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Pandas Cookbook
by William Ayd | Matthew Harrison
English | 2024 | ISBN: 1836205872 | 404 pages | True/Retail EPUB | 8.57 MB
From fundamental techniques to advanced strategies for handling big data, visualization, and more, this book equips you with skills to excel in real-world data analysis projects.
Key Features
This book targets features in pandas 2.x and beyond
Practical, easy to implement recipes for quick solutions to common problems in data using pandas
Master the fundamentals of pandas to quickly begin exploring any dataset
Book Description
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 as one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through situations that you are highly likely to encounter.
With this latest edition unlock the full potential of pandas 2.x onwards. Whether you're a beginner or an experienced data analyst, this book offers a wealth of practical recipes to help you excel in your data analysis projects. This cookbook covers everything from fundamental data manipulation tasks to advanced techniques for handling big data, visualization, and more. Each recipe is designed to address common real-world challenges, providing clear explanations and step-by-step instructions to guide you through the process.
Explore cutting-edge topics such as idiomatic pandas coding, efficient handling of large datasets, and advanced data visualization techniques. Whether you're looking to sharpen or expand your skills, the "Pandas Cookbook" is your essential companion for mastering data analysis and manipulation with pandas 2.x, and beyond.
What you will learn
The pandas type system and how to best navigate it
Import/export DataFrames to/from common data formats
Data exploration in pandas through dozens of practice problems
Grouping, aggregation, transformation, reshaping, and filtering data
Merge data from different sources through pandas SQL-like operations
Leverage the robust pandas time series functionality in advanced analyses
Scale pandas operations to get the most out of your system
The large ecosystem that pandas can coordinate with and supplement
Who this book is for
This book is for Python developers, data scientists, engineers, and analysts. pandas is the ideal tool for manipulating structured data with Python and this book provides ample instruction and
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Stefan Czernecki, "Paper Lanterns"
English | 2001 | pages: 33 | ISBN: 1570914109 | PDF | 1,6 mb
Little Mouse loves paper lanterns with their impossible delicate beauty, and the way Old Chen's hands seem to effortlessly cut, paste, and paint his masterful creations. Little Mouse watches and learns until, when Old Chen can no longer make the lanterns, he finds his inner strength and his hidden talent. But more important than Little Mouse's achievement is the bond of friendship between him and Old Chen. The traditions of a culture and the magic of an art form are carefully preserved as they are passed from one generation to the next.
Exquisite, bright illustrations, as delicately rendered as the Chinese paper lanterns themselves, draw readers of all ages into this simple story of the power of friendship, patience, and perseverance.
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Tacha Bruecher, "Paper Piecing Handy Pocket Guide: All the Basics & Beyond, 10 Blocks"
English | ISBN: 1617459674 | 2020 | 48 pages | PDF | 8 MB
Get the pocket guide to paper piecing that everyone's talking about―a forty-eight-page mini book that's perfect to take on the go! Follow step-by-step instructions from expert Tacha Bruecher for preparing and piecing using a foundation, then try out the technique with ten fun and graphic paper-pieced blocks. Includes techniques for both traditional foundation paper and freezer paper, as well as where and why to use each. This petite paperback is the perfect size for your purse or sewing kit. * Take it with you anywhere―classes, retreats, anywhere you sew! * Quick and easy reference to all things paper piecing, with ten block patterns to get you started * Fall in love with foundation piecing, and share this giftable guide with everyone you know who loves to quilt
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Ilan Garibi, "PAPER PUZZLE BOOK, THE: ALL YOU NEED IS PAPER!"
English | ISBN: 9813202408 | 2018 | 264 pages | PDF | 5 MB
ALL YOU NEED IS PAPER! All the puzzles inside are made out of paper from simple teasers to extreme brain workouts!
ORIGINAL DESIGNS Co-developed by a mathematician, an origami artist and a mechanical puzzle maker, this inventive book provides a unique and invaluable collection of a large, comprehensive and diverse variety of paper puzzles. And they only require a sheet of paper and perhaps a pair of scissors!
