Model

ECMWF AIFS Single

aifs_single

source ecmwf · product aifs-single · steps every 6 h to 240 h · initializations 0, 12 UTC. Scores use the latest model version segment, aifs-single-gpid5, starting 2026-08-01. Earlier days ran a different version of the model and are excluded rather than silently pooled into the same average.

ecmwf aifs-single-gpid5
Window
the last 30 days
Init
00Z
Interpolation
bilinear
Data through
2026-10-28
Updated
Next update

Instantaneous temperature — MAE °F by stationt2

Scored against the observed 2 m temperature at the same instant (ASOS routine METAR). This is the headline variable: the same four instants on the forecast and the observation side. These pages are always bilinear interpolation, the headline method. The nearest-node variant, and every other window/initialization/interpolation/variable combination, is published on each permanent link below — follow any number.

the last 30 days, 00Z, bilinear. MAE with the bias and n underneath; every cell links to its permanent page. The sparkline shows the same row across lead days 1–9 on a scale shared within this table.
Stationd0d1d2d3d4d5d6d7d8d9lead 1–9
KATL2.58−1.97 · n=292.59−1.90 · n=292.54−1.75 · n=292.76−1.73 · n=293.08−1.78 · n=293.09−1.45 · n=293.40−0.80 · n=294.59−1.09 · n=295.03−1.08 · n=295.49−0.19 · n=29KATL MAE by lead day 1 to 9, t2
KAUS1.99+0.28 · n=292.23+0.25 · n=292.25+0.20 · n=292.37+0.19 · n=292.85+0.45 · n=293.07+0.51 · n=293.60+0.35 · n=295.30−0.52 · n=295.49+0.26 · n=296.06+1.06 · n=29KAUS MAE by lead day 1 to 9, t2
KBOS2.35−2.05 · n=282.26−1.86 · n=282.29−1.74 · n=282.43−1.64 · n=282.56−1.42 · n=283.25−1.25 · n=283.90−1.08 · n=284.56−1.89 · n=284.81−1.28 · n=285.42−0.81 · n=28KBOS MAE by lead day 1 to 9, t2
KDCA2.60−1.91 · n=292.60−1.67 · n=292.56−1.59 · n=292.74−1.50 · n=293.16−1.20 · n=293.62−1.23 · n=294.42−1.26 · n=294.96−2.27 · n=295.54−1.69 · n=295.51−0.92 · n=29KDCA MAE by lead day 1 to 9, t2
KDEN2.32−0.08 · n=292.40−0.20 · n=292.51−0.41 · n=292.86−0.84 · n=293.19−1.36 · n=294.74−1.38 · n=294.76−1.50 · n=296.40−0.95 · n=298.40−3.59 · n=29—KDEN MAE by lead day 1 to 9, t2
KDFW2.07−1.36 · n=292.26−1.57 · n=292.51−1.73 · n=292.77−1.79 · n=293.17−1.72 · n=293.20−1.63 · n=293.69−2.24 · n=295.26−3.05 · n=295.94−2.41 · n=295.95−1.89 · n=29KDFW MAE by lead day 1 to 9, t2
KEWR2.13−1.54 · n=292.32−1.69 · n=292.41−1.49 · n=292.59−1.62 · n=292.88−1.46 · n=293.03−1.43 · n=293.82−1.35 · n=294.57−2.37 · n=295.18−1.72 · n=295.39−1.20 · n=29KEWR MAE by lead day 1 to 9, t2
KIAH1.43−0.09 · n=291.54−0.10 · n=291.74−0.19 · n=292.01−0.39 · n=292.41−0.34 · n=292.58−0.26 · n=293.06−0.23 · n=293.99−0.66 · n=293.91−0.65 · n=295.05+0.29 · n=29KIAH MAE by lead day 1 to 9, t2
