Get to grips with processing large volumes of data and presenting it as engaging, interactive insights using Spark and Python. Key FeaturesGet a hands-on, fast-paced introduction to the Python data science stackExplore ways to create useful metrics and statistics from large datasetsCreate detailed analysis reports with real-world dataBook Description Processing big data in real time is challenging due to scalability, information inconsistency, and fault tolerance. Big Data Analysis with Python teaches you how to use tools that can control this data avalanche for you. With this book, you'll learn practical techniques to aggregate data into useful dimensions for posterior analysis, extract statistical measurements, and transform datasets into features for other systems. The book begins with an introduction to data manipulation in Python using pandas. You'll then get familiar with statistical analysis and plotting techniques. With multiple hands-on activities in store, you'll be able to analyze data that is distributed on several computers by using Dask. As you progress, you'll study how to aggregate data for plots when the entire data cannot be accommodated in memory. You'll also explore Hadoop (HDFS and YARN), which will help you tackle larger datasets. The book also covers Spark and explains how it interacts with other tools. By the end of this book, you'll be able to bootstrap your own Python environment, process large files, and manipulate data to generate statistics, metrics, and graphs. What you will learnUse Python to read and transform data into different formatsGenerate basic statistics and metrics using data on diskWork with computing tasks distributed over a clusterConvert data from various sources into storage or querying formatsPrepare data for statistical analysis, visualization, and machine learningPresent data in the form of effective visualsWho this book is for Big Data Analysis with Python is designed for Python developers, data analysts, and data scientists who want to get hands-on with methods to control data and transform it into impactful insights. Basic knowledge of statistical measurements and relational databases will help you to understand various concepts explained in this book.
In wanting the better life, versus wanting the good life you are in essence, always wanting to strive for more. I relate many aspects of life and how we think, to the central idea of wanting the better life. We all want more, no matter where we are in life, but it’s whether or not we want to put in the effort. I discuss many common sense approaches we can all take to create that better life. It is a quite simple, but constant process. Enjoy the results.
India’s interim government, in office from 2 September 1946 till August 1947, was a unique coalition of the Indian National Congress, All-India Muslim League, and non-Congress and non-League political figures—all presiding over a British/British-trained state apparatus during a period of political transition. These eleven months were packed as much with the events surrounding the formal exit of the empire as its informal continuance; as much with the anticipation of Partition as its alternatives. Though it stands at a juncture of India as a colony and a dominion, it has been overlooked by colonial and postcolonial historiography of that interval, given its sole identification with Partition/Independence. India in the Interregnum moves beneath and beyond this understanding in order to, first, restore identity to the interim government—and its provincial counterparts—and investigate their work, and, second, recover the legacy of the interim government in the formation of contemporary India.
We are very enthusiastic about the present book which unveils the dynamics of Freight vehicles and other significant components of it, such as longitudinal forces, axial forces, etc. The content of this book has been established especially for Railway Engineering Learners to provide knowledge of designing a Wheel axle set for freight vehicles running at different speeds. This comprehensive textbook serves as a fundamental guide for both students and professionals, delving into the core principles and essential concepts that constitute the backbone of Railway Engineering. This book offers a structured and accessible approach to understanding the fundamental principles governing the design and operation of Rail Wheels.
Introducing the book “Textbook of Advanced Pharmacognosy -II" is something that fills me with an incredible amount of joy. The content of this book has been meticulously crafted to adhere to the curriculum for Master of Pharmacy students that have been outlined by the Pharmacy Council of India. An effort has been made to investigate the topic using terminology that is as straightforward as possible in order to make it more simply digestible for pupils. The book has a number of illustrations, such as flowcharts and diagrams that make it simple for students to comprehend complex ideas. It is the author's honest desire that both students and academicians would take something helpful away from reading this book. I am hoping that both the students and the teachers will have positive reactions to this book. We are open to hearing recommendations regarding any and all aspects of the profession. We take full responsibility for any deviations or errors that may have been overlooked, and we would be extremely appreciative if readers would bring them to our attention if they did occur.
