[W235.Ebook] Download PDF Handbook of Polymer Testing: Physical Methods (Plastics Engineering)From Brand: CRC Press

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The Handbook of Polymer Testing: Physical Methods provides virtually currently used techniques for measuring and testing the physical properties of polymers. A concise but detailed technical guide to the physical testing methods of synthetic polymers in plastics, rubbers, cellular materials, textiles, coated fabrics, and composites, the book analyses a wide array of physical parameters and features complete coverage of mechanical, optical, and electrical, and thermal properties. Topics of interest include sample preparation, time-dependent properties, coated fabrics, weathering, permeability, and nondestructive testing.

• Sales Rank: #4692737 in Books
• Brand: Brand: CRC Press
• Published on: 1999-01-21
• Original language: English
• Number of items: 1
• Dimensions: 10.50" h x 7.50" w x 1.75" l, 3.28 pounds
• Binding: Hardcover
• 860 pages

Features

• Used Book in Good Condition

Review
. . .the handbook is a concise but detailed technical guide to the physical testing methods of [synthetic] polymers.... . . .a very useful reference source to have on one's bookshelf or to consult in the library.
---Journal of Texture Studies
...provides comprehensive coverage of physical testing of polymers in plastics, rubbers, cellular materials, textiles, coated fabrics, and composites....an excellent reference.
---Adhesives & Sealants Newsletter, 2000

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• Published on: 2007-05-22
• Binding: Hardcover

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Are you pulling your selling prices out of thin air? Do you call your competitors and pretend to be a customer to find out how much they charge...and then charge the same thing? Get Real! How Much Should I Charge? Shows you how to price your services so you’ll make money-as much money as you want-on every job! Forget “what the market will bear!” To heck with the “going rate!” *Learn a super simple formula for creating a selling price. *Make sense of budgeting and sales forecasting. *Do what you love . . . and make lots of money! It’s easy, it’s fun . . . it’s basic accounting! Praise for How Much Should I Charge? I’ve just finished your book. Without a doubt, this was the best twenty bucks I’ve spent in years! The information is worth a fortune. I wish I had known some of this stuff five years ago, but like a lot of other contractors, I’ve learned the hard way.” –Jeff Swanson, Mr. Rooter of Western NC Ellen Rohr’s book is a must-read for anyone who is trying to make it in business today. She writes what could be a dry-as-dust subject and makes it fascinating and fun. The woman can write! My only complaint is that I wish she had written it sooner.” –Dan Holohan, Holohan & Associates

• Sales Rank: #1021670 in Books
• Brand: Brand: Bare Bones Biz, Inc.
• Published on: 2011-03-24
• Original language: English
• Number of items: 1
• Dimensions: 10.00" h x .26" w x 8.00" l, .53 pounds
• Binding: Paperback
• 114 pages

Features

• Used Book in Good Condition

About the Author
Ellen Rohr nearly sank her family business! Then, she learned how to energize a simple business plan and make lots of money! She is a columnist for lots of trade magazines – providing “in the trenches” insight that business owners can relate to. As president of Benjamin Franklin Plumbing, a home service franchise company, Ellen helped the company grow from zero to $40 million in sales, 47 locations, in less than 2 years. Ellen is the author of The Weekend Biz Plan, and three other books: The Bare Bones Biz Plan, Where Did the Money Go? and How Much Should I Charge?

