# Dimensional Market State v6

The previous test was rejected because it projected each bar to UP/DOWN before
the relational analysis.

This test preserves a completed OHLCV bar as a multidimensional state and
predicts the next numeric close-to-close return. Direction is evaluated only
from the sign of that numeric prediction.

D0 has 50 coordinates:
OHLC geometry, gap/body/range/wicks, close/open position, true range, volume
change, bar-shape relations, weekday phase, and 3/5/10/20-bar rolling
statistics/correlations.

D1 adds 11 first relational differences.
D2 adds 11 second relational differences.

The decoder is a standardized distance-weighted nearest-analog search. It
selects D=0,1,2 and k only on a time-ordered validation suffix inside training.

Random seed: 7096247604594364035
Single test training: 448 states
Single hidden future: 46 states

Walk-forward rule:
predict -> record -> reveal actual -> update history.

100 additional random historical windows repeat the identical procedure.