Pandas Cookbook

Pandas Cookbook PDF Author: Theodore Petrou
Publisher: Packt Publishing Ltd
ISBN: 1784393347
Category : Computers
Languages : en
Pages : 534

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Book Description
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.

From Twinkle, with Love

From Twinkle, with Love PDF Author: Sandhya Menon
Publisher: Simon and Schuster
ISBN: 1481495429
Category : Young Adult Fiction
Languages : en
Pages : 286

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Book Description
“Utterly charming.” —NPR “Cinematic.” —Teen Vogue “Funny and sweet.” —Buzzfeed “Dazzling.” —Bustle Three starred reviews for this charming romantic comedy about an aspiring teen filmmaker who finds her voice and falls in love, from the New York Times bestselling author of When Dimple Met Rishi. Aspiring filmmaker and wallflower Twinkle Mehra has stories she wants to tell and universes she wants to explore, if only the world would listen. So when fellow film geek Sahil Roy approaches her to direct a movie for the upcoming Summer Festival, Twinkle is all over it. The chance to publicly showcase her voice as a director? Dream come true. The fact that it gets her closer to her longtime crush, Neil Roy—a.k.a. Sahil’s twin brother? Dream come true x 2. When mystery man “N” begins emailing her, Twinkle is sure it’s Neil, finally ready to begin their happily-ever-after. The only slightly inconvenient problem is that, in the course of movie-making, she’s fallen madly in love with the irresistibly adorkable Sahil. Twinkle soon realizes that resistance is futile: The romance she’s got is not the one she’s scripted. But will it be enough? Told through the letters Twinkle writes to her favorite female filmmakers, From Twinkle, with Love navigates big truths about friendship, family, and the unexpected places love can find you.

Pandas Cookbook

Pandas Cookbook PDF Author: Theodore Petrou
Publisher: Packt Publishing Ltd
ISBN: 1784393347
Category : Computers
Languages : en
Pages : 534

Get Book Here

Book Description
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.

American Panda

American Panda PDF Author: Gloria Chao
Publisher: Simon & Schuster Books for Young Readers
ISBN: 1481499114
Category : Young Adult Fiction
Languages : en
Pages : 336

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Book Description
“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.

Rosie Revere, Engineer

Rosie Revere, Engineer PDF Author: Andrea Beaty
Publisher: Abrams
ISBN: 1613125305
Category : Juvenile Fiction
Languages : en
Pages : 38

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Book Description
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

Please, Mr. Panda

Please, Mr. Panda PDF Author: Steve Antony
Publisher: Scholastic Inc.
ISBN: 0545804167
Category : Juvenile Fiction
Languages : en
Pages : 32

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Book Description
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.

China Town

China Town PDF Author: Abhigyan A Singhatiya
Publisher: Notion Press
ISBN: 1638066787
Category : Travel
Languages : en
Pages : 73

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Book Description
China Town is about a dreamland on the earth, every kid’s paradise like Disneyland. It is about my experiences as a kid with my family and my little brother. Filled with crazy adventures, passing through huge crowds, I feared I was lost until I reached the gorgeous Disneyland! If you have never been to Disneyland, this is your chance to experience it every single time you read it. You will be there with me in the middle of the most beautiful rides and drives, passing through the legendry magical temples, 3D theatre and much more. So, BUCKLE UP, PEOPLE! This is going to be a thrilling ride where we both will laugh and learn.

Mr Salary

Mr Salary PDF Author: Sally Rooney
Publisher: Faber & Faber
ISBN: 0571354645
Category : Fiction
Languages : en
Pages : 35

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Book Description
Faber Stories, a landmark series of individual volumes, presents masters of the short story form at work in a range of genres and styles. My love for him felt so total and so annihilating that it was often impossible for me to see him clearly at all.Years ago, Sukie moved in with Nathan because her mother was dead and her father was difficult, and she had nowhere else to go. Now they are on the brink of the inevitable.Sally Rooney is one of the most acclaimed young talents of recent years. With her minute attention to the power dynamics in everyday speech, she builds up sexual tension and throws a deceptively low-key glance at love and death.