EASY TO CHALLENGING There are 99 unique puzzles including paper strip puzzles, Möbius strips and flexagons, two-dimensional sheet folding, 'fold-and-cut' puzzles, 3D dissections and constructions, sequence folding puzzles, origami puzzles and even paper toys and magic.
PROVIDES HOURS OF FUN Anyone of any age can find hours of enjoyment and challenge!
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Paradise Regained: The Regreening of Earth By Les Johnson, Gregory L. Matloff, C Bangs
English | PDF | 2010 | 201 Pages | ISBN : 0387799850 | 117.7 MB
What was our planet like before the advent of our modern civilization? What effect has our civilization had on the planet and its ecology? Paradise Regained begins by discussing these questions and then generates a scenario for the re-greening of Earth. It introduces new and innovative ideas on how humankind could use the resources of the Solar System for terrestrial benefit.
The environmental challenges facing humanity today are too serious to be resolved simply by conservation and current technologies. Paradise Regained highlights the risk of humankind's future extinction from environmental degradation. Human population growth, climate change, and the diminishing sustainability of the few remaining habitats for wildlife are all analyzed.
Rather than losing heart, we need to recognize that the answer to these problems lies in the development of space. Not only will extraterrestrial resources avert a crisis, but they will also provide the basis for continued technological and societal progress. The resources of the Solar System will help us meet our projected industrial needs. Space-based power generation systems will work synergistically with Earth-based conservation. The book concludes with a discussion on how closed ecological systems in space will function.
This is a book that needs to be read urgently by many, if we are to save ourselves from environmental disasters and build a prosperous and sustainable future for all the creatures of Earth.
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Paralegal Career For Dummies (For Dummies (Career/Education)) by Lisa Zimmer Hatch, Scott A. Hatch
English | December 24, 2024 | ISBN: 1394299826 | 368 pages | MOBI | 3.26 Mb
The verdict is in: this is the must-have resource for aspiring paralegals everywhere!
Looking for a new, lucrative, and rewarding career in the legal field? Have you considered becoming a paralegal?
In Paralegal Career For Dummies, you'll find everything you need to know about how to begin an exciting new chapter in your professional journey. This hands-on guide walks you choosing what type of law firm you should work in, becoming certified, and networking with others in the field. It's also full of the legal concepts and procedures you need to understand to succeed in this area, including legal drafting, research, interviews, and more. Plus, go online for a treasure trove of complimentary online resources such as forms, templates, and examples of legal memos, summons letters, and special verdict forms. You'll also find:Ways to use AI to assist in preparing legal documents, emails, and case summariesUp-to-date info about common software programs used to manage clients, do legal research, and track deadlinesStrategies for creating digital trial notebooksUpdated information regarding paralegal associations and their certification examsGrowing at the brisk pace of almost 40,000 new positions every single year, the paralegal field always needs bright, motivated, and effective applicants. Become one of them with Paralegal Career For Dummies!
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Tamar Zewi, "Parenthesis in Biblical Hebrew"
English | 2007 | pages: 212 | ISBN: 9004162437 | PDF | 1,6 mb
Parenthesis in Biblical Hebrew has never been examined as an autonomous independent topic. Scholarly references to parenthetical units or parenthetical techniques in Biblical Hebrew are usually scarce and short or entirely absent. This monograph fills this gap by offering a comprehensive description of parenthetical clauses and parenthetical words and phrases in Biblical Hebrew, through integration of several research disciplines and scholarly approaches: linguistics, discourse studies, text linguistics, textual philology, comparative Semitics, Bible translations, and literature. Special attention is paid to the analysis of the linguistic aspects of parenthesis, the identification and definition of which are particularly elusive.
