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CastCheck methodology v0.2 · data through 2026-08-30

Las Vegas Harry Reid · Aurora (GFS init) · lead day 1

KLAS · aurora_gfs · lead 1

Target day = initialization date + 1 day. This page is a permanent link: the numbers change as history accumulates, the address and the methodology version do not.

Scores use the latest model version segment, AURO_v100, starting 2026-08-28 — days before that ran a different version of the model and are excluded rather than silently pooled. Of the scored days, 2 carry a QC flag on the observation.

JSON for this page CSV of the daily errors Cite this page

Every number for this combination

All four windows × both initializations × both interpolations × both variables. Errors are computed in °C and shown in °F; CI is a 95 % moving-block bootstrap interval. MAE debiased and skill, debiased remove the constant offset of the window first, so a station that the model always reads a degree too warm is not scored as if it had no skill — compare the two skill columns to see how much of the error is a fixed offset. n QC next to n counts days whose observation carries a QC flag.

VariableInitMethod Windown MAE °F MAE debiased Bias °F RMSE °F ±1 °F±2 °F±3 °F Skill Skill, debiased Period
tmax00Zbilinear30d1 1 QC5.12 [5.12, 5.12]0.00-5.12 [-5.12, -5.12]5.12 [5.12, 5.12]0% [0%, 0%]0%0%-0.02—2026-08-30 → 2026-08-30
tmax00Zbilinear90d1 1 QC5.12 [5.12, 5.12]0.00-5.12 [-5.12, -5.12]5.12 [5.12, 5.12]0% [0%, 0%]0%0%-0.02—2026-08-30 → 2026-08-30
tmax00Zbilinear365d1 1 QC5.12 [5.12, 5.12]0.00-5.12 [-5.12, -5.12]5.12 [5.12, 5.12]0% [0%, 0%]0%0%-0.02—2026-08-30 → 2026-08-30
tmax00Zbilinearall1 1 QC5.12 [5.12, 5.12]0.00-5.12 [-5.12, -5.12]5.12 [5.12, 5.12]0% [0%, 0%]0%0%-0.02—2026-08-30 → 2026-08-30
tmax00Znearest30d1 1 QC6.46 [6.46, 6.46]0.00-6.46 [-6.46, -6.46]6.46 [6.46, 6.46]0% [0%, 0%]0%0%-0.29—2026-08-30 → 2026-08-30
tmax00Znearest90d1 1 QC6.46 [6.46, 6.46]0.00-6.46 [-6.46, -6.46]6.46 [6.46, 6.46]0% [0%, 0%]0%0%-0.29—2026-08-30 → 2026-08-30
tmax00Znearest365d1 1 QC6.46 [6.46, 6.46]0.00-6.46 [-6.46, -6.46]6.46 [6.46, 6.46]0% [0%, 0%]0%0%-0.29—2026-08-30 → 2026-08-30
tmax00Znearestall1 1 QC6.46 [6.46, 6.46]0.00-6.46 [-6.46, -6.46]6.46 [6.46, 6.46]0% [0%, 0%]0%0%-0.29—2026-08-30 → 2026-08-30
tmax12Zbilinear30d2 2 QC6.44 [4.68, 8.20]1.76-6.44 [-8.20, -4.68]6.67 [4.68, 8.20]0% [0%, 0%]0%0%-0.84-0.172026-08-29 → 2026-08-30
tmax12Zbilinear90d2 2 QC6.44 [4.68, 8.20]1.76-6.44 [-8.20, -4.68]6.67 [4.68, 8.20]0% [0%, 0%]0%0%-0.84-0.172026-08-29 → 2026-08-30
tmax12Zbilinear365d2 2 QC6.44 [4.68, 8.20]1.76-6.44 [-8.20, -4.68]6.67 [4.68, 8.20]0% [0%, 0%]0%0%-0.84-0.172026-08-29 → 2026-08-30
tmax12Zbilinearall2 2 QC6.44 [4.68, 8.20]1.76-6.44 [-8.20, -4.68]6.67 [4.68, 8.20]0% [0%, 0%]0%0%-0.84-0.172026-08-29 → 2026-08-30