Most helpful customer reviews

60 of 61 people found the following review helpful.
Five stars isn't enough For this book
By H.K.
I've been a self emplyed remodeling contractor for 10 years. I've read lots of business books. This one is, in my humble opinion, one of the best.
In "How Much Should I Charge" Ellen Rohr explains the folly of setting a price for your professional services based on the going rate (what others are charging for similar services).
Quoting business sage Frank Blau, she makes the point that being "Busy is easy. Profitability is difficult. And there is only one way to be profitable. Charge more for your services than it costs to create them."
Yeah, it's a basic point, but do you know what YOUR break-even cost per hour is? I didn't either, and that's a common problem in the service trades. If you don't know your costs of being in business, how can you determine a realistic price for your services? A price that allows you to get ahead, not just tread water.
In this book Ellen tells you how to create a selling price based on real numbers. She explains things like overhead and budgets and profit and billable hours and all of that. And the really commendable thing about it is that she manages to present all of this information in an entertaining, easy-to-read maner. There is a lot of rock solid common sense and fundamental business wisdom here and it's not boring or hard to follow like in so many other business books.
You can't read this book without being challenged to reevaluate the approach you take to pricing your services. For most service professionals, that's a reevaluation that is sorely needed.
In short, Ellen's excellent book tells you how to take control of your business; to get in the drivers seat and take it where you want it to go based on real costs of doing business, your own special talents as a service professional, and your own personal goals and dreams in life.
I'd like to share one particularly poignant passage from the book. It is profound. It is true. It's something I can relate to.
"Add up all the real costs of running a business. And charge a selling price that will cover all those costs plus generate a solid double-digit profit for the company. Don't sacrifice everything for the sake of keeping your prices low. Because, when you compromise yourself and your family's well being for the sake of your customer's wallet, something nasty happens. You start treating your customers like dirt.
When you make a great living doing the wonderful work that you do, somethiing marvelous happens; you treat your customers like gold! You thank them for providing you with such a nice living. You go out of your way to do nice things for them."
Some people will find what Ellen says about pricing to be provocative. Some will argue that her system can't work in their business or their area, or whatever. These are the people who equate "busy" with success,but who, despite their busyness never seem to get ahead financially like they would like (and should).
The fact is, Ellen's approach can and does work. I'll vouch for it. And I know there are successful service professionals all over the nation who will vouch for it. To succeed in business without a firm understanding and application of Ellen's pricing principles would be sheer luck.
I'll close with another quote from the book:
"Until YOU change, nothing will change for you"
Get the book. You'll be glad you did.

23 of 24 people found the following review helpful.
Funny reading, easy to understand, and super results!
By J&G
I have been reading several books on the science/art of pricing products and services. I actually ordered this book by mistake. (Sorry Ellen!) The cover made me think it was too goofy, to "entry level" for me. After all, I have been in the consulting business for years. But, I could not put the book down. It took me less than a day to get through the book and the exercises Ms. Rohr included. The manner in which this book is written, a story of a lady interested in starting a business and talking with her business savvy friend, is fantastic. By the time I was done my jaw was on the floor. I was astonished to see the true cost of running my business laid out before me. Figuring out my "break-even point" was a real eye opener and has drastically affected the rates I now charge for my services. The value of this book to anyone struggling to effectively price their goods or services will far outway the cost. The information Ms. Rohr provides can be applied to any industry / business.

3 of 3 people found the following review helpful.
A must for all creative people trying to make a living.
By G. Sellers
Wow !! Finally a helpful book. Being a potter and making each item by hand has always caused me to ask "How much should I charge?". After years of searching for help in this area I came across this wonderful book. Those with MBA's may not need this book, but those of us with BFA's, MFA"s and just plain creative talents will find this book very educational. Ellen's easy reading style and logical approach to pricing makes this book a "must have". Many myths about pricing are pointed out, like charging what every one else does or what the market will bear. If I am to make a living creating handmade items it is important to identify my customer and realize I am not competing with mass produced products. Thank you Ellen for putting me on the road to profitablity.

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[T242.Ebook] Download PDF Alphabet Puke: Monsters' Medicine A-Z, by Quinn Cole

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Monsters get sick too? Yes! And, sometimes they need help understanding what makes them feel weird or woozy. This light-hearted approach to biology and healing offers young readers lots of medicinal giggles for a speedy recovery. Colorful A-Z illustrations and simple language explain such things as how casts set bones, fevers flare, and diabetes occurs. Even those who quake at the mere mention of "medicine" will be eager to discover all the zany monsters and their health adventures. For children 4-8 years of age, ALPHABET PUKE! is a perfect find for family, friends, and healthcare providers. Trips, falls, and illness happen, but they don't stop these monster friends from having fun! Join them as they experience broken bones, nosebleeds, and even laryngitis, while also learning how things like eardrums and joints work. From beginning to end, these monsters never let sickness slow them down! Full of cartoony illustrations that help take the scariness out of illness and medical treatment, this zany book is sure to tickle the funny bone and provide lots of healing giggles. Kid-friendly internet medical resources with puzzles and interactive games offer an added resource in the back of the book.

