Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
Jupyter for Data Science

You're reading from   Jupyter for Data Science Exploratory analysis, statistical modeling, machine learning, and data visualization with Jupyter

Arrow left icon
Product type Paperback
Published in Oct 2017
Publisher Packt
ISBN-13 9781785880070
Length 242 pages
Edition 1st Edition
Languages
Tools
Arrow right icon
Author (1):
Arrow left icon
Dan Toomey Dan Toomey
Author Profile Icon Dan Toomey
Dan Toomey
Arrow right icon
View More author details
Toc

Table of Contents (11) Chapters Close

Preface 1. Jupyter and Data Science FREE CHAPTER 2. Working with Analytical Data on Jupyter 3. Data Visualization and Prediction 4. Data Mining and SQL Queries 5. R with Jupyter 6. Data Wrangling 7. Jupyter Dashboards 8. Statistical Modeling 9. Machine Learning Using Jupyter 10. Optimizing Jupyter Notebooks

Evaluating Yelp reviews


We read in the processed Yelp reviews using this script and print out some statistics of the data:

reviews <- read.csv("c:/Users/Dan/yelp_academic_dataset_review.csv")

I usually take a look at some of the data once loaded to visually check that things are working as expected. We can do this with a head() function call:

head(reviews)

Summary data

All of the columns appear to be correctly loading. Now, we can look at summary statistics for the data:

summary(reviews)

There are several points in the summary worth noting:

  • Some of the data points I had assumed would be just TRUE/FALSE, 0/1 have ranges instead; for example, funny has a max value over 600; useful has a max 1100, cool has 500.
  • All of the IDs (users, businesses) have been mangled. We could use the user file and the business file to come up with exact references.
  • Star ratings are 1-5, as expected. However, the mean and median are about a 4, which I take as many people only take the time to write good reviews.

Review...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image