Can Predictor replace Empty values based on another column?
Hi, I have a large dataset with a "Category" column where about 10% of the records are missing a category. I would like to use Predictor or another tool to fill in the empty categories by looking at a Description column and seeing what Category is assigned to other records with the same or similar description. I created a small test Excel file to see if any of the tools work. I tried using Predictor, but it is not producing the desired result. It seems like maybe I am not using the Predictor tool properly. I am sorry, but the documentation on this is not very thorough. Is there a formula or natural language pattern that I should be typing in?
Comments
-
Hi Kristine,
To categorize records with missing categories using the "Classifier" or "Predictor," here are the streamlined steps:
- Isolate the rows with missing categories using the "Filter" tool. This filtered dataset should be uploaded as a separate file or exported within the app.
- Train your model by selecting the Category column as your target in the "Classifier/Predictor" tool. It will treat other columns as features to make its predictions. Once set up, click "Build" to create your model.
- For predictions, use the "Export" tool. In its configuration panel, click "Export now," and in the pop-up, change the input to the file with missing categories. Click "Export now", and Symon.AI will predict the missing categories.
- You can download the predicted categories from the Exports page.