• Sales Rank: #4206949 in Books
• Published on: 2013-03-04
• Original language: English
• Number of items: 1
• Dimensions: 8.50" h x .9" w x 8.50" l, .17 pounds
• Binding: Paperback
• 32 pages

Review
"A charming collection of monsters romp through Cole's illustrated abecedarian debut loosely based on health and
wellness terms... young readers will enjoy the vivid, colorful illustrations reminiscent of Pixar's Monsters, Inc." - Kirkus Reviews

From the Author
I love creating stories and sharing adventures with my own four monsters. Enjoy sharing childhood ups and downs with your own monsters through sickness and health!

From the Back Cover
Join these monsters as they decode symptoms from A-Z as hiccups happen, fevers flare, warts grow, and more!And next time you wonder, "What's going on?" and you're feeling kind of weird. Remember these clues to the medical maze and soon you'll have nothing to fear.

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0 of 0 people found the following review helpful.
Takes the "scary" out of a Doctor visit.
By Possumama
This book was a great idea for taking the scary unfamiliarity out of many words a child might hear at a doctor visit. I sent one to my friend, a physician, to leave out in her waiting room. The illustrations are wonderfully goofy and engaging without being the least bit frightening. The rhyming prose makes it a comfortable read-aloud for parents to share with their children and an easy segue into deeper discussion.

0 of 0 people found the following review helpful.
My daughter loves it!
By Bryn
This is such a cute idea for a kids book. It goes over all of the basic illnesses and medical problems children face. My daughter thinks it's so fun that she wants to be like the monsters and go to the doctor too! The pictures are really bright and fun so I enjoy reading it as well. It also looks great on the iPad in the e-version.

0 of 0 people found the following review helpful.
It's great!
By Richard
There's nothing quite like this gem of a book. The whole family loves it! It's not only great for kids, but it's timely choices (like "Diabetes") are useful for helping adults focus on teaching thier children about important current health topics. Great read!

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The pursuit of spiritual realization is no longer solely the domain of the yogi who sits in a lonely cave in the Himalayas, or the monk who lives an utterly spotless life behind monastery walls. This is a story of awakening, told by an American whose journey took him from India to Bali and back home to himself. Michael was a seeker who explored India with world-renowned teacher Amma, then came face to face with demons at the side of a modern-day Balinese energy master. Along the way he experienced revelations that he once thought were only available to the spiritual recluse. This tale offers some extraordinary glimpses of the Reality that is hidden behind the mundane world—a Reality that is available to anyone. Both the novice seeker and the long-time practitioner of any spiritual discipline will find this genuine account of life on the mystical road entertaining, accessible, and inspiring.

• Sales Rank: #2996068 in Books
• Published on: 2013-11-19
• Original language: English
• Number of items: 1
• Dimensions: 8.00" h x .61" w x 5.25" l, .62 pounds
• Binding: Paperback
• 242 pages

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3 of 3 people found the following review helpful.
Open, honest and inspiring
By CarolvK
I too didn't want to put this book down! Michael shares his spiritual experiences as he travels with and learns from his teachers with great clarity and humility. His is honest and open about his own path and his wonderings and doubts about his teachers, in addition to his reverence and love for them. I felt as though I were sharing his journey and that has helped me to crystalize, clarify and understand some of my own experiences - an invaluable service to the reader! Thank you, Michael. I await your next book!

4 of 5 people found the following review helpful.
Inspirational, honest, simple and delicious food for the one who is wanting to return home to him or herself!
By R.J. van Os
Thank you, Michael for this most delicious book, taking me from my beloved India to Bali. I read the book almost in one go, except for a bit of sleep in between :-). So inspirational, honest and simple at the same time. A helpful read for anyone who is starting, or stuck on the spiritual journey. Thank you! Roelie van Os

1 of 1 people found the following review helpful.
Contains Lessons for All
By Becca Chopra
Michael L. Dales' memoir is at once a cautionary tale as well as an inspirational guide for those awakening to their spiritual journey.

