Bad Data Handbook

Bad Data Handbook

Author: Q. Ethan McCallum

Publisher: "O'Reilly Media, Inc."

Published: 2012-11-14

Total Pages: 265

ISBN-13: 1449321887

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"Mapping the world of data problems"--Cover.


Bad Data Handbook

Bad Data Handbook

Author:

Publisher:

Published: 2012

Total Pages: 245

ISBN-13: 9781449324957

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What is bad data? Some people consider it a technical phenomenon, like missing values or malformed records, but bad data includes a lot more. In this handbook, data expert Q. Ethan McCallum has gathered 19 colleagues from every corner of the data arena to reveal how they{u2019}ve recovered from nasty data problems. From cranky storage to poor representation to misguided policy, there are many paths to bad data. Bottom line? Bad data is data that gets in the way. This book explains effective ways to get around it. Among the many topics covered, you{u2019}ll discover how to: Test drive your data to see if it{u2019}s ready for analysis Work spreadsheet data into a usable form Handle encoding problems that lurk in text data Develop a successful web-scraping effort Use NLP tools to reveal the real sentiment of online reviews Address cloud computing issues that can impact your analysis effort Avoid policies that create data analysis roadblocks Take a systematic approach to data quality analysis.


Interactive Data Visualization for the Web

Interactive Data Visualization for the Web

Author: Scott Murray

Publisher: "O'Reilly Media, Inc."

Published: 2013-03-11

Total Pages: 269

ISBN-13: 1449340253

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Author Scott Murray teaches you the fundamental concepts and methods of D3, a JavaScript library that lets you express data visually in a web browser


Health Sciences Collection Management for the Twenty-First Century

Health Sciences Collection Management for the Twenty-First Century

Author: Susan K. Kendall

Publisher: Rowman & Littlefield

Published: 2018-01-15

Total Pages: 309

ISBN-13: 1442274220

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Health Sciences Collection Management for the Twenty-First Century is intended for those with any level of experience in health sciences collection management. This book from the authoritative Medical Library Association starts with the context of health sciences publishing and covers the foundations of selection, budgeting, and management. It won’t tell new librarians what to buy but will give them background and criteria that should go into their selections. However, the focus of this book is not only on best practices but also on the big picture and the deeper changes in the field that affect decision making. Subjects not always covered in many collection development textbooks such marketing or accessibility are included because they are part of the larger collections landscape. Chapter contributors bring their own perspectives to the topics. Stories of different libraries’ experiences bring interesting topics to the forefront in practical, specific, and timely detail. While whole books have been written that go into some of these topics more in depth on their own, the treatment of each topic here focuses on the unique perspective and concerns of the collection manager.


Bad Data

Bad Data

Author: Peter Schryvers

Publisher: Prometheus Books

Published: 2019

Total Pages: 352

ISBN-13: 9781633885905

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Highlights the pitfalls of data analysis and emphasizes the importance of using the appropriate metrics before making key decisions. Big data is often touted as the key to understanding almost every aspect of contemporary life. This critique of "information hubris" shows that even more important than data is finding the right metrics to evaluate it. The author, an expert in environmental design and city planning, examines the many ways in which we measure ourselves and our world. He dissects the metrics we apply to health, worker productivity, our children's education, the quality of our environment, the effectiveness of leaders, the dynamics of the economy, and the overall well-being of the planet. Among the areas where the wrong metrics have led to poor outcomes, he cites the fee-for-service model of health care, corporate cultures that emphasize time spent on the job while overlooking key productivity measures, overreliance on standardized testing in education to the detriment of authentic learning, and a blinkered focus on carbon emissions, which underestimates the impact of industrial damage to our natural world. He also examines various communities and systems that have achieved better outcomes by adjusting the ways in which they measure data. The best results are attained by those that have learned not only what to measure and how to measure it, but what it all means. By highlighting the pitfalls inherent in data analysis, this illuminating book reminds us that not everything that can be counted really counts.


