Download or read book Pandas Cookbook written by Theodore Petrou and published by Packt Publishing Ltd. This book was released on 2017-10-23 with total page 534 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over 95 hands-on recipes to leverage the power of pandas for efficient scientific computation and data analysis About This Book Use the power of pandas to solve most complex scientific computing problems with ease Leverage fast, robust data structures in pandas to gain useful insights from your data Practical, easy to implement recipes for quick solutions to common problems in data using pandas Who This Book Is For This book is for data scientists, analysts and Python developers who wish to explore data analysis and scientific computing in a practical, hands-on manner. The recipes included in this book are suitable for both novice and advanced users, and contain helpful tips, tricks and caveats wherever necessary. Some understanding of pandas will be helpful, but not mandatory. What You Will Learn Master the fundamentals of pandas to quickly begin exploring any dataset Isolate any subset of data by properly selecting and querying the data Split data into independent groups before applying aggregations and transformations to each group Restructure data into tidy form to make data analysis and visualization easier Prepare real-world messy datasets for machine learning Combine and merge data from different sources through pandas SQL-like operations Utilize pandas unparalleled time series functionality Create beautiful and insightful visualizations through pandas direct hooks to Matplotlib and Seaborn In Detail This book will provide you with unique, idiomatic, and fun recipes for both fundamental and advanced data manipulation tasks with pandas. Some recipes focus on achieving a deeper understanding of basic principles, or comparing and contrasting two similar operations. Other recipes will dive deep into a particular dataset, uncovering new and unexpected insights along the way. 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 like one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through practical situations that you are highly likely to encounter. Many advanced recipes combine several different features across the pandas library to generate results. Style and approach The author relies on his vast experience teaching pandas in a professional setting to deliver very detailed explanations for each line of code in all of the recipes. All code and dataset explanations exist in Jupyter Notebooks, an excellent interface for exploring data.

Download or read book Rosie Revere Engineer written by Andrea Beaty and published by Abrams. This book was released on 2013-09-03 with total page 38 pages. Available in PDF, EPUB and Kindle. Book excerpt: In this beloved New York Times bestselling picture book, meet Rosie Revere, a seemingly quiet girl by day but a brilliant inventor of gizmos and gadgets by night. Rosie dreams of becoming a great engineer, and her room becomes a secret workshop where she constructs ingenious inventions from odds and ends. From hot dog dispensers to helium pants and python-repelling cheese hats, Rosie's creations would astound anyone—if only she'd let them see. But Rosie is afraid of failure, so she hides her inventions under her bed. That is, until her great-great-aunt Rose (also known as Rosie the Riveter) pays her a visit. Aunt Rose teaches Rosie that the first flop isn't something to fear; it's something to celebrate. Failure only truly happens if you quit. And so, Rosie learns to embrace her passion, celebrate her missteps, and pursue her dreams with persistence. This empowering picture book encourages young readers to explore their creativity, persevere through challenges, and celebrate the journey toward achieving their goals. Whether you're a budding engineer or simply love stories of resilience, Rosie Revere, Engineer is a delightful read for all ages. Add this inspiring tale to your family library and discover the magic of celebrating each failure on the road to success. Don’t miss the book that the Duchess of York recently chose to read aloud at a Literally Healing visit to a children’s hospital. For more STEM-themed adventures, check out other titles by Andrea Beaty and David Roberts, including Ada Twist, Scientist, Iggy Peck, Architect, and Rosie Revere and the Raucous Riveters. “Will no doubt inspire conversations with children about the benefits of failure and the pursuit of dreams.” —School Library Journal Check out all the books in the Questioneers Series: The Questioneers Picture Book Series: Iggy Peck, Architect | Rosie Revere, Engineer | Ada Twist, Scientist | Sofia Valdez, Future Prez | Aaron Slater, Illustrator | Lila Greer, Teacher of the Year The Questioneers Chapter Book Series: Rosie Revere and the Raucous Riveters | Ada Twist and the Perilous Pants | Iggy Peck and the Mysterious Mansion | Sofia Valdez and the Vanishing Vote | Ada Twist and the Disappearing Dogs | Aaron Slater and the Sneaky Snake Questioneers: The Why Files Series: Exploring Flight! | All About Plants! | The Science of Baking | Bug Bonanza! | Rockin’ Robots! Questioneers: Ada Twist, Scientist Series: Ghost Busted | Show Me the Bunny | Ada Twist, Scientist: Brainstorm Book | 5-Minute Ada Twist, Scientist Stories The Questioneers Big Project Book Series: Iggy Peck’s Big Project Book for Amazing Architects | Rosie Revere’s Big Project Book for Bold Engineers | Ada Twist’s Big Project Book for Stellar Scientists | Sofia Valdez’s Big Project Book for Awesome Activists | Aaron Slater’s Big Project Book for Astonishing Artists

