Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney


  • Paperback
  • null
  • Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython
  • Wes McKinney
  • English
  • 03 April 2019
  • B075X4LT6K

Wes McKinney ¹ 5 Download

Download Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython é PDF, eBook or Kindle ePUB free Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Get complete instructions for manipulating processing cleaning and crunching datasets in Python Updated for Python 36 the second edition of this hands on guide is packed with practical case studies that show you how to solve a broad set of data analysis problems effectively Youll learn the latest versions of pandas NumPy IPython and Jupyter in the processWritten by Wes McKinney the creator This book falls somewhere between a manual page providing one example per function and a cookbook tending toward the former Examples are dry and most are constructed using random data There is very little in the way of practical use cases I bought the book hoping to get some inspiration for using numpy andor pandas for some types of analyses I find myself doing but that didn t happen Probably I ve gathered enough overview that I now can put together useful ueries that will provide useful hits on Stack Exchange I wish I had better to say The Conductor you how to solve a broad set of data analysis problems effectively Youll learn the latest versions of pandas NumPy IPython and Jupyter in the processWritten by Wes McKinney the creator This book falls somewhere between a manual page providing one example per function and a cookbook tending toward the former Examples are dry and most are constructed using random data There is very little in the way of practical use cases I bought the book hoping to get some inspiration for using numpy andor pandas for some types of analyses I find myself doing but that didn t happen Probably I ve gathered enough overview that I now can put together useful ueries that will provide useful hits on Stack Exchange I wish I had better to say

Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney

Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython

Download Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython é PDF, eBook or Kindle ePUB free Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Of the Python pandas project this book is a practical modern introduction to data science tools in Python Its ideal for analysts new to Python and for Python programmers new to data science and scientific computing Data files and related material are available on GitHubUse the IPython shell and Jupyter notebook for exploratory computingLearn basic and advanced features in NumPy Numerical This book has been my foundation of using python as a data analystThis book primarily focuses on the pandas Python library which is awesome at processing and organizing data Python pandas is like MS Excel times 100 This is not an exaggeration It also introduces the reader into numpy lower level number crunching and arrays matplotlib data visualizations scikitlearn machine learning and other useful data science libraries The book contains other book recommendations for continuing educationAlthough this would be a challenging book for a brand new Python user I would still recommend it especially if you are currently doing a lot of work in MS Excel and or exporting data from databases I had a few false starts learning Python and my biggest stumbling block was lack of application in what I was learning This book puts practical tools in the reader s hands very uickly I personally don t have time to make goofy games etc that other books have used as practice examples Despite other reviews criticizing the use of random data throughout the book I found the examples easy to follow and useful I would also argue that learning how to generate random data is useful in itself thus the purpose of the numpy random library and that there are practical examples throughout the book Chapter 14 devoted to real world data analysis examplesI am almost finished with my second time through the book this time working through every example This book has been well worth the hours spent in it For context I previously relied on Excel SL and some AutoHotKey This book has significantly improved how I workThanks Wes and team

Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython

Download Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython é PDF, eBook or Kindle ePUB free Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney PythonGet started with data analysis tools in the pandas libraryUse flexible tools to load clean transform merge and reshape dataCreate informative visualizations with matplotlibApply the pandas groupby facility to slice dice and summarize datasetsAnalyze and manipulate regular and irregular time series dataLearn how to solve real world data analysis problems with thorough detailed example This book is generally considered a classic but I am in 2 minds over it It gives an introduction to the Python language which is nice for a beginner It also gives very good introductions to numpy pandas matplotlib and seaborn I had not heard of the latter so the book was of great value there However all of these libraries are huge pandas alone is massive This leaves the author being stuck in terms of how deep to go Some areas are well covered and others are just skimmed over forcing you to look deeper on the internet Adding to the problem is that these libraries are being continually updated I was left with a growing feeling that books like this are becoming redundant There is so much free material online now that if someone stole this book from me it would not make a jot of difference


12 thoughts on “Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

  1. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney This book falls somewhere between a manual page providing one example per function and a cookbook tending toward the former Examples are dry and most are constructed using random data There is very little in the way of practical use cases I bought the book hoping to get some inspiration for using numpy andor pandas for some types of analyses I find myself doing but that didn't happen Probably I've gathered enough overview that I n

  2. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Wes McKinney ¹ 5 Download This is the Python book for the data scientist already knows Python or at least OOP programming but wants to be able to utilize the native and NumPy structures for writing machine learning algorithms Slicing broadcasting

  3. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Wes is the creator of Pandas but he is not an effective writer This has left a bad taste of pandas in my mind A lot of examples created in this book are using random numbers and this is a poor way of teaching someone as it's too abstract Random number generated examples rarely have anything to do with data encountered in real lifeThis book's

  4. says: Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython Wes McKinney ¹ 5 Download Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney As others have said this book provides a good manual If you have a project in mind and some programming background you can adapt the examples in the book to complete the task That said a lot of the book reads as documentation than instruction a

  5. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Wes McKinney ¹ 5 Download Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython This book has been my foundation of using python as a data analystThis book primarily focuses on the pandas Python library which is

  6. says: Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney First of all if you've never used python before find an intro to python This book is for people who are familiar to intermed

  7. says: Wes McKinney ¹ 5 Download Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney This book covers all of the basics that you would want to know to get started in programming in Python for data analysis as the title implies but it doesn't really offer compelling real world examples The data seem to be made up and the analyses don't go into enough detail to help you really learn how pandas and numpy work Overall

  8. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney This book is generally considered a classic but I am in 2 minds over it It gives an introduction to the Python language which is nice for a beginner It also gives very good introductions to numpy pandas matplotlib and seaborn I had not heard of the latter so the book was of great value there However all of thes

  9. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Wes McKinney ¹ 5 Download

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney I have purchased other books for jumping into machine learning using Python but they always somewhat gloss over the basics and you have to accept a bit of magic around Pandas Matplotlib etc to follow along I'm so glad I went back to build a solid foundation with this book so I'm no longer fumbling around with magic commands or spending a huge proportion of time trawling Stack OverflowProbably my favourite aspect of th

  10. says: Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Wes McKinney ¹ 5 Download

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython The content of the book is good The print uality is bad I can see the texts through the pages Most of the figures are poorly printed looks like run out of ink I can understand that this is paperback print but I would expect better uality for £30 book It is too much hassle to return this in the current situation

  11. says: Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney Wes is a great writer and teacher I feel I am learning about data analysis with python by tracing out the code in the book Wes refers to this as strengthening one's muscle memory in my Juptyer notebooks on my laptop than I had from trying moocs on data analysis

  12. says: Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Wes McKinney ¹ 5 Download Free Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython BY Wes McKinney

    Wes McKinney ¹ 5 Download Summary Ì PDF, eBook or Kindle ePUB free ¹ Wes McKinney Read Python for Data Analysis: Data Wrangling with Pandas, NumPy, and IPython A good reference book It did a reasonable job in breaking python data analysis down into consumable chunks however there are many free resources out there that would do an eually good job This book rarely focuses on the bigger picture it rather gives you line of code after line of code without ever going into real world usage of that codeconstruct To use an analogy If I was looking to build a tree house this b

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