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Mastering Python Data Analysis

**Become an expert at using Python for advanced statistical analysis of data using real-world examples**
## About This Book
* Clean, format, and explore data using graphical and numerical summaries
* Leverage the IPython environment to efficiently analyze data with Python
* Packed with easy-to-follow examples to develop advanced computational skills for the analysis of complex data

## Who This Book Is For
If you are a competent Python developer who wants to take your data analysis skills to the next level by solving complex problems, then this advanced guide is for you. Familiarity with the basics of applying Python libraries to data sets is assumed.
## What You Will Learn
* Read, sort, and map various data into Python and Pandas
* Recognise patterns so you can understand and explore data
* Use statistical models to discover patterns in data
* Review classical statistical inference using Python, Pandas, and SciPy
* Detect similarities and differences in data with clustering
* Clean your data to make it useful
* Work in Jupyter Notebook to produce publication ready figures to be included in reports

## In Detail
Python, a multi-paradigm programming language, has become the language of choice for data scientists for data analysis, visualization, and machine learning. Ever imagined how to become an expert at effectively approaching data analysis problems, solving them, and extracting all of the available information from your data? Well, look no further, this is the book you want!
Through this comprehensive guide, you will explore data and present results and conclusions from statistical analysis in a meaningful way. You’ll be able to quickly and accurately perform the hands-on sorting, reduction, and subsequent analysis, and fully appreciate how data analysis methods can support business decision-making.
You’ll start off by learning about the tools available for data analysis in Python and will then explore the statistical models that are used to identify patterns in data. Gradually, you’ll move on to review statistical inference using Python, Pandas, and SciPy. After that, we’ll focus on performing regression using computational tools and you’ll get to understand the problem of identifying clusters in data in an algorithmic way. Finally, we delve into advanced techniques to quantify cause and effect using Bayesian methods and you’ll discover how to use Python’s tools for supervised machine learning.
## Style and approach
This book takes a step-by-step approach to reading, processing, and analyzing data in Python using various methods and tools. Rich in examples, each topic connects to real-world examples and retrieves data directly online where possible. With this book, you are given the knowledge and tools to explore any data on your own, encouraging a curiosity befitting all data scientists.

Master of Mine

Pleasure is just a smack and gasp away, as men and women push their boundaries for sexual satisfaction in ways many can only dream of fulfilling.
A collection of BDSM short stories, Master of Mine will take you on an erotic escape with characters you won’t soon forget. From forced seduction to the tried and true, let the authors of this anthology take you on a ride screaming with pain and pleasure.

Maps of Time: An Introduction to Big History

An introduction to a new way of looking at history, from a perspective that stretches from the beginning of time to the present day, *Maps of Time* is world history on an unprecedented scale. Beginning with the Big Bang, David Christian views the interaction of the natural world with the more recent arrivals in flora and fauna, including human beings.
Cosmology, geology, archeology, and population and environmental studies—all figure in David Christian’s account, which is an ambitious overview of the emerging field of “Big History.” *Maps of Time* opens with the origins of the universe, the stars and the galaxies, the sun and the solar system, including the earth, and conducts readers through the evolution of the planet before human habitation. It surveys the development of human society from the Paleolithic era through the transition to agriculture, the emergence of cities and states, and the birth of the modern, industrial period right up to intimations of possible futures. Sweeping in scope, finely focused in its minute detail, this riveting account of the known world, from the inception of space-time to the prospects of global warming, lays the groundwork for world history—and Big History—true as never before to its name.

Make: Bluetooth

This book is where your adventures with Bluetooth LE begin. You’ll start your journey by getting familiar with your hardware options: Arduino, BLE modules, computers (including Raspberry Pi!), and mobile phones. From there, you’ll write code and wire circuits to connect off-the-shelf sensors, and even go all the way to writing your own Bluetooth Services. Along the way you’ll look at lightbulbs, locks, and Apple’s iBeacon technology, as well as get an understanding of Bluetooth security—both how to beat other people’s security, and how to make your hardware secure.