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Parrotfish of the Great Barrier Reef: Rainbows under the Sea
by Brayshaw, Michelle
English | 2025 | ISBN: 1032964286 | 258 pages | True PDF EPUB | 1.16 GB
The array of colours found on the Scarini tribe (family: Labridae), commonly known as the Parrotfish, is truly astounding and is showcased to breathtaking effect in this book. Photographer and artist Michelle Brayshaw reveals the array of colour changes which these fish display through ontological (slow) and physiological (fast) processes. The obvious differences occur in the three phases of their lives, but it is the subtle changes in colour that can be the most bizarre, occurring while feeding, mating, courting, cleaning, camouflaging themselves to their backgrounds or the fish around them, experiencing mood swings, fighting, playing and, most excitingly of all, when they are transitioning from female to male. This feat is not unique to the Parrotfish, but no other animals do it with such glamour and colour.
Through hundreds of hours of observational research, this book highlights the light play and physiological and ontological colour changes of the Scarini found on the Great Barrier Reef in stunning photographic accuracy. It also includes comprehensive information about why Parrotfish are so important for the health and resilience of the reef,f instilling in the reader a deeper sense of the treasures found there and reminding us of the interconnected nature of our existence.
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Partial Dynamic Equations
by Svetlin G. Georgiev
English | 2025 | ISBN: 3111635511 | 376 pages | True PDF EPUB | 58.27 MB
This book is devoted to the qualitative theory of partial dynamic equations on arbitrary time scales. The results in the book generalize the classical results, and they unify the discrete and continuous cases. The book starts with classification and canonical forms for second-order PDEs. Next, the Laplace transform method and the Fourier transform method are introduced. The Fourier transform is applied to solving second-order PDEs. The method of separation of variables is considered later in the book. The following few chapters are devoted to factoring second-order PDEs, including the wave equation, the heat equation, and the Laplace equation. It proves the weak maximum principle and as its application is investigated the stability of the solutions of the Poisson equation. Finally, the reduction of some nonlinear PDEs to the wave equation, the heat equation, and the Laplace equation are discussed. Тhe main advantage of the book is that it offers a variety of analytical techniques for the study of partial dynamical equations and that the results obtained over arbitrary time scales can be used to derive results in the classical case and in the discrete case.
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Participatory Artificial Intelligence in Public Social Services: From Bias to Fairness in Assessing Beneficiaries
English | 2025 | ISBN: 3031716779 | 312 Pages | PDF EPUB (True) | 19 MB
This open access edited volume focuses on fairness issues concerning the use of artificial intelligence (AI) for social service provision in national welfare systems. With this, it touches upon important questions in the innovation agenda of countries across continents about the ethics, justice, quality, responsibility, accountability, and transparency to use AI for state functions. The volume shows that in many countries, AI, or at least data analytics methods, are already in place to support the assessment of beneficiaries for deciding on the value criteria to distinguish between legal /fraudulent, deserving/non-deserving, or needy/non-needy recipients. The book provides a cross-cultural comparison of AI-based social assessment among national welfare systems of 9 countries across 4 continents: Spain, Estonia, Germany, Iran, India, Nigeria, Ukraine, China and USA. Based on participatory research results from multi-stakeholder inputs, especially those from vulnerable groups, the chapters in this volume show that value criteria for fairness and social justice are context-bound and vary across the globe. Furthermore, they are in constant flux, aligned to social change. Thus, the volume looks at pathways to developing culture-sensitive, responsive and participatory AI for social assessment in public service provision. The contributions are interdisciplinary and introduce perspectives from the fields of sociology, computational social science, computer science and public policy. This topical volume is of interest to a wide readership.
