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| the spread of pathogens pogil: POGIL Activities for High School Biology High School POGIL Initiative, 2012 |
| the spread of pathogens pogil: Anatomy and Physiology J. Gordon Betts, Peter DeSaix, Jody E. Johnson, Oksana Korol, Dean H. Kruse, Brandon Poe, James A. Wise, Mark Womble, Kelly A. Young, 2013-04-25 |
| the spread of pathogens pogil: Biology for AP ® Courses Julianne Zedalis, John Eggebrecht, 2017-10-16 Biology for AP® courses covers the scope and sequence requirements of a typical two-semester Advanced Placement® biology course. The text provides comprehensive coverage of foundational research and core biology concepts through an evolutionary lens. Biology for AP® Courses was designed to meet and exceed the requirements of the College Board’s AP® Biology framework while allowing significant flexibility for instructors. Each section of the book includes an introduction based on the AP® curriculum and includes rich features that engage students in scientific practice and AP® test preparation; it also highlights careers and research opportunities in biological sciences. |
| the spread of pathogens pogil: Anatomy & Physiology Lindsay Biga, Devon Quick, Sierra Dawson, Amy Harwell, Robin Hopkins, Joel Kaufmann, Mike LeMaster, Philip Matern, Katie Morrison-Graham, Jon Runyeon, 2019-09-26 A version of the OpenStax text |
| the spread of pathogens pogil: Until We Have Won Our Liberty Evan Lieberman, 2022-06-28 A compelling account of South Africa’s post-Apartheid democracy At a time when many democracies are under strain around the world, Until We Have Won Our Liberty shines new light on the signal achievements of one of the contemporary era’s most closely watched transitions away from minority rule. South Africa’s democratic development has been messy, fiercely contested, and sometimes violent. But as Evan Lieberman argues, it has also offered a voice to the voiceless, unprecedented levels of government accountability, and tangible improvements in quality of life. Lieberman opens with a first-hand account of the hard-fought 2019 national election, and how it played out in Mogale City, a post-Apartheid municipality created from Black African townships and White Afrikaner suburbs. From this launching point, he examines the complexities of South Africa’s multiracial society and the unprecedented democratic experiment that began with the election of Nelson Mandela in 1994. While acknowledging the enormous challenges many South Africans continue to face—including unemployment, inequality, and discrimination—Lieberman draws on the country’s history and the experience of comparable countries to demonstrate that elected Black-led governments have, without resorting to political extremism, improved the lives of millions. In the context of open and competitive politics, citizens have gained access to housing, basic services, and dignified treatment to a greater extent than during any prior period. Countering much of the conventional wisdom about contemporary South Africa, Until We Have Won Our Liberty offers hope for the enduring impact of democratic ideals. |
| the spread of pathogens pogil: Adapted Primary Literature Anat Yarden, Stephen P. Norris, Linda M. Phillips, 2015-03-16 This book specifies the foundation for Adapted Primary Literature (APL), a novel text genre that enables the learning and teaching of science using research articles that were adapted to the knowledge level of high-school students. More than 50 years ago, J.J. Schwab suggested that Primary Scientific Articles “afford the most authentic, unretouched specimens of enquiry that we can obtain” and raised for the first time the idea that such articles can be used for “enquiry into enquiry”. This book, the first to be published on this topic, presents the realization of this vision and shows how the reading and writing of scientific articles can be used for inquiry learning and teaching. It provides the origins and theory of APL and examines the concept and its importance. It outlines a detailed description of creating and using APL and provides examples for the use of the enactment of APL in classes, as well as descriptions of possible future prospects for the implementation of APL. Altogether, the book lays the foundations for the use of this authentic text genre for the learning and teaching of science in secondary schools. |
| the spread of pathogens pogil: Resistance of Pseudomonas Aeruginosa Michael Robert Withington Brown, 1975 |
| the spread of pathogens pogil: Methods in Observational Epidemiology Jennifer L. Kelsey, 1996 This is the second edition of the first book to provide a complete picture of the design, conduct and analysis of observational studies, the most common type of epidemiologic study. Stressing sample size estimation, sampling, and measurement error, the authors cover the full scope of observational studies, describing cohort studies, case-control studies, cross-sectional studies, and epidemic investigation. The use of statistical procedures is described in easy-to-understand terms. |
