Raw model output on the native 0.25° grid — no MOS, no bias correction, no post-processing. Scores understate operational forecast quality. Read the fairness statement →

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

Newark Liberty · Aurora (GFS init) · lead day 1

KEWR · 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, 1 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 QC2.84 [2.84, 2.84]0.00-2.84 [-2.84, -2.84]2.84 [2.84, 2.84]0% [0%, 0%]0%100%-1.84—2026-08-30 → 2026-08-30
tmax00Zbilinear90d1 1 QC2.84 [2.84, 2.84]0.00-2.84 [-2.84, -2.84]2.84 [2.84, 2.84]0% [0%, 0%]0%100%-1.84—2026-08-30 → 2026-08-30
tmax00Zbilinear365d1 1 QC2.84 [2.84, 2.84]0.00-2.84 [-2.84, -2.84]2.84 [2.84, 2.84]0% [0%, 0%]0%100%-1.84—2026-08-30 → 2026-08-30
tmax00Zbilinearall1 1 QC2.84 [2.84, 2.84]0.00-2.84 [-2.84, -2.84]2.84 [2.84, 2.84]0% [0%, 0%]0%100%-1.84—2026-08-30 → 2026-08-30
tmax00Znearest30d1 1 QC2.93 [2.93, 2.93]0.00-2.93 [-2.93, -2.93]2.93 [2.93, 2.93]0% [0%, 0%]0%100%-1.93—2026-08-30 → 2026-08-30
tmax00Znearest90d1 1 QC2.93 [2.93, 2.93]0.00-2.93 [-2.93, -2.93]2.93 [2.93, 2.93]0% [0%, 0%]0%100%-1.93—2026-08-30 → 2026-08-30
tmax00Znearest365d1 1 QC2.93 [2.93, 2.93]0.00-2.93 [-2.93, -2.93]2.93 [2.93, 2.93]0% [0%, 0%]0%100%-1.93—2026-08-30 → 2026-08-30
tmax00Znearestall1 1 QC2.93 [2.93, 2.93]0.00-2.93 [-2.93, -2.93]2.93 [2.93, 2.93]0% [0%, 0%]0%100%-1.93—2026-08-30 → 2026-08-30
tmax12Zbilinear30d2 1 QC4.36 [3.80, 4.91]0.56-4.36 [-4.91, -3.80]4.39 [3.80, 4.91]0% [0%, 0%]0%0%-0.09+0.862026-08-29 → 2026-08-30
tmax12Zbilinear90d2 1 QC4.36 [3.80, 4.91]0.56-4.36 [-4.91, -3.80]4.39 [3.80, 4.91]0% [0%, 0%]0%0%-0.09+0.862026-08-29 → 2026-08-30
tmax12Zbilinear365d2 1 QC4.36 [3.80, 4.91]0.56-4.36 [-4.91, -3.80]4.39 [3.80, 4.91]0% [0%, 0%]0%0%-0.09+0.862026-08-29 → 2026-08-30
tmax12Zbilinearall2 1 QC4.36 [3.80, 4.91]0.56-4.36 [-4.91, -3.80]4.39 [3.80, 4.91]0% [0%, 0%]0%0%-0.09+0.862026-08-29 → 2026-08-30
tmax12Znearest30d2 1 QC4.43 [4.10, 4.76]0.33-4.43 [-4.76, -4.10]4.44 [4.10, 4.76]0% [0%, 0%]0%0%-0.11+0.922026-08-29 → 2026-08-30
tmax12Znearest90d2 1 QC4.43 [4.10, 4.76]0.33-4.43 [-4.76, -4.10]4.44 [4.10, 4.76]0% [0%, 0%]0%0%-0.11+0.922026-08-29 → 2026-08-30
tmax12Znearest365d2 1 QC4.43 [4.10, 4.76]0.33-4.43 [-4.76, -4.10]4.44 [4.10, 4.76]0% [0%, 0%]0%0%-0.11+0.922026-08-29 → 2026-08-30
tmax12Znearestall2 1 QC4.43 [4.10, 4.76]0.33-4.43 [-4.76, -4.10]4.44 [4.10, 4.76]0% [0%, 0%]0%0%-0.11+0.922026-08-29 → 2026-08-30
tmin00Zbilinear30d1 1 QC2.04 [2.04, 2.04]0.00+2.04 [2.04, 2.04]2.04 [2.04, 2.04]0% [0%, 0%]0%100%-1.04—2026-08-30 → 2026-08-30
tmin00Zbilinear90d1 1 QC2.04 [2.04, 2.04]0.00+2.04 [2.04, 2.04]2.04 [2.04, 2.04]0% [0%, 0%]0%100%-1.04—2026-08-30 → 2026-08-30
tmin00Zbilinear365d1 1 QC2.04 [2.04, 2.04]0.00+2.04 [2.04, 2.04]2.04 [2.04, 2.04]0% [0%, 0%]0%100%-1.04—2026-08-30 → 2026-08-30
tmin00Zbilinearall1 1 QC2.04 [2.04, 2.04]0.00+2.04 [2.04, 2.04]2.04 [2.04, 2.04]0% [0%, 0%]0%100%-1.04—2026-08-30 → 2026-08-30
tmin00Znearest30d1 1 QC0.76 [0.76, 0.76]0.00+0.76 [0.76, 0.76]0.76 [0.76, 0.76]100% [100%, 100%]100%100%+0.24—2026-08-30 → 2026-08-30
tmin00Znearest90d1 1 QC0.76 [0.76, 0.76]0.00+0.76 [0.76, 0.76]0.76 [0.76, 0.76]100% [100%, 100%]100%100%+0.24—2026-08-30 → 2026-08-30
tmin00Znearest365d1 1 QC0.76 [0.76, 0.76]0.00+0.76 [0.76, 0.76]0.76 [0.76, 0.76]100% [100%, 100%]100%100%+0.24—2026-08-30 → 2026-08-30
tmin00Znearestall1 1 QC0.76 [0.76, 0.76]0.00+0.76 [0.76, 0.76]0.76 [0.76, 0.76]100% [100%, 100%]100%100%+0.24—2026-08-30 → 2026-08-30
tmin12Zbilinear30d2 1 QC1.97 [1.82, 2.12]0.15+1.97 [1.82, 2.12]1.98 [1.82, 2.12]0% [0%, 0%]50%100%+0.44+0.962026-08-29 → 2026-08-30
tmin12Zbilinear90d2 1 QC1.97 [1.82, 2.12]0.15+1.97 [1.82, 2.12]1.98 [1.82, 2.12]0% [0%, 0%]50%100%+0.44+0.962026-08-29 → 2026-08-30
tmin12Zbilinear365d2 1 QC1.97 [1.82, 2.12]0.15+1.97 [1.82, 2.12]1.98 [1.82, 2.12]0% [0%, 0%]50%100%+0.44+0.962026-08-29 → 2026-08-30
tmin12Zbilinearall2 1 QC1.97 [1.82, 2.12]0.15+1.97 [1.82, 2.12]1.98 [1.82, 2.12]0% [0%, 0%]50%100%+0.44+0.962026-08-29 → 2026-08-30
tmin12Znearest30d2 1 QC0.96 [0.81, 1.11]0.15+0.96 [0.81, 1.11]0.97 [0.81, 1.11]50% [0%, 100%]100%100%+0.72+0.962026-08-29 → 2026-08-30
tmin12Znearest90d2 1 QC0.96 [0.81, 1.11]0.15+0.96 [0.81, 1.11]0.97 [0.81, 1.11]50% [0%, 100%]100%100%+0.72+0.962026-08-29 → 2026-08-30
tmin12Znearest365d2 1 QC0.96 [0.81, 1.11]0.15+0.96 [0.81, 1.11]0.97 [0.81, 1.11]50% [0%, 100%]100%100%+0.72+0.962026-08-29 → 2026-08-30
tmin12Znearestall2 1 QC0.96 [0.81, 1.11]0.15+0.96 [0.81, 1.11]0.97 [0.81, 1.11]50% [0%, 100%]100%100%+0.72+0.962026-08-29 → 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 KEWR, lead day 1, 00Z bilinear tmax+5+2.50-2.5-52026-08-30: -2.84 °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
2026-08-30-2.84