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Nikolai A Gromov, "PARTICLES IN THE EARLY UNIVERSE: HIGH-ENERGY LIMIT OF THE STANDARD MODEL FROM THE CONTRACTION OF ITS GAUGE GROUP"
English | ISBN: 9811209723 | 2020 | 172 pages | AZW3 | 6 MB
The aim of this book is to develop a contraction method for classical orthogonal and unitary groups (algebras), and apply it to the investigation of physical structures, offering a new and unique interpretation to the high-energy limit of the Standard Model. Readers will find a comprehensive and rigorous study, summarized as follows: The space-time models (or kinematics) are described on the motion group level. The Jordan Schwinger representations of the groups are shown to be closely connected to the properties of stationary quantum systems, whose Hamiltonians are quadratic in creation and annihilation operators. The high-temperature limit of the Standard Model is associated with the contraction of its gauge group, and the tending-to-zero contraction parameter is connected to the inverse average energy (temperature) of the Universe. This makes it possible to re-establish the evolution of particles and their interactions in the early Universe up to Planck energy, where readers shall discover that the properties of elementary particles change drastically in the infinite temperature limit: all particles lose mass, all quarks are monochromatic, electroweak interactions become long range and are mediated by neutral currents.
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Passing the General Surgery Oral Board Exam
English | 2025 | ISBN: 3031782437 | 382 Pages | PDF EPUB (True) | 16 MB
One of the most important exams in training of the surgeon is the certification exam, also known as the Board Exam. It is mentioned at most weekly educational conferences in residency training programs, and many examinees feel overwhelmed by the amount of material to prepare. The first edition of this text, published in 2006, represented the first major text of its kind from a major medical
Publisher to cover the topic of the Oral Boards in Surgery. It presented a structured approach to each surgical topic: The Concept, Way the Question May Be Asked, How to Answer, Curve Balls, and Strikeouts. The second edition, published in 2014, added several important surgical topics, included up-to-date medical information, and provided a "Summary" section at the end of each topic.
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Steve Uhlig, Konstantina Papagiannaki, "Passive and Active Network Measurement"
English | 2007 | pages: 284 | ISBN: 3540716165 | PDF | 7,9 mb
This book constitutes the refereed proceedings of the 8th International Conference on Passive and Active Measurement, PAM 2007, held in Louvain-la-Neuve, Belgium, April 2007. Coverage focuses on research and practical applications of network measurement and analysis techniques, detailing interdomain routing, P2P, wireless 802.11, wireless 3G/CDMA/Bluetooth, infrastructure and services, traffic, and measurement principles.
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Constantin Fasolt, "Past Sense: Studies in Medieval and Early Modern European History"
English | 2014 | pages: 696 | ISBN: 9004268928 | PDF | 3,1 mb
The twenty studies collected in this volume focus on the transition from the Middle Ages to the modern world. The method leads from technical investigations on William Durant the Younger (ca. 1266-1330) and Hermann Conring (1606-1681) through reflection on the nature of historical knowledge to a break with historicism, an affirmation of anachronism, and a broad perspective on the history of Europe. The introduction explains when and why these studies were written, and places them in the context of contemporary historical thinking by drawing on Wittgenstein's Philosophical Investigations. This book will appeal to historians with an interest in historical theory, historians of late medieval and early modern Europe, and students looking for the meaning of history.
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Patch Clamp Technique: Current Methods and Future Prospects
by Robson Faria
English | 2024 | ISBN: 183769754X | 141 Pages | True PDF | 4 MB
This book provides a comprehensive guide to both established and innovative methodologies for exploring ion channel function across various applications. Each chapter begins with a helpful introduction to orient nonexpert readers, providing background and context for the methods discussed, followed by detailed, step-by-step protocols for practical implementation. Topics covered include techniques such as macropatch recordings, bilayer recordings, dynamic clamp, organotypic slice culture, as well as advanced approaches like combined in vivo patch-clamp recording with optogenetics and multielectrode array technology.
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Patriarchy Inc.: What We Get Wrong About Gender Equality - and Why Men Still Win at Work by Cordelia Fine
English | March 6th, 2025 | ISBN: 1838953345 | 352 pages | True EPUB | 1.40 MB
'You should read this book' Philippa Gregory
* The most lucrative industries are male-dominated - yet half of men think they're the ones being discriminated against.