| the spread of pathogens pogil: Law in Public Health Practice Richard A. Goodman, 2007 Continually changing health threats, technologies, science, and demographics require that public health professionals have an understanding of law sufficient to address complex new public health challenges as they come into being. Law in Public Health Practice, Second Edition provides a thorough review of the legal basis and authorities for the core elements of public health practice and solid discussions of existing and emerging high-priority areas where law and public health intersect.As in the previous edition, each chapter is authored jointly by experts in law and public health. This new edition features three completely new chapters, with several others thoroughly revised and updated. New chapters address such topics as the structure of law in US public health systems and practice, the role of the judiciary in public health, and law in chronic disease prevention and control. The chapter on public health emergencies has also been fully revised to take into account both the SARS epidemic of 2003 and the events of the Fall of 2001. The chapter now discusses topics such as the legal basis for declaring emergencies, the legal structure of mutual aid agreements, and the role of the military in emergencies. Other fully revised chapters include those on genomics, injury prevention, identifiable health information, and ethics in the practice of public health.The book begins with a section on the legal basis for public health practice, including foundations and structure of the law, discussions of the judiciary, ethics and practice of public health, and criminal law and international considerations. The second section focuses on core public health applications and the law, and includes chapters on legal counsel for public health practitioners, legal authorities for interventions in public health emergencies, and considerations for special populations. The third section discusses the law in controlling and preventing diseases, injuries, and disabilities. This section includes chapters on genomics, vaccinations, foodborne illness, STDs, reproductive health, chronic disease control, tobacco use, and occupational and environmental health.All chapters take a practical approach and are written in an accessible, user-friendly fashion. This is an excellent resource for a wide readership of public health practitioners, lawyers, and healthcare providers, as well as for educators and students of law and public health. |
| the spread of pathogens pogil: On the Mode of Communication of Cholera John Snow, 1849 |
| the spread of pathogens pogil: Antibody Techniques Vedpal S. Malik, Erik P. Lillehoj, 1994-09-13 The applicability of immunotechniques to a wide variety of research problems in many areas of biology and chemistry has expanded dramatically over the last two decades ever since the introduction of monoclonal antibodies and sophisticated immunosorbent techniques. Exquisitely specific antibody molecules provide means of separation, quantitative and qualitative analysis, and localization useful to anyone doing biological or biochemical research. This practical guide to immunotechniques is especially designed to be easily understood by people with little practical experience using antibodies. It clearly presents detailed, easy-to-follow, step-by-step methods for the widely used techniques that exploit the unique properties of antibodies and will help researchers use antibodies to their maximum advantage. Key Features * Detailed, easy-to-follow, step-by-step protocols * Convenient, easy-to-use format * Extensive practical information * Essential background information * Helpful hints |
| the spread of pathogens pogil: POGIL Activities for High School Chemistry High School POGIL Initiative, 2012 |
| the spread of pathogens pogil: Foundations of Epidemiology Abraham M. Lilienfeld, David E. Lilienfeld, 1980 Laying the foundations: the epidemiologic approach to disease; Threads of epidemiologic history; Selected epidemiologic concepts of disease; Mortality statistics; Epidemiologic studies of mortality; Morbidity statistics; Epidemiologic studies of morbidity; Observational studies: retrospective and cross-sectional studies; Observational studies: prospective studies; Experimental epidemiology: clinical trials; Experimental epidemiology: community trials; The derivation of biological inferences from epidemiologic studies; Selected statistical procedures; Theoretical epidemiology. |
| the spread of pathogens pogil: Modeling the Transmission and Prevention of Infectious Disease Christon J. Hurst, 2017-08-31 This volume focuses on blocking disease transmission and the ecological perspective of pathogens and pathogenic processes. The chapters on blocking transmission cover the environmental safety of space flight, biocides and biocide resistance, as well as infection control in healthcare facilities. The book also offers insights into the ecological aspects of infectious disease, introducing the reader to the role of indigenous gut microbiota in maintaining human health and current discussions on environmentally encountered bacterial and fungal pathogens including species that variously cause the necrotizing skin disease Buruli ulcer and coccidioidomycosis. Further, it explores the influenza A virus as an example for understanding zoonosis. It is a valuable resource for microbiologists and biomedical scientists alike. |
| the spread of pathogens pogil: Reflexology: The 5 Elements and their 12 Meridians: A Unique Approach Inge Dougans, 2010-06-24 This complete self-teaching guide is the perfect handbook for beginners and students alike. It uniquely links Eastern and Western approaches to reflexology and health, making this a comprehensive guide to using the meridians and pressure points of the feet to treat a wide range of ailments. The ebook now includes illustrations. |
