Wes McKinney 資深數據分析專傢,對各種Python庫(包括NumPy、pandas、matplotlib以及IPython等)等都有深入研究,並在大量的實踐中積纍瞭豐富的經驗。撰寫瞭大量與Python數據分析相關的經典文章,被各大技術社區爭相轉載,是Python和開源技術社區公認的權威人物之一。開發瞭用於數據分析的著名開源Python庫——pandas,廣獲用戶好評。在創建Lambda Foundry(一傢緻力於企業數據分析的公司)之前,他曾是AQR Capital Management的定量分析師。
這本書主要是用 pandas 連接 SciPy 和 NumPy,用pandas做數據處理是Pycon2012上一個很熱門的話題。另一個功能強大的東西是Sage,它將很多開源的軟件集成到統一的 Python 接口。
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
發表於2024-12-30
Python for Data Analysis 2024 pdf epub mobi 電子書 下載
pandas主要基於numpy.ndarray構造瞭更高級的Series和DataFrame數據結構。這本書主要就是說明基於這兩種數據結構的API用法。這些API主要是對原本numpy操作的補充。行列Index在DataFrame的加強對於各種數據邏輯操作幫助比較大。對pyplot的繪圖函數也和兩種數據結構綁定的很好。越...
評分最近這一年來,一直在糾結於各種編程語言,從碩士的matlab到R,然後是perl, shell, awk和sed。最後碰到一個做生物實驗的訪問學者,和我說他都用python分析數據,好吧,看來python我是得必須學瞭。 這本書主要講瞭兩個東西numpy和pandas,本質上就是R的vector和dataframe。由於...
評分 評分 評分中文翻譯(非官方) 在綫閱讀:https://www.jianshu.com/p/04d180d90a3f EPUB:https://github.com/wizardforcel/data-science-notebook/files/1693923/Python.SeanCheney.zip =============================================================================
圖書標籤: Python 數據分析 python大數據分析 Python基礎教程 計算機 編程 python python培訓
beginner's guide
評分beginner's guide
評分例子非常實用,剛開始乾活的時候很多事情照著上麵做就行瞭。
評分其實算是圍繞pandas的一些具體實例應用說明 https://www.kaggle.com/nookki/python-for-data-analysis/notebook https://github.com/wesm/pydata-book
評分就著coursera的一門課翻完瞭。。。代碼太多,有點無聊,不過還算係統。可以拿來當工具書用——
Python for Data Analysis 2024 pdf epub mobi 電子書 下載