Atlanta Hartsfield · ECMWF IFS HRES · lead day 2
KATL · ifs_hres · lead 2
Target day = initialization date + 2 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 | 22 1 QC | 2.57 [2.08, 3.33] | 2.25 | -1.55 [-3.16, -0.36] | 3.20 [2.47, 3.94] | 18% [0%, 35%] | 41% | 64% | -0.15 | -0.01 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | bilinear | 90d | 22 1 QC | 2.57 [2.04, 3.59] | 2.25 | -1.55 [-3.54, -0.35] | 3.20 [2.39, 4.06] | 18% [0%, 36%] | 41% | 64% | -0.15 | -0.01 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | bilinear | 365d | 22 1 QC | 2.57 [1.99, 3.59] | 2.25 | -1.55 [-3.53, -0.13] | 3.20 [2.28, 4.07] | 18% [0%, 38%] | 41% | 64% | -0.15 | -0.01 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | bilinear | all | 22 1 QC | 2.57 [1.96, 3.54] | 2.25 | -1.55 [-3.54, -0.35] | 3.20 [2.11, 4.05] | 18% [0%, 37%] | 41% | 64% | -0.15 | -0.01 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | nearest | 30d | 22 1 QC | 2.61 [2.15, 3.36] | 2.28 | -1.21 [-2.97, 0.13] | 3.09 [2.63, 3.71] | 18% [6%, 29%] | 36% | 64% | -0.17 | -0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | nearest | 90d | 22 1 QC | 2.61 [2.10, 3.49] | 2.28 | -1.21 [-3.44, 0.16] | 3.09 [2.52, 3.80] | 18% [0%, 29%] | 36% | 64% | -0.17 | -0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | nearest | 365d | 22 1 QC | 2.61 [2.04, 3.42] | 2.28 | -1.21 [-3.42, 0.31] | 3.09 [2.50, 3.77] | 18% [0%, 29%] | 36% | 64% | -0.17 | -0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 00Z | nearest | all | 22 1 QC | 2.61 [2.09, 3.55] | 2.28 | -1.21 [-3.55, 0.14] | 3.09 [2.49, 3.84] | 18% [0%, 29%] | 36% | 64% | -0.17 | -0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | bilinear | 30d | 22 1 QC | 2.76 [1.57, 4.30] | 2.04 | -2.40 [-4.29, -0.88] | 3.47 [1.88, 4.79] | 18% [0%, 33%] | 50% | 64% | -0.27 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | bilinear | 90d | 22 1 QC | 2.76 [1.53, 4.76] | 2.04 | -2.40 [-4.75, -0.79] | 3.47 [1.81, 5.09] | 18% [0%, 34%] | 50% | 64% | -0.27 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | bilinear | 365d | 22 1 QC | 2.76 [1.42, 4.76] | 2.04 | -2.40 [-4.76, -0.59] | 3.47 [1.64, 5.06] | 18% [0%, 35%] | 50% | 64% | -0.27 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | bilinear | all | 22 1 QC | 2.76 [1.46, 4.69] | 2.04 | -2.40 [-4.69, -0.79] | 3.47 [1.70, 5.02] | 18% [0%, 33%] | 50% | 64% | -0.27 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | nearest | 30d | 22 1 QC | 2.53 [1.44, 4.12] | 2.13 | -2.09 [-4.07, -0.60] | 3.35 [1.82, 4.76] | 27% [7%, 41%] | 55% | 68% | -0.16 | +0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | nearest | 90d | 22 1 QC | 2.53 [1.39, 4.59] | 2.13 | -2.09 [-4.59, -0.53] | 3.35 [1.73, 5.03] | 27% [0%, 42%] | 55% | 68% | -0.16 | +0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | nearest | 365d | 22 1 QC | 2.53 [1.28, 4.57] | 2.13 | -2.09 [-4.57, -0.36] | 3.35 [1.61, 5.03] | 27% [0%, 43%] | 55% | 68% | -0.16 | +0.02 | 2026-08-03 → 2026-08-30 |
