Data Schematics: Neuro-symbolic, Visual Data Dictionaries in the Age of AI

jqnatividad · August 20, 2026, 9:00am

Hi folks!

We recently released qsv 22.01 - our “Data Schematic” release.

It’s a neurosymbolic, visual, story-telling Data Dictionary reimagined in the Age of AI.

I just posted a post explaining what it is and would love to get some feedback from the community.

https://dathere.com/2026/08/data-schematic-a-neuro-symbolic-visual-story-telling-data-explorer-dictionary/

We have some big plans to more tightly integrate it with CKAN and Datapusher+ and would love to hear from you!

github.com/dathere/qsv

Data Schematic: deeper CKAN integration

opened 03:21AM - 23 Jul 26 UTC

jqnatividad

enhancement CKAN FAIRification AI

viz is a powerful command that creates neurosymbolic, statistical visual metadat…a - what we're calling a "Data Schematic." Make it even more powerful when used with CKAN. - [ ] automatically allowing users to view paginated exploration of tabular resources (may they be in the datastore or simply in the filestore). - [x] Use the latest DataTables (possibly, even the 3.0 preview) - [ ] automatically giving a visual cue if a visualization is stale if the upstream CKAN data changes - [ ] automatic link to CKAN package/resource - [ ] automatically use existing organization/package/resource ontology as additional context to `describegpt` when inferring data dictionary - [x] allow users to dynamically filter the viz using DataTables' filtering controls - [ ] integrate with Datapusher+ so that it can optionally Data Schematic as a resource - [ ] create a `ckanext-dataschematic` extension so non DP+ users can also add a Data Schematic - if the associated CKAN instance has Data Concierge installed - [ ] be able to talk to the DC from the viz - [ ] see associated DC Verified Answers related to the viz - [ ] see related vizzes in the CKAN Ecosystem Catalog