KLAS3.29−3.14 · n=293.44−3.16 · n=293.38−3.06 · n=293.42−2.95 · n=293.86−3.16 · n=294.08−3.04 · n=295.19−3.29 · n=295.57−3.46 · n=295.99−4.15 · n=29—KLAS MAE by lead day 1 to 9, t2
KLAX2.35−0.84 · n=292.40−0.83 · n=292.42−0.93 · n=292.57−1.00 · n=292.88−1.30 · n=293.36−1.22 · n=293.69−1.05 · n=294.14−1.05 · n=295.21−1.35 · n=29—KLAX MAE by lead day 1 to 9, t2
KMIA1.29−0.48 · n=291.54−0.84 · n=291.66−0.95 · n=291.78−1.08 · n=291.96−1.13 · n=292.09−1.19 · n=292.14−1.00 · n=292.18−0.75 · n=292.38−0.83 · n=292.39−0.57 · n=29KMIA MAE by lead day 1 to 9, t2
KMSP2.34−1.13 · n=292.39−1.36 · n=292.62−1.34 · n=292.92−1.37 · n=292.90−1.87 · n=293.69−2.28 · n=294.62−2.57 · n=295.44−3.10 · n=295.93−2.01 · n=298.06−3.68 · n=29KMSP MAE by lead day 1 to 9, t2
KMSY1.96−1.01 · n=292.09−1.09 · n=292.23−1.18 · n=292.19−1.06 · n=292.28−0.90 · n=292.58−0.50 · n=293.03+0.12 · n=293.84+0.01 · n=294.06+0.02 · n=294.57+0.93 · n=29KMSY MAE by lead day 1 to 9, t2
KNYC2.19−0.28 · n=282.32−0.46 · n=282.46−0.26 · n=282.45−0.33 · n=282.91−0.26 · n=283.04−0.24 · n=283.72−0.21 · n=284.28−1.24 · n=284.50−0.33 · n=284.93+0.10 · n=28KNYC MAE by lead day 1 to 9, t2
KOKC2.32+1.63 · n=292.34+1.40 · n=292.25+1.28 · n=292.35+1.32 · n=292.53+1.12 · n=292.69+1.03 · n=293.95+0.19 · n=294.82−0.21 · n=295.34+0.37 · n=296.80−0.56 · n=29KOKC MAE by lead day 1 to 9, t2
KORD1.96−1.45 · n=292.14−1.48 · n=292.39−1.61 · n=292.71−1.66 · n=292.75−1.52 · n=293.09−1.30 · n=294.10−1.77 · n=295.04−2.11 · n=296.24−2.10 · n=295.71−1.57 · n=29KORD MAE by lead day 1 to 9, t2
KPHL3.02−2.35 · n=293.10−2.29 · n=293.02−2.16 · n=293.19−2.23 · n=293.49−1.96 · n=293.70−2.05 · n=294.67−1.94 · n=295.20−3.02 · n=295.84−2.37 · n=295.72−1.79 · n=29KPHL MAE by lead day 1 to 9, t2
KPHX3.14−2.20 · n=293.31−2.22 · n=293.29−2.27 · n=293.29−2.24 · n=293.48−2.27 · n=294.20−2.37 · n=294.44−1.87 · n=295.10−2.06 · n=295.34−2.46 · n=29—KPHX MAE by lead day 1 to 9, t2
KSAN1.98−1.19 · n=292.10−1.26 · n=292.14−1.32 · n=292.33−1.41 · n=292.82−1.70 · n=293.21−1.64 · n=293.54−1.58 · n=294.05−1.57 · n=294.90−1.68 · n=29—KSAN MAE by lead day 1 to 9, t2
KSAT1.40−0.25 · n=291.45−0.27 · n=291.56−0.37 · n=291.67−0.39 · n=292.11−0.22 · n=292.39−0.13 · n=293.00−0.26 · n=294.15−1.09 · n=294.56−0.42 · n=295.06+0.39 · n=29KSAT MAE by lead day 1 to 9, t2
KSEA2.48−2.10 · n=292.41−1.77 · n=292.30−1.59 · n=292.40−1.54 · n=292.41−1.08 · n=292.61−1.20 · n=292.92−1.61 · n=293.33−2.26 · n=293.56−2.07 · n=29—KSEA MAE by lead day 1 to 9, t2
KSFO2.18−0.84 · n=292.30−0.72 · n=292.45−0.80 · n=292.41−1.05 · n=292.49−1.20 · n=293.04−1.56 · n=292.95−1.40 · n=293.48−1.60 · n=294.15−1.04 · n=29—KSFO MAE by lead day 1 to 9, t2
KTTN1.72+0.86 · n=291.79+0.93 · n=292.08+1.15 · n=292.18+1.02 · n=292.64+1.24 · n=293.00+1.18 · n=293.91+1.23 · n=294.45+0.13 · n=295.24+0.77 · n=295.68+1.29 · n=29KTTN MAE by lead day 1 to 9, t2