Download or read book American Panda written by Gloria Chao and published by Simon & Schuster Books for Young Readers. This book was released on 2019-07-02 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Weepingly funny.” —The Wall Street Journal “Delightful.” —BuzzFeed “Charmed my socks off.” —David Arnold, New York Times bestselling author of Kids of Appetite and Mosquitoland Four starred reviews for this incisive, laugh-out-loud contemporary debut about a Taiwanese American teen whose parents want her to be a doctor and marry a Taiwanese Ivy Leaguer despite her squeamishness with germs and crush on a Japanese classmate. At seventeen, Mei should be in high school, but skipping fourth grade was part of her parents’ master plan. Now a freshman at MIT, she is on track to fulfill the rest of this predetermined future: become a doctor, marry a preapproved Taiwanese Ivy Leaguer, produce a litter of babies. With everything her parents have sacrificed to make her cushy life a reality, Mei can’t bring herself to tell them the truth—that she (1) hates germs, (2) falls asleep in biology lectures, and (3) has a crush on her classmate Darren Takahashi, who is decidedly not Taiwanese. But when Mei reconnects with her brother, Xing, who is estranged from the family for dating the wrong woman, Mei starts to wonder if all the secrets are truly worth it. Can she find a way to be herself, whoever that is, before her web of lies unravels? From debut author Gloria Chao comes a hilarious, heartfelt tale of how, unlike the panda, life isn’t always so black and white.

Download or read book Fluent Python written by Luciano Ramalho and published by "O'Reilly Media, Inc.". This book was released on 2015-07-30 with total page 755 pages. Available in PDF, EPUB and Kindle. Book excerpt: Python’s simplicity lets you become productive quickly, but this often means you aren’t using everything it has to offer. With this hands-on guide, you’ll learn how to write effective, idiomatic Python code by leveraging its best—and possibly most neglected—features. Author Luciano Ramalho takes you through Python’s core language features and libraries, and shows you how to make your code shorter, faster, and more readable at the same time. Many experienced programmers try to bend Python to fit patterns they learned from other languages, and never discover Python features outside of their experience. With this book, those Python programmers will thoroughly learn how to become proficient in Python 3. This book covers: Python data model: understand how special methods are the key to the consistent behavior of objects Data structures: take full advantage of built-in types, and understand the text vs bytes duality in the Unicode age Functions as objects: view Python functions as first-class objects, and understand how this affects popular design patterns Object-oriented idioms: build classes by learning about references, mutability, interfaces, operator overloading, and multiple inheritance Control flow: leverage context managers, generators, coroutines, and concurrency with the concurrent.futures and asyncio packages Metaprogramming: understand how properties, attribute descriptors, class decorators, and metaclasses work

Download or read book I m Trying to Love Spiders written by Bethany Barton and published by Penguin. This book was released on 2019-07-02 with total page 42 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Official Spider Test. What do you do when you see a spider? a. Lay on a BIG spidey smoocheroo. b. Smile, but back away slowly. c. Grab the closest object, wind up, and let it fly. d. Run away screaming. If you chose b, c, or d, then this book is for you! (If you chose a, you might be crazy.) I’m Trying to Love Spiders will help you see these amazing arachnids in a whole new light, from their awesomely excessive eight eyes, to the seventy-five pounds of bugs a spider can eat in a single year! And you’re sure to feel better knowing you have a better chance of being struck by lightning than being fatally bit by a spider. Comforting, right? No? Either way, there’s heaps more information in here to help you forget your fears . . . or at least laugh a lot!

Download or read book Python 101 written by Michael Driscoll and published by Lulu.com. This book was released on 2014-06-03 with total page 296 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to program with Python from beginning to end. This book is for beginners who want to get up to speed quickly and become intermediate programmers fast!

Download or read book Disney Pixar Turning Red The Graphic Novel written by RH Disney and published by RH/Disney. This book was released on 2022-05-24 with total page 72 pages. Available in PDF, EPUB and Kindle. Book excerpt: This hardcover full-color graphic novel retells the whole exciting story of Disney and Pixar's Turning Red—now streaming on Disney+! In Turning Red, Mei Lee is a confident, dorky thirteen-year-old torn between staying her mother’s dutiful daughter and the chaos of adolescence. And as if changes to her interests, relationships, and body weren’t enough, whenever she gets too excited (which for a teenager is practically ALWAYS), she “poofs” into a giant red panda! Turning Red is directed by Academy Award-winner Domee Shi (Pixar short Bao), produced by Lindsey Collins and coming to theaters in Spring, 2022. This hardcover graphic novel retells the whole exciting story of Disney/Pixar Turning Red with full-color illustrations. It is perfect for boys and girls ages 8 to 12!