* Post #MeToo, we're all committed to stamping out sexual harassment - but not to changing the conditions that foster it.
* Women work more hours than men and accumulate less wealth - while many children want more time with their dad.
Inequality in the workplace impacts all areas of our lives, from health and self-development to economic security and family life. But, despite the world's richest countries' long-avowed commitments to gender equality, there is still so much to fix - and so much we don't see.
With perceptive and razor-sharp insight, award-winning author Cordelia Fine reveals how the status quo - Patriarchy Inc. - is harming us all, in our working lives and beyond. Drawing on social and cultural history, examples from hunter-forager societies to high finance and the latest thinking in evolutionary science, she dismantles the existing, inadequate visions for gender equality and charts an inspiring path towards a fairer and freer society.
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Ofir Winter, "Peace in the Name of Allah: Islamic Discourses on Treaties with Israel "
English | ISBN: 3110735121 | 2022 | 259 pages | EPUB, MOBI | 1392 KB + 1289 KB
From Anwar al-Sadat's dramatic gambit in 1977 to the surprising declaration of the Abraham Accords in 2020, making peace with Israel was always a tough sell for Arab regimes. Through an analysis of hundreds of fatwas, sermons, essays, books, interviews, poems, postage stamps and other media, Peace in the Name of Allah examines how Egyptian, Jordanian, and Emirati political and religious authorities introduced Islamic justifications for peace with Israel, and how those opposed countered them. The discussion demonstrates the flexible and ambiguous nature of revelation-based political discourses; Islam is neither 'for' nor 'against' peace with Israel - people are, as different Muslim political actors take competing or even contradictory positions.
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Frank Möller, "Peace Photography "
English | ISBN: 3030032213 | 2019 | 308 pages | AZW3 | 6 MB
This study thinks with photography about peace. It asks how photography can represent peace, and how such representation can contribute to peace. The book offers an original critique of the almost exclusive focus on violence in recent work on visual culture and presents a completely new research agenda within the overall framework of visual peace research. Critically engaging with both photojournalism and art photography in light of peace theories, it looks for visual representations or anticipations of peace - peace or peace as a potentiality - in the work of selected photographers including Robert Capa and Richard Mosse, thus reinterpreting photography from the Spanish Civil War to current anti-migration politics in Europe. The book argues that peace photography is episodic, culturally specific, process-oriented and considerate of both the past and the future.
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A. Buchanan, "Peace with Justice: A History of the Israeli-Palestinian Declaration of Principles on Interim Self-Government Arrangements"
English | 2000 | pages: 275 | ISBN: 0333775015, 1349416703 | PDF | 2,1 mb
Peace with Justice is an analysis of the political, legal and economic viability of the current Israeli NPLO peace process, and an evaluation of the agreements made between 13 September 1993 and 17 January 1997. It assesses the attempt by the Israeli and Palestinian communities to shape a common future through an analysis of the effectiveness of the negotiated agreements as an instrument for, and as an example of, conflict resolution.
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Pearls and Pitfalls in Oral and Maxillofacial Surgery by Dina Amin, Hisham Marwan
English | May 18, 2024 | ISBN: 303147306X | 425 pages | MOBI | 30 Mb
This is the first book of its kind in the field of Oral and Maxillofacial Surgery. It comprehensively reviews the most performed surgical procedures, including basic and/ or advanced techniques for dentoalveolar surgery, craniomaxillofacial trauma, temporomandibular joint surgery, benign and malignant pathology, head and neck reconstruction, craniofacial deformities, facial cosmetics, and obstructive sleep apnea. Furthermore, the book discusses pearls and pitfalls for adult and pediatric office-based sedation. The authors present a step-by-step approach to the surgical techniques efficiently while avoiding complications.
Pearls and Pitfalls in Oral and Maxillofacial Surgery is written by nationally and internationally recognized oral and maxillofacial surgeons and will be a valuable asset to residents, fellows, and junior surgeons.
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