+ model too warm − model too cold bias interval includes zero ★ lowest MAE among ranked models (n ≥ 30) = not distinguishable from the leader ▼ worse than the leader ▲ better than the leader — all three Holm-corrected within this table, over the family of comparisons against the leader; the uncorrected verdict for every pair is published in the pairwise table of each permanent link and in pairwise_latest.csv.gzn < 30 greyed and unranked CI is a 95 % moving-block bootstrap interval on the group's own days, and reads — when it could not be computed skill reads — when fewer than 10 days are common to the model and the baseline: the ratio of two means over a handful of shared days is not a number worth printing

Sampled daily maximum — MAE °F by stationtmax_s

Scored against the maximum of the four *observed* samples on the same day.

the last 30 days, 00Z, bilinear. MAE with the bias and n underneath; every cell links to its permanent page. The sparkline shows the same row across lead days 1–9 on a scale shared within this table.
Stationd0d1d2d3d4d5d6d7d8d9lead 1–9
KATL0.87+0.39 · n=291.25+0.46 · n=291.42+0.71 · n=291.69+0.82 · n=292.05+1.12 · n=291.87+1.12 · n=293.06+1.22 · n=294.52+0.02 · n=294.88−0.06 · n=295.93+0.39 · n=29KATL MAE by lead day 1 to 9, tmax_s
KAUS1.19−0.43 · n=291.55−0.81 · n=291.54−0.87 · n=291.80−0.95 · n=292.50−0.70 · n=292.50−0.88 · n=292.97−1.28 · n=294.65−2.80 · n=294.55−1.69 · n=295.37−1.02 · n=29KAUS MAE by lead day 1 to 9, tmax_s
KBOS1.67−1.07 · n=281.77−0.96 · n=281.64−0.89 · n=281.98−0.74 · n=282.32−0.94 · n=283.68−0.29 · n=284.04−0.11 · n=284.06−0.72 · n=285.54−0.73 · n=285.92−0.25 · n=28KBOS MAE by lead day 1 to 9, tmax_s
KDCA1.47+0.78 · n=291.58+0.87 · n=291.75+0.84 · n=292.16+0.58 · n=292.78+1.05 · n=293.07+0.90 · n=293.76+0.71 · n=294.96−1.09 · n=295.95−0.29 · n=295.83+0.25 · n=29KDCA MAE by lead day 1 to 9, tmax_s
KDEN1.74+0.52 · n=291.95+0.35 · n=292.40−0.10 · n=292.62−0.69 · n=292.97−1.30 · n=295.13−1.24 · n=294.28−0.78 · n=296.80−0.02 · n=299.13−3.42 · n=29—KDEN MAE by lead day 1 to 9, tmax_s
KDFW1.19−0.27 · n=291.52−0.71 · n=291.74−0.93 · n=292.01−0.92 · n=292.61−0.94 · n=292.34−0.90 · n=292.98−1.66 · n=294.92−3.50 · n=295.23−2.64 · n=295.71−2.27 · n=29KDFW MAE by lead day 1 to 9, tmax_s
KEWR1.16−0.39 · n=291.48−0.60 · n=291.58−0.52 · n=291.76−0.80 · n=292.33−0.70 · n=292.46−0.64 · n=293.29−0.58 · n=294.17−1.67 · n=295.72−1.42 · n=295.01−1.30 · n=29KEWR MAE by lead day 1 to 9, tmax_s
KIAH1.53+0.25 · n=291.79+0.12 · n=291.90+0.16 · n=292.12+0.02 · n=292.14+0.24 · n=292.16−0.04 · n=292.69−0.42 · n=293.92−1.85 · n=293.86−1.43 · n=295.01−1.10 · n=29KIAH MAE by lead day 1 to 9, tmax_s
KLAS2.12−2.07 · n=292.54−2.07 · n=292.63−1.96 · n=292.50−1.94 · n=293.24−2.26 · n=293.34−1.87 · n=295.22−2.20 · n=295.42−2.12 · n=295.35−2.94 · n=29—KLAS MAE by lead day 1 to 9, tmax_s