| the spread of pathogens pogil: Darwin's Dangerous Idea Daniel C. Dennett, 2014-07-01 In a book that is both groundbreaking and accessible, Daniel C. Dennett, whom Chet Raymo of The Boston Globe calls one of the most provocative thinkers on the planet, focuses his unerringly logical mind on the theory of natural selection, showing how Darwin's great idea transforms and illuminates our traditional view of humanity's place in the universe. Dennett vividly describes the theory itself and then extends Darwin's vision with impeccable arguments to their often surprising conclusions, challenging the views of some of the most famous scientists of our day. |
| the spread of pathogens pogil: Eat Right 4 Your Type (Revised and Updated) Dr. Peter J. D'Adamo, Catherine Whitney, 1997-01-06 THE NEW YORK TIMES BESTSELLING DIET BOOK PHENOMENON If you’ve ever suspected that not everyone should eat the same thing or do the same exercise, you’re right. In fact, what foods we absorb well and how our bodies handle stress differ with each blood type. Your blood type reflects your internal chemistry. It is the key that unlocks the mysteries of disease, longevity, fitness, and emotional strength. It determines your susceptibility to illness, the foods you should eat, and ways to avoid the most troubling health problems. Based on decades of research and practical application, Eat Right 4 Your Type offers an individualized diet-and-health plan that is right for you. In this revised and updated edition of Eat Right 4 Your Type, you will learn: • Which foods, spices, teas, and condiments will help maintain your optimal health and ideal weight • Which vitamins and supplements to emphasize or avoid • Which medications function best in your system • Whether your stress goes to your muscles or to your nervous system • Whether your stress is relieved better through aerobics or meditation • Whether you should walk, swim, or play tennis or golf as your mode of exercise • How knowing your blood type can help you avoid many common viruses and infections • How knowing your blood type can help you fight back against life-threatening diseases • How to slow down the aging process by avoiding factors that cause rapid cell deterioration INCLUDES A 10-DAY JUMP-START PLAN |
| the spread of pathogens pogil: Overcoming Students' Misconceptions in Science Mageswary Karpudewan, Ahmad Nurulazam Md Zain, A.L. Chandrasegaran, 2017-03-07 This book discusses the importance of identifying and addressing misconceptions for the successful teaching and learning of science across all levels of science education from elementary school to high school. It suggests teaching approaches based on research data to address students’ common misconceptions. Detailed descriptions of how these instructional approaches can be incorporated into teaching and learning science are also included. The science education literature extensively documents the findings of studies about students’ misconceptions or alternative conceptions about various science concepts. Furthermore, some of the studies involve systematic approaches to not only creating but also implementing instructional programs to reduce the incidence of these misconceptions among high school science students. These studies, however, are largely unavailable to classroom practitioners, partly because they are usually found in various science education journals that teachers have no time to refer to or are not readily available to them. In response, this book offers an essential and easily accessible guide. |
| the spread of pathogens pogil: Perspectives on Biodiversity National Research Council, Division on Earth and Life Studies, Commission on Life Sciences, Committee on Noneconomic and Economic Value of Biodiversity, 1999-10-01 Resource-management decisions, especially in the area of protecting and maintaining biodiversity, are usually incremental, limited in time by the ability to forecast conditions and human needs, and the result of tradeoffs between conservation and other management goals. The individual decisions may not have a major effect but can have a cumulative major effect. Perspectives on Biodiversity reviews current understanding of the value of biodiversity and the methods that are useful in assessing that value in particular circumstances. It recommends and details a list of components-including diversity of species, genetic variability within and among species, distribution of species across the ecosystem, the aesthetic satisfaction derived from diversity, and the duty to preserve and protect biodiversity. The book also recommends that more information about the role of biodiversity in sustaining natural resources be gathered and summarized in ways useful to managers. Acknowledging that decisions about biodiversity are necessarily qualitative and change over time because of the nonmarket nature of so many of the values, the committee recommends periodic reviews of management decisions. |
| the spread of pathogens pogil: Epidemiology Judith S. Mausner, Shira Kramer, 1985 |
