Guided issue-count lab

Net Advances revision lab

Choose a scenario, Step through causal evidence, and observe when the signed balance is supported—or correctly withheld.

Teaching stage

Preview the declared universe
Step 0 of 5
What to notice nowThe initial view already shows the complete 12-listing synthetic roster. Step to apply the as-of gate.
Advances—
Declines—
Unchanged—
Excluded—
Unclassified—
Current Net Advances balance A zero-centered bar shows the supported signed balance. Unsupported states show no bar and a null marker. declines dominant advances dominant No result yet
A - D = —
Synthetic teaching fixture. Ticker is display-only; `listing_id` is the classification key.

Point-in-time member audit

Listing IDSecurity IDTickerCurrentComparable priorState / classification

Halted and new/no-prior-close records remain visible as exclusions. A required missing price remains unclassified and makes the result incomplete.