Trenton Mercer · ECMWF IFS HRES · lead day 8
KTTN · ifs_hres · lead 8
Target day = initialization date + 8 days. 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, ifs-gpid161, starting 2026-08-01 — 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.
| Variable | Init | Method | Window | n | MAE °F | MAE debiased | Bias °F | RMSE °F | ±1 °F | ±2 °F | ±3 °F | Skill | Skill, debiased | Period |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| tmax | 00Z | bilinear | 30d | 17 1 QC | 2.67 [1.91, 3.43] | 2.61 | +1.14 [-0.84, 2.22] | 3.60 [2.21, 4.61] | 24% [9%, 33%] | 41% | 65% | +0.36 | +0.14 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | bilinear | 90d | 17 1 QC | 2.67 [1.85, 3.47] | 2.61 | +1.14 [-1.84, 2.31] | 3.60 [2.16, 4.62] | 24% [0%, 33%] | 41% | 65% | +0.36 | +0.14 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | bilinear | 365d | 17 1 QC | 2.67 [1.87, 3.48] | 2.61 | +1.14 [-3.05, 2.48] | 3.60 [2.15, 4.65] | 24% [0%, 33%] | 41% | 65% | +0.36 | +0.14 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | bilinear | all | 17 1 QC | 2.67 [1.81, 3.49] | 2.61 | +1.14 [-1.75, 2.38] | 3.60 [2.12, 4.58] | 24% [0%, 33%] | 41% | 65% | +0.36 | +0.14 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | nearest | 30d | 17 1 QC | 2.72 [1.82, 3.65] | 2.57 | +1.27 [-0.75, 2.39] | 3.68 [2.21, 4.77] | 24% [9%, 33%] | 35% | 65% | +0.35 | +0.15 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | nearest | 90d | 17 1 QC | 2.72 [1.75, 3.67] | 2.57 | +1.27 [-1.49, 2.55] | 3.68 [2.07, 4.79] | 24% [0%, 33%] | 35% | 65% | +0.35 | +0.15 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | nearest | 365d | 17 1 QC | 2.72 [1.74, 3.75] | 2.57 | +1.27 [-2.95, 2.61] | 3.68 [2.10, 4.80] | 24% [0%, 33%] | 35% | 65% | +0.35 | +0.15 | 2026-08-09 → 2026-08-30 |
| tmax | 00Z | nearest | all | 17 1 QC | 2.72 [1.74, 3.76] | 2.57 | +1.27 [-1.59, 2.59] | 3.68 [2.13, 4.73] | 24% [0%, 33%] | 35% | 65% | +0.35 | +0.15 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | bilinear | 30d | 17 1 QC | 3.96 [2.85, 4.99] | 3.97 | -0.12 [-1.67, 1.14] | 5.25 [3.25, 6.60] | 24% [0%, 38%] | 29% | 41% | +0.05 | -0.31 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | bilinear | 90d | 17 1 QC | 3.96 [2.77, 5.07] | 3.97 | -0.12 [-1.87, 1.21] | 5.25 [3.14, 6.64] | 24% [0%, 38%] | 29% | 41% | +0.05 | -0.31 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | bilinear | 365d | 17 1 QC | 3.96 [2.80, 5.07] | 3.97 | -0.12 [-3.14, 1.16] | 5.25 [3.14, 6.78] | 24% [0%, 38%] | 29% | 41% | +0.05 | -0.31 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | bilinear | all | 17 1 QC | 3.96 [2.80, 5.00] | 3.97 | -0.12 [-2.33, 1.14] | 5.25 [3.14, 6.69] | 24% [0%, 38%] | 29% | 41% | +0.05 | -0.31 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | nearest | 30d | 17 1 QC | 3.96 [2.79, 4.92] | 3.95 | +0.03 [-1.46, 1.36] | 5.21 [3.17, 6.49] | 18% [0%, 28%] | 29% | 47% | +0.05 | -0.30 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | nearest | 90d | 17 1 QC | 3.96 [2.69, 5.04] | 3.95 | +0.03 [-1.77, 1.40] | 5.21 [3.04, 6.51] | 18% [0%, 29%] | 29% | 47% | +0.05 | -0.30 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | nearest | 365d | 17 1 QC | 3.96 [2.72, 5.08] | 3.95 | +0.03 [-2.81, 1.36] | 5.21 [2.99, 6.65] | 18% [0%, 29%] | 29% | 47% | +0.05 | -0.30 | 2026-08-09 → 2026-08-30 |