| the spread of pathogens pogil: Industrial and Environmental Biotechnology Nuzhat Ahmed, Fouad M. Qureshi, Obaid Y. Khan, 2001-01 The contamination of the environment by herbicides, pesticides, solvents, various industrial byproducts (including toxic metals, radionucleotides and metalloids) is of enormous economic and environmental significance. Biotechnology can be used to develop green or environmentally friendly solutions to these problems by harnessing the ability of bacteria to adapt metabolic pathways, or recruit new genes to metabolise harmful compounds into harmless byproducts. In addition to itsrole in cleaning-up the environment, biotechnology can be used for the production of novel compounds with both agricultural and industrial applications. Internationally acclaimed authors from diverse fields present comprehensive reviews of all aspects of Industrial and Environmental Biotechnology. Based on presentations given at the key International symposium on Biotechnology in Karachi in 1998, the articles have been extensively revised and updated. Chapters concerned with environmental biotechnology cover two major categories of pollutants: organic compounds and metals. Organic pollutants include cyclic aromatic compounds, with/without nitrogenous or chloride substitutions while metal pollutants include copper, chromate, silver, arsenic and mercury. The genetic basis of bioremediation and the microbial processes involved are examined, and the current and/or potential applications of bioremediation are discussed. The use of biotechnology for industrial and agricultural applications includes a chapter on the use of enzymes as biocatalysts to synthesize novel opiate derivatives of medical value. The conversion of low-value molasses to higher value products by biotechnological methods and the use tissue culture methods to improve sugar cane and potatoes crop production is discussed.0000000000. |
| the spread of pathogens pogil: Neuroscience British Neuroscience Association, Richard G. M. Morris, Marianne Fillenz, 2003 |
| the spread of pathogens pogil: Investigating Disease Patterns Paul D. Stolley, Tamar Lasky, 1998-01 A deadly rash strikes scores of infants in France; children in a Connecticut town develop arthritis at an alarming rate; heart attack rates climb steadily over two decades and then drop. Mysteries like these are the challenges of epidemiologists, the scientists who isolate the causes of disease, track their modes of transmission, and measure the success of treatments. The authors of this text trace the history of epidemiology, describing the detective methods used to control the spread of contagious diseases and to investigate complex non-contagious diseases such as cancer, heart disease, and occupational illnesses. |
| the spread of pathogens pogil: The Lymphatic System Christy Ramirez, 2016 This book provides research on the components, functions and diseases of the lymphatic system. Chapter One reviews the role of lymphatic drainage of cerebrospinal fluid from the brain. In particular, the authors review the current hypotheses on the possible drainage of lymphatic fluid from the brain. Chapter Two expose the actual refinements of the surgical technique for the pedicled and free greater omentum flap, facing the treatment lymphedema. Chapter Three summarises the recent development of the molecular mechanisms of tumor lymphangiogenesis, especially the role of bone marrow-derived cells and the growth factors implicated in this process. Chapter Four reviews molecular mechanisms related to the activation of tumor lymphangiogenesis and their clinical implications. |
| the spread of pathogens pogil: Innovative Strategies for Teaching in the Plant Sciences Cassandra L. Quave, 2014-04-11 Innovative Strategies for Teaching in the Plant Sciences focuses on innovative ways in which educators can enrich the plant science content being taught in universities and secondary schools. Drawing on contributions from scholars around the world, various methods of teaching plant science is demonstrated. Specifically, core concepts from ethnobotany can be used to foster the development of connections between students, their environment, and other cultures around the world. Furthermore, the volume presents different ways to incorporate local methods and technology into a hands-on approach to teaching and learning in the plant sciences. Written by leaders in the field, Innovative Strategies for Teaching in the Plant Sciences is a valuable resource for teachers and graduate students in the plant sciences. |
| the spread of pathogens pogil: Primer on Molecular Genetics , 1992 An introduction to basic principles of molecular genetics pertaining to the Genome Project. |
| the spread of pathogens pogil: John Snow , 2000* This site is devoted to the life and times of Dr. John Snow (1813-1858), a legendary figure in the history of public health, epidemiology and and anesthesiology.--Title screen. |
| the spread of pathogens pogil: Uncovering Student Ideas in Science: 25 formative assessment probes Page Keeley, 2005 V. 1. Physical science assessment probes -- Life, Earth, and space science assessment probes. |
| the spread of pathogens pogil: Heredity and Infection Ilana Löwy, Jean-Paul Gaudillière, 2001 This book traces the development of ideas about the transmission of disease during the last century to a point where a clear distinction was established between transmission by infection and genetic transmission. |
| the spread of pathogens pogil: Wildlife DNA Analysis Adrian Linacre, Shanan Tobe, 2013-03-27 Clearly structured throughout, the introduction highlights the different types of crime where these techniques are regularly used. This chapter includes a discussion as to who performs forensic wildlife examinations, the standardisation and validation of methods, and the role of the expert witness in this type of alleged crime. This is followed by a detailed section on the science behind DNA typing including the problems in isolating DNA from trace material and subsequent genetic analysis are also covered. The book then undertakes a comprehensive review of species testing using DNA, including a step-by-step guide to sequence comparisons. A comparison of the different markers used in species testing highlights the criteria for a genetic marker. A full set of case histories illustrates the use of the different markers used. The book details the use of genetic markers to link two or more hairs/feather/leaves/needles to the same individual organism and the software used in population assignment. The problems and possibilities in isolating markers, along with the construction of allele databases are discussed in this chapter. The book concludes with evaluation and reporting of genetic evidence in wildlife forensic science illustrated by examples of witness statements. |