Download or read book Melanin Base Camp written by Danielle Williams and published by Black Dog & Leventhal. This book was released on 2023-03-21 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Beautiful, empowering, and exhilarating, Melanin Base Camp is a celebration of underrepresented BIPOC adventurers that will challenge you to rethink your perceptions of what an outdoorsy individual looks like and inspire you to being your own adventure. Danielle Williams, skydiver and founder of the online community Melanin Base Camp, profiles dozens of adventurers pushing the boundaries of inclusion and equity in the outdoors. These compelling narratives include a mother whose love of hiking led her to found a nonprofit to expose BIPOC children to the wonders of the outdoors and a mountain biker who, despite at first dealing with unwelcome glances and hostility on trails, went on to become a blogger who writes about justice and diversity in natural spaces. Also included is a guide to outdoor allyship that explores sometimes challenging topics to help all of us create a more inclusive community, whether you bike, climb, hike, or paddle. Join us as we work together to increase representation and opportunities for people of color in outdoor adventure sports.

Download or read book It s Hard to Be a Person written by Brett Newski and published by . This book was released on 2021-06-29 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Years ago, somewhere on the Internet, I posted a few dumb drawings making fun of my own anxiety and depression. The response to them was warmer than anticipated, and people kept asking for more. Blending humor with pure depression seemed to strike a chord with a decent amount of people. So I kept going, and after about three years of drawing, I had enough dumb drawings for a book. Mental health is a serious thing, and it gets heavier when humans don't talk about it outwardly. I bottled up feelings for many years. Feelings I considered "dark", "weak", "downhearted", "embarrassing", "shameful" or any number of self-deprecating words. But after saying (or drawing) them out loud to people, all that weight went away and I realized it was normal to feel these feelings.Humor has always been a primary mode of therapy for me. I still make fun of my own anxiety and "depresh" as catharsis. I sing about it on tour, talk about it on my podcast, and draw pictures of it here in this book. Putting my formerly-private-feelings out into the world has been tremendous therapy for me, and I wish I would've done it sooner.Over the span of many years, I've been illustrating the "hacks", "strategies", or "exercises" that have worked best for me in combating the struggles in my head. More than anything I want this book to be useful for people. I'm not a doctor, just a person who spends too much time in my head. The objective of It's Hard to Be a Person is not to give unsolicited advice, but to hopefully save you some headaches on the long n' winding road of life in your brain.

Download or read book Snow written by Ondine Sherman and published by Pantera Press. This book was released on 2019-07-15 with total page 248 pages. Available in PDF, EPUB and Kindle. Book excerpt: Sometimes you have to leave everything behind to find yourself. Sky is travelling to Alaska to meet her father for the first time. Far away from her friends back in Australia, she navigates the new relationship with her father and meets Jaxon, a local boy struggling with his own problems. In a cold, vast and beautiful place, they are isolated except for the wild animals who live there. As Sky gets to know her father, she finally feels she has a chance of having a real family again. But her father has a secret that threatens everything Sky holds dear. Will she have to choose between family and her love of animals? This is a heart-warming story in the coldest of places.

Download or read book Mathematics for Machine Learning written by Marc Peter Deisenroth and published by Cambridge University Press. This book was released on 2020-04-23 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: The fundamental mathematical tools needed to understand machine learning include linear algebra, analytic geometry, matrix decompositions, vector calculus, optimization, probability and statistics. These topics are traditionally taught in disparate courses, making it hard for data science or computer science students, or professionals, to efficiently learn the mathematics. This self-contained textbook bridges the gap between mathematical and machine learning texts, introducing the mathematical concepts with a minimum of prerequisites. It uses these concepts to derive four central machine learning methods: linear regression, principal component analysis, Gaussian mixture models and support vector machines. For students and others with a mathematical background, these derivations provide a starting point to machine learning texts. For those learning the mathematics for the first time, the methods help build intuition and practical experience with applying mathematical concepts. Every chapter includes worked examples and exercises to test understanding. Programming tutorials are offered on the book's web site.

Download or read book Between Safe and Real written by Dannie M. Olguin and published by Fire & Ice Young Adult Books. This book was released on 2022-03-08 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fifteen-year-old Zoe Wilkes has ninety-nine problems, and a boring life ain't one. With two hungry siblings, an empty fridge, and a violent mother to tip-toe around, Zoe can't slow down enough to catch a breath. When she discovers Mama’s been reading her diary, Zoe realizes she has to stop writing in it. Trouble is, if she stops, Mama’s sure to think she’s hiding something, and will tear through her room like a tornado—again—to find out what. Her solution: write Mama-safe entries in the first diary, while writing her real thoughts in a plain-old composition book. The more entries she makes, the fuzzier the line between safe lies and terrifying truths becomes, and it’s not long before Zoe fears she’s just as unstable as Mama. After all, the apple never falls too far from the tree. If there’s even a shred of truth to her safe journal, then maybe her real journal’s just hot mess of made-up horrors. When things at home escalate, Zoe must face reality in order to keep herself and siblings safe. But facing reality means taking steps that could shatter her family. Can her friends, Cheryl and Nate, help her understand that love shouldn’t hurt and blood doesn’t make a family?