Main Street

Main Street is a satirical novel written by Sinclair Lewis.
Carol Milford is a liberal, free-spirited young woman, reared in Saint Paul, Minnesota, the state capital. She marries Will Kennicott, a doctor, who is a small-town boy at heart.
When they marry, Will convinces her to live in his home-town of Gopher Prairie, Minnesota, a town modeled on Sauk Centre, Minnesota, the author’s birthplace. Carol is appalled at the backwardness of Gopher Prairie. But her disdain for the town’s physical ugliness and smug conservatism compels her to reform it.
She speaks with its members about progressive changes, joins women’s clubs, distributes literature, and holds parties to liven up Gopher Prairie’s inhabitants. Despite her friendly but ineffective efforts, she is constantly derided by the leading cliques.
She finds comfort and companionship outside her social class, but these companions are taken from her one by one.
In her unhappiness, Carol leaves her husband and moves for a time to Washington, D.C., but she eventually returns. Nevertheless, Carol does not feel defeated:
I do not admit that Main Street is as beautiful as it should be! I do not admit that Gopher Prairie is greater or more generous than Europe! I do not admit that dish-washing is enough to satisfy all women! I may not have fought the good fight, but I have kept the faith.

Macrobiotics for Dummies

***Learn to:***
* Understand the central dietary principles, nutrition, and foods of a macrobiotic lifestyle
* Prepare macrobiotic menus and recipes
* Reduce your cravings for unhealthy foods
* Prevent or relieve numerous ailments with a macrobiotic diet

**The definitive guide to incorporating a macrobiotic diet into your daily life**
Do you want to make the most of macrobiotics? This practical guide uses a body, mind, and spirit approach to introduce you to the basics of this popular diet. You’ll see how to use macrobiotic principles to enhance your health and happiness; prepare the right foods to increase your energy and fight off disease; and make lifestyle changes to support your new way of eating.
* **Begin on the path to healthy living** — understand the science behind macrobiotics and how to apply the principles to your daily life
* **Heal the macrobiotic way** — discover the foods and nutrients that influence good health and heal common diseases
* **Plan for successful, non-stressful change** — create a macro-friendly kitchen, shop smart, and introduce new foods to the family diet
* **Make marvelous macrobiotic meals** — prepare delicious,easy-to-follow recipes from breakfast to dessert and plan your weekly menu
* **Take it on the road** — make healthy restaurant choices
* **Round out your macrobiotic lifestyle** — get tips for exercise, creating a more nourishing environment, and developing a self-healing personality

**Open the book and find:**
* The basics of macrobiotic nutrition
* How to marshal your body, mind, and spirit to renew your health
* Ten tips for prompt, permanent weight loss
* Practical ways to eliminate cravings for unhealthy food
* More than 50 healthy, tasty recipes
* Time-saving cooking techniques
* Tips on managing your blood sugar with macrobiotic foods
* The right tools and equipment to stock a healthy kitchen
* A sample macrobiotic menu

Lucy Sullivan Is Getting Married

***Never before has this title been published as an eBook . . .***
**Lucy Sullivan’s been told she is getting married . . . but to who? She doesn’t even have a boyfriend yet . . .**
‘ *I was still at that stage in my life when I thought that weekdays were for recovering from the weekend’*
Lucy Sullivan is twenty-six and living it up (and occasionally down) in London. Hers is a life of quiet, undisciplined desperation. But when she and three friends visit a psychic for a bit of fun and the woman’s predictions start coming true, Lucy is horrified.
For the fortune teller insisted she’d soon be married – within the year, in fact.
Not only does Lucy not have a boyfriend, but the chances of getting one are looking slim. Between the bottles of wine, anti-depressants and her addiction to self-help books, she’s not quite ready to walk, or even stumble, down the aisle sober.
Is Lucy’s fate really written in the stars? Or will she finally take control of her own destiny?
**’When it comes to writing page-turners that put a smile on your face and make you think, Keyes is in a class of her own’** *Daily Express*
**’Gloriously funny’** *The Sunday Times*
**’A warm and hilarious page turner’** *Good Housekeeping*
**’A modern fairy tale, it’s full of Keyes’s self-deprecating wit’** *The Sunday Mirror*

Lost in the Cosmos

**“A mock self-help book designed not to help but to provoke . . . to inveigle us into thinking about who we are and how we got into this mess.” ( *Los Angeles Times Book Review* ).**
Filled with quizzes, essays, short stories, and diagrams, *Lost in the Cosmos* is National Book Award–winning author Walker Percy’s humorous take on a familiar genre—as well as an invitation to serious contemplation of life’s biggest questions.
One part parody and two parts philosophy, *Lost in the Cosmos* is an enlightening guide to the dilemmas of human existence, and an unrivaled spin on self-help manuals by one of modern America’s greatest literary masters.