Rather than asking aspiring quiet leaders to “fake it” or pretend to be something they aren’t, Quiet Leader, Loud Results provides real-world tested suggestions, advice, and strategies that will help readers become dynamic leaders on their own terms and drive outcomes in their organizations. This book shares real stories from quiet leaders who have navigated the difficulties of having a quieter personality, succeeding both for themselves and their organizations. In this book, you’ll learn more about • The unique strengths introverts and other quiet personalities can bring to leadership • How quiet leaders can bring their own style to the core skills of leadership: setting strategy, executing your strategy, connecting with your collaborators, and building a following for your mission • Practical advice from quiet leaders who have been there and who have managed to lead successfully while still being true to themselves • Specific steps that aspiring leaders can take to put these lessons into practice Author Ankit Mahadevia—a quiet leader and founder and CEO of nine biotechnology companies—is living proof that the strategies he offers to his fellow quiet personalities work. He shares the triumphs and pitfalls of his own journey throughout the book alongside other quiet leaders. In an increasingly complex and chaotic world where leaders are in short supply, people of all personality types are needed to lead. Through stories, practical suggestions, and real-world strategies, the book will help quiet leaders make their results speak louder than they do—while employing a style that’s true to who they are.
Children’s learning is all about making connections between different things, and “How red are the hens?” is the perfect story to help them do just that. It’s a creative and innovative way to introduce the color red to children, and it also helps them learn about some noble professions at an early age.
This book includes information on criteria for the quality of herbal medicines, herbal cosmetics, natural sweeteners, and nutraceuticals, as well as the foundations of the herbal drug business and the quality of raw materials. Concerns like good manufacturing practices (GMP), patenting, and regulations pertaining to herbal medications are also heavily stressed in this area. For a considerable amount of time, both wealthy and developing countries have used herbal treatments widely. They are also highly favoured due to their efficacy, safety, and absence of adverse effects. The safety and effectiveness data, however, fall short of what is needed to permit their use internationally. We have developed this book to provide an overview of the basic understanding of herbal medication technology, regulatory and patenting difficulties, as well as contemporary herbal excipients, etc. We also provide a summary of recent advancements in herbal technology for the treatment and avoidance of several chronic conditions. The authors of this book want for it to meet the standards of every student enrolled in a pharmacy course.
Get to grips with processing large volumes of data and presenting it as engaging, interactive insights using Spark and Python. Key FeaturesGet a hands-on, fast-paced introduction to the Python data science stackExplore ways to create useful metrics and statistics from large datasetsCreate detailed analysis reports with real-world dataBook Description Processing big data in real time is challenging due to scalability, information inconsistency, and fault tolerance. Big Data Analysis with Python teaches you how to use tools that can control this data avalanche for you. With this book, you'll learn practical techniques to aggregate data into useful dimensions for posterior analysis, extract statistical measurements, and transform datasets into features for other systems. The book begins with an introduction to data manipulation in Python using pandas. You'll then get familiar with statistical analysis and plotting techniques. With multiple hands-on activities in store, you'll be able to analyze data that is distributed on several computers by using Dask. As you progress, you'll study how to aggregate data for plots when the entire data cannot be accommodated in memory. You'll also explore Hadoop (HDFS and YARN), which will help you tackle larger datasets. The book also covers Spark and explains how it interacts with other tools. By the end of this book, you'll be able to bootstrap your own Python environment, process large files, and manipulate data to generate statistics, metrics, and graphs. What you will learnUse Python to read and transform data into different formatsGenerate basic statistics and metrics using data on diskWork with computing tasks distributed over a clusterConvert data from various sources into storage or querying formatsPrepare data for statistical analysis, visualization, and machine learningPresent data in the form of effective visualsWho this book is for Big Data Analysis with Python is designed for Python developers, data analysts, and data scientists who want to get hands-on with methods to control data and transform it into impactful insights. Basic knowledge of statistical measurements and relational databases will help you to understand various concepts explained in this book.
In wanting the better life, versus wanting the good life you are in essence, always wanting to strive for more. I relate many aspects of life and how we think, to the central idea of wanting the better life. We all want more, no matter where we are in life, but it’s whether or not we want to put in the effort. I discuss many common sense approaches we can all take to create that better life. It is a quite simple, but constant process. Enjoy the results.
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