| tmax | 12Z | nearest | all | 22 1 QC | 2.53 [1.36, 4.60] | 2.13 | -2.09 [-4.60, -0.59] | 3.35 [1.69, 5.03] | 27% [0%, 42%] | 55% | 68% | -0.16 | +0.02 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | bilinear | 30d | 22 1 QC | 2.05 [1.59, 2.40] | 2.05 | +0.22 [-0.85, 1.40] | 2.47 [1.87, 2.82] | 32% [21%, 42%] | 45% | 77% | +0.08 | +0.09 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | bilinear | 90d | 22 1 QC | 2.05 [1.53, 2.39] | 2.05 | +0.22 [-1.00, 1.54] | 2.47 [1.75, 2.82] | 32% [18%, 43%] | 45% | 77% | +0.08 | +0.09 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | bilinear | 365d | 22 1 QC | 2.05 [1.55, 2.43] | 2.05 | +0.22 [-1.14, 1.73] | 2.47 [1.75, 2.84] | 32% [20%, 43%] | 45% | 77% | +0.08 | +0.09 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | bilinear | all | 22 1 QC | 2.05 [1.56, 2.39] | 2.05 | +0.22 [-1.02, 1.57] | 2.47 [1.73, 2.82] | 32% [18%, 43%] | 45% | 77% | +0.08 | +0.09 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | nearest | 30d | 22 1 QC | 2.13 [1.66, 2.45] | 2.10 | +0.38 [-0.61, 1.52] | 2.55 [1.91, 2.92] | 27% [17%, 40%] | 55% | 73% | +0.04 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | nearest | 90d | 22 1 QC | 2.13 [1.58, 2.47] | 2.10 | +0.38 [-0.74, 1.65] | 2.55 [1.77, 2.93] | 27% [14%, 40%] | 55% | 73% | +0.04 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | nearest | 365d | 22 1 QC | 2.13 [1.58, 2.49] | 2.10 | +0.38 [-0.82, 1.86] | 2.55 [1.81, 2.97] | 27% [15%, 41%] | 55% | 73% | +0.04 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmin | 00Z | nearest | all | 22 1 QC | 2.13 [1.58, 2.46] | 2.10 | +0.38 [-0.69, 1.69] | 2.55 [1.79, 2.94] | 27% [15%, 40%] | 55% | 73% | +0.04 | +0.06 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | bilinear | 30d | 22 1 QC | 1.85 [1.47, 2.26] | 1.85 | -0.09 [-1.13, 1.09] | 2.38 [1.89, 2.77] | 36% [23%, 50%] | 68% | 77% | +0.18 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | bilinear | 90d | 22 1 QC | 1.85 [1.44, 2.20] | 1.85 | -0.09 [-1.21, 1.19] | 2.38 [1.84, 2.71] | 36% [20%, 50%] | 68% | 77% | +0.18 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | bilinear | 365d | 22 1 QC | 1.85 [1.45, 2.31] | 1.85 | -0.09 [-1.32, 1.36] | 2.38 [1.84, 2.81] | 36% [20%, 50%] | 68% | 77% | +0.18 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | bilinear | all | 22 1 QC | 1.85 [1.42, 2.26] | 1.85 | -0.09 [-1.20, 1.23] | 2.38 [1.78, 2.75] | 36% [18%, 50%] | 68% | 77% | +0.18 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | nearest | 30d | 22 1 QC | 1.85 [1.41, 2.27] | 1.87 | -0.17 [-1.21, 1.02] | 2.48 [1.97, 2.89] | 41% [24%, 54%] | 68% | 73% | +0.19 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | nearest | 90d | 22 1 QC | 1.85 [1.40, 2.20] | 1.87 | -0.17 [-1.31, 1.13] | 2.48 [1.89, 2.80] | 41% [22%, 55%] | 68% | 73% | +0.19 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | nearest | 365d | 22 1 QC | 1.85 [1.39, 2.32] | 1.87 | -0.17 [-1.44, 1.32] | 2.48 [1.92, 2.91] | 41% [21%, 56%] | 68% | 73% | +0.19 | +0.18 | 2026-08-03 → 2026-08-30 |