Error distribution

Distribution of the signed daily error in °F for Aurora (GFS init) at KEWR, lead day 1-5 to -4.5 °F: 0 days-4.5 to -4 °F: 0 days-4 to -3.5 °F: 0 days-3.5 to -3 °F: 0 days-3 to -2.5 °F: 1 day-2.5 to -2 °F: 0 days-2 to -1.5 °F: 0 days-1.5 to -1 °F: 0 days-1 to -0.5 °F: 0 days-0.5 to 0 °F: 0 days0 to 0.5 °F: 0 days0.5 to 1 °F: 0 days1 to 1.5 °F: 0 days1.5 to 2 °F: 0 days2 to 2.5 °F: 0 days2.5 to 3 °F: 0 days3 to 3.5 °F: 0 days3.5 to 4 °F: 0 days4 to 4.5 °F: 0 days4.5 to 5 °F: 0 daysdashed: P50 |e| 2.84 · P90 |e| 2.84 °F-50+5 °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
-5.00-4.500
-4.50-4.000
-4.00-3.500
-3.50-3.000
-3.00-2.501
-2.50-2.000
-2.00-1.500
-1.50-1.000
-1.00-0.500
-0.50+0.000
+0.00+0.500
+0.50+1.000
+1.00+1.500
+1.50+2.000
+2.00+2.500
+2.50+3.000
+3.00+3.500
+3.50+4.000
+4.00+4.500
+4.50+5.000

Month by month

00Z bilinear daily maximum, newest first.

Monthn MAE °FBias °F
2026-0812.84 -2.84

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 +0.84 [0.84, 0.84] yes
Aurora (IFS init) 1 +0.72 [0.72, 0.72] yes
FourCastNet v2 (GFS init) 1 +0.83 [0.83, 0.83] yes
FourCastNet v2 (IFS init) 1 -0.49 [-0.49, -0.49] yes
NCEP GFS 1 -1.17 [-1.17, -1.17] yes
GraphCast (GFS init) 1 -1.75 [-1.75, -1.75] yes
GraphCast (IFS init) 1 -1.14 [-1.14, -1.14] yes
ECMWF IFS HRES 1 +2.16 [2.16, 2.16] yes
Pangu-Weather (GFS init) 1 +0.92 [0.92, 0.92] yes
Pangu-Weather (IFS init) 1 +1.63 [1.63, 1.63] yes
Persistence (baseline) 1 +1.84 [1.84, 1.84] yes

Cite this page

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

LongCastCheck (2026). Station-level verification of raw weather-model 2 m temperature forecasts: KEWR (Newark Liberty), 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/KEWR/model/aurora_gfs/lead/1/

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

JSON CSV all scores methodology v0.2 licence