Let's Pretend This Never Happened

Let's Pretend This Never Happened PDF Author: Jenny Lawson
Publisher: Penguin
ISBN: 1101573082
Category : Biography & Autobiography
Languages : en
Pages : 384

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Book Description
The #1 New York Times bestselling (mostly true) memoir from the hilarious author of Furiously Happy. “Gaspingly funny and wonderfully inappropriate.”—O, The Oprah Magazine When Jenny Lawson was little, all she ever wanted was to fit in. That dream was cut short by her fantastically unbalanced father and a morbidly eccentric childhood. It did, however, open up an opportunity for Lawson to find the humor in the strange shame-spiral that is her life, and we are all the better for it. In the irreverent Let’s Pretend This Never Happened, Lawson’s long-suffering husband and sweet daughter help her uncover the surprising discovery that the most terribly human moments—the ones we want to pretend never happened—are the very same moments that make us the people we are today. For every intellectual misfit who thought they were the only ones to think the things that Lawson dares to say out loud, this is a poignant and hysterical look at the dark, disturbing, yet wonderful moments of our lives. Readers Guide Inside

The Necromancer Series

The Necromancer Series PDF Author: Lish McBride
Publisher: Henry Holt and Company (BYR)
ISBN: 1466885564
Category : Young Adult Fiction
Languages : en
Pages : 727

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Book Description
The Necromancer Series: Hold Me Closer, Necromancer and Necromancing the Stone The two books of Lish McBride's popular Necromancer Series are available together for the first time! Perfect for current fans and new fans alike. Hold Me Closer, Necromancer: Meet Sam, just your average guy rocking that fast-food career. Well, until he finds out he's a powerful necromancer, and the other necromancer in town isn't happy about that at all... Necromancing the Stone: Sam's necromancer rival is gone, and things have settled into a routine. If you can call total chaos a routine, of course. Includes bonus chapters from Lish McBrideFirebug!

The Unexpected Joy of Being Single

The Unexpected Joy of Being Single PDF Author: Catherine Gray
Publisher: Aster
ISBN: 1783253134
Category : Family & Relationships
Languages : en
Pages : 299

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Book Description
'This refreshing, unusual book needs to exist. A culture shift which repositions a single person as someone who is relationship-free, complete, and not lacking is long overdue.' - The i 'Absolutely f*cking brilliant' - Florence Given Having a secret single freak-out? Feeling the red, heart-shaped urgency intensify as the years roll on by? Oh hi! You're in the right place. Over half of Brits aged 25-44 are now single. It's become the norm to remain solo until much later in life, given the average marriage ages of 35 (women) and 38 (men). Many of us are choosing never to marry at all. But society, films, song lyrics and our parents are adamant that a happy ending has to be couple-shaped. That we're incomplete without an 'other half'*, like a bisected panto pony. Cue: single sorrow. Dating like it's a job. Spending half our lives waiting for somebody-we-fancy to text us back. Feeling haunted by the terms 'spinster' or 'confirmed bachelor.' Catherine Gray took a whole year off dating to find single satisfaction. She lifted the lid on the reasons behind the global single revolution, explored the bizarre ways cultures single-shame, detached from 'all the good ones are gone!' panic and debunked the myth that married people are much happier. Let's start the reverse brainwash, in order to locate - and luxuriate in - single happiness. Are you in? *Spoiler: you're already whole PRAISE FOR CATHERINE GRAY'S WRITING: "Fascinating." - Bryony Gordon "Not remotely preachy." - The Times "Jaunty, shrewd and convincing." - The Telegraph "Admirably honest, light, bubbly and remarkably rarely annoying." - The Guardian "Truthful, modern and real." - Stylist "Brave, witty and brilliantly written." - Marie Claire "Haunting, admirable and enlightening." - The Pool