| the spread of pathogens pogil: Outbreak Investigations Around the World Dworkin, 2010-10-22 Accounts of field investigations, with much related personal information, written by scientists working in the field of epidemiology. |
| the spread of pathogens pogil: Electroanalysis Christopher Brett, Ana Maria Oliveira Brett, 1998-10-15 This is an introduction to the areas of application of electroanalysis, which has an important role with current environmental concerns, both in the laboratory and in the field. |
| the spread of pathogens pogil: Fundamentals of Periodontics Thomas G. Wilson, Kenneth S. Kornman, 2003 This clinically oriented text provides the essential information needed to understand periodontal diseases and deliver effective treatment. Written in user-friendly style, it explains the biology of the periodontium in health and disease, gives detailed instructions on patient examination, and discusses various local and systemic risk factors. Actual case scenarios illustrate how to interpret clinical evidence, make a diagnosis and develop a treatment plan for the most common forms of disease. Also covered are implant therapy and adjunct treatment procedures that may be needed to enhance periodontal health. |
| the spread of pathogens pogil: Botany Illustrated Janice Glimn-Lacy, Peter B. Kaufman, 2012-12-06 This is a discovery book about plants. It is for students In the first section, introduction to plants, there are sev of botany and botanical illustration and everyone inter eral sources for various types of drawings. Hypotheti ested in plants. Here is an opportunity to browse and cal diagrams show cells, organelles, chromosomes, the choose subjects of personal inter. est, to see and learn plant body indicating tissue systems and experiments about plants as they are described. By adding color to with plants, and flower placentation and reproductive the drawings, plant structures become more apparent structures. For example, there is no average or stan and show how they function in life. The color code dard-looking flower; so to clearly show the parts of a clues tell how to color for definition and an illusion of flower (see 27), a diagram shows a stretched out and depth. For more information, the text explains the illus exaggerated version of a pink (Dianthus) flower (see trations. The size of the drawings in relation to the true 87). A basswood (Tifia) flower is the basis for diagrams size of the structures is indicated by X 1 (the same size) of flower types and ovary positions (see 28). Another to X 3000 (enlargement from true size) and X n/n source for drawings is the use of prepared microscope (reduction from true size). slides of actual plant tissues. |
| the spread of pathogens pogil: Signal Transduction in Plants P. Aducci, 1997 The molecular aspects of recognition and transduction of different kinds of signals is a research area that is spawning increasing interest world-wide. Major advances have been made in animal systems but recently plants too, have become particularly attractive because of their promising role in biotechnology. The type of signals peculiar to the plant world and the similarity of plant transduction pathways investigated thus far to their animal counterparts are prompting more and more studies in this modern area of cell biology. The present book provides a comprehensive survey of all aspects of the recognition and transduction of plant signals of both chemical and physical origin such as hormones, light, toxins and elicitors. The contributing authors are drawn from diverse areas of plant physiology and plant molecular biology and present here different approaches to studying the recognition and transduction of different signals which specifically trigger molecular processes in plants. Recent advances in the field are reviewed, providing the reader with the current state of knowledge as well as insight into research perspectives and future developments. The book should interest a wide audience that includes not only researchers, advanced students, and teachers of plant biology, biochemistry and agriculture, but it has also significant implications for people working in related fields of animal systems. |
| the spread of pathogens pogil: Carranza's Clinical Periodontology Michael G. Newman, Henry H. Takei, Fermin A. Carranza, 2002 This new, updated edition of CARRANZA'S CLINICAL PERIODONTOLOGY is the most comprehensive and authoritative resource in periodontics available today. Beautifully illustrated, it describes clinical aspects of modern periodontology balanced by detailed presentations of the fundamental basis of anatomy, physiology, etiology, and pathology. Discussions of the interrelationships between periodontal and restorative dental therapies set it apart from other books. The 9th Edition features a new 2-color format, 32 pages of full-color photos, and 6 new chapters that feature the latest advances in technology, including the use of digital imaging, dental implants, and changes in surgical techniques. A NEW companion CD-ROM showcases 750 clinical images in full color and provides review material to strengthen the user's diagnostic, treatment planning, and treatment skills. |
