MJos Predictive Model | First manifestation of the Bangel Language

MJ Physics Engineering | Owned and operated by Michael Bangel | Clearwater, Florida

TR-CORE-HAGAR-STATS / Teal / Review draft

Hagar robust salinity and population variance

Terminology revised ยท September 12 evidence

Later individual Teal rerun. The reported execution status is historical and is not a new test result.

TEAL LIBRARY RERUN  |  12 SEPTEMBER 2026  |  Michael Patrick Bangel
21
TEAL-RERUN-03-B001 | RELATED_EXECUTION_EVIDENCE_AVAILABLE
TR-CORE-HAGAR-STATS / Hagar robust salinity and
population variance
IF
Two or three probes survive input qualification.
HOW
Use the median/MAD threshold max(0.25,4.5*MAD); recompute accepted count, mean and squared
deviations. Divide variance by the accepted population count.
THEN
For the supplied demo, mean 35.01 and variance 0.0014 match. This variance is distinct from a between-node
difference.
CURRENT EVIDENCE
Fresh related language/paper/water checks are in the evidence ledger. The test count is suite evidence, not
proof of every branch in this requirement.
REMAINING REQUIREMENT
Use the source and recorded case evidence to close remaining per-branch, native-host and full-contract coverage gaps.
SOURCE REFERENCES
associated-core:products/water/bangel/hagar.bangel

Publication is pending owner review. White papers are excluded.

NO COMMERCIAL OR PUBLIC USE PERMITTED