Based on journals he kept while a devotee of Amma in India and The Great Healer in Bali, Dales writes an intriguing, honest, behind-the-scenes look at ashram life, following a guru, and both his good and difficult experiences seeking spiritual awakening.

I was especially inspired by his closing words that "anyone who earnestly chooses to embark on a spiritual journey - regardless of what they believe about themselves - can become a vessel for the Light that illuminates the world." And the world needs Light Workers today more than ever.
Namaste!
Becca Chopra, author of The Chakra Energy Diet

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[A781.Ebook] Download Ebook Where Land and Water Meet: A Western Landscape Transformed (Weyerhaeuser Environmental Books), by Nancy Langston

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Water and land interrelate in surprising and ambiguous ways, and riparian zones, where land and water meet, have effects far outside their boundaries. Using the Malheur Basin in southeastern Oregon as a case study, this intriguing and nuanced book explores the ways people have envisioned boundaries between water and land, the ways they have altered these places, and the often unintended results.

The Malheur Basin, once home to the largest cattle empires in the world, experienced unintended widespread environmental degradation in the late nineteenth and early twentieth centuries. After establishment in 1908 of Malheur National Wildlife Refuge as a protected breeding ground for migratory birds, and its expansion in the 1930s and 1940s, the area experienced equally extreme intended modifications aimed at restoring riparian habitat. Refuge managers ditched wetlands, channelized rivers, applied Agent Orange and rotenone to waterways, killed beaver, and cut down willows. Where Land and Water Meet examines the reasoning behind and effects of these interventions, gleaning lessons from their successes and failures.

Although remote and specific, the Malheur Basin has myriad ecological and political connections to much larger places. This detailed look at one tangled history of riparian restoration shows how―through appreciation of the complexity of environmental and social influences on land use, and through effective handling of conflict―people can learn to practice a style of pragmatic adaptive resource management that avoids rigid adherence to single agendas and fosters improved relationships with the land.

• Sales Rank: #852829 in Books
• Published on: 2006-01-09
• Original language: English
• Number of items: 1
• Dimensions: 9.02" h x .61" w x 5.98" l, .80 pounds
• Binding: Paperback
• 248 pages

Review
"In Where Land and Water Meet, environmental historian Nancy Langston delivers an intricate, well-researched exposé of how changes in human values and social goals have informed land use and land management decisions at the present-day Malheur National Wildlife Refuge..[T]his is an excellent example of environmental history by an experienced researcher and writer."―Ecological Restoration

"Where Land and Water Meet is a thoughtful journey along the borders between land and water, between the human and the natural. A timely examination of the creation and evolution of Malheur National Wildlife Refuge, it coincides with the centennial of the refuge system and more recent conflicts involving the water resources of the Pacific Northwest."―Environmental History

"A sophisticated yet accessible analysis of the intersection of nature and culture. More importantly, however, it moves beyond simple criticisms of the problems inherent in wildlife and natural resource management and advances a nuanced program for those invested in land management, outdoor recreation, farming, ranching, and the environment."―H-Net Book Review

"A scholarly gem linking past, present, and future land policies..[T]his much needed case history effectively links the management history of wetlands with modern theories of landscape ecology and adaptive management. It is concise, well written, and compelling."―Pacific Northwest Quarterly

"As with her previous work, Langston demonstrates a knack for using detailed case studies to reflect on changes throughout the West, and indeed, the relationship between people and the natural world. Though trained in ecology, Langston is also a skilled historian and graceful writer. Environmental historians pride themselves on their ability to synthesize scientific and historical knowledge. Once again, Langston demonstrates that she does this better than almost anyone in the field."―Journal of the History of Biology

