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Mastering Pandas, by Femi Anthony

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Master the features and capabilities of pandas, a data analysis toolkit for Python

About This Book

• Master and optimally utilize the capabilities of Pandas for data analysis using IPython a rich interactive environment for Python
• Understand data visualization by plotting data with matplotlib
• Learn predictive analytics and machine learning using pandas and scikit-learn in a pragmatic manner

Who This Book Is For

This book is intended for Python programmers, mathematicians, and analysts who already have a basic understanding of Python and wish to learn about its data analysis capabilities in depth.

What You Will Learn

• Download, install, and set up Python, pandas, and related tools to perform data analysis for different operating environments
• Practice using IPython as an interactive environment for doing data analysis using pandas
• Master the core features of pandas used in data analysis
• Get to grips with the more advanced features of pandas
• Understand the basics of using matplotlib to plot data analysis results
• Analyze real-world datasets using pandas
• Acquire knowledge of using pandas for basic statistical analysis

In Detail

Python is a ground breaking language for its simplicity and succinctness, allowing the user to achieve a great deal with a few lines of code, especially compared to other programming languages. The pandas brings these features of Python into the data analysis realm, by providing expressiveness, simplicity, and powerful capabilities for the task of data analysis. By mastering pandas, users will be able to do complex data analysis in a short period of time, as well as illustrate their findings using the rich visualization capabilities of related tools such as IPython and matplotlib.

This book is an in-depth guide to the use of pandas for data analysis, for either the seasoned data analysis practitioner or the novice user. It provides a basic introduction to the pandas framework, and takes users through the installation of the library and the IPython interactive environment. Thereafter, you will learn basic as well as advanced features, such as MultiIndexing, modifying data structures, and sampling data, which provide powerful capabilities for data analysis.

• Sales Rank: #2123786 in Books
• Published on: 2015-06-22
• Released on: 2015-06-22
• Original language: English
• Number of items: 1
• Dimensions: 9.25" h x .82" w x 7.50" l, 1.38 pounds
• Binding: Paperback
• 352 pages

About the Author

Femi Anthony

Femi Anthony is a seasoned and knowledgeable software programmer, with over 15 years experience in a vast array of languages, including Perl, C, C++, Java, and Python. He has worked in both the Internet space and financial services space for many years and is now working for a well-known financial data company. He holds a bachelor's degree in mathematics with computer science from MIT and a master's degree from the University of Pennsylvania. His pet interests include data science, machine learning, and Python. Femi is working on a few side projects in these areas. His hobbies include reading, soccer, and road cycling. You can follow him at @dataphanatik, and for any queries, contact him at femibyte@gmail.com.

Most helpful customer reviews

4 of 4 people found the following review helpful.
Solid Read
By tb
Femi's book is well organized, succinct, and easy to read. I love that he teaches both the theory as well as the python methodology. As someone with a math and programming background, I did notice some slight errors. However, nothing that detracted from the overall merit of the book. Definitely a solid read for someone trying to get into data science!

4 of 4 people found the following review helpful.
Great reference tool
By Anna
This book is brilliantly done. I own and have used quite a few Pandas for 'x', Python for 'x' titles that go through the basics of the tool, but leave the reader without a clear understanding of the theoretical basis. Mastering Pandas, however, provides the all the necessary context. I used it to level up my skillset quickly while taking a data science course, and I found it invaluable. R users will be delighted to find that there are detailed comparisons between R and Pandas--you can port your knowledge quickly from one context to the other. I gave Mastering Pandas 5 stars because I find that while working, I tend to have it open to use as a quick reference tool.

2 of 2 people found the following review helpful.
Highly Recommended
By Zeeshan
Femi brings his years of development experience with innate passion for programming to life with this book. A reader would truly enjoy learning from examples Femi is passionate about. This book is great for beginners and more experienced programmers alike. You should buy this book if you want to get started with data analysis using helpful tools Python programming language provides. Femi's also very helpful if you ever want to reach out to him. Hope this helps!

