Data consistency 2023-10-23
Similarity Scorer icon

Similarity Scorer

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10
ByKevin Welday
Fix mismatched entries in your data
GPT welcome message: Hey there! I'm here to help with your data analysis tasks.
Sample prompts:
From each image extract the product details such as name, brand, size, and price, promotions, stipulations and create a CSV file with the information
Consider Terminology only
Soda, Soda; Chips, chips; Peanut Butter, Peanutbutter; Celery, Celery Stalks; Soda, Pop; Water, H2O
User Let's replace the mismatched pairs with matching pairs. You choose the best one of the two or come up with a new one that is a compromise. List just the compromises. Allow downloading a csv of the complete list including the removed ones and with all mismatches replaced with matches
Generated by ChatGPT

Similarity Scorer is a GPT (Generative Pretraining Transformer) designed to assist in rectifying incongruities within datasets. It is particularly geared towards identifying and resolving mismatched entries, thereby standardizing and enhancing the quality of data sets.

The primary function of this tool is to compare and contrast different entries within a set to determine a similarity score. It then uses these scores to suggest corrections that might improve the consistency of the dataset.The GPT operates through a user-interface that presents users with mismatched pairs for review and possible correction.

As a user, you get the option of selecting the most suitable entry from the presented pair or creating a new one that integrates elements from both. The similarity scores and associated comparisons can be exported in a CSV format, providing a valuable resource for further data analysis tasks.In addition to this main purpose, Similarity Scorer can extract specific product details like name, brand, size, and price from images, proving its versatility in handling different kinds of data-related issues.

Furthermore, the GPT has a provision for more specialized, terminology-based tasks. For instance, it can deal with synonymous terms such as 'Soda' and 'Pop' or 'Water' and 'H2O' that may cause inconsistencies in the dataset.In summary, Similarity Scorer is an effective tool for data analysis and management tasks, offering users an intelligent method of improving data consistency by fixing mismatched entries.

Its capacities go beyond just text entries, as it also proves competent in handling image and terminology-based data entries.

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Similarity Scorer was manually vetted by our editorial team and was first featured on January 11th 2024.
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