Operational Data Checking

An automatic data checking system has been implemented at ECMWF to trigger warnings in case of anomalies affecting the quality or the availability of the data assimilated by the model. Selected statistical parameters (number of observations, bias correction, and mean bias-corrected background, analysis departures and probability of gross error) are checked against an expected range. An appropriate alert message (including a time series plot) is generated if statistics are outside the specified ranges. A severity level (slight, considerable, severe) is assigned to each message depending on how far statistics are from the expected values. Two kinds of ranges are used by the automatic checking: Soft and Hard limits. Soft limits are updated automatically using statistics from the last twenty days (extremes are excluded during this process). Hard limits are adjusted manually when required.

Currently, the automatic checking is limited to data passing through the minimisation process (including VarBC passive data). It's being applied twice a day to the delayed cut-off 4D-VAR cycles (00 and 12) and four times a day to the early delivery assimilation system (00,06,12 and 18).

The alarm system results are based on feedback information from the ECMWF data assimilation and consequently reflect the ECMWF data usage. Although most warnings are related to data problems, they may on occasion also be related to model issues. Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice. ECMWF accepts no responsibility for actions taken on the basis of these results.

Delayed cut-off 4DVAR at 2022-05-20 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0419, expected range: -0.0743 -0.0695
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.9797, expected range: -0.9015 -0.8429
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5344, expected range: -0.4798 -0.4795
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3109, expected range: -0.2522 -0.1914
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.8646, expected range: -0.7854 -0.7016
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0525, expected range: 0.0330 0.0407
METOP-C IASI RADIANCES (75 channels affected) : out of range
Considerable: obs_number=2471.0000, expected range: 2078.4378 2377.8122
cris
NOAA20 CRIS RADIANCES CHANNEL 91 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0221, expected range: -0.0343 -0.0301
NOAA20 CRIS RADIANCES CHANNEL 92 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0307, expected range: 0.0196 0.0209
NOAA20 CRIS RADIANCES CHANNEL 95 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0637, expected range: 0.0382 0.0503
NOAA20 CRIS RADIANCES CHANNEL 96 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0052, expected range: -0.0350 -0.0257
NOAA20 CRIS RADIANCES CHANNEL 97 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0610, expected range: 0.0266 0.0402
NOAA20 CRIS RADIANCES CHANNEL 99 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0801, expected range: -0.1175 -0.0968
NOAA20 CRIS RADIANCES CHANNEL 108 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.0454, expected range: -0.0844 -0.0702
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 3 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-1.1456, expected range: -1.0605 -0.9107
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1237, expected range: -0.2212 -0.1786
NPP ATMS RADIANCES CHANNEL 20 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0517, expected range: -0.0321 -0.0209
NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7482, expected range: 0.6591 0.6678
NPP ATMS RADIANCES CHANNEL 11 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2950, expected range: -0.2392 -0.2248
NPP ATMS RADIANCES CHANNEL 12 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5009, expected range: -0.4307 -0.3987
NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4751, expected range: -0.3684 -0.3138
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2395, expected range: -0.3035 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5449, expected range: 0.4403 0.4639
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1639, expected range: -0.2066 -0.2043
NOAA20 ATMS RADIANCES CHANNEL 12 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6089, expected range: -