| tmin | 12Z | nearest | all | 22 1 QC | 1.85 [1.34, 2.27] | 1.87 | -0.17 [-1.30, 1.18] | 2.48 [1.81, 2.85] | 41% [20%, 57%] | 68% | 73% | +0.19 | +0.18 | 2026-08-03 → 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 (28 days, newest first) · download CSV
| Climatological day | Error °F |
|---|---|
| 2026-08-30 | -6.33 |
| 2026-08-29 | -2.49 |
| 2026-08-28 | -3.03 |
| 2026-08-27 | +0.02 |
| 2026-08-26 | +1.29 |
| 2026-08-25 | -1.22 |
| 2026-08-24 | -1.22 |
| 2026-08-23 | -2.29 |
| 2026-08-22 | -3.64 |
| 2026-08-21 | +1.97 |
| 2026-08-20 | +2.01 |
| 2026-08-19 | +1.40 |
| 2026-08-18 | +4.36 |
| 2026-08-17 | -0.13 |
| 2026-08-16 | -2.68 |
| 2026-08-15 | -7.64 |
| 2026-08-14 | +0.11 |
| 2026-08-13 | -0.87 |
| 2026-08-12 | — |
| 2026-08-11 | -3.14 |
| 2026-08-10 | — |
| 2026-08-09 | -4.62 |
| 2026-08-08 | -3.97 |
| 2026-08-07 | — |
| 2026-08-06 | — |
| 2026-08-05 | — |
| 2026-08-04 | — |
| 2026-08-03 | -2.04 |
Error distribution
Bin counts as a table
| From °F | To °F | Days |
|---|---|---|
| -10.00 | -9.00 | 0 |
| -9.00 | -8.00 | 0 |
| -8.00 | -7.00 | 1 |
| -7.00 | -6.00 | 1 |
| -6.00 | -5.00 | 0 |
| -5.00 | -4.00 | 1 |
| -4.00 | -3.00 | 4 |
| -3.00 | -2.00 | 4 |
| -2.00 | -1.00 | 2 |
| -1.00 | +0.00 | 2 |
| +0.00 | +1.00 | 2 |
| +1.00 | +2.00 | 3 |
| +2.00 | +3.00 | 1 |
| +3.00 | +4.00 | 0 |
| +4.00 | +5.00 | 1 |
| +5.00 | +6.00 | 0 |
| +6.00 | +7.00 | 0 |
| +7.00 | +8.00 | 0 |
| +8.00 | +9.00 | 0 |
| +9.00 | +10.00 | 0 |
Month by month
00Z bilinear daily maximum, newest first.
| Month | n | MAE °F | Bias °F |
|---|---|---|---|
| 2026-08 | 22 | 2.57 | -1.55 |
Availability
| Model | Scored period | Days | Coverage |
|---|---|---|---|
| ECMWF IFS HRES | 2026-08-03 → 2026-08-30 | 22 | |
| ECMWF IFS HRES | 2026-08-03 → 2026-08-30 | 22 | |
| ECMWF IFS HRES | 2026-08-03 → 2026-08-30 | 22 | |
| ECMWF IFS HRES | 2026-08-03 → 2026-08-30 | 22 |
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 | 22 | -1.75 [-2.69, -0.64] | yes |
| Aurora (IFS init) | 1 | -1.18 [-1.18, -1.18] | yes |
| FourCastNet v2 (IFS init) | 1 | +1.70 [1.70, 1.70] | yes |
| NCEP GFS | 22 | -0.35 [-1.57, 2.20] | no |
| GraphCast (IFS init) | 20 | -3.11 [-4.22, -2.06] | yes |
| Pangu-Weather (IFS init) | 1 | +1.62 [1.62, 1.62] | yes |
| Persistence (baseline) | 22 | +0.34 [-0.20, 1.35] | no |
Cite this page
ShortCastCheck, KATL ifs_hres lead 2, methodology v0.2, accessed 2026-08-31, https://castcheck.zifanzhang.com/station/KATL/model/ifs_hres/lead/2/
LongCastCheck (2026). Station-level verification of raw weather-model 2 m temperature forecasts: KATL (Atlanta Hartsfield), model ifs_hres, lead day 2. Methodology version 0.2, schema version 0.1, data through 2026-08-30. Accessed 2026-08-31. https://castcheck.zifanzhang.com/station/KATL/model/ifs_hres/lead/2/
Accessed2026-08-31 (data through 2026-08-30; page built 2026-08-31T03:52:06+00:00)