| the spread of pathogens pogil: Artificial Intelligence: An Introduction Lambert Jones, 2021-11-16 The intelligence displayed by machines is known as artificial intelligence. Autonomously operating cars, intelligent routing in content delivery networks, natural-language understanding, etc. are some of the modern machine capabilities which are generally classified as AI. There are three types of artificial intelligence systems- humanized, human-inspired, and analytical artificial intelligence. The long-term goal of artificial intelligence is to develop general intelligence. A few of the other goals are planning, learning, reasoning and perception. Artificial intelligence finds its applications in many fields such as software engineering, operations research and computer science along with healthcare, economics and video games. This book unfolds the innovative aspects of artificial intelligence which will be crucial for the progress of this field in the future. Some of the diverse topics covered in this book address the varied branches that fall under this category. It will serve as a valuable source of reference for graduate and postgraduate students. |
| the spread of pathogens pogil: Biological Data Exploration with Python, Pandas and Seaborn Martin Jones, 2020-06-03 In biological research, we''re currently in a golden age of data. It''s never been easier to assemble large datasets to probe biological questions. But these large datasets come with their own problems. How to clean and validate data? How to combine datasets from multiple sources? And how to look for patterns in large, complex datasets and display your findings? The solution to these problems comes in the form of Python''s scientific software stack. The combination of a friendly, expressive language and high quality packages makes a fantastic set of tools for data exploration. But the packages themselves can be hard to get to grips with. It''s difficult to know where to get started, or which sets of tools will be most useful. Learning to use Python effectively for data exploration is a superpower that you can learn. With a basic knowledge of Python, pandas (for data manipulation) and seaborn (for data visualization) you''ll be able to understand complex datasets quickly and mine them for biological insight. You''ll be able to make beautiful, informative charts for posters, papers and presentations, and rapidly update them to reflect new data or test new hypotheses. You''ll be able to quickly make sense of datasets from other projects and publications - millions of rows of data will no longer be a scary prospect! In this book, Dr. Jones draws on years of teaching experience to give you the tools you need to answer your research questions. Starting with the basics, you''ll learn how to use Python, pandas, seaborn and matplotlib effectively using biological examples throughout. Rather than overwhelm you with information, the book concentrates on the tools most useful for biological data. Full color illustrations show hundreds of examples covering dozens of different chart types, with complete code samples that you can tweak and use for your own work. This book will help you get over the most common obstacles when getting started with data exploration in Python. You''ll learn about pandas'' data model; how to deal with errors in input files and how to fit large datasets in memory. The chapters on visualization will show you how to make sophisticated charts with minimal code; how to best use color to make clear charts, and how to deal with visualization problems involving large numbers of data points. Chapters include: Getting data into pandas: series and dataframes, CSV and Excel files, missing data, renaming columns Working with series: descriptive statistics, string methods, indexing and broadcasting Filtering and selecting: boolean masks, selecting in a list, complex conditions, aggregation Plotting distributions: histograms, scatterplots, custom columns, using size and color Special scatter plots: using alpha, hexbin plots, regressions, pairwise plots Conditioning on categories: using color, size and marker, small multiples Categorical axes:strip/swarm plots, box and violin plots, bar plots and line charts Styling figures: aspect, labels, styles and contexts, plotting keywords Working with color: choosing palettes, redundancy, highlighting categories Working with groups: groupby, types of categories, filtering and transforming Binning data: creating categories, quantiles, reindexing Long and wide form: tidying input datasets, making summaries, pivoting data Matrix charts: summary tables, heatmaps, scales and normalization, clustering Complex data files: cleaning data, merging and concatenating, reducing memory FacetGrids: laying out multiple charts, custom charts, multiple heat maps Unexpected behaviours: bugs and missing groups, fixing odd scales High performance pandas: vectorization, timing and sampling Further reading: dates and times, alternative syntax |
| the spread of pathogens pogil: The Origin of Eukaryotic Cells Betsey Dexter Dyer, Robert Obar, 1985 |
| the spread of pathogens pogil: Oxford textbook of public health Roger Detels, Robert Beaglehole, Mary Ann Lansang, Martin Gulliford, 2009 |
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