KLAX2.28−0.85 · n=292.34−0.84 · n=292.42−1.02 · n=292.53−0.98 · n=293.54−1.68 · n=294.05−1.54 · n=294.12−1.41 · n=294.56−1.31 · n=296.09−1.67 · n=29—KLAX MAE by lead day 1 to 9, tmax_s
KMIA1.47−0.62 · n=291.81−0.89 · n=292.05−0.91 · n=292.05−1.07 · n=292.18−1.07 · n=292.53−1.22 · n=292.38−1.05 · n=292.47−0.68 · n=292.68−0.87 · n=292.57−0.36 · n=29KMIA MAE by lead day 1 to 9, tmax_s
KMSP1.63+0.81 · n=291.50+0.41 · n=291.58+0.47 · n=291.84+0.26 · n=292.26−0.49 · n=292.81−0.89 · n=294.01−1.53 · n=294.29−1.50 · n=295.64−0.70 · n=298.33−2.59 · n=29KMSP MAE by lead day 1 to 9, tmax_s
KMSY1.74−1.17 · n=291.93−1.46 · n=292.30−1.56 · n=292.16−1.48 · n=292.16−1.57 · n=292.30−1.00 · n=292.86−0.82 · n=293.13−1.51 · n=293.36−1.47 · n=294.07−1.11 · n=29KMSY MAE by lead day 1 to 9, tmax_s
KNYC2.67+2.62 · n=282.40+2.40 · n=282.49+2.49 · n=282.50+2.30 · n=283.22+2.29 · n=283.44+2.29 · n=283.41+2.21 · n=283.77+1.21 · n=285.00+1.77 · n=285.07+1.86 · n=28KNYC MAE by lead day 1 to 9, tmax_s
KOKC1.84+1.26 · n=291.76+1.03 · n=291.63+0.91 · n=291.71+0.79 · n=291.75+0.51 · n=292.28+0.37 · n=293.22−0.74 · n=294.84−1.72 · n=295.17−1.35 · n=296.73−2.51 · n=29KOKC MAE by lead day 1 to 9, tmax_s
KORD1.02+0.07 · n=291.34−0.15 · n=291.53−0.48 · n=291.94−0.70 · n=291.91−0.34 · n=292.61−0.14 · n=293.66−1.08 · n=294.67−1.78 · n=294.75−1.91 · n=295.30−1.77 · n=29KORD MAE by lead day 1 to 9, tmax_s
KPHL1.70+0.39 · n=291.78+0.45 · n=291.55+0.23 · n=292.08+0.01 · n=292.52+0.21 · n=293.05+0.04 · n=293.99+0.47 · n=294.58−0.84 · n=295.56−0.68 · n=295.04−0.54 · n=29KPHL MAE by lead day 1 to 9, tmax_s
KPHX1.88−0.51 · n=292.25−0.82 · n=292.20−0.83 · n=292.05−0.82 · n=292.63−0.73 · n=293.66−1.10 · n=293.55+0.18 · n=294.41−0.00 · n=295.13−0.83 · n=29—KPHX MAE by lead day 1 to 9, tmax_s
KSAN2.87−2.81 · n=293.04−2.96 · n=293.09−3.00 · n=293.27−3.03 · n=293.96−3.49 · n=294.32−3.49 · n=294.62−3.59 · n=294.92−3.52 · n=296.15−3.61 · n=29—KSAN MAE by lead day 1 to 9, tmax_s
KSAT1.02+0.14 · n=290.90−0.24 · n=291.15−0.37 · n=291.46−0.48 · n=291.96−0.30 · n=292.13−0.46 · n=292.67−0.78 · n=294.07−2.14 · n=293.80−1.04 · n=294.25−0.21 · n=29KSAT MAE by lead day 1 to 9, tmax_s
KSEA1.86−1.63 · n=291.74−1.30 · n=291.61−1.20 · n=292.15−1.52 · n=292.24−1.22 · n=292.48−1.59 · n=292.87−2.03 · n=293.38−2.82 · n=293.51−1.85 · n=29—KSEA MAE by lead day 1 to 9, tmax_s
KSFO2.65−1.32 · n=292.69−1.24 · n=292.92−1.41 · n=293.00−1.77 · n=293.31−2.03 · n=294.00−2.69 · n=293.65−2.19 · n=294.59−2.37 · n=295.14−1.47 · n=29—KSFO MAE by lead day 1 to 9, tmax_s
KTTN2.11+2.11 · n=292.05+2.04 · n=292.10+2.04 · n=292.37+1.78 · n=292.64+1.89 · n=293.19+1.83 · n=293.99+2.06 · n=294.67+0.87 · n=295.87+0.83 · n=295.36+0.86 · n=29KTTN MAE by lead day 1 to 9, tmax_s

