Magic ETL
Magic ETL
ETL Process to Analyze Google Reviews and Generate Automated Replies
Hi everyone,
I’m exploring adding a step to an ETL process to analyze Google review data and generate recommended responses using ChatGPT or a similar tool. Currently, I have a Zapier connection set up, but it’s unreliable and inconsistent.
Here’s what I’m looking to achieve:
- Dataset Input: I have a dataset of Google reviews with two columns:
- Star Rating (1–5)
- Review Text
- Desired Output: I want to add a column for "Recommended Reply," where it generates an appropriate response to each review based on its star rating and text content.
Example Input Dataset:
Star Rating | Review Text |
|---|---|
5 | "Amazing service, highly recommend!" |
2 | "Room was not clean, very disappointed." |
4 | "Good experience but could improve food quality." |
1 | "Terrible, will not be coming back." |
Desired Output:
Star Rating | Review Text | Recommended Reply |
|---|---|---|
5 | "Amazing service, highly recommend!" | "Thank you for your kind words! We’re thrilled you had a great experience." |
2 | "Room was not clean, very disappointed." | "We’re sorry to hear about your experience. Please reach out to us directly so we can make it right." |
4 | "Good experience but could improve food quality." | "Thank you for your feedback! We’ll work on improving our food quality." |
1 | "Terrible, will not be coming back." | "We apologize for your experience. Your feedback is important, and we’d like to discuss this further to resolve the issue." |
Questions:
- Has anyone implemented something similar in an ETL?
- Is it possible to integrate ChatGPT or a comparable model (e.g., through an API or a platform like Domo) to generate the "Recommended Reply" column?
I’d appreciate any thoughts, tools, or approaches you’ve used to solve a similar problem. Thanks in advance!
Best Answer
-
Yes this can be done using DomoGPT in a Jupyter Workspace. If you come to Domopalooza, you can hear @nathankilcrease explain how this is done. He may even be willing to help out sooner than that if you ask him very nicely and offer him some legos.
If I solved your problem, please select "yes" above
1
Answers
-
Yes this can be done using DomoGPT in a Jupyter Workspace. If you come to Domopalooza, you can hear @nathankilcrease explain how this is done. He may even be willing to help out sooner than that if you ask him very nicely and offer him some legos.
If I solved your problem, please select "yes" above
1
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