Get started with Python for data analysis and numerical computing in the Jupyter notebookAbout This BookLearn the basics of Python in the Jupyter NotebookAnalyze and visualize data with pandas, NumPy, matplotlib, and seabornPerform highly-efficient numerical computations with Numba, Cython, and ipyparallel Who This Book Is For This book targets students, teachers, researchers, engineers, analysts, journalists, hobbyists, and all data enthusiasts who are interested in analyzing and visualizing real-world datasets. If you are new to programming and data analysis, this book is exactly for you. If you're already familiar with another language or analysis software, you will also appreciate this introduction to the Python data analysis platform. Finally, there are more technical topics for advanced readers. No prior experience is required; this book contains everything you need to know.What You Will LearnInstall Anaconda and code in Python in the Jupyter NotebookLoad and explore datasets interactivelyPerform complex data manipulations effectively with pandasCreate engaging data visualizations with matplotlib and seabornSimulate mathematical models with NumPyVisualize and process images interactively in the Jupyter Notebook with scikit-imageAccelerate your code with Numba, Cython, and IPython.parallelExtend the Notebook interface with HTML, JavaScript, and D3 In Detail Python is a user-friendly and powerful programming language. IPython offers a convenient interface to the language and its analysis libraries, while the Jupyter Notebook is a rich environment well-adapted to data science and visualization. Together, these open source tools are widely used by beginners and experts around the world, and in a huge variety of fields and endeavors. This book is a beginner-friendly guide to the Python data analysis platform. After an introduction to the Python language, IPython, and the Jupyter Notebook, you will learn how to analyze and visualize data on real-world examples, how to create graphical user interfaces for image processing in the Notebook, and how to perform fast numerical computations for scientific simulations with NumPy, Numba, Cython, and ipyparallel. By the end of this book, you will be able to perform in-depth analyses of all sorts of data.Style and approach This is a hands-on beginner-friendly guide to analyze and visualize data on real-world examples with Python and the Jupyter Notebook.

Master the art of digital forensics and analysis with PythonAbout This BookLearn to perform forensic analysis and investigations with the help of Python, and gain an advanced understanding of the various Python libraries and frameworksAnalyze Python *s to extract metadata and investigate forensic artifactsThe writers, Dr. Michael Spreitzenbarth and Dr. Johann Uhrmann, have used their experience to craft this hands-on guide to using Python for forensic analysis and investigations Who This Book Is For If you are a network security professional or forensics analyst who wants to gain a deeper understanding of performing forensic analysis with Python, then this book is for you. Some Python experience would be helpful.What You Will LearnExplore the forensic analysis of different platforms such as Windows, Android, and vSphereSemi-automatically reconstruct major parts of the system activity and time-lineLeverage Python ctypes for protocol decodingExamine artifacts from mobile, Skype, and browsersDiscover how to utilize Python to improve the focus of your analysisInvestigate in volatile memory with the help of volatility on the Android and Linux platforms In Detail Digital forensic analysis is the process of examining and extracting data digitally and examining it. Python has the combination of power, expressiveness, and ease of use that makes it an essential complementary tool to the traditional, off-the-shelf digital forensic tools. This book will teach you how to perform forensic analysis and investigations by exploring the capabilities of various Python libraries. The book starts by explaining the building blocks of the Python programming language, especially ctypes in-depth, along with how to automate typical tasks in file system analysis, common correlation tasks to discover anomalies, as well as templates for investigations. Next, we’ll show you cryptographic algorithms that can be used during forensic investigations to check for known files or to compare suspicious files with online services such as VirusTotal or Mobile-Sandbox. Moving on, you’ll learn how to sniff on the network, generate and analyze network flows, and perform log correlation with the help of Python *s and tools. You’ll get to know about the concepts of virtualization and how virtualization influences IT forensics, and you’ll discover how to perform forensic analysis of a jailbroken/rooted mobile device that is based on iOS or Android. Finally, the book teaches you how to analyze volatile memory and search for known malware samples based on YARA rules.Style and approach This easy-to-follow guide will demonstrate forensic analysis techniques by showing you how to solve real-word-scenarios step by step.

If the kids can't sit still for the class performance, Roscoe's teacher could be in big trouble. Fortunately Roscoe has a plan to save her a super, mega, gonzo plan! What could go wrong?

A trophy for RoscoeIt seems like everyone has an award of some kind. Except Roscoe. But a pet-trick contest is coming up, and first prize is a big, shiny trophy. Roscoe really wants that trophy would he even borrow someone else's dog to win?

Class trip! Roscoe wants to be on his best behavior for a class trip to the apple orchard. But no matter how hard he tries, he still ends up in a very sticky situation!

In 1853, few Japanese people knew that a country called America even existed. For centuries, Japan had isolated itself from the outside world by refusing to trade with other countries and even refusing to help shipwrecked sailors, foreign or Japanese. The country's people still lived under a feudal system like that of Europe in the Middle Ages. But everything began to change when American Commodore Perry and his troops sailed to the Land of the Rising Sun, bringing with them new science and technology, and a new way of life.