Review
"In the remote wetlands of eastern Oregon’s Malheur National Wildlife Refuge, Nancy Langston has found a new western parable. Where Land and Water Meet is an engaging history of desolate high desert wetlands with vital implications for natural landscapes everywhere."―Ann Vileisis, author of Discovering the Unknown Landscape: A History of America’s Wetlands

"Tightly argued, cogent, and eminently readable . . . Where Land and Water Meet will find a wide readership among . . . historians, range managers, ranchers, and environmental groups."―Mark Fiege, author of Irrigated Eden: The Making of an Agricultural Landscape in the American West

"Where Land and Water Meet, in a profoundly insightful manner, details the story of social forces at play in managing the ecology of the Malheur National Wildlife Refuge in southeastern Oregon. I grew up in the same territory, in agriculture, managing land and water, responsible for mistakes just like those made at Malheur, and it looks to me as if Nancy Langston's got the story dead right. But she gives us more than history, she also proposes a useable problem-solving model. This book is a gift. The American West, and the world, need many more like it."―William Kittredge, author of Owning It All

From the Publisher
"In the remote wetlands of eastern Oregon’s Malheur National Wildlife Refuge, Nancy Langston has found a new western parable. Where Land and Water Meet is an engaging history of desolate high desert wetlands with vital implications for natural landscapes everywhere."--Ann Vileisis, author of Discovering the Unknown Landscape: A History of America’s Wetlands

"Tightly argued, cogent, and eminently readable . . . Where Land and Water Meet will find a wide readership among . . . historians, range managers, ranchers, and environmental groups."--Mark Fiege, author of Irrigated Eden: The Making of an Agricultural Landscape in the American West

"Where Land and Water Meet, n a profoundly insightful manner, details the story of social forces at play in managing the ecology of the Malheur National Wildlife Refuge in southeastern Oregon. I grew up in the same territory, in agriculture, managing land and water, responsible for mistakes just like those made at Malheur, and it looks to me as if Nancy Langston's got the story dead right. But she gives us more than history, she also proposes a useable problem-solving model. This book is a gift. The American West, and the world, need many more like it."--William Kittredge, author of Owning It All

Most helpful customer reviews

0 of 0 people found the following review helpful.
Excellent book about ecology and land use conflicts in the arid West.
By John Pastor
None of the recent news reports I have read or heard about the recent occupation of the wildlife refuge in the Malheur Basin (including in the New York Times and on NPR) did justice to the deep history of land use and the environment there. The real story is much more complex and nuanced than just ranchers vs. the government. Nancy Langston's book unfolds the rich history of Native Americans, ranchers, homesteaders, wildlife managers, and environmental groups who arrived in the basin in that order, and how they viewed and tried to control the distribution of water in this sagebrush desert for different ends. Therein lies the conflict. Each of these groups accomplished some good, but each also distorted ecological processes to their own detriment and that of the other groups. The last chapter is a superb exposition of adaptive management and how it relates to the distinctly American philosophy of Pragmatism developed by John Dewey and William James. I am not usually a fan of philosophy, but I found this chapter very intriguing; it motivated me to read more of James's writing and other books that take a similar approach.

0 of 0 people found the following review helpful.
pragmatic, not polemical
By Montana
ordered this while the Malheur Standoff/occupation was going on. Excellent work on a vital and beloved area, with good documentation.It as not all about birds and cattle. The role of Fish and Woldlife managers, for better or worse, is made very clear. The dashed hopes of early homesteader and squatters, who were great grandparents of present day citizens, is also clear...explains a lot from a sociological point of view. For example the squatter kids who would swim out to a nest to collect eggs and catch and kill swans for dinner.Not sport, subsistance. One thing left to explain is how a "river" that used to be called "Donner und Blitzen" became just "Blitzen"

0 of 0 people found the following review helpful.
This book is well researched, and Nancy Langston's analysis ...
By Hamma
This book is well researched, and Nancy Langston's analysis is thoughtful. President Grant was a very careless leader, and the result was a mess. For many reasons this book should be required reading.