tmax12Znearest30d2 2 QC7.77 [6.01, 9.53]1.76-7.77 [-9.53, -6.01]7.96 [6.01, 9.53]0% [0%, 0%]0%0%-1.22-0.172026-08-29 → 2026-08-30
tmax12Znearest90d2 2 QC7.77 [6.01, 9.53]1.76-7.77 [-9.53, -6.01]7.96 [6.01, 9.53]0% [0%, 0%]0%0%-1.22-0.172026-08-29 → 2026-08-30
tmax12Znearest365d2 2 QC7.77 [6.01, 9.53]1.76-7.77 [-9.53, -6.01]7.96 [6.01, 9.53]0% [0%, 0%]0%0%-1.22-0.172026-08-29 → 2026-08-30
tmax12Znearestall2 2 QC7.77 [6.01, 9.53]1.76-7.77 [-9.53, -6.01]7.96 [6.01, 9.53]0% [0%, 0%]0%0%-1.22-0.172026-08-29 → 2026-08-30
tmin00Zbilinear30d1 1 QC8.05 [8.05, 8.05]0.00-8.05 [-8.05, -8.05]8.05 [8.05, 8.05]0% [0%, 0%]0%0%-7.05—2026-08-30 → 2026-08-30
tmin00Zbilinear90d1 1 QC8.05 [8.05, 8.05]0.00-8.05 [-8.05, -8.05]8.05 [8.05, 8.05]0% [0%, 0%]0%0%-7.05—2026-08-30 → 2026-08-30
tmin00Zbilinear365d1 1 QC8.05 [8.05, 8.05]0.00-8.05 [-8.05, -8.05]8.05 [8.05, 8.05]0% [0%, 0%]0%0%-7.05—2026-08-30 → 2026-08-30
tmin00Zbilinearall1 1 QC8.05 [8.05, 8.05]0.00-8.05 [-8.05, -8.05]8.05 [8.05, 8.05]0% [0%, 0%]0%0%-7.05—2026-08-30 → 2026-08-30
tmin00Znearest30d1 1 QC9.33 [9.33, 9.33]0.00-9.33 [-9.33, -9.33]9.33 [9.33, 9.33]0% [0%, 0%]0%0%-8.33—2026-08-30 → 2026-08-30
tmin00Znearest90d1 1 QC9.33 [9.33, 9.33]0.00-9.33 [-9.33, -9.33]9.33 [9.33, 9.33]0% [0%, 0%]0%0%-8.33—2026-08-30 → 2026-08-30
tmin00Znearest365d1 1 QC9.33 [9.33, 9.33]0.00-9.33 [-9.33, -9.33]9.33 [9.33, 9.33]0% [0%, 0%]0%0%-8.33—2026-08-30 → 2026-08-30
tmin00Znearestall1 1 QC9.33 [9.33, 9.33]0.00-9.33 [-9.33, -9.33]9.33 [9.33, 9.33]0% [0%, 0%]0%0%-8.33—2026-08-30 → 2026-08-30
tmin12Zbilinear30d2 2 QC7.33 [6.53, 8.14]0.81-7.33 [-8.14, -6.53]7.38 [6.53, 8.14]0% [0%, 0%]0%0%-2.67+0.192026-08-29 → 2026-08-30
tmin12Zbilinear90d2 2 QC7.33 [6.53, 8.14]0.81-7.33 [-8.14, -6.53]7.38 [6.53, 8.14]0% [0%, 0%]0%0%-2.67+0.192026-08-29 → 2026-08-30
tmin12Zbilinear365d2 2 QC7.33 [6.53, 8.14]0.81-7.33 [-8.14, -6.53]7.38 [6.53, 8.14]0% [0%, 0%]0%0%-2.67+0.192026-08-29 → 2026-08-30
tmin12Zbilinearall2 2 QC7.33 [6.53, 8.14]0.81-7.33 [-8.14, -6.53]7.38 [6.53, 8.14]0% [0%, 0%]0%0%-2.67+0.192026-08-29 → 2026-08-30
tmin12Znearest30d2 2 QC8.48 [7.68, 9.29]0.81-8.48 [-9.29, -7.68]8.52 [7.68, 9.29]0% [0%, 0%]0%0%-3.24+0.192026-08-29 → 2026-08-30
tmin12Znearest90d2 2 QC8.48 [7.68, 9.29]0.81-8.48 [-9.29, -7.68]8.52 [7.68, 9.29]0% [0%, 0%]0%0%-3.24+0.192026-08-29 → 2026-08-30
tmin12Znearest365d2 2 QC8.48 [7.68, 9.29]0.81-8.48 [-9.29, -7.68]8.52 [7.68, 9.29]0% [0%, 0%]0%0%-3.24+0.192026-08-29 → 2026-08-30
tmin12Znearestall2 2 QC8.48 [7.68, 9.29]0.81-8.48 [-9.29, -7.68]8.52 [7.68, 9.29]0% [0%, 0%]0%0%-3.24+0.192026-08-29 → 2026-08-30

+ model too warm · − model too cold · bias interval includes zero · ★ lowest MAE · = not distinguishable from the leader · ▼ significantly worse · n < 30 greyed and unranked · CI is a 95 % moving-block bootstrap interval.

Daily error, last 90 days

Daily forecast minus observed error in °F for Aurora (GFS init) at KLAS, lead day 1, 00Z bilinear tmax+10+50-5-102026-08-30: -5.12 °F2026-08-30°F, forecast − observed
Forecast − observed, °F, 00Z bilinear daily maximum. The dashed line is zero; the thick line is a centred 7-day mean, drawn only where the whole window is present. Gaps are days with no score, never interpolation. Hover a point for its date and value.
The same series as a table (1 days, newest first) · download CSV
Climatological dayError °F
2026-08-30-5.12

Error distribution

Distribution of the signed daily error in °F for Aurora (GFS init) at KLAS, lead day 1-10 to -9 °F: 0 days-9 to -8 °F: 0 days-8 to -7 °F: 0 days-7 to -6 °F: 0 days-6 to -5 °F: 1 day-5 to -4 °F: 0 days-4 to -3 °F: 0 days-3 to -2 °F: 0 days-2 to -1 °F: 0 days-1 to 0 °F: 0 days0 to 1 °F: 0 days1 to 2 °F: 0 days2 to 3 °F: 0 days3 to 4 °F: 0 days4 to 5 °F: 0 days5 to 6 °F: 0 days6 to 7 °F: 0 days7 to 8 °F: 0 days8 to 9 °F: 0 days9 to 10 °F: 0 daysdashed: P50 |e| 5.12 · P90 |e| 5.12 °F-100+10 °Fn = 1 days
All scored days for 00Z bilinear daily maximum, 20 equal bins. The dashed marks are the 50th and 90th percentiles of the absolute error, mirrored on both sides. Hover a bar for its bin and count.
Bin counts as a table
From °FTo °FDays
-10.00-9.000
-9.00-8.000
-8.00-7.000
-7.00-6.000
-6.00-5.001
-5.00-4.000
-4.00-3.000
-3.00-2.000
-2.00-1.000
-1.00+0.000
+0.00+1.000
+1.00+2.000
+2.00+3.000
+3.00+4.000
+4.00+5.000
+5.00+6.000
+6.00+7.000
+7.00+8.000
+8.00+9.000
+9.00+10.000

Month by month

00Z bilinear daily maximum, newest first.

Monthn MAE °FBias °F
2026-0815.12 -5.12

Availability

ModelScored period DaysCoverage
Aurora (GFS init)2026-08-30 → 2026-08-30 1
Aurora (GFS init)2026-08-30 → 2026-08-30 1
Aurora (GFS init)2026-08-29 → 2026-08-30 2
Aurora (GFS init)2026-08-29 → 2026-08-30 2

Compared with other models

Paired bootstrap on the days both models cover (90d, 00Z, bilinear, daily maximum). Negative means Aurora (GFS init) has the lower MAE. "Distinguishable" means the 95 % interval excludes zero.

Other modelCommon days MAE difference °FDistinguishable
ECMWF AIFS Single 1 +2.41 [2.41, 2.41] yes
Aurora (IFS init) 1 +2.49 [2.49, 2.49] yes
FourCastNet v2 (GFS init) 1 +0.67 [0.67, 0.67] yes
FourCastNet v2 (IFS init) 1 +2.26 [2.26, 2.26] yes
NCEP GFS 1 +0.89 [0.89, 0.89] yes
GraphCast (GFS init) 1 -2.52 [-2.52, -2.52] yes
GraphCast (IFS init) 1 +1.34 [1.34, 1.34] yes
ECMWF IFS HRES 1 +2.83 [2.83, 2.83] yes
Pangu-Weather (GFS init) 1 +0.23 [0.23, 0.23] yes
Pangu-Weather (IFS init) 1 +0.60 [0.60, 0.60] yes
Persistence (baseline) 1 +0.12 [0.12, 0.12] yes

Cite this page

ShortCastCheck, KLAS aurora_gfs lead 1, methodology v0.2, accessed 2026-08-31, https://castcheck.zifanzhang.com/station/KLAS/model/aurora_gfs/lead/1/

LongCastCheck (2026). Station-level verification of raw weather-model 2 m temperature forecasts: KLAS (Las Vegas Harry Reid), model aurora_gfs, lead day 1. Methodology version 0.2, schema version 0.1, data through 2026-08-30. Accessed 2026-08-31. https://castcheck.zifanzhang.com/station/KLAS/model/aurora_gfs/lead/1/

Accessed2026-08-31 (data through 2026-08-30; page built 2026-08-31T03:52:06+00:00)

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