Raphael Taylor was a golden boy–blond, handsome, charming, a gifted athlete and a serious student, an angel in every way. Damon Flood was a scoundrel–a smooth, smilling, cynical devil, as devious and corrupt as Raphael was open and innocent. The day Raphael met Damon was the day he began his mysterious fall from grace. And the golden boy fell very fast and very far….
### From Publishers Weekly
Stepping out of the fantasy genre, bestselling author Eddings fashions a searing indictment of the social-welfare system in this sometimes compelling but unfortunately didactic novel about down-and-outers in the Pacific Northwest.
Copyright 1993 Reed Business Information, Inc.
### From Library Journal
Raphael Taylor’s life seems marked for greatness until his exposure to a world of hedonistic pleasure by college roommate Damon Flood culminates in an accident that leaves him physically and emotionally shattered. Raphael’s struggle to rebuild his self-esteem in a society where government assistance programs encourage a loser mentality is the focus of Eddings’s latest foray into mainstream fiction. Known for his best-selling fantasies (the “Belgarian,” “Malloreon,” and “Elenium” series), Eddings here attempts contemporary social commentary with problematic results. Society’s outcasts are treated as archetypes, while characters’ names imply symbolic connections that are never fully developed. Stripped of their fantasy trappings, the author’s opinions assume a heavy-handedness that verges on the polemic. Readers drawn by Eddings’s name and reputation may come away disappointed. Purchase only where demand warrants. Previewed in Prepub Alert, LJ 1/92.
*- Jackie Cassada, Asheville-Buncombe Lib. System, N.C.*
Copyright 1992 Reed Business Information, Inc.

Lord of the Silent Kingdom

It’s cold. The wells of power are weakening and the forces of Night grow strong. The gods are real, and still have some power, mostly to do harm. The Instrumentalities of the Night are the worst of these.
Piper Hecht, born Else Tage, survived a battle with the Instrumentalities. Now he’s Captain-General of the armies fighting a crusade for Patriarch Sublime V. Intrigues swirl around the throne of the Grail Empire, as the imperial family’s enemy Anne of Menand raises money to help the perpetually indebted Patriarch finance his crusades. To reduce his own vulnerability, sickly young Emperor Lothar assigns his two half-sisters—his immediate heirs—to their own realms.
Now Piper Hecht learns that the legendary sorcerer Cloven Februaren, referred to as the Ninth Unknown, is still alive, more than 100 years old, and on Piper’s side. As the dynastic politics of the Empire become even more convoluted, it’s clear that while the old gods may be fading, they’re determined to do everything they can to bend the doings of men to their own advantage.
Sieges, explosions, betrayals, Anti-Patriarchs, and suspicious deaths will ensue as the great chess game plays itself out, with Piper Hecht at the center of it all…
In *Lord of the Silent Kingdom* , Glen Cook has created a complex and original sequel to The Tyranny of the Night, continuing this intriguing fantasy epic.

Lord of the Silent

**Undeterred by world war and enemy submarines, Amelia and Emerson set sail once again for Egypt, where ghosts of an ancient past and spectres of a present-day evil hover silently over an inscrutable land.**
In the autumn of 1915 Cairo is transformed into an army camp teeming with enemy agents and shockingly bold tomb robbers are brazenly desecrating the ancient sites. Amelia seeks refuge at a remote dig in Luxor, but this provides no guarantee of safety when she discovers a fresh corpse in an ancient tomb. But are the Emersons in even darker danger with the intervention of one of Amelia’s oldest and most dangerous adversaries? Tanatalising clues suggest this might be so, and point towards an archaelogical discovery of unparalleled importance – and the resurrection of a voice that has been silent for milennia.