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[H591.Ebook] PDF Ebook Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, by Wes McKinney

PDF Ebook Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, by Wes McKinney

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Python for Data Analysis is concerned with the nuts and bolts of manipulating, processing, cleaning, and crunching data in Python. It is also a practical, modern introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you’ll need to effectively solve a broad set of data analysis problems. This book is not an exposition on analytical methods using Python as the implementation language.

Written by Wes McKinney, the main author of the pandas library, this hands-on book is packed with practical cases studies. It’s ideal for analysts new to Python and for Python programmers new to scientific computing.

• Use the IPython interactive shell as your primary development environment
• Learn basic and advanced NumPy (Numerical Python) features
• Get started with data analysis tools in the pandas library
• Use high-performance tools to load, clean, transform, merge, and reshape data
• Create scatter plots and static or interactive visualizations with matplotlib
• Apply the pandas groupby facility to slice, dice, and summarize datasets
• Measure data by points in time, whether it’s specific instances, fixed periods, or intervals
• Learn how to solve problems in web analytics, social sciences, finance, and economics, through detailed examples

• Sales Rank: #6010 in Books
• Published on: 2012-11-01
• Released on: 2012-11-01
• Original language: English
• Number of items: 1
• Dimensions: 9.19" h x .90" w x 7.00" l, 1.59 pounds
• Binding: Paperback
• 466 pages

About the Author

Wes McKinney is the main author of pandas, the popular open sourcePython library for data analysis. Wes is an active speaker andparticipant in the Python and open source communities. He worked as aquantitative analyst at AQR Capital Management and Python consultantbefore founding DataPad, a data analytics company, in 2013. Hegraduated from MIT with an S.B. in Mathematics.

Most helpful customer reviews

103 of 111 people found the following review helpful.
A book about tools that fills a need in scientific computing
By Jason Wirth
Python For Data Analysis is a book about tools. Python is an excellent general purpose language that has developed some niche applications, science being one of them due to some excellent libraries such as NumPy, SciPy, IPython, Matplotlib, and increasingly Pandas -- which Wes created. Collectively these tools form the basis of the "scientific computing stack" and are utilized by anyone who gets their hands dirty with data.

To steal from the book, Wes states, "This book is concerned with the nuts and bolts of manipulating, processing, cleaning, and crunching data in Python. It is also a practical introduction to scientific computing in Python, tailored for data-intensive applications. This is a book about the parts of the Python language and libraries you'll need to effectively solve a broad set of data analysis problems. This book is NOT (author's emphasis) an exposition on analytical methods using Python as the implementation language."

This is a book for any level of professional, researcher, or academic working with data. You could be a beginner who wants to get started, a professional coming from discipline rooted in another language like Matlab, or even someone seasoned in data-manipulation with Python who wants to get more work done in less time with greater ease.

While Pandas is the main focus of the book, sections dedicated to IPython (a shell for interactive execution) and NumPy (Matlab-like vectorized arrays) means there is something for everyone. For example, you might already use IPython, but not to its fullest potential. Wes shows how to be more efficient using the interactive debugger.

Amazon limits their ratings to 5-stars, but if I gave a star for every time I learned something new that made my analysis easier this book would be off the charts!

175 of 201 people found the following review helpful.
dive into pandas and NumPy
By R. Friesel Jr.
Wes McKinney's "Python for Data Analysis" (O'Reilly, 2012) is a tour pandas and NumPy (mostly pandas) for folks looking to crunch "big-ish" data with Python. The target audience is not Pythonistas, but rather scientists, educators, statisticians, financial analysts, and the rest of the "non-programmer" cohort that is finding more and more these days that it needs to do a little bit-sifting to get the rest of their jobs done.

First, two warnings:

1. **This book is not an introduction to Python.** While McKinney does not assume that you know *any* Python, he isn't exactly going to hold your hand on the language here. There is an appendix ("Python Language Essentials") that beginners will want to read before getting too far, but otherwise you're on your own. ("Lucky for you Python is executable pseudocode"?)

2. **This book is not about theories of data analysis.** What I mean by that is: if you're looking for a book that is going to tell you the *types* of analyses to do, this is not that book. McKinney assumes that you already know, through your "actual" training, what kinds of analyses you need to perform on your data, and how to go about the computations necessary for those analyses.