| tmax | 12Z | nearest | all | 17 1 QC | 3.96 [2.67, 4.97] | 3.95 | +0.03 [-2.01, 1.36] | 5.21 [3.04, 6.54] | 18% [0%, 29%] | 29% | 47% | +0.05 | -0.30 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | bilinear | 30d | 17 1 QC | 5.98 [4.85, 6.77] | 2.73 | +5.65 [4.37, 6.74] | 6.60 [5.46, 7.44] | 6% [0%, 15%] | 12% | 24% | -0.21 | +0.11 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | bilinear | 90d | 17 1 QC | 5.98 [4.26, 6.87] | 2.73 | +5.65 [3.89, 6.87] | 6.60 [4.48, 7.58] | 6% [0%, 16%] | 12% | 24% | -0.21 | +0.11 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | bilinear | 365d | 17 1 QC | 5.98 [4.30, 6.88] | 2.73 | +5.65 [4.02, 6.88] | 6.60 [4.50, 7.63] | 6% [0%, 15%] | 12% | 24% | -0.21 | +0.11 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | bilinear | all | 17 1 QC | 5.98 [4.30, 6.82] | 2.73 | +5.65 [3.96, 6.82] | 6.60 [4.50, 7.63] | 6% [0%, 16%] | 12% | 24% | -0.21 | +0.11 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | nearest | 30d | 17 1 QC | 6.26 [5.18, 7.06] | 2.78 | +5.98 [4.73, 7.03] | 6.88 [5.74, 7.66] | 0% [0%, 0%] | 6% | 18% | -0.27 | +0.09 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | nearest | 90d | 17 1 QC | 6.26 [4.61, 7.17] | 2.78 | +5.98 [4.29, 7.16] | 6.88 [4.94, 7.80] | 0% [0%, 0%] | 6% | 18% | -0.27 | +0.09 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | nearest | 365d | 17 1 QC | 6.26 [4.78, 7.18] | 2.78 | +5.98 [4.40, 7.18] | 6.88 [5.04, 7.86] | 0% [0%, 0%] | 6% | 18% | -0.27 | +0.09 | 2026-08-09 → 2026-08-30 |
| tmin | 00Z | nearest | all | 17 1 QC | 6.26 [4.78, 7.14] | 2.78 | +5.98 [4.31, 7.14] | 6.88 [5.05, 7.86] | 0% [0%, 0%] | 6% | 18% | -0.27 | +0.09 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | bilinear | 30d | 17 1 QC | 5.95 [4.69, 7.40] | 2.87 | +5.41 [3.91, 7.32] | 6.70 [5.28, 8.14] | 6% [0%, 17%] | 12% | 24% | -0.20 | +0.06 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | bilinear | 90d | 17 1 QC | 5.95 [4.57, 7.80] | 2.87 | +5.41 [3.70, 7.80] | 6.70 [5.10, 8.47] | 6% [0%, 16%] | 12% | 24% | -0.20 | +0.06 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | bilinear | 365d | 17 1 QC | 5.95 [4.50, 8.03] | 2.87 | +5.41 [3.68, 8.03] | 6.70 [5.03, 8.48] | 6% [0%, 17%] | 12% | 24% | -0.20 | +0.06 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | bilinear | all | 17 1 QC | 5.95 [4.52, 8.00] | 2.87 | +5.41 [3.69, 8.00] | 6.70 [5.09, 8.61] | 6% [0%, 17%] | 12% | 24% | -0.20 | +0.06 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | nearest | 30d | 17 1 QC | 6.18 [5.00, 7.60] | 2.99 | +5.65 [4.21, 7.51] | 6.94 [5.56, 8.37] | 6% [0%, 17%] | 6% | 24% | -0.25 | +0.03 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | nearest | 90d | 17 1 QC | 6.18 [4.90, 8.01] | 2.99 | +5.65 [4.01, 8.01] | 6.94 [5.37, 8.69] | 6% [0%, 16%] | 6% | 24% | -0.25 | +0.03 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | nearest | 365d | 17 1 QC | 6.18 [4.77, 8.22] | 2.99 | +5.65 [3.97, 8.22] | 6.94 [5.33, 8.72] | 6% [0%, 17%] | 6% | 24% | -0.25 | +0.03 | 2026-08-09 → 2026-08-30 |
