更新时间：2021-07-08 09:23:06
coverpage
Title Page
Copyright
Jupyter for Data Science
Credits
About the Author
About the Reviewers
www.PacktPub.com
Why subscribe?
Customer Feedback
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Errata
Piracy
Questions
Jupyter and Data Science
Jupyter concepts
A first look at the Jupyter user interface
Detailing the Jupyter tabs
What actions can I perform with Jupyter?
What objects can Jupyter manipulate?
Viewing the Jupyter project display
File menu
Edit menu
View menu
Insert menu
Cell menu
Kernel menu
Help menu
Icon toolbar
How does it look when we execute scripts?
Industry data science usage
Real life examples
Finance Python - European call option valuation
Finance Python - Monte Carlo pricing
Gambling R - betting analysis
Insurance R - non-life insurance pricing
Consumer products R - marketing effectiveness
Using Docker with Jupyter
Using a public Docker service
Installing Docker on your machine
How to share notebooks with others
Can you email a notebook?
Sharing a notebook on Google Drive
Sharing on GitHub
Store as HTML on a web server
Install Jupyter on a web server
How can you secure a notebook?
Access control
Malicious content
Summary
Working with Analytical Data on Jupyter
Data scraping with a Python notebook
Using heavy-duty data processing functions in Jupyter
Using NumPy functions in Jupyter
Using pandas in Jupyter
Use pandas to read text files in Jupyter
Use pandas to read Excel files in Jupyter
Using pandas to work with data frames
Using the groupby function in a data frame
Manipulating columns in a data frame
Calculating outliers in a data frame
Using SciPy in Jupyter
Using SciPy integration in Jupyter
Using SciPy optimization in Jupyter
Using SciPy interpolation in Jupyter
Using SciPy Fourier Transforms in Jupyter
Using SciPy linear algebra in Jupyter
Expanding on panda data frames in Jupyter
Sorting and filtering data frames in Jupyter/IPython
Filtering a data frame
Sorting a data frame
Data Visualization and Prediction
Make a prediction using scikit-learn
Make a prediction using R
Interactive visualization
Plotting using Plotly
Creating a human density map
Draw a histogram of social data
Plotting 3D data
Data Mining and SQL Queries
Special note for Windows installation
Using Spark to analyze data
Another MapReduce example
Using SparkSession and SQL
Combining datasets
Loading JSON into Spark
Using Spark pivot
R with Jupyter
How to set up R for Jupyter
R data analysis of the 2016 US election demographics
