purity Texts is a handbook that gathers the data of the Dead Sea Scrolls on ritual purity and analyzes it systematically as part of a coherent ideology. After a general introduction and an examination

This focuses on models and data that arise from repeated observations of a cross-section of individuals, households or companies. These models have found important applications within business, economics, education, political science and other social science disciplines. The author introduces the foundations of longitudinal and panel data analysis at a level suitable for quantitatively oriented graduate social science students as well as individual researchers. He emphasizes mathematical and statistical fundamentals but also describes substantive applications from across the social sciences, showing the breadth and scope that these models enjoy. The applications are enhanced by real-world data sets and software programs in SAS and Stata.

The second edition of this elemental handbook reviews the current state of theory and practice in the field while emphasizing a more practical/applied approach to IT topics such as information manage

Computerized data acquisition systems are often the principle method of recording experimental results. This book takes the reader step-by-step through the process of data acquisition and analysis, explaining how to set up the systems and then obtain useful information from the data recorded. In an easy-to-read style, it guides researchers through the basics of data acquisition systems, explains the important underlying concepts, and gives numerous examples of how to analyze the recorded information. While aimed at researchers in the life sciences, the topics covered are general and will be valuable to anyone interested in learning to use data acquisition systems. The principles can be applied to the collection of data from respiratory apparatus to behavioral science experiments, and a host of other situations. Many illustrations and worked examples accompany the text, and the mathematics are kept simple. This book is an invaluable tool for the non-engineer who is collecting and analyz

Infrared astronomy has been revolutionised in the last few years by the advent of large, sensitive, infrared arrays, and the success of several infrared satellites. This handbook provides a clear, concise and accessible reference on all aspects of infrared astronomy. Throughout, the emphasis is on fundamental concepts, practical considerations and useful data. Starting with a review of the basic infrared emission mechanisms, we are shown how the earth's atmosphere affects and limits observations from ground-based telescopes. The important systematics of photometric accuracy are treated in detail. Spectroscopy - both stellar and otherwise - is explained, and illustrated with useful examples. An important chapter is devoted to dust, which plays such a central role. Finally, the technical background to infrared instrumentation is covered. This volume provides both an essential introduction for graduate students making infrared observations or reducing infrared data for the first time, and

The Remote Sensing Data Book provides a unique resource of all aspects of remote sensing for the expert and non-expert alike. Organised as a dictionary, it contains over 700 alphabetically-arranged and cross-referenced entries on how remote sensing works, what kinds of data are available, and the large number of satellites and instruments from which the information is obtained. As well as short technical definitions, it also includes longer essays and reviews to give an overview of the subject. Although not a textbook in itself, the data book will serve as a valuable addition to existing textbooks for undergraduates and graduate students on geography, environmental and earth science courses that include an element of remote sensing. It will also be an essential reference for researchers and research managers at all levels using spaceborne remote sensing methods to obtain information about the earth's land, sea, ice and atmosphere.

At first glance, studying behavior is easy, but as every budding ethologist quickly realises, there are a host of complex practical, methodological and analytical problems to solve before designing and conducting the study. How do you choose which species or which behavior to study? What equipment will you need to observe and record behavior successfully? How do you record data in the dark, in the wet, or without missing part of the action? How do you analyse and interpret the data to yield meaningful information? This new expanded edition of the Handbook of Ethological Methods provides a complete step-by-step introduction to ethological methods from topic choice and behavioral description to data collection and statistical analysis. This book will be a must for beginning students and experienced researchers studying animal behavior in the field or laboratory.

This is an introductory survey to the philosophy of science suitable for beginners and nonspecialists. Its point of departure is the question: why should we believe what science tells us about the world? In this attempt to justify the claims of science the book treats such topics as observation data, confirmation of theories, and the explanation of phenomena. The writing is clear and concrete with detailed examples drawn from contemporary science: solar neutrinos, the gravitational bending of light, and the creation/evolution debate, for example. What emerges is a view of science in which observation relies on theory to give it meaning and credibility, while theory relies on observation for its motivation and validation.

Analysis of Ordinal Categorical Data Alan Agresti Statistical Science Now has its first coordinated manual of methods for analyzing ordered categorical data. This book discusses specialized models tha

A handbook on the theory and application of switched-mode power supplies. Presents all important established techniques and includes many detailed examples, using manufacturer's actual data sheets. Co

The Oxford Handbook of Sociology for Social Justice calls on sociologists to be first and foremost activists who apply sociological skills and imaginations to the work of organizing, mobilizing, educating, and envisioning radical social change. There has never been a more important time for such work. As millions of people are organizing and mobilizing in new and unparalleled ways to challenge the global powers responsible for political repression, exploitation and poverty, social devastation and ecological destruction, authoritarian movements are growing just as rapidly. This transformative political and social moment calls for the boldest forms of praxis from radical scholar-activists. This Handbook includes theoretical framing pieces on the decolonization of sociology and its demand for an alternative approach to social science developing from grassroots engagements to challenge powers of exploitation and oppression. This collection also provides critical case studies on sociologica

