Data Enrichment using ChatGPT

Dataset Finder powered by ChatGPT API




Zoho DataPrep helps you enrich your data by enabling you to find new datasets based on your requirement using ChatGPT API integration, a generative artificial intelligence developed by OpenAI. You can use these datasets for data enrichment purposes. To enable this feature in your DataPrep organization, go to the OpenAI Integration tab in the Settings page. Click here to know more about enabling OpenAI integrated features. 

Here's a quick video on ChatGPT API integration with Zoho DataPrep. 



Here's a quick demo on the features powered by OpenAI in Zoho DataPrep. 



Data Privacy Notice : Zoho DataPrep utilizes OpenAI's ChatGPT API, an external service based in the USA, subject to OpenAI's Terms of Use . Please be aware that the information sent to OpenAI depends on the access provided by you, the user. The data shared with ChatGPT is based on the features you enable. Details such as column names and/or selected cell data will be shared based on each feature. You can choose to enable or disable each feature based on the level of data you want to share. Therefore, exercise caution while using this service and ensure that the data you provide does not contain confidential or personal information.

Go to OpenAI Integration in the Settings page to learn more about configuring this integration.

Notes
  1. The generative response are coming in from ChatGPT's training data. Accuracy, consistency, and relevance of the response are subjective to the type of prompts and the data available in its training set. 
  2. ChatGPT doesn't respond to prompts about personal information.

Data Enrichment powered by OpenAI ChatGPT API

1. Create a pipeline or open an existing pipeline from the Home Page, Pipelines tab or Workspaces tab and click the Add data option. You can also click the Import data option under the Workspaces tab to import data.  
Info: You can also click the Import data  icon at the top of the pipeline builder and bring data from multiple sources into the pipeline.




2. Choose the Zoho Apps  category from the left pane and click Find new dataset with ChatGPT. You can also directly search the option in the search box.



3. Provide a hint about the type of data you are looking for in the Instruction prompt. For example, create a dataset for salesforce CRM instagram "Liked" list. You can also insert one of the prompts from the Insert hints section.



4. Click Fetch data and you will see a preview of the data generated by ChatGPT.



5. Click the Import button to import data.  Once you import data successfully, it will take you to the Pipeline builder page where you can start applying transforms. You can also right-click the stage and choose the Prepare data option to prepare your data in the DataPrep Studio page. Click here to know about transforms.

Note: The datasets generated can be used for data enrichment purposes by blending or merging the generated data with other datasets using append or join transforms.



6. Once you are done creating your data flow and applying necessary transforms in your stages, you can right-click a stage and add a destination to complete your data flow.

Note:  After adding a destination to the pipeline, you can try executing your pipeline using a manual run at first. Once you make sure manual run works, you can then set up schedule to automate the pipeline. Learn about the different types of runs here.

Here are some sample prompts for you to try out

a. Create a dataset of sales tax rates by state in the US.



b. Create a dataset for places with the highest average temperature in the US.




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