Top ten reasons Samantha Madison is in deep trouble 10. Her big sister is the most popular girl in school 9. Her little sister is a certified genius 8. She's in love with her big sister's boyfriend 7. She got caught selling celebrity portraits in school 6. And now she's being forced to take art classes 5. She's just saved the president of the United States from an assassination attempt 4. So the whole world thinks she is a hero 3. Even though Sam knows she is far, far from being a hero 2. And now she's been appointed teen ambassador to the UN And the number-one reason Sam's life is over1. The president's son just might be in love with her

My second life began when I was kidnapped by two complete strangers . . . That the kidnappers are actually Aunt Sandy and Uncle Max makes no difference to thirteen-year-old Domenica Santolina Doone, better known as Dinnie--she just doesn't want to go. Dinnie's accustomed to change, with her family constantly moving for "opportunity"--but when her aunt and uncle whisk her far away to an international school in Switzerland, she's not sure she's ready to face this "opportunity" alone. All at once she finds herself in a foreign country, surrounded by kids from different cultures speaking all sorts of languages and sharing various beliefs. Home and her first life seem so far away. But new friendships and the awesome beauty of Switzerland begin to unlock thoughts and dreams within her. Her joys and struggles make up a rich tapestry of experiences she can find nowhere else. Switzerland begins to be more than a temporary home--it becomes a part of Dinnnie herself, the self she never knew she could be. Switzerland is the picturesque backdrop of Newbery Medal winner Sharon Creech's new novel about a young girl discovering the beauty of nature, her place in the world, the value of friendship--and that life is full of wonderful "bloomabilites."

"Trouble twins" Dallas and Florida are orphans who have given up believing there is such a thing as a loving home. Tiller and Sairy are an eccentric older couple who live in the beautiful, mysterious Ruby Holler, but they're restless for one more big adventure. When they invite the twins to join them on their journeys, they first must all stay together in the Holler, and the magic of the place takes over. Two pairs of lives grow closer, and are changed forever.

The sea, the sea, the sea. It rolled and rolled and called to me. Come in, it said, come in."Thirteen-year-old Sophie hears the sea calling, promising adventure and a chance for discovery as she sets sail for England with her three uncles and two cousins. Sophie's cousin Cody isn't sure he has the strength to prove himself to the crew and to his father. Through Sophie's and Cody's travel logs, we hear stories of the past and the daily challenges of surviving at sea as The Wanderer sails toward its destination -- and its passengers search for their places in the world.

I am a beast. A beast. Not quite wolf or bear, gorilla or dog but a horrible new creature who walks upright a creature with fangs and claws and hair springing from every pore. I am a monster. You think I'm talking fairy talesNo way. The place is New York City. The time is now. It's no deformity, no disease. And I'll stay this way forever ruined unless I can break the spell. Yes, the spell, the one the witch in my English class cast on me. Why did she turn me into a beast who hides by day and prowls by nightI'll tell you. I'll tell you how I used to be Kyle Kingsbury, the guy you wished you were, with money, perfect looks, and the perfect life. And then, I'll tell you how I became perfectly . . . beastly.

Stories to delight, enchant, and surprise you. Bestselling author and master storyteller Neil Gaiman here presents a breathtaking collection of tales that may chill or amuse readers but always embrace the unexpected: A teenage boy who has trouble talking to girls finds himself at a rather unusual party. A sinister jack-in-the-box haunts the lives of the children who owned it. A boy raised in a graveyard makes a discovery and confronts the much more troubling world of the living. A stray cat fights a nightly battle to protect his adopted family from a terrible evil. These eleven stories illuminate the real and the fantastic, and will be welcomed with great joy by Neil Gaiman's many fans as well as by readers coming to his work for the first time.

Something weird is going on! First the school bus gets a flat tire, and then Mrs. Kormel is totally lost in the middle of nowhere! Mrs. Kormel is the weirdest bus driver in the history of the world, and she's driving everyone crazy!

Something weird is going on! Ms. Todd is subbing, and A.J. and his friends are sure she kidnapped Miss Daisy so she could take over her job. They’re going to have to do the detective work to get the goods on her. But it won’t be easy! Ms. Todd is the weirdest substitute teacher in the history of the world!

Something spooky is going on! Mrs. Patty, the secretary, gives out the best Halloween candy in the history of the world! But her house is haunted! People say she's a witch and her husband is a ghost. Is it worth A.J.'s risking his life for the best candy ever?

Something weird is going on! Miss Suki is a famous children's book author and she's coming to A.J.'s school! She lives in the rainforest and writes about endangered animals. But when her pet raptor gets loose in the classroom, it's the kids who are going to be endangered! Yikes!

Something weird is going on! It's Thanksgiving! A.J. is thankful for four days off from school. But he's not thankful for Dr. Carbles, who is grumpier than ever. Dr. Carbles even fires Mr. Klutz! Will A.J. and his friends be able to save their principal's job?

Ms. Hannah wears dresses made out of potholders and collects garbage instead of throwing it out. Plus she's making A.J. be partners with smelly Andrea. This is the worst art class ever!

Something weird is going on! Mrs. Cooney, the school nurse, is a knockout and A.J. has a crush on her! But are her charms just a cover for her secret identity as an international spyWill A.J.'s love for Mrs. Cooney win out over his love for the good old USA?

Something weird is going on! Ms. LaGrange talks funny, and she's from some other country called France! She thinks the vomitorium is a fancy restaurant! Plus she's writing secret messages in the mashed potatoes. Ms. LaGrange is the weirdest lunch lady in the history of the world!

A.J. and the gang are graduating! But the out-of-control PTA president is turning the whole thing into a huge ceremony complete with fireworks, a petting zoo, and a flyover by the Blue Angels! Is moving up to third grade such a big dealAnd what could possibly go wrong?