Skip to content
Mostly Right

mostlyright.weather.label

weather.label.* — the .label.-registered weather spine FACTORIES (04).

A spine is the primitive; a LABEL is a spine FACTORY over the SAME domain constructor (weather.days()). At decision time there is no label, so serving uses a bare spine; training uses a .label. factory built on that same constructor — so the settlement-calendar logic is minted in ONE place and research/live cannot drift (the skew guard).

  • cli(entity, from_date, to_date) — TWO POSITIONAL DATES (R-13). Builds on weather.days() and attaches y columns byte-identical to the shipped cli recipe (apply_named_recipe — reached through the byte-consistency oracle dataset(label="cli")). y columns keep their native names (cli_high_f, cli_low_f, cli_report_type).
  • daily_extremes(entity, from_date, to_date) — TWO POSITIONAL DATES. Wraps compose_daily_extremes_label (the WU/NOAA-WRH extremes recipe Polymarket resolves on) directly; y columns keep their native daily_extremes_* names.

Both register via registry.label() under weather.label.cli / weather.label.daily_extremes (the .label. invariant: registering either as a SOURCE raises). On a mixed-venue LIST spine the recipe resolves PER STATION.

Threat (firewall + parity): the factories WRAP the byte-stable recipes the climate dedup + the WU/NOAA-WRH precision path are untouched, and CWOP is NEVER a label source. Threat (universe leakage): the factory mints the PIT entity universe for the stations the caller names; PIT-correct rolling-feature transforms are OUT of scope.

Functions

Section titled “Functions”
cli(station, from_date, to_date, *[, timezone])The cli settlement LABEL spine (Kalshi NHIGH/NLOW ground truth).
daily_extremes(station, from_date, to_date, *)The daily_extremes settlement LABEL spine (Polymarket WU/NOAA-WRH ground truth).

mostlyright.weather.label.cli(station, from_date, to_date, , timezone=None)

Section titled “mostlyright.weather.label.cli(station, from_date, to_date, , timezone=None)”

The cli settlement LABEL spine (Kalshi NHIGH/NLOW ground truth).

Two positional dates (inclusive ends). Builds on weather.days() and attaches cli_* y columns byte-identical to the shipped cli recipe. Mints the PIT entity universe for the named station(s); PIT-correct rolling-feature transforms are OUT of scope (computed inside sources or by users post-align).

  • Return type: DataFrame
  • Parameters:

mostlyright.weather.label.daily_extremes(station, from_date, to_date, , timezone=None)

Section titled “mostlyright.weather.label.daily_extremes(station, from_date, to_date, , timezone=None)”

The daily_extremes settlement LABEL spine (Polymarket WU/NOAA-WRH ground truth).

Two positional dates (inclusive ends). Wraps compose_daily_extremes_label and attaches daily_extremes_* y columns byte-identical to the shipped recipe. Mints the PIT entity universe for the named station(s); PIT-correct rolling-feature transforms are OUT of scope.

  • Return type: DataFrame
  • Parameters: