Methods and provenance

Calculation Reference

Equations, interpretation, provenance, and application locations for derived sounding products.

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Parcel definitions and diagnostic conventions are aligned with SHARPpy, using an independent implementation and virtual-temperature-corrected buoyancy. See SHARPpy parcelx and the recommended citation: Blumberg et al. (2017), doi:10.1175/BAMS-D-15-00309.1.

ParameterFormula or algorithmUseApplied inSource
SB parcelInitial p, T, Td are taken from the lowest valid thermodynamic level.Represents immediately surface-based convection.Skew-T trace; SB diagnosticsApp-computed; SHARPpy-aligned
100 hPa ML parcelPressure-weighted mean potential temperature and mixing ratio through the lowest 100 hPa, restored to surface pressure.Reduces sensitivity to a shallow surface anomaly.Skew-T trace; ML diagnosticsApp-computed; SHARPpy-aligned
300 hPa MU parcelThe maximum Bolton equivalent potential temperature on a 1 hPa grid in the lowest 300 hPa selects the source level.Finds elevated or surface instability.Skew-T trace; MU diagnosticsApp-computed; SHARPpy-aligned
LCLTLCL = [1/(1/(Td−56) + ln(T/Td)/800)] + 56; pressure follows the dry Poisson relation.Approximate cloud base of a lifted parcel.Parcel markers and derived panelApp-computed; Bolton (1980)
Parcel traceDry Poisson ascent below the LCL; pseudoadiabatic saturated ascent follows environmental pressure levels above it, with exact source and LCL points retained.Compares lifted parcel temperature with the environment.Skew-T SB/ML/MU overlaysApp-computed; SHARPpy-aligned level sampling
CAPE / CINB = g(Tv,p−Tv,e)/Tv,e; trapezoidal height integration. Positive energy is CAPE; negative energy above 500 hPa is excluded from CIN.Estimates updraft energy and inhibition.Derived ParametersApp-computed; SHARPpy convention
LFC / ELPressure-interpolated zero crossings of virtual-temperature buoyancy after the LCL. LFC begins positive buoyancy; EL ends the first positive layer.Bounds the primary freely convecting layer.Parcel markers and derived panelApp-computed
Potential temperature θθ = (T + 273.15)(1000/p)Rd/cp.Compares temperature across pressure levels and diagnoses stability.Time-height; ML parcel selectionApp-computed for ECMWF; BUFKIT may supply profile values
850 mb temperatureRead directly at 850 mb when present; otherwise linearly interpolate temperature between the surrounding BUFKIT sounding levels in log-pressure coordinates.Tracks lower-tropospheric thermal changes even when native model levels do not fall exactly at 850 mb.MSLP/RH/850 mb temperature meteogramApp-parsed/interpolated from the BUFKIT profile as surfaceTimeSeries T850; external-model profiles provide their 850 mb level
Equivalent potential temperature θeBolton (1980) approximation using pressure, temperature, dew point, mixing ratio, and LCL temperature.Combines heat and moisture; MU selection and θe inset.MU parcel; side-panel insetApp-computed for parcels/ECMWF; BUFKIT THTE otherwise
Saturation vapor pressureLiquid: 6.112 exp(17.62t/(243.12+t)); ice: 6.112 exp(22.46t/(272.62+t)) hPa.Converts temperature/dew point/frost point to vapor pressure.RH bars, time-height RH, DGZ moistureApp-computed; WMO/CIMO Magnus
Frost pointCompute e from liquid-water dew point, then invert the ice Magnus equation: Tf = 272.62L/(22.46−L), L = ln(e/6.112).Canonical moisture coordinate for subfreezing RH products.Frost-point overlay; RH calculationsApp-computed
RHi / RHw100esi(Tf)/esi(T), or /esw(T) for RHw. Values are not capped.Diagnoses saturation relative to ice or liquid.RH bars; time-height; surface meteogram; DGZ statsApp-computed
Wet-bulb temperatureBUFKIT TMWC when supplied; ECMWF uses the Stull (2011) empirical T/RH approximation and prevents Tw > T.Supports precipitation-type and evaporative-cooling assessment.Optional Skew-T overlayMixed: upstream/app-computed
Precipitation typeThe modified Bourgouin/Birk et al. (2021) method diagnoses cloud-ice probability and wet-bulb melting/refreezing energies. Only complete profile levels with pressure ≥100 mb are considered. REPS runs the method independently on every perturbed member and control. Its mean averages available member diagnostics; each P10/P25/P50/P75/P90 product uses the complete p-type result from the real perturbed member with the lowest pressure-thickness-weighted temperature RMSE from that percentile temperature profile.Estimates rain, snow, freezing-rain, and ice-pellet probabilities. The representative-member percentile method preserves a physically coherent member profile instead of taking independent percentiles of phase probabilities.Precipitation-type panel and deterministic/ensemble comparisonsApp-computed from model temperature, dew point, wet-bulb temperature, height, and pressure. REPS representative selection excludes the control, requires at least two common above-ground temperature levels, and may choose a different member each forecast hour. Stored payloads require reingestion.
