Real ChatGPT answer · index seedu3sHziwVIIccompleteB2B software · data and analytics platformsinformational
How do automated data quality testing frameworks actually work and do they require writing a ton of custom python code?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do automated data quality testing frameworks actually work and do they require writing a ton of custom python code?
1 real search · 1 real-search pass
Great Expectations official documentation expectations validation checkpoints data quality tests dbt data tests official documentation Soda checks YAMLGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (1)
Classes come from the query-classifier (a local Laya model). 1 of 1 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT1 real searches · gpt-6
Great Expectations official documentation expectations validation checkpoints data quality tests dbt data tests official documentation Soda checks YAML Google ↗
- GX Core overview · docs.greatexpectations.io
- What is Soda? · docs.soda.io
- Add data tests to your DAG · docs.getdbt.com