Download or read book Please Mr Panda written by Steve Antony and published by Scholastic Inc.. This book was released on 2014-12-30 with total page 32 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is the proper way to ask Mr. Panda for doughnuts? Patiently and politely, Mr. Panda asks the animals he comes across if they would like a doughnut. A penguin, a skunk, and a whale all say yes, but they do not remember to say "please" and "thank you." Is anyone worthy of Mr. Panda's doughnuts?Steve Antony has captured a cute panda, delightful animals hungry for doughnuts, and a manners lesson. With the black-and-white animals, plain backgrounds, and brightly colored doughnuts, Antony's art is bold, striking, and engaging.

Download or read book The Vampire s Mail Order Bride written by Kristen Painter and published by Createspace Independent Publishing Platform. This book was released on 2015-06 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Welcome to Nocturne Falls, the town where Halloween is celebrated 365 days a year. The tourists think it's all a show: the vampires, the werewolves, the witches, the occasional gargoyle flying through the sky. But the supernaturals populating the town know better. Living in Nocturne Falls means being yourself. Fangs, fur, and all. After seeing her maybe-mobster boss murder a guy, Delaney James assumes a new identity and pretends to be a mail order bride. She finds her groom-to-be living in a town that celebrates Halloween every day. Weird. But not as weird as what she doesn't know. Her groom-to-be is a 400-year-old vampire. Hugh Ellingham has only agreed to the arranged set up to make his overbearing grandmother happy. In thirty days, whatever bridezilla shows up at his door will be escorted right back out. His past means love is no longer an option. Not if the woman's going to have a future. Except he never counted on Delaney and falling in love for real. Too bad both of them are keeping some mighty big secrets...

Download or read book Stay This Way Forever written by Linsey Davis and published by Zonderkidz. This book was released on 2021-02-23 with total page 34 pages. Available in PDF, EPUB and Kindle. Book excerpt: Celebrate the joy, wonder, and innocence of being a child with this love letter to the loved ones in your life, encouraging and affirming their own special qualities now and always. Inspired by the endearing qualities she sees in her own son, New York Times bestselling author and ABC News anchor Linsey Davis, has written another beautiful book that parents and grandparents can share with their little ones to let them know how loved they are. With imaginative illustrations from bestselling artist Lucy Fleming paired with playful and heartwarming read-aloud rhymes, this book can help make a lasting impact on young minds as they discover their own unique qualities. Stay This Way Forever: is a great read for preschool, kindergarten and early elementary kids ages 4-8 beautifully and authentically celebrates diversity in its characters includes whimsical, joy-filled illustrations from bestselling artist Lucy Fleming presents a colorful, textured, beautifully-designed cover Celebrate your child or loved one, encouraging them to stay this way forever. Look for additional inspirational children’s picture books and audio products from award-winning author Linsey Davis: Smallest Spot of a Dot How High is Heaven One Big Heart The World Is Awake The Linsey Davis Children’s Audio Collection

Download or read book SPIN written by and published by . This book was released on 1995-11 with total page 148 pages. Available in PDF, EPUB and Kindle. Book excerpt: From the concert stage to the dressing room, from the recording studio to the digital realm, SPIN surveys the modern musical landscape and the culture around it with authoritative reporting, provocative interviews, and a discerning critical ear. With dynamic photography, bold graphic design, and informed irreverence, the pages of SPIN pulsate with the energy of today's most innovative sounds. Whether covering what's new or what's next, SPIN is your monthly VIP pass to all that rocks.

Download or read book Young Hearts Crying written by Richard Yates and published by Vintage. This book was released on 2010-10-27 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: The acclaimed author of Revolutionary Road—one of the most important writers of the twentieth century—movingly portrays a man and a woman from their courtship and marriage in the 1950s to their divorce in the 70s, chronicling their heartbreaking attempts to reach their highest ambitions. Michael Davenport dreams of being a poet after returning home from World War II Europe, and at first he and his new wife Lucy enjoy their life together. But as the decades pass and the success of others creates an oppressive fear of failure in both Michael and Lucy, their once bright future gives way to a life of adultery and isolation. With empathy and grace, Yates creates a poignant novel of the desires and disasters of a tragic, hopeful couple.