Scrape Yelp review data

December 15, 2020 01:24
Updated

In this tutorial, we are going to introduce how to scrape Yelp review data. We will go through the detail page of each coffee shop to scrape the shop name, the reviewer's name, and the comment.

To follow through you might want to use the URL in this tutorial:

https://www.yelp.com/search?find_desc=Coffee+%26+Tea&find_loc=Seattle%2C+WA&ns=1

This tutorial will also cover:

Modify XPath to locate the desired price data accurately

Main steps in the tutorial: [Download demo task file here ]

"Go To Web Page" - open the targeted web page
Create a pagination loop - scrape all the results from multiple pages
Create a "Loop Item" - loop click into each item on each list
Extract data - loop capture review information on the list for extraction
Customize the data field by modifying XPath – improve the accuracy of a certain data field (Optional)
Start extraction - run the task and get data

1. "Go To Web Page" - open the targeted web page

Click "+ Task" to start a new task with Advanced Mode

Advanced Mode is a highly flexible and powerful web scraping mode. For people who want to scrape from websites with complex structures, we strongly recommend "Advanced Mode" to start your data extraction project.

Paste the URL into the "Website" box and click "Save URL" to move on
Click “Save URL” and go to the target website.

2. Create a pagination loop - scrape all the results from multiple pages

Scroll down and click the "Next Page" button on the web page
Click "Loop click next page" on the "Action Tips" panel

As this website applies the AJAX technique to load the new content, we need to set up "AJAX load" to help Octoparse avoid being stuck.

Uncheck "Auto-Retry"
Check "AJAX Load" and set up "AJAX Timeout" as "3" seconds

Tips!

To know more about AJAX, please refer to:

3. Create a "Loop Item" - loop click into each item on each list

We are now on the second page. When creating a "Loop Item", we should always start with the 1st item on the 1st page.

Click "Go To Web Page" in the workflow.
Select the pagination loop in the workflow

By doing this, we can help Octoparse decide the execution order and generate the Loop Item at the appropriate position in the workflow.

Click the first cafe item
Click "Select All" on the "Action Tips" panel
Select "Loop click each URL"

4. Extract data - loop capture review information on the list for extraction

This tutorial will only scrape the 1st page of review information for demonstration. If you need to scrape multiples pages of reviews, just need to create another pagination loop.

Click cafe name on the web page
Click "Extract text of selected element" on the "Action Tips" panel

Now, let's build a "Loop item" to have all reviews captured.

Click first and second comment sections consecutively

Please be noticed to select the whole comment block. Octoparse will automatically identify all the comment sections on the page based on the pattern you've just defined.

Click "Extract text of the selected elements"

A "Loop Item" will be automatically generated and added to the workflow. By default, Octoparse automatically extracts from the item selected; however, if this is not exactly what you are looking for, you can delete the fields and add new ones you need as below.

Delete the unwanted data fields
Select the data you want in the comment area, like the username, location, and comment
Rename the fields by selecting from the predefined list or inputting on your own
Click "Extract text of the selected element" on the "Action Tips" panel
Click "OK" to save

Tips!

Here is a tutorial for capturing a list of items:

Getting data - Capture a list of items

5. Customize the data field by modifying XPath – improve the accuracy of a certain data field (Optional)

In this case, the cafe names are not always located in the same place on different detail pages. So to avoid data missing raised by this irregular location issue, we need to modify XPath in Octoparse to ensure the element on each page to be precisely detected.

The revised XPath of the cafe name is:

.//*[@id='wrap']/div[3]/div/div[1]/div[3]/div/div/div[2]/div[1]/div[1]/div/div[1]/h1

Click "Customize data field"
Select "Customize XPath"
Paste the revised XPath into the "Matching XPath" text box
Click "OK" to save

Tips!

To improve the accuracy of a certain data field, modifying XPath in Octoparse is highly recommended. Here are some related tutorials you might need:

6. Start extraction - run the task and get data

Click "Save"
Click "Start Extraction" on the upper left side
Select "Local Extraction" to run the task on your computer, or select "Cloud Extraction" to run the task in the Cloud (for premium users only)
For a premium user, Cloud Extraction is highly recommended.