這是一本使用Python進行數據處理和分析的入門教材，其主要內容包括：Python基礎知識介紹、數據處理與分析、數據可視化等。全書共分為10章，前9章介紹Python基礎語法以及數據處理與分析及可視化等內容，第10章介紹綜合應用案例，屬￿項目實戰。本書內容豐富、簡單易懂，可以零基礎入門，適合作為數據科學與大數據技術、大數據管理、人工智能等專業的本科教材，也適合對 Python語言感興趣和擬使用Python語言做數據分析的讀者閱讀。

Jack Pun presents best practices in pedagogy and teaching to facilitate effective content-subject learning at the secondary school level.Increasingly, parents are sending their children to English-medium instruction (EMI) secondary schools in their home countries, to prepare them for full immersion in EMI in English native-speaking countries. The book explores the teaching and learning processes in EMI senior secondary science classrooms based in thirty secondary schools in Hong Kong. Conducting analyses of classroom, teacher and student perception data, the author discusses the issues of teaching science through the medium of English in secondary schools, the implications and applications for professional development of science teachers and other content-subject teachers, and suggests strategies for teaching science in different EMI contexts.This volume is highly relevant to scholars in the field of educational linguistics, particularly in English language teaching, content-based inst

This commentary covers all topics and critical aspects elicited by the new European General Data Protection Regulation and its interpretation. The commentary focuses on the regulation itself, including cross-references to further provisions (eg the Police and Criminal Justice Data Protection Directive, the E-Privacy-Directive or the former Data Protection Directive 95/46/EC).Article by article the purpose of a provision is classified, its background, function and structure analysed and its content interpreted. The commentary provides an independent view of all topics, presenting both an overview and specific interpretation that provide far-reaching arguments.The editors and authors are outstanding experts in the field of data protection law well known for their practical as well as structured and thorough approach to data protection issues. They offer suitable solutions and sound arguments especially for international companies, legal councils and corporate lawyers as well as data prot

Stress: Immunology and Inflammation, Volume Five in the Handbook of Stress series, covers the influence physiologic stress has on immunity, immunology and inflammation. It provides a quick orientation to the subject for research, in clinic use, and in everyday life. Integrated closely with new behavioral findings and with relevance to human conditions, the concepts and data in this volume offer readers cutting-edge information. It will be of prime interest to neuroscientists, clinicians, researchers, academics, and students in Neuroendocrinology, Neuroscience, Biomedicine, Immunology, Endocrinology, Psychology, Psychiatry and some aspects of the Social Sciences. The effect of stress on our emotional and physical health can be devastating. There have been significant advances in our understanding of the influence stress has on inflammation in the human body and also our immunity to various afflictions.

Why do many social programs have such a poor track record? What can we do to maximize a program's chance of success? If a program shows promise, how can we scale it up? To answer these questions confronting policymakers, and to ensure that strong programs are designed, developed, implemented, and taken to scale, appropriate evaluation approaches must be used throughout a program's life cycle. In The Oxford Handbook on Program Design and Implementation Evaluation, Dr. Anu Rangarajan surfaces insights and expertise from a team of eminent scholars to create a comprehensive and actionable toolbox of evaluation methodologies that can be used to examine social programs throughout their life cycle. The methodologies presented in the Handbook describe how to conduct developmental evaluations, perform rapid-cycle evaluations, employ implementation science concepts, assess program effectiveness in the absence of a true counterfactual, measure cost-effectiveness, scale up promisinginterventions,

本書全面系統地介紹了Python語言在常見辦公場景中的自動化解決方案。全書分為5篇21章，內容包括Python語言基礎知識，Python讀寫數據常見方法，用Python自動操作Excel，用Python自動操作Word 與 PPT，用Python自動操作文件和文件夾、郵件、PDF 文件、圖片、視頻，用Python進行數據可視化分析及進行網頁交互，借助ChatGPT輕鬆進階Python辦公自動化。 本書適合各層次的信息工作者，既可作為初學Python的入門指南，又可作為中、高級自動化辦公用戶的參考手冊。書中大量的實例還適合讀者直接在工作中借鑒。

This book assesses data protection rules that are applicable to the processing of personal data in a law enforcement context. It offers the first extensive analysis of the LED and Regulation (EU) 2018/1725. It illustrates the challenges arising from the unclear delineation between the different data protection instruments at both national and EU level. Taking a practical approach, it exemplifies situations where the application of data protection instruments could give rise to a lowering of data protection standards where the data protection rules applicable in the law enforcement context are interpreted broadly. The scope of data protection instruments applied by law enforcement authorities impacts processing for purposes of border control, migration management and asylum because there is an unclear delineation between the different data protection instruments.