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[C438.Ebook] Fee Download The Negative Trait Thesaurus: A Writer's Guide to Character Flaws, by Angela Ackerman, Becca Puglisi

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Crafting likable, interesting characters is a balancing act, and finding that perfect mix of strengths and weaknesses can be difficult. But the task has become easier thanks to The Negative Trait Thesaurus.

Through its flaw-centric exploration of character arc, motivation, emotional wounds, and basic needs, writers will learn which flaws make the most sense for their heroes, villains, and other members of the story's cast. Inside The Negative Trait Thesaurus you'll find:


* A vast collection of flaws to explore when building a character's personality. Each entry includes possible causes, attitudes, behaviors, thoughts, and related emotions

* Real examples from literature, film, or television to show how each flaw can create life challenges and relational friction

* Advice on building layered and memorable characters from the ground up

* An in-depth look at backstory, emotional wounds, and how pain warps a character's view of himself and his world, influencing behavior and decision making

* A flaw-centric exploration of character arc, relationships, motivation, and basic needs

* Tips on how to best show a character's flaws to readers while avoiding common pitfalls

* Downloadable tools to aid writers in character creation

Written in list format and fully indexed, this brainstorming resource is perfect for creating deep, flawed characters that readers will relate to. The Negative Trait Thesaurus sheds light on your character's dark side.

• Sales Rank: #11909 in Books
• Published on: 2013-09-24
• Original language: English
• Number of items: 1
• Dimensions: 10.00" h x .60" w x 7.00" l, 1.02 pounds
• Binding: Paperback
• 264 pages

Review
"In these brilliantly conceived, superbly organized and astonishingly thorough volumes, Angela Ackerman and Becca Puglisi have created an invaluable resource for writers and storytellers. Whether you are searching for new and unique ways to add and define characters, or brainstorming methods for revealing those characters without resorting to clichés, it is hard to imagine two more powerful tools for adding depth and dimension to your screenplays, novels or plays."

~ Michael Hauge, Hollywood Script Consultant and Story Expert, author of Writing Screenplays That Sell

About the Author
Angela Ackerman and Becca Puglisi are co-creators of The Bookshelf Muse, an award winning online resource for writers. The Negative Trait Thesaurus is the second book in their descriptive writing series, along with The Emotion Thesaurus: A Writer's Guide to Character Emotion, and The Positive Trait Thesaurus: A Writer's Guide to Character Attributes.

Members of SCBWI and writers of middle grade and young adult fiction, both authors lead workshops at regional conferences throughout North America and teach webinars at WANA International. They can be found at: writershelpingwriters.net

Most helpful customer reviews

54 of 55 people found the following review helpful.
Brainstorming Tool of the Year
By K.M. Weiland, Author of Historical and Speculative Fiction
I turn to Ackerman and Puglisi's Emotion Thesaurus regularly when needing inspiration for character reactions and action beats. Their new additions to the series are shaping up to be just as valuable, if not more so. In the introductory material to this volume, they state that they view this book as a "brainstorming tool." This is spot-on.

As they explain in their insightful opening chapters, character flaws drive character arcs. Without a solid understanding of what major problem is at the crux of our character's personal dilemma, we will never have the knowledge to shape a powerful transformation over the course of our story.

But more than just power, we also want originality, and this is where the Negative Trait Thesaurus should prove especially helpful. Just in browsing a few entries, my imagination was immediately spurred to look beyond obvious, first-glance choices toward bigger and more unique possibilities. I look forward to using this wonderful tool (complete with some of the best "bonus goodies" I've ever seen in the appendices) in shaping my characters in my next work-in-progress.

35 of 37 people found the following review helpful.
Another Must-Have Resource for Fiction Authors
By Shelley Hitz
I am a big fan of "The Emotion Thesaurus" and was excited to see that the authors released two new resources for authors..."The Negative Trait Thesaurus" and the "Positive Trait Thesaurus." I highly recommend both volumes.

