Job Details

Time Series Count Regression job

Inspect a public read-only replay of the saved-job experience, including setup, results, predictions, and billing.

Current state
Selection evidence required
Candidate model
Count Inception

Public demo mode blocks training, downloads, prediction calls, report generation, and wallet mutations.

Read-only completed job replay
This uses approved saved outputs from completed jobs and does not call training, SHAP, prediction, report-generation, or wallet-changing APIs.
Upload replay Prediction replay Billing report

Job Status: Selection evidence required

Selection evidence required
No validation or cross-validation selection evidence was saved. Test metrics cannot select the production default.
Model lifecycle

From model comparison to monitored use

Complete the required evidence before using this model for prediction.

0/6 stages complete
Model selection
Blocked

No validation or cross-validation selection evidence was saved. Test metrics cannot select the production default.

Final evaluation
Blocked

A separately recorded locked test evaluation is required.

Deployment refit
Pending

A separate train-plus-validation deployment artifact has not been created.

Calibration and utility
Blocked

Calibration and utility evidence has not been recorded.

Prediction readiness
Blocked

Evaluation scoring may be available for review, but production prediction is blocked until the approved deployment refit artifact is saved.

Post-deployment monitoring
Pending

After scoring begins, the app will check input compatibility and prediction outputs. Add observed outcomes when available to monitor real-world performance.

View lifecycle evidence sources
  • model_selection_conformance.json supports selection.
  • deployment_refit_contract.json supports deployment.
  • calibration_utility_evidence.json supports calibration utility.
Open monitoring Add observed outcomes Use approved outcomes to check real-world performance after prediction.
Result review

Can this result be used?

Check what is ready, what needs attention, and whether a reviewer has approved the result.

Demo Review Ready for walkthrough
No reviewer decision saved yet
Checks completed
92%
Ready
3
Needs attention
1
Must be fixed
0
View checks behind this decision

These checks explain why the result is ready, needs review, or cannot be used yet.

What was checked Status What it means
No review evidence checks were generated for this job.
Inspect the read-only evidence, then try the authenticated workflow with your own data.
Evidence workspace

Results

Review outputs, explanations, narrative, and cost evidence
Exploratory Data Analysis
Data check summary

Status: Unknown

The data review is complete. Open the technical checks if you need more detail.

What needs attention
  • Public demo mode is read-only. It can display saved artifacts but cannot run compute or mutate billing.
Recommended models Count Inception TCN Count GRU Count
Recommended actions
  • Demo boundary: Use a signed-in workspace to upload data, preview readiness, and launch real training.
View service-specific checks
Service Checks

Checks saved for this Longitudinal workflow.

Available
Saved plots
0
Expected bundle
longitudinal
Bundle status
N/A
No EDA plot images were saved for this job. Review the readiness checks and model results for the available diagnostics.
2. Final Test Performance
Candidate model: Count Inception. Selection evidence is pending; open Prediction Center to choose a saved model.
Prediction replay
Model Poisson Deviance Poisson Dev CI RMSE RMSE CI MAE MAE CI Training Time (s)
Candidate Count Inception Selection evidence required N/A N/A N/A N/A N/A N/A N/A
TCN Count N/A N/A N/A N/A N/A N/A N/A
GRU Count N/A N/A N/A N/A N/A N/A N/A
Count ARIMA N/A N/A N/A N/A N/A N/A N/A
SHAP Analysis

Public demo mode shows saved SHAP/explainability artifacts only.

Public demo mode shows saved SHAP/explainability artifacts only.
AI Report Not Run Study context added
AI report generated
AI report replay
This is a saved-report style summary generated from the allowlisted completed job. The public demo does not call an LLM provider or charge report credits.
Executive brief: executive_brief.html
Read-only demo
Methods Appendix
Saved methods notes

longitudinal_classification job; 0 effective model(s); explainability not_requested

longitudinal_classification 0 effective models Open Appendix
Evidence chain
Readiness Profile Service Diagnostics Explainability Status Reproducibility Manifest Methods Appendix
Study Objectives:

What is the expected count of weekly events in the next period?

Generated AI Report
Saved report replay
This tab shows the saved report from the completed source job. Public demo mode still blocks report reruns and wallet changes.
Create a report
Generate the report only when you are ready to spend report credits.

Your analysis is complete, but no written report has been created yet. Add the study question and background, check the details, review the cost, then generate both report views.

No report files yet User initiated Billed separately
1. Study question
Describe what you wanted to find out.
This anchors the narrative and prevents a generic report.
2. Check
Find missing information.
The app flags any context that should be added before writing.
3. Generate
Confirm cost and run.
The report is generated only after explicit confirmation.

Generating AI Report

Initializing AI report workflow...

Billing & Credit Usage
Workflow Family
Plan guardrails for this job
Current plan: Public demo
Family
Time Series Count Regression
No subscription or wallet is required for the demo.
Recommended Plan Floor
Demo only
0 credits in public replay.
Current Status
Supported
This job follows the same family-level pricing and plan limits shown on upload pages.
Total Job Charges
0.00
Approximately $0.00

Training plus any SHAP or AI report charges tied to this job.

Account Balance
N/A

Most recent balance after the related payment activity.

Billing Status
Charged (saved job data)

Derived from reservation, charge, and refund activity for this job.

Refund Policy
Refund on failure or unused work

Credits are refunded when a job fails or when settlement keeps fewer credits than were debited up front.

Action Breakdown
Training, SHAP, and AI report charges
Saved job data
Training
N/A
Awaiting billing details
SHAP Analysis
N/A
No SHAP billing activity yet
AI Report Initial
N/A
No AI report generation recorded yet
AI Report Re-runs
N/A
No regenerate runs recorded yet
This job already has saved billing events, so this panel can show training, add-on, and final net charges even before wallet payment history is loaded. Up-front charges are reconciled at the end; final net charges show the credits actually kept after refunds or adjustments.
Lifecycle
Billing Timeline
Times shown in your local timezone.
Training charge recorded on the source completed job.
saved job
job:demo-time-series-count
-0.00
Payment history
Wallet activity for this job
1 event
Times shown in your local timezone.
Date Reference Change Reason Balance After
saved job job:demo-time-series-count -0.00 Training charge recorded on the source completed job. 0.00
Technical details and audit metadata

Job ID: demo-time-series-count

Service: Time Series Count Regression

Created:N/A

Status: Completed Demo Replay

Duration: N/A