Health research around the world relies on access to data, and much of the most valuable, reliable, and comprehensive data collections are held by governments. These collections, which contain data on whole populations, are a powerful tool in the hands of researchers, especially when they are linked and analyzed, and can help to address “wicked problems” in health and emerging global threats such as COVID-19. At the same time, these data collections contain sensitive information that must only be used in ways that respect the values, interests, and rights of individuals and their communities. Sharing Linked Data for Health Research provides a template for allowing research access to government data collections in a regulatory environment designed to build social license while supporting the research enterprise.

An in-depth overview of an emerging field that brings together high-performance computing, big data processing, and deep lLearning. Over the last decade, the exponential explosion of data known as big data has changed the way we understand and harness the power of data. The emerging field of high-performance big data computing, which brings together high-performance computing (HPC), big data processing, and deep learning, aims to meet the challenges posed by large-scale data processing. This book offers an in-depth overview of high-performance big data computing and the associated technical issues, approaches, and solutions. The book covers basic concepts and necessary background knowledge, including data processing frameworks, storage systems, and hardware capabilities; offers a detailed discussion of technical issues in accelerating big data computing in terms of computation, communication, memory and storage, codesign, workload characterization and benchmarking, and system deplo

As the world becomes increasingly connected, it is also more exposed to a myriad of cyber threats. We need to use multiple types of tools and techniques to learn and understand the evolving threat landscape. Data is a common thread linking various types of devices and end users. Analyzing data across different segments of cybersecurity domains, particularly data generated during cyber-attacks, can help us understand threats better, prevent future cyber-attacks, and provide insights into the evolving cyber threat landscape. This book takes a data oriented approach to studying cyber threats, showing in depth how traditional methods such as anomaly detection can be extended using data analytics and also applies data analytics to non-traditional views of cybersecurity, such as multi domain analysis, time series and spatial data analysis, and human-centered cybersecurity.

Now in its fourth edition, this comprehensive introduction of fundamental panel data methodologies provides insights on what is most essential in panel literature. A capstone to the forty-year career of a pioneer of panel data analysis, this new edition's primary contribution will be the coverage of advancements in panel data analysis, a statistical method widely used to analyze two or higher-dimensional panel data. The topics discussed in early editions have been reorganized and streamlined to comprehensively introduce panel econometric methodologies useful for identifying causal relationships among variables, supported by interdisciplinary examples and case studies. This book, to be featured in Cambridge's Econometric Society Monographs series, has been the leader in the field since the first edition. It is essential reading for researchers, practitioners and graduate students interested in the analysis of microeconomic behavior.

Discover the fundamental principles of biomedical measurement design and performance evaluation with this hands-on guide. Whether you develop measurement instruments or use them in novel ways, this practical text will prepare you to be an effective generator and consumer of biomedical data. Designed for both classroom instruction and self-study, it explains how information is encoded into recorded data and can be extracted and displayed in an accessible manner. Describes and integrates experimental design, performance assessment, classification, and system modelling. Combines mathematical concepts with computational models, providing the tools needed to answer advanced biomedical questions. Includes MATLAB® scripts throughout to help readers model all types of biomedical systems, and contains numerous homework problems, with a solutions manual available online. This is an essential text for advanced undergraduate and graduate students in bioengineering, electrical and computer engineer

Pregnancy and Birth: A Reference Handbook is a woman-centered reference book on pregnancy and childbirth in the United States. The medicalization of pregnancy and childbirth is a theme; however, primary emphasis is on the historical and contemporary significance of alternatives to medicalization provided by the Midwifery Model of Care and how that can improve outcomes for all, but especially underserved women. The volume opens with a background and history of the topic, followed by a chapter on related problems, controversies, and solutions. A Perspectives chapter contains essays from a variety of individuals who are invested in the topic of pregnancy and birth. The remaining chapters provide students with additional information, such as profiles, data and documents, resources, a chronology, and a glossary. This book is accessible to high school and college-level researchers, as well as general-interest readers curious about the topic.

Heritage languages are minority languages learned in a bilingual environment. These include immigrant languages, aboriginal or indigenous languages and historical minority languages. In the last two decades, heritage languages have become central to many areas of linguistic research, from bilingual language acquisition, education and language policies, to theoretical linguistics. Bringing together contributions from a team of internationally renowned experts, this Handbook provides a state-of-the-art overview of this emerging area of study from a number of different perspectives, ranging from theoretical linguistics to language education and pedagogy. Presenting comprehensive data on heritage languages from around the world, it covers issues ranging from individual aspects of heritage language knowledge to broader societal, educational, and policy concerns in local, global and international contexts. Surveying the most current issues and trends in this exciting field, it is essential

This handbook lays out the science behind how animals think, remember, create, calculate, and remember. It provides concise overviews on major areas of study such as animal communication and language, memory and recall, social cognition, social learning and teaching, numerical and quantitative abilities, as well as innovation and problem solving. The chapters also explore more nuanced topics in greater detail, showing how the research was conducted and how it can be used for further study. The authors range from academics working in renowned university departments to those from research institutions and practitioners in zoos. The volume encompasses a wide variety of species, ensuring the breadth of the field is explored.