In "The Negative Trait Thesaurus," the authors provide a treasure chest of ideas for fiction authors to use to bring depth to their characters. These character flaws will help add additional conflict to your story as well as help bring your characters to life for your readers.

The meat of the book (that I will use the most often) contains 106 negative traits. Each listing includes the following:

1) Definition
2) Similar Flaws
3) Possible Causes
4) Associated Behaviors and Attitudes
5) Associated Thoughts
6) Associated Emotions
7) Positive Aspects
8) Negative Aspects
9) Example from Film
10) Overcoming This Trait as a Major Flaw
11) Traits in Supporting Characters That May Cause Conflict

As you can see, each negative trait is jam-packed with great brain-storming content.

I recommend authors use this tool as follows:

1) When creating your character profiles
2) When you need to add extra depth to your characters
3) When brainstorming new characters
4) To find additional ways to add conflict to your story

And I'm sure there are tons of other uses for this tool as well. The authors also provide introductory material which could be a book in itself as well as tools in the appendix including a needs and lies list, a reverse backstory tool and character pyramid tool with links to print these tools off as well.

I highly recommend this book as a resource and brainstorming tool for fiction authors!

Note: I received a copy of this book in exchange for my honest review, but would have gladly paid for a copy as I know I will use it often.

17 of 17 people found the following review helpful.
This Book Should Get 10 Stars!
By Susanne Lakin
Authors, you need this book. As a writing coach who reads and critiques 200 manuscripts a year, I can't speak highly enough about this book and the companion book, the Positive Trait book. I have a bookcase full of writing craft books that I draw on in my teaching and recommend to my clients, but I can easily say these books by Ackerman and Puglisi are at the top. It is so vital for writers to understand how to create believable characters, and that can't be done by randomly assigning traits and flaws with no regard for the background and history of the character. Just as in real life, characters need to act based on their true core personalities, which have been formed by events in the past and their upbringing. The authors of these books help writers see how to create rich, complex characters that will jump off the page. And the thesaurus style of these books makes for easy access to look up traits, flaws, and emotions (I'm including their Emotion Thesaurus in here too). Get all three. Your writing will greatly benefit!

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Anisul hoque's book is compelling. It grabs hold of you and does not let you go. He has given us a brilliantly told story, tender rendering of a mother's love, deception and sorrow. By her strength of character and incredible dignity safia begum offers an example for us all. Bravo, anisul hoque! robert hutchinson with startling historical detail and vivid imagery, anisul hoque's freedom's mother tells us of the heartbreaking human cost of war through the eyes of a mother. A gripping testament to the neglected tragedy of the bangladesh war.

• Sales Rank: #5555139 in Books
• Published on: 2012
• Original language: English
• Dimensions: .0" h x .0" w x .0" l, 1.10 pounds
• Binding: Hardcover
• 350 pages

Most helpful customer reviews

1 of 1 people found the following review helpful.
A masterpiece novel about the independence of Bangladesh
By Md Arifur Rahman
Author has vividly picturised the emotion, love, affection, sacrifice of common people for the freedom of their motherland. I could not hold my tears reading the last few pages of this book. Thanks to Anisul Haque.

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**Strong Language**Explicit Sex**Intense situations
*This is Shea's POV. CANNOT BE READ AS A STAND-ALONE!
I waited my entire life for one singular moment.
Everything I had endured—all the pain and suffering—I would go through it all again,
if I knew she was waiting for me.

Ryan Chase was the only woman I ever loved.
My obsession. My desire.

When she came home . . . loving her hadn't been easy.
The road to our particular happiness was paved with boulders.
I became who she needed me to be. Who she wanted.
Marriage and children— they were a dream we both shared.
Until a nightmare threatened to take it all away.

Is love supposed to be this hard?
How long before the person I'm pretending to be begins to crack?
I'm a liar. A fraud.
He is surfacing.

She's the only reason I survived. I lived.
She is the reason I breathe.
Now, when she needs me the most—I'm transforming into the person
I thought I'd buried years before.

I can't be without her. She gives me purpose and makes me whole.
Nevertheless, the universe chose a different route. God had a different plan.
And right now, I'm pissed at them both

• Sales Rank: #118475 in eBooks
• Published on: 2015-07-23
• Released on: 2015-07-23
• Format: Kindle eBook

Review

• Sometimes I don't want the perfect book boyfriend. The one with billions & damaged. Sometimes I just need a story that I can sit down, sink my teeth into, finish in one sitting. A story that left me thinking. This book will do that for you~Spicey Biscuit
•  Hottest and most amazing POV I have ever read~My Family's Heart
• 5 Stars is not enough for this book~Romance Junkie
• Feeling his love through his memories blew me away~Amazon Reader
• You see all the sides of Shea: abused child, father & loving husband. 5 Stars~A Whole New World Through Books
• A POV like no other~Dusty Summerfield

Most helpful customer reviews

7 of 7 people found the following review helpful.
Fall in love all over again!!
By My Guilty Obsession Book Blog
First, I was NOT provided an ARC in return for my honest review. I, along with others, were given an opportunity to purchase this book prior to release day. I devoured it in one afternoon and then when I finished it, I needed a glass or bottle of wine. I actually told Cory that too…lol… My response to her after reading it was, “The emotions I went through, holy crap! The story, the love and the heart break and of course, the ending I was not expecting – best.point.of.view.ever!!!”

This will probably be one of the hardest reviews that I have to write. Not because I disliked it but because I don’t think I’ll be able to find the right words to do this book any justice. If you have NOT read Bite & Release, you must do so first or you’ll be completely lost. This is a POV book but not like any POV book you’ll ever read. I don’t normally read POV books because they just seem to repeat everything I’ve already read but this one is completely refreshing. I won’t lie and say that there is nothing from the first book included but the way it’s included is on a different level you’ll feel like you’re learning about Shea & Ryan all over again.

Shea and Ryan have overcome so many things in life but their story isn’t over. This is Shea’s POV but with a twist. You will laugh, be turned on, cry – have the tissues on hand – and be prepared to fall in love all over again with Shea & Ryan. This story just goes to show you how deep love can be.

5 of 5 people found the following review helpful.
What A Mighty Good Man!
By Trisha KK
The Reason I Breathe by Cory Cyr might be better thought of as an extended epilogue mixed with an intense, unique character POV.

After reading Bite & Release I knew waiting for The Reason I Breathe to be available would be torture! The reward for my patience was worth it. Cory Cyr has this way about her writing that just reaches into the very depths of your "feely zone" and takes root for the entire story.

After waiting for so many years to finally be with Ryan, Shea struggles with what his life could possibly be without her. Can he be strong enough without her to even continue on living? He believes in his heart of hearts that he is truly nothing without her. That he has no value or purpose to be around without her.
Shea really battles with some serious mental demons in this story and as he recalls where and who he was during his childhood up to the point that Ryan comes back to Alaska, he starts seriously loosing grip.

This story has it's HEA and leaves no cliffhanger. You MUST read Bite & Release before reading this book or it will be a waste.

5 of 5 people found the following review helpful.
Amazing book
By Hot Girls Read
If I could give this book more stars I would. Right now as I write this review I am still running high on a roller-coaster of emotions. I mentioned once I was terrified to read this book. I was afraid of the ugly cry I might go through. Not for one minute do I regret reading this book.

I loved the story of Ryan Chance and Andrew Seamus Michael from Bite and Release. Book 1 is perfect. Absolutely perfect. Their love story, the drama, perfect.

Book 2...OH! MY! GOD! If there ever was a more perfect book boyfriend Shea is him. A broken man describing his love for his woman. How much more perfect can that get?

There are no ways to describe the ugly cry I went through. I got excited and was crushed, all while falling for everything Shea is going through. What Ryan Is going through.

Do I recommend the book? YES I DO. ARE YOU NUTS? Read book 1 first it is a must. I think Cory did an excellent job telling a story from Shea's POV and I would not ever ask for a different story than the one I read.