| tmin | 12Z | nearest | all | 17 1 QC | 6.18 [4.82, 8.20] | 2.99 | +5.65 [3.98, 8.20] | 6.94 [5.41, 8.87] | 6% [0%, 17%] | 6% | 24% | -0.25 | +0.03 | 2026-08-09 → 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
The same series as a table (22 days, newest first) · download CSV
| Climatological day | Error °F |
|---|---|
| 2026-08-30 | -3.90 |
| 2026-08-29 | +4.43 |
| 2026-08-28 | -2.09 |
| 2026-08-27 | -0.11 |
| 2026-08-26 | +3.18 |
| 2026-08-25 | +1.90 |
| 2026-08-24 | -0.78 |
| 2026-08-23 | +1.61 |
| 2026-08-22 | +2.42 |
| 2026-08-21 | -0.13 |
| 2026-08-20 | +10.99 |
| 2026-08-19 | +2.82 |
| 2026-08-18 | -2.43 |
| 2026-08-17 | +3.27 |
| 2026-08-16 | -0.50 |
| 2026-08-15 | +1.80 |
| 2026-08-14 | — |
| 2026-08-13 | — |
| 2026-08-12 | — |
| 2026-08-11 | — |
| 2026-08-10 | — |
| 2026-08-09 | -3.05 |
Error distribution
Bin counts as a table
| From °F | To °F | Days |
|---|---|---|
| -20.00 | -18.00 | 0 |
| -18.00 | -16.00 | 0 |
| -16.00 | -14.00 | 0 |
| -14.00 | -12.00 | 0 |
| -12.00 | -10.00 | 0 |
| -10.00 | -8.00 | 0 |
| -8.00 | -6.00 | 0 |
| -6.00 | -4.00 | 0 |
| -4.00 | -2.00 | 4 |
| -2.00 | +0.00 | 4 |
| +0.00 | +2.00 | 3 |
| +2.00 | +4.00 | 4 |
| +4.00 | +6.00 | 1 |
| +6.00 | +8.00 | 0 |
| +8.00 | +10.00 | 0 |
| +10.00 | +12.00 | 1 |
| +12.00 | +14.00 | 0 |
| +14.00 | +16.00 | 0 |
| +16.00 | +18.00 | 0 |
| +18.00 | +20.00 | 0 |
Month by month
00Z bilinear daily maximum, newest first.
| Month | n | MAE °F | Bias °F |
|---|---|---|---|
| 2026-08 | 17 | 2.67 | +1.14 |
Availability
| Model | Scored period | Days | Coverage |
|---|---|---|---|
| ECMWF IFS HRES | 2026-08-09 → 2026-08-30 | 17 | |
| ECMWF IFS HRES | 2026-08-09 → 2026-08-30 | 17 | |
| ECMWF IFS HRES | 2026-08-09 → 2026-08-30 | 17 | |
| ECMWF IFS HRES | 2026-08-09 → 2026-08-30 | 17 |
Compared with other models
Paired bootstrap on the days both models cover (90d, 00Z, bilinear, daily maximum). Negative means ECMWF IFS HRES has the lower MAE. "Distinguishable" means the 95 % interval excludes zero.
| Other model | Common days | MAE difference °F | Distinguishable |
|---|---|---|---|
| ECMWF AIFS Single | 17 | +0.76 [-0.16, 1.74] | no |
| NCEP GFS | 17 | -1.92 [-3.33, -0.32] | yes |
| GraphCast (IFS init) | 17 | -1.06 [-1.75, -0.51] | yes |
| Persistence (baseline) | 17 | -1.50 [-3.84, 1.05] | no |
Cite this page
ShortCastCheck, KTTN ifs_hres lead 8, methodology v0.2, accessed 2026-08-31, https://castcheck.zifanzhang.com/station/KTTN/model/ifs_hres/lead/8/
LongCastCheck (2026). Station-level verification of raw weather-model 2 m temperature forecasts: KTTN (Trenton Mercer), model ifs_hres, lead day 8. Methodology version 0.2, schema version 0.1, data through 2026-08-30. Accessed 2026-08-31. https://castcheck.zifanzhang.com/station/KTTN/model/ifs_hres/lead/8/
Accessed2026-08-31 (data through 2026-08-30; page built 2026-08-31T03:52:06+00:00)