Explore data disparity for a model feature
When a deal decision raises a question about a model feature, ask Notis to start the relevant DataRobot disparity analysis.
Trigger
Webhook received
Notis starts this workflow when an external tool or custom backend sends an HTTP request.
Action
Create Data Disparity Insights
Start an asynchronous calculation of data disparities between two classes for a feature.
Why this helps
Questions about how data differs between classes can take time to turn into a concrete analysis task.
- Start a focused disparity calculation for a feature.
- Turn an analysis question into a trackable job.
- Keep the question connected to its deal context.
Setup
Build it in a few focused steps.
- 1Connect Affinity and DataRobot once in the Notis portal.
- 2Create an automation and describe the disparity calculation to start for the supplied model and feature.
- 3Choose notis_webhook as the trigger and include valid model, feature, and class references.
- 4Choose where run reports should go.
- 5Test with one supported model and feature.
Questions about this workflow
What does the action calculate?
It starts data disparity insight calculations between two classes for a specific feature on a DataRobot model.
Are results immediate?
No. The calculation is asynchronous; use the returned location URL to monitor the job and retrieve results.
Does this establish whether a model is fair?
It calculates disparity insights for the specified comparison. Interpreting those results requires context and review.
When this happens · Trigger
Do this · Action
Supported Triggers and Actions
Notis builds workflows that link Affinity to Datarobot. A trigger fires from one place; an action lands in another.
Affinity triggers
Datarobot actions
Recurring trigger
Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.
Add Users to Group
Add one or more existing users to a user group.
Webhook trigger
Notis starts this workflow when an external tool or custom backend sends an HTTP request.
Add User to Organization
Add a user to an existing organization.
Analyze Dataset Definition
Start an analysis job to retrieve a dataset’s metadata, schema and statistics.
Archive Model Package
Archive a model package that is no longer in active use.
Build Java Scoring Code Package
Start an asynchronous build of a Java JAR scoring package for a deployment.
Cancel Notebook Job
Immediately cancel a running or queued notebook job; this cannot be undone.
Cancel Project Job
Cancel a pending project job.
Check Project Status
Check a project’s status and progress.
Connect any two apps with Notis in the middle.
Affinity and Datarobot, or any other combination from 1,000+ integrations.
When this happens · Trigger
Do this · Action
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