DGZ layerContiguous −18 to −12 °C segments between 0.75 and 12 km AGL, minimum 0.5 km deep. Primary layer favors depth, then RH, then ascent; statistics are depth-weighted.Highlights temperatures favorable for dendritic snow growth.Skew-T DGZ overlay and tooltipApp-computed
Wind components/speedu = −V sin(direction), v = −V cos(direction); V = √(u²+v²). m s⁻¹ converts to knots with 1.94384449.Supports hodographs, barbs, and surface wind.Skew-T, hodograph, meteogramApp conversion from model/BUFKIT winds
Hodograph kinematicsProfile winds are sorted by AGL height, surface is held from the lowest valid wind when needed, and layer endpoints are linearly interpolated by height. Bunkers motions use 0-6 km mean wind, 0-500 m and 5.5-6 km mean-wind shear direction, and a 7.5 m s⁻¹ right/left deviation. Bulk shear uses surface-to-top vectors for 0-1, 0-3, 0-6, and 0-8 km. SRH and layer-mean streamwise vorticity follow the supplied Karl reference code for 0-1 and 0-3 km SRH and 0-1 km streamwise diagnostics.Diagnoses storm motion, storm-relative curvature, low-level rotation, and deep-layer organization.Full-size hodograph modalApp-computed; Bunkers et al. convention; Karl reference implementation; SHARPpy-style presentation
PrecipitationMillimetres convert to inches by division by 25.4. Meteogram bars display each available P01M, P03M, or P06M forecast-interval accumulation, and the total line is their running sum.Displays forecast-interval and storm-total precipitation. Most-probable precipitation type is plotted only for intervals with at least 0.01 inches.Surface snapshot; meteograms and model comparisonsApp conversion/aggregation of upstream data
Cloud coverBUFKIT total cloud is min(100, LCLD + MCLD + HCLD), after bounding each layer to 0–100%. ECMWF and RDPS total cloud cover is supplied directly by the model and normalized to percent.Shows the fraction of sky covered by cloud; BUFKIT layer overlap is intentionally approximated by a summed-and-capped total.Cloud-cover meteogram using TCLD, HCLD, MCLD, and LCLDBUFKIT total is app-computed; layer values and external-model totals are upstream. Existing stored runs require raw-file backfill or reingestion.
PWATBUFKIT PWAT is converted from mm to inches; its upstream vertical integration is not recomputed here.Measures total-column water vapor.Derived ParametersUpstream BUFKIT value
REPS mean and percentilesAt each available above-ground isobaric level and valid time, the app applies a missing-value-aware arithmetic mean or NumPy linear P10/P25/P50/P75/P90 independently to temperature, specific humidity, geopotential height, and U/V wind components. A separate synthetic surface level aggregates member surface pressure and 2 m thermodynamics. Surface parameters use the same fieldwise method. Contributing-member counts are retained for every field.Summarizes the 20 perturbed members without averaging wind direction across the 0/360° discontinuity.REPS ensemble profiles and meteogramsApp-computed from upstream MSC member fields; units remain those of the deterministic payload fields.
REPS terrain maskMSC HGT_SFC supplies model terrain. The surface profile level is fixed at 0 m AGL and uses surface pressure with 2 m temperature and RH-derived dew point. An isobaric level is excluded for a member when its pressure is at or above member surface pressure or its geopotential height is at or below model terrain. Summary levels aggregate the remaining above-ground contributors.Prevents underground temperature, moisture, height, and wind values while keeping the displayed surface tied to 2 m thermodynamics.All REPS member, control, mean, and percentile profilesTerrain and atmospheric fields are upstream MSC values; masking and AGL conversion are app-computed. Existing REPS payloads require reingestion.
REPS synthetic-profile diagnosticsDew point is derived from aggregated specific humidity and pressure; wind direction/speed are reconstructed from aggregated U/V. Parcel and hodograph diagnostics are then recomputed from each synthetic mean or percentile profile using the same algorithms listed above.Keeps diagnostics internally consistent with the displayed synthetic profile; a percentile diagnostic is not the percentile of member diagnostics.Active ensemble summary side panels, parcel trace, hodograph, and Skew-TApp-computed; stored ensemble payloads must be reingested after method changes.
SHOW, LIFT, SWET, KINX, TOTL, BRCHThe application does not recompute these index equations; values are read from BUFKIT station parameters.Legacy instability and severe-weather guidance.Derived Parameters when presentUpstream BUFKIT values