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[D607.Ebook] Free Ebook Arab Christians in British Mandate Palestine: Communalism and Nationalism, 1917-1948, by Noah Haiduc-Dale

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Recent conflict in the Middle East has caused some observers to ask if Muslims and Christians can ever coexist. History suggests that relations between those two groups are not predetermined, but are the product of particular social and political circumstances. This book examines Muslim-Christian relations during an earlier period of political and social upheaval, and explores the process of establishing new forms of national and religious identification.

Palestine's Arab Christian minority actively engaged with the Palestinian nationalist movement throughout the period of British rule (1917-1948). Relations between Muslim and Christian Arabs were sometimes strained, yet in Palestine, as in other parts of the world, communalism became a specific response to political circumstances. While Arab Christians first adopted an Arab nationalist identity, a series of outside pressures - including British policies, the rise of a religious conflict between Jews and Muslims, and an increase in Islamic identification among some Arabs - led Christians to adhere to more politicized religious groupings by the 1940s. Yet despite that shift Christians remained fully nationalist, insisting that they could be both Arab and Christian.

• Sales Rank: #966175 in Books
• Published on: 2015-10-01
• Original language: English
• Number of items: 1
• Dimensions: 6.10" h x .60" w x 9.20" l, .0 pounds
• Binding: Paperback
• 232 pages

Review

'Haiduc-Dale offers a chronological history of Palestinian politics that focuses on the particular role in each stage of Christians, whose narratives have often been marginalized or essentialized. In the process, he offers a comprehensive and easy to follow guide to key landmarks in the development of the Palestinian national movement more generally.' -- Liora R. Halperin, International Journal of Middle Eastern Studies

"Arab Christians in British Mandate Palestine is a welcome addition to the literature on the Mandate, on confessional relations within Palestine, and on Palestinian history in general. It is sure to leave its mark and inspire renewed understandings of the role of religion in Palestinian identity generally, particularly (but not exclusively) for Palestinian Christians." --
Michael R. Fischbach, Journal of Islamic Studies

About the Author

Noah Haiduc-Dale is Assistant Professor of History at Centenary College, New Jersey.

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1 of 1 people found the following review helpful.
Five Stars
By Angelos Ypsilantis
A profound and very erudite research on the situation of Christian Communities in Palestine during the British mMandate.

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With modern global communications and transportation and the international nature of politics and commerce, almost every organization requires executives and managers who can deal with people of all cultural backgrounds. This is also true within countries due to the steady flow of people across national borders and the domestic growth of multicultural workforces. Understanding other cultures and developing skills for more effective cross-cultural communication is increasingly more important in the culturally interdependent world of today and tomorrow.

• Sales Rank: #389213 in Books
• Published on: 2013-12-21
• Original language: English
• Number of items: 1
• Dimensions: 9.13" h x .79" w x 7.48" l, .0 pounds
• Binding: Paperback
• 308 pages

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0 of 0 people found the following review helpful.
Excellent introduction to a difficult, and timely, topic.
By Time Bet
An excellent update to the previous version, I use this text every semester with my Intercultural Communication courses. The text provides both an excellent introduction to core concepts, and additional readings from other authors to provide greater depth in key areas. A prior reviewer said that there were a lot of generalizations - which is true of every Intercultural text I have ever seen. And I have read all that I can find, on Amazon or elsewhere. Looks like they only read the first chapter.

I highly recommend this text to anyone looking for a good introduction to the field of intercultural communication, whether as an instructor or someone just interested in learning more about the world around them.

0 of 2 people found the following review helpful.
Four Stars
By coelhom_98
Was for a friends. Very good

0 of 3 people found the following review helpful.
Worst book ever!
By Amazon Customer
Weaver makes a bunch of assumptions and broad generalization. Some info was good (based on Hall). Otherwise, Weaver states nothing new, except for his unqualified statements. Worst book I have ever read.

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• Sales Rank: #857315 in Books
• Published on: 1601
• Binding: Paperback

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