Data Science for Water Utilities

Data Science for Water Utilities

Author: Peter Prevos

Publisher: CRC Press

Published: 2023-05-10

Total Pages: 212

ISBN-13: 100085647X

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This addition to the Data Science Series introduces the principles of data science and the R language to the singular needs of water professionals. The book provides unique data and examples relevant to managing water utility and is sourced from the author’s extensive experience. Data Science for Water Utilities: Data as a Source of Value is an applied, practical guide that shows water professionals how to use data science to solve urban water management problems. Content develops through four case studies. The first looks at analysing water quality to ensure public health. The second considers customer feedback. The third case study introduces smart meter data. The guide flows easily from basic principles through code that, with each case study, increases in complexity. The last case study analyses data using basic machine learning. Readers will be familiar with analysing data but do not need coding experience to use this book. The title will be essential reading for anyone seeking a practical introduction to data science and creating value with R.


Linked Data for Libraries, Archives and Museums

Linked Data for Libraries, Archives and Museums

Author: Seth van Hooland

Publisher: Facet Publishing

Published: 2014-06-18

Total Pages: 273

ISBN-13: 1856049647

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This highly practical handbook teaches you how to unlock the value of your existing metadata through cleaning, reconciliation, enrichment and linking and how to streamline the process of new metadata creation. Libraries, archives and museums are facing up to the challenge of providing access to fast growing collections whilst managing cuts to budgets. Key to this is the creation, linking and publishing of good quality metadata as Linked Data that will allow their collections to be discovered, accessed and disseminated in a sustainable manner. This highly practical handbook teaches you how to unlock the value of your existing metadata through cleaning, reconciliation, enrichment and linking and how to streamline the process of new metadata creation. Metadata experts Seth van Hooland and Ruben Verborgh introduce the key concepts of metadata standards and Linked Data and how they can be practically applied to existing metadata, giving readers the tools and understanding to achieve maximum results with limited resources. Readers will learn how to critically assess and use (semi-)automated methods of managing metadata through hands-on exercises within the book and on the accompanying website. Each chapter is built around a case study from institutions around the world, demonstrating how freely available tools are being successfully used in different metadata contexts. This handbook delivers the necessary conceptual and practical understanding to empower practitioners to make the right decisions when making their organisations resources accessible on the Web. Key topics include: - The value of metadata Metadata creation – architecture, data models and standards - Metadata cleaning - Metadata reconciliation - Metadata enrichment through Linked Data and named-entity recognition - Importing and exporting metadata - Ensuring a sustainable publishing model. Readership: This will be an invaluable guide for metadata practitioners and researchers within all cultural heritage contexts, from library cataloguers and archivists to museum curatorial staff. It will also be of interest to students and academics within information science and digital humanities fields. IT managers with responsibility for information systems, as well as strategy heads and budget holders, at cultural heritage organisations, will find this a valuable decision-making aid.


A Map of the World

A Map of the World

Author: Jane Hamilton

Publisher: Anchor

Published: 2010-12-15

Total Pages: 401

ISBN-13: 0307764060

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NATIONAL BESTSELLER • From the author of the widely acclaimed The Book of Ruth comes a harrowing, heartbreaking drama about a rural American family and a disastrous event that forever changes their lives. "It takes a writer of rare power and discipline to carry off an achievement like A Map of the World. Hamilton proves here that she is one of the best." —Newsweek The Goodwins, Howard, Alice, and their little girls, Emma and Claire, live on a dairy farm in Wisconsin. Although suspiciously regarded by their neighbors as "that hippie couple" because of their well-educated, urban background, Howard and Alice believe they have found a source of emotional strength in the farm, he tending the barn while Alice works as a nurse in the local elementary school. But their peaceful life is shattered one day when a neighbor's two-year-old daughter drowns in the Goodwins' pond while under Alice's care. Tormented by the accident, Alice descends even further into darkness when she is accused of sexually abusing a student at the elementary school. Soon, Alice is arrested, incarcerated, and as good as convicted in the eyes of a suspicious community. As a child, Alice designed her own map of the world to find her bearings. Now, as an adult, she must find her way again, through a maze of lies, doubt and ill will. A vivid human drama of guilt and betrayal, A Map of the World chronicles the intricate geographies of the human heart and all its mysterious, uncharted terrain. The result is a piercing drama about family bonds and a disappearing rural American life.


Web Application Design Handbook

Web Application Design Handbook

Author: Susan Fowler

Publisher: Morgan Kaufmann

Published: 2004-06-23

Total Pages: 689

ISBN-13: 1558607528

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The standards for usability and interaction design for Web sites and software are well known. This full-color book, written by designers with a significant contribution to Web-based application design, delivers both a thorough treatment of the subject for many different kinds of applications and a quick reference for designers looking for some fast design solutions.