Reasoning Complete! š¤
š Searched knowledge base: To help you use Pandera for validating your datasets with user-supplied rules, I'll look up the best ways to implement this in Python, including how to handle large files and dynamic validation rules.
⢠Searching over 10 data sources from the following: File, Github File, Github Issue, Web
⢠Found 57 documents that could be relevant from the following data sources: Github File, Github Issue, Github Pull Request.
⢠Filtered down to the top 30 most relevant documents.
⢠To help you automate the process of turning your validation_rules.csv into a Pandera schema, I'll look for best practices or examples on how to map CSV-based rules into Pandera's validation system.
⢠Searching over 10 data sources from the following: File, Github File, Github Issue, Web
⢠Found 54 documents that could be relevant from the following data sources: Github File, Github Issue, Github Pull Request.
⢠Filtered down to the top 30 most relevant documents.
⢠To give you the most practical advice, I'll look for examples or best practices on how others have built tools to convert a CSV of validation rules into Pandera schemas, so you can automate this step efficiently.
⢠Searching over 10 data sources from the following: File, Github File, Github Issue, Web
⢠Found 55 documents that could be relevant from the following data sources: Github File, Github Issue, Github Pull Request.
⢠Filtered down to the top 30 most relevant documents.
āļø Generated answer: I now have enough information to give you a clear answer on how to use Pandera for your use case, including how to handle user-uploaded validation rules and what to expect regarding data cleaning.