Sampled daily minimum — MAE °F by stationtmin_s

Scored against the minimum of the four *observed* samples on the same day.

the last 30 days, 00Z, bilinear. MAE with the bias and n underneath; every cell links to its permanent page. The sparkline shows the same row across lead days 1–9 on a scale shared within this table.
Stationd0d1d2d3d4d5d6d7d8d9lead 1–9
KATL3.43−3.04 · n=293.23−3.00 · n=293.05−2.84 · n=293.31−2.94 · n=293.55−3.17 · n=293.74−2.61 · n=293.64−1.67 · n=294.86−1.11 · n=295.37−1.52 · n=295.77+0.18 · n=29KATL MAE by lead day 1 to 9, tmin_s
KAUS2.07+1.60 · n=292.35+1.88 · n=292.36+1.79 · n=292.34+1.83 · n=292.75+2.19 · n=293.29+2.56 · n=293.93+3.15 · n=295.69+2.57 · n=295.52+2.87 · n=296.95+3.80 · n=29KAUS MAE by lead day 1 to 9, tmin_s
KBOS2.38−2.23 · n=282.04−1.88 · n=282.12−1.54 · n=282.28−1.48 · n=282.46−1.06 · n=282.40−1.19 · n=283.32−1.18 · n=284.38−1.75 · n=284.36−0.85 · n=284.84−0.43 · n=28KBOS MAE by lead day 1 to 9, tmin_s
KDCA2.69−2.68 · n=292.69−2.51 · n=292.68−2.38 · n=292.50−2.14 · n=292.92−1.94 · n=293.79−1.84 · n=294.60−1.78 · n=295.09−2.42 · n=295.10−1.87 · n=295.26−1.25 · n=29KDCA MAE by lead day 1 to 9, tmin_s
KDEN2.64−1.58 · n=292.55−1.50 · n=292.37−1.47 · n=292.80−1.70 · n=293.35−2.03 · n=293.77−1.76 · n=294.64−2.99 · n=295.16−2.87 · n=296.37−3.76 · n=29—KDEN MAE by lead day 1 to 9, tmin_s
KDFW2.61−2.40 · n=292.61−2.39 · n=292.76−2.59 · n=292.98−2.77 · n=293.14−2.45 · n=293.21−2.14 · n=293.75−2.48 · n=295.31−2.03 · n=295.84−1.77 · n=296.49−1.30 · n=29KDFW MAE by lead day 1 to 9, tmin_s
KEWR1.39−0.86 · n=291.57−1.12 · n=291.73−0.89 · n=291.80−0.91 · n=291.90−0.74 · n=292.38−0.43 · n=293.62−0.66 · n=294.38−1.70 · n=294.30−0.55 · n=295.27−0.27 · n=29KEWR MAE by lead day 1 to 9, tmin_s
KIAH0.94−0.39 · n=291.01−0.41 · n=291.34−0.58 · n=291.67−0.86 · n=292.37−0.92 · n=292.64−0.45 · n=293.61+0.31 · n=294.81+0.37 · n=294.28−0.13 · n=295.95+1.73 · n=29KIAH MAE by lead day 1 to 9, tmin_s
KLAS4.39−4.39 · n=294.40−4.40 · n=294.26−4.26 · n=294.12−4.12 · n=294.01−4.01 · n=294.48−4.17 · n=295.08−4.37 · n=295.41−4.58 · n=295.98−5.25 · n=29—KLAS MAE by lead day 1 to 9, tmin_s
KLAX1.88−1.10 · n=291.77−0.96 · n=291.67−0.99 · n=291.86−1.09 · n=291.91−1.07 · n=292.72−1.04 · n=292.75−0.85 · n=292.96−0.90 · n=293.55−1.14 · n=29—KLAX MAE by lead day 1 to 9, tmin_s
KMIA1.02−0.00 · n=291.26−0.44 · n=291.21−0.55 · n=291.34−0.66 · n=291.44−0.65 · n=291.41−0.77 · n=291.70−0.53 · n=291.86−0.40 · n=292.14−0.39 · n=292.21−0.24 · n=29KMIA MAE by lead day 1 to 9, tmin_s
KMSP2.36−2.27 · n=292.56−2.39 · n=292.70−2.39 · n=293.07−2.30 · n=292.90−2.41 · n=294.00−2.88 · n=294.89−3.08 · n=296.11−4.17 · n=295.37−2.48 · n=297.74−4.35 · n=29KMSP MAE by lead day 1 to 9, tmin_s
KMSY2.15−0.72 · n=292.09−0.70 · n=292.24−0.82 · n=292.52−0.73 · n=292.44−0.46 · n=292.82−0.08 · n=293.42+1.05 · n=294.37+1.35 · n=294.74+1.34 · n=295.72+2.79 · n=29KMSY MAE by lead day 1 to 9, tmin_s
KNYC1.78−1.04 · n=282.01−1.29 · n=282.11−1.01 · n=282.10−1.00 · n=282.49−0.99 · n=282.77−0.73 · n=283.88−0.92 · n=284.25−2.04 · n=284.06−0.58 · n=284.84−0.35 · n=28KNYC MAE by lead day 1 to 9, tmin_s
KOKC2.08+0.87 · n=291.92+0.56 · n=292.11+0.55 · n=292.38+0.84 · n=292.67+0.75 · n=292.54+1.03 · n=293.58+0.64 · n=295.30+0.69 · n=295.71+1.31 · n=297.10+0.78 · n=29KOKC MAE by lead day 1 to 9, tmin_s
KORD2.54−2.18 · n=292.44−2.00 · n=292.67−1.93 · n=292.93−1.77 · n=293.06−2.08 · n=293.33−1.50 · n=293.81−1.72 · n=295.61−2.11 · n=296.92−1.87 · n=295.62−0.60 · n=29KORD MAE by lead day 1 to 9, tmin_s
KPHL2.90−2.81 · n=292.99−2.91 · n=292.81−2.55 · n=292.84−2.56 · n=293.26−2.17 · n=293.66−2.07 · n=294.97−2.30 · n=295.25−3.41 · n=295.58−2.30 · n=295.91−1.84 · n=29KPHL MAE by lead day 1 to 9, tmin_s
KPHX4.29−4.24 · n=294.09−3.88 · n=294.16−3.96 · n=294.07−3.78 · n=293.94−3.72 · n=294.29−3.68 · n=294.79−3.94 · n=295.46−4.46 · n=295.60−4.39 · n=29—KPHX MAE by lead day 1 to 9, tmin_s
KSAN1.74+0.24 · n=291.81+0.22 · n=291.77+0.26 · n=291.94+0.12 · n=291.90+0.04 · n=292.71+0.32 · n=292.86+0.47 · n=292.83+0.52 · n=293.33+0.49 · n=29—KSAN MAE by lead day 1 to 9, tmin_s
KSAT1.19−0.34 · n=291.45−0.02 · n=291.52−0.15 · n=291.47−0.06 · n=291.69+0.33 · n=292.25+0.61 · n=293.05+1.12 · n=294.48+0.47 · n=294.88+0.77 · n=295.67+1.66 · n=29KSAT MAE by lead day 1 to 9, tmin_s
KSEA2.80−2.79 · n=292.44−2.29 · n=292.33−2.13 · n=292.01−1.73 · n=291.94−1.23 · n=292.16−1.18 · n=292.35−0.99 · n=292.70−1.56 · n=293.80−2.33 · n=29—KSEA MAE by lead day 1 to 9, tmin_s
KSFO1.83−1.10 · n=291.94−0.78 · n=292.03−0.70 · n=291.98−0.71 · n=291.97−0.84 · n=292.16−0.86 · n=292.48−0.89 · n=292.60−1.17 · n=293.41−1.08 · n=29—KSFO MAE by lead day 1 to 9, tmin_s
KTTN1.59+1.17 · n=291.72+1.18 · n=292.28+1.52 · n=292.37+1.45 · n=292.70+1.81 · n=293.09+2.01 · n=294.07+1.65 · n=294.44+0.55 · n=294.85+1.75 · n=296.13+2.04 · n=29KTTN MAE by lead day 1 to 9, tmin_s

Against the NWS daily extremes (secondary)

This comparison scores four 6-hourly forecast samples against the true daily extreme, so it includes a sampling penalty. The size of that penalty depends on each model's own diurnal amplitude, which is one of the things this site measures, so these numbers are published for operational relevance and are never used for ranking.

