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Data diagnostics

Once you upload data, AryaXAI automatically performs a comprehensive analysis of the added datasets for your initial file. This analysis includes data profiling, data modeling, and explainability. You can easily perform these tasks manually at a later stage if needed.

Initiate new data diagnostics

Selecting the 'Refresh Data' tab located at the top right corner of the interface invokes the data profiling task. This will display a dropdown menu where you can select the desired compute server. After choosing the appropriate compute server, click to refresh your data. 

Within the Data Diagnostics tab, AryaXAI also offers an overview of the total data volume, unique features and Warnings.

Data alerts

The Data Warning section highlights any inconsistencies detected in the uploaded analytical data. These warnings encompass various issues, including missing data, high feature correlation, high cardinality, and more.