That being said: McKinney is the principal author on pandas, a Python package for doing data transformation and statistical analysis. The book is largely about pandas (and NumPy), offering overviews of the utilities in these packages, and concrete examples on how to employ them to great effect. In examining these libraries, McKinney also delves into general methodologies for munging data and performing analytical operations on them (e.g., normalizing messy data and turning it into graphs and tables). McKinney also delves into some (semi) esoteric information about how Python works at very low levels and ways to optimize data structures so that you can get maximum performance from your programs. McKinney is clearly knowledgeable about these libraries, about Python, and about using those tools effectively in analytical software.

So where do I land on "Python for Data Analysis"? If you're looking for a book that discusses data analysis in a broad sense, or one that pays special attention to the theory, this isn't that book. If you're looking for a generalist's book on Python--also not this book. However, if you've already selected Python as your analytical tool (and it sounds like it's more/less the de facto analytical tool in many circles) then this just might be the perfect book for you.

---

DISCLOSURE: I received an electronic copy of this book from the publisher in exchange for writing a review.

129 of 147 people found the following review helpful.
A tutorial in need of editorial work; not comprehensive; not a useful reference
By Richard C. Yeh
I think this book is genuinely trying to be helpful, by giving an extended tutorial on the pandas library; but the tutorial covers only selected topics, and needs to be supplemented with a comprehensive function reference. The narrative also needs to be cut with the help of a strict editor.

If you are trying to decide whether to learn to use the pandas library, this book is for you. It starts with an example of how python and the pandas library can make it easy to do some basic analyses of data, and then develops more specialized chapters: summary statistics, data storage, data transformation (merging and joining), plotting, aggregation, time-series, special considerations for financial or economic data, advanced special topics.

Once I decided to use the pandas library, the book suddenly became less useful. The author has a verbose pedagogical style, and the book never departs from its tutorial perspective. Functions are introduced with examples but no definitions, and it's hard to find the rare summaries of functions, function arguments, or discussion suggesting when to use one method instead of another.

If you want to do something very close to what's done in an example, it's easy to follow along. Once you want to do something not emphasized or covered by an example, there is no guidance, no reference or dictionary section to give any hint about where I might search next --- google will probably direct you to stackoverflow.com, or the official pandas documentation site.

For example, suppose you have loaded your data into a DataFrame, and you want to use another column as the index. The book has several pages on the useful reindex() method, but that method is for resampling the data. Instead, you want set_index() --- but the book only mentions set_index() in passing, without saying what it does, far from the section where the DataFrame index is covered.

There have been some attempts to remedy this, with "quick reference cards" for pandas --- but they are in general also not comprehensive.

Finally, there is little guidance on the kinds of problems where you would be better served using numpy or some other tool instead of pandas. (There are a few paragraphs on areas where you might not want to use python.)

[Update: by mid 2013, the API reference at the official pandas documentation has the comprehensive listings that I was looking for --- see http pandas.pydata.org pandas-docs stable api.html . By version 0.12.0, all of the various function arguments seem to have been described with examples of acceptable settings. Also, the data analytical work (as opposed to cleaning and organization) has moved to the related statsmodels project, which requires pandas. So, to use that, it's important to be familiar with pandas.]

To the editor:

On many pages, there is some comment, phrasing, or trivial fact that I would have eliminated. Example:

"In some cases, a table might not have a fixed delimiter, using whitespace or some other pattern to separate fields. In these cases, ..."

"In part for legacy reasons (much earlier versions of pandas), DataFrame's join method ..."

"In my experience, having to align data by hand (and worse, having to verify that data is aligned) is a far too rigid and tedious way to work. It is also rife with potential for bugs due to combining misaligned data."

This is a technical publication, not a narrative!

Many of the code examples break across physical and PDF pages, which create small interruptions when reading. This may be hard to avoid when about half the text space is occupied by worked examples.

last line on page 129: a b c d a b c d e

first line on page 130: 0 0 1 2 3 0 0 1 2 3 4

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Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython, by Wes McKinney PDF