Daily maximum vs NWS CLI

the last 30 days, 00Z, bilinear. MAE with the bias and n underneath; every cell links to its permanent page. The sparkline shows the same row across lead days 1–9 on a scale shared within this table.
Stationd0d1d2d3d4d5d6d7d8d9lead 1–9
KATL2.30−2.30 · n=292.32−2.23 · n=292.24−1.98 · n=292.47−1.87 · n=292.77−1.57 · n=292.48−1.57 · n=293.42−1.47 · n=294.75−2.66 · n=295.53−2.74 · n=296.88−2.30 · n=29KATL MAE by lead day 1 to 9, tmax_cli
KAUS4.93−4.85 · n=295.37−5.22 · n=295.40−5.28 · n=295.55−5.37 · n=296.18−5.12 · n=295.88−5.29 · n=296.28−5.69 · n=298.17−7.21 · n=297.86−6.10 · n=298.05−5.44 · n=29KAUS MAE by lead day 1 to 9, tmax_cli
KBOS2.85−2.64 · n=292.72−2.50 · n=292.66−2.47 · n=292.67−2.40 · n=293.40−2.81 · n=294.41−2.17 · n=294.81−1.83 · n=294.97−2.43 · n=296.12−1.96 · n=296.12−1.61 · n=29KBOS MAE by lead day 1 to 9, tmax_cli
KDCA1.45−1.04 · n=291.59−0.96 · n=291.82−0.98 · n=292.38−1.25 · n=292.79−0.78 · n=292.85−0.92 · n=293.75−1.11 · n=295.12−2.91 · n=296.63−2.12 · n=296.21−1.58 · n=29KDCA MAE by lead day 1 to 9, tmax_cli
KDEN4.51−4.51 · n=294.69−4.69 · n=295.20−5.14 · n=295.76−5.73 · n=296.48−6.34 · n=297.79−6.28 · n=297.26−5.82 · n=298.62−5.06 · n=2911.76−8.46 · n=29—KDEN MAE by lead day 1 to 9, tmax_cli
KDFW3.72−3.72 · n=294.20−4.16 · n=294.52−4.38 · n=294.65−4.37 · n=295.14−4.39 · n=294.93−4.35 · n=295.54−5.11 · n=297.62−6.95 · n=298.17−6.09 · n=297.85−5.72 · n=29KDFW MAE by lead day 1 to 9, tmax_cli
KEWR2.23−2.16 · n=292.60−2.37 · n=292.41−2.30 · n=292.74−2.57 · n=293.20−2.47 · n=293.40−2.41 · n=294.22−2.35 · n=294.72−3.44 · n=296.43−3.19 · n=295.45−3.07 · n=29KEWR MAE by lead day 1 to 9, tmax_cli
KIAH3.49−3.34 · n=293.85−3.46 · n=294.00−3.43 · n=294.10−3.56 · n=294.14−3.35 · n=294.10−3.63 · n=294.83−4.01 · n=296.24−5.43 · n=296.42−5.01 · n=296.99−4.69 · n=29KIAH MAE by lead day 1 to 9, tmax_cli
KLAS3.72−3.72 · n=293.79−3.71 · n=293.70−3.61 · n=293.63−3.58 · n=294.29−3.91 · n=294.08−3.51 · n=295.90−3.85 · n=295.83−3.76 · n=295.89−4.59 · n=29—KLAS MAE by lead day 1 to 9, tmax_cli
KLAX4.07−3.61 · n=294.08−3.60 · n=294.31−3.78 · n=294.38−3.74 · n=295.22−4.44 · n=295.25−4.30 · n=295.58−4.17 · n=296.04−4.07 · n=297.24−4.43 · n=29—KLAX MAE by lead day 1 to 9, tmax_cli
KMIA2.57−2.56 · n=292.88−2.83 · n=292.91−2.84 · n=293.03−3.00 · n=293.13−3.00 · n=293.29−3.15 · n=293.35−2.99 · n=292.87−2.62 · n=293.20−2.81 · n=292.83−2.29 · n=29KMIA MAE by lead day 1 to 9, tmax_cli
KMSP2.63−2.50 · n=293.05−2.90 · n=292.85−2.84 · n=293.19−3.06 · n=294.00−3.80 · n=294.64−4.21 · n=295.87−4.84 · n=296.00−4.81 · n=297.14−4.01 · n=299.95−5.91 · n=29KMSP MAE by lead day 1 to 9, tmax_cli
KMSY3.56−3.48 · n=293.77−3.77 · n=293.87−3.87 · n=293.79−3.79 · n=293.88−3.88 · n=293.57−3.31 · n=293.71−3.13 · n=294.26−3.82 · n=294.15−3.78 · n=294.74−3.42 · n=29KMSY MAE by lead day 1 to 9, tmax_cli
KNYC1.24+0.44 · n=291.27+0.20 · n=290.99+0.26 · n=291.53+0.01 · n=292.30+0.11 · n=292.58+0.16 · n=293.31+0.22 · n=293.58−0.83 · n=295.27−0.57 · n=294.55−0.41 · n=29KNYC MAE by lead day 1 to 9, tmax_cli
KOKC2.29−1.91 · n=292.58−2.14 · n=292.81−2.26 · n=293.13−2.38 · n=293.23−2.67 · n=293.58−2.80 · n=294.69−3.92 · n=296.94−4.90 · n=297.36−4.52 · n=298.31−5.68 · n=29KOKC MAE by lead day 1 to 9, tmax_cli
KORD2.26−2.20 · n=292.57−2.42 · n=292.82−2.75 · n=293.26−2.97 · n=293.05−2.61 · n=293.02−2.40 · n=294.35−3.35 · n=295.40−4.05 · n=296.14−4.18 · n=296.28−4.04 · n=29KORD MAE by lead day 1 to 9, tmax_cli
KPHL1.86−1.51 · n=291.85−1.45 · n=291.71−1.67 · n=292.38−1.89 · n=292.78−1.69 · n=292.86−1.86 · n=293.77−1.43 · n=295.01−2.74 · n=296.49−2.58 · n=295.34−2.44 · n=29KPHL MAE by lead day 1 to 9, tmax_cli
KPHX3.32−3.17 · n=293.69−3.48 · n=293.63−3.49 · n=293.68−3.48 · n=294.02−3.39 · n=294.58−3.76 · n=294.37−2.48 · n=294.92−2.66 · n=295.53−3.49 · n=29—KPHX MAE by lead day 1 to 9, tmax_cli
KSAN5.22−5.22 · n=295.37−5.37 · n=295.42−5.42 · n=295.45−5.45 · n=295.91−5.91 · n=296.12−5.90 · n=296.52−6.00 · n=296.70−5.93 · n=297.66−6.03 · n=29—KSAN MAE by lead day 1 to 9, tmax_cli
KSAT3.47−3.46 · n=293.84−3.84 · n=293.97−3.97 · n=294.16−4.08 · n=294.60−3.91 · n=294.44−4.06 · n=295.01−4.38 · n=296.27−5.74 · n=296.07−4.65 · n=296.26−3.81 · n=29KSAT MAE by lead day 1 to 9, tmax_cli
KSEA3.18−3.10 · n=292.97−2.77 · n=292.82−2.67 · n=293.11−2.99 · n=293.18−2.69 · n=293.44−3.06 · n=293.93−3.50 · n=294.52−4.29 · n=294.14−3.32 · n=29—KSEA MAE by lead day 1 to 9, tmax_cli
KSFO5.06−5.06 · n=294.98−4.98 · n=295.15−5.15 · n=295.51−5.51 · n=295.80−5.77 · n=296.48−6.43 · n=296.04−5.93 · n=296.60−6.11 · n=296.39−5.21 · n=29—KSFO MAE by lead day 1 to 9, tmax_cli
KTTN0.98+0.17 · n=291.22+0.11 · n=291.04+0.11 · n=291.70−0.16 · n=292.45−0.04 · n=292.68−0.10 · n=293.72+0.13 · n=294.43−1.06 · n=295.92−1.11 · n=295.21−1.07 · n=29KTTN MAE by lead day 1 to 9, tmax_cli

Daily minimum vs NWS CLI

the last 30 days, 00Z, bilinear. MAE with the bias and n underneath; every cell links to its permanent page. The sparkline shows the same row across lead days 1–9 on a scale shared within this table.
Stationd0d1d2d3d4d5d6d7d8d9lead 1–9
KATL3.03−1.54 · n=292.96−1.49 · n=292.65−1.34 · n=292.78−1.43 · n=293.03−1.66 · n=293.15−1.11 · n=293.78−0.17 · n=294.97+0.39 · n=295.29−0.01 · n=295.27+1.68 · n=29KATL MAE by lead day 1 to 9, tmin_cli
KAUS3.47+3.31 · n=293.71+3.60 · n=293.65+3.50 · n=293.66+3.55 · n=294.00+3.90 · n=294.45+4.28 · n=295.29+4.86 · n=296.54+4.29 · n=296.61+4.58 · n=298.13+5.51 · n=29KAUS MAE by lead day 1 to 9, tmin_cli
KBOS1.31−0.15 · n=291.21+0.20 · n=291.48+0.53 · n=291.62+0.58 · n=292.07+1.01 · n=292.09+0.92 · n=292.87+0.91 · n=293.57+0.33 · n=294.20+1.27 · n=294.90+1.69 · n=29KBOS MAE by lead day 1 to 9, tmin_cli
KDCA1.62−1.03 · n=291.80−0.86 · n=292.01−0.73 · n=291.90−0.49 · n=292.52−0.29 · n=293.15−0.19 · n=294.14−0.14 · n=294.82−0.78 · n=294.88−0.22 · n=295.01+0.40 · n=29KDCA MAE by lead day 1 to 9, tmin_cli
KDEN2.30+0.43 · n=292.32+0.51 · n=292.16+0.54 · n=292.36+0.31 · n=292.75−0.02 · n=293.65+0.25 · n=293.87−0.98 · n=294.12−0.85 · n=295.33−1.75 · n=29—KDEN MAE by lead day 1 to 9, tmin_cli
KDFW2.30−0.53 · n=292.30−0.52 · n=292.46−0.72 · n=292.60−0.90 · n=293.06−0.59 · n=293.24−0.27 · n=293.70−0.61 · n=295.35−0.16 · n=295.27+0.10 · n=296.56+0.57 · n=29KDFW MAE by lead day 1 to 9, tmin_cli
KEWR1.94+1.51 · n=291.66+1.25 · n=291.76+1.48 · n=291.94+1.46 · n=292.21+1.63 · n=292.41+1.94 · n=293.43+1.71 · n=294.38+0.67 · n=294.35+1.82 · n=295.60+2.10 · n=29KEWR MAE by lead day 1 to 9, tmin_cli
KIAH1.99+1.59 · n=291.94+1.57 · n=292.11+1.40 · n=292.48+1.12 · n=293.05+1.06 · n=293.59+1.53 · n=294.35+2.29 · n=294.74+2.35 · n=294.87+1.85 · n=296.67+3.70 · n=29KIAH MAE by lead day 1 to 9, tmin_cli
KLAS2.95−2.81 · n=293.10−2.82 · n=292.98−2.68 · n=292.90−2.53 · n=292.83−2.42 · n=293.35−2.58 · n=293.77−2.79 · n=294.55−2.99 · n=295.21−3.67 · n=29—KLAS MAE by lead day 1 to 9, tmin_cli
KLAX1.45+0.64 · n=291.45+0.77 · n=291.44+0.75 · n=291.54+0.64 · n=291.67+0.67 · n=292.62+0.69 · n=292.72+0.89 · n=292.78+0.83 · n=293.67+0.60 · n=29—KLAX MAE by lead day 1 to 9, tmin_cli
KMIA1.84+1.72 · n=291.70+1.29 · n=291.59+1.18 · n=291.59+1.06 · n=291.63+1.08 · n=291.69+0.95 · n=292.03+1.19 · n=292.17+1.32 · n=292.46+1.34 · n=292.50+1.48 · n=29KMIA MAE by lead day 1 to 9, tmin_cli
KMSP2.96−0.02 · n=293.03−0.14 · n=293.07−0.15 · n=292.87−0.06 · n=292.58−0.17 · n=293.59−0.63 · n=294.87−0.84 · n=295.67−1.93 · n=294.90−0.24 · n=296.67−2.10 · n=29KMSP MAE by lead day 1 to 9, tmin_cli
KMSY2.57+1.28 · n=292.60+1.30 · n=292.50+1.18 · n=292.58+1.27 · n=292.90+1.54 · n=293.18+1.92 · n=294.39+3.05 · n=295.33+3.34 · n=295.73+3.34 · n=296.69+4.79 · n=29KMSY MAE by lead day 1 to 9, tmin_cli
KNYC1.95+0.40 · n=291.95+0.15 · n=292.21+0.39 · n=292.14+0.34 · n=292.42+0.44 · n=292.75+0.73 · n=293.51+0.57 · n=294.01−0.49 · n=294.14+0.63 · n=294.70+0.97 · n=29KNYC MAE by lead day 1 to 9, tmin_cli
KOKC2.74+2.33 · n=292.51+2.03 · n=292.54+2.02 · n=292.99+2.30 · n=293.17+2.21 · n=293.09+2.49 · n=293.85+2.10 · n=295.87+2.15 · n=295.73+2.77 · n=297.25+2.25 · n=29KOKC MAE by lead day 1 to 9, tmin_cli
KORD2.41−0.69 · n=292.16−0.51 · n=292.46−0.44 · n=292.88−0.29 · n=292.89−0.60 · n=293.23−0.01 · n=293.88−0.23 · n=295.30−0.63 · n=297.02−0.39 · n=295.57+0.88 · n=29KORD MAE by lead day 1 to 9, tmin_cli
KPHL1.84−0.83 · n=291.93−0.93 · n=291.94−0.57 · n=291.67−0.58 · n=292.53−0.19 · n=292.94−0.09 · n=294.19−0.32 · n=294.86−1.43 · n=294.94−0.32 · n=295.98+0.14 · n=29KPHL MAE by lead day 1 to 9, tmin_cli
KPHX3.44−2.94 · n=293.21−2.59 · n=293.23−2.67 · n=293.14−2.48 · n=293.21−2.43 · n=293.50−2.38 · n=294.20−2.65 · n=294.92−3.16 · n=294.98−3.10 · n=29—KPHX MAE by lead day 1 to 9, tmin_cli
KSAN2.23+2.13 · n=292.18+2.11 · n=292.20+2.15 · n=292.23+2.01 · n=292.09+1.93 · n=292.93+2.21 · n=293.31+2.36 · n=293.44+2.41 · n=293.50+2.38 · n=29—KSAN MAE by lead day 1 to 9, tmin_cli
KSAT1.41+0.64 · n=291.50+0.96 · n=291.65+0.83 · n=291.70+0.92 · n=292.02+1.31 · n=292.64+1.59 · n=293.44+2.10 · n=294.33+1.45 · n=295.24+1.75 · n=295.93+2.64 · n=29KSAT MAE by lead day 1 to 9, tmin_cli
KSEA1.64−0.96 · n=291.37−0.45 · n=291.48−0.30 · n=291.56+0.10 · n=291.60+0.61 · n=291.84+0.66 · n=292.52+0.84 · n=292.57+0.28 · n=293.26−0.49 · n=29—KSEA MAE by lead day 1 to 9, tmin_cli
KSFO1.59−0.17 · n=291.68+0.15 · n=291.92+0.23 · n=291.79+0.22 · n=291.89+0.09 · n=292.03+0.07 · n=292.33+0.04 · n=292.33−0.24 · n=293.14−0.15 · n=29—KSFO MAE by lead day 1 to 9, tmin_cli
KTTN4.28+4.23 · n=294.28+4.24 · n=294.64+4.58 · n=294.56+4.51 · n=295.11+4.87 · n=295.11+5.07 · n=295.57+4.71 · n=295.94+3.61 · n=296.13+4.81 · n=297.77+5.10 · n=29KTTN MAE by lead day 1 to 9, tmin_cli

Month-by-month slices live on the canonical page: they do not depend on the window, initialization or interpolation selected here.

Source and licence

Where the numbers come from, what may be done with them, and what was — deliberately — not done to the forecast before scoring it.

Where it comes from

ecmwf · aifs-single

Steps every 6 h to 240 h; sampled at 00/06/12/18 UTC only.

Licence

ECMWF open data, CC BY 4.0, © ECMWF.

Post-processing

None. Raw grid values, bilinear (headline) or nearest-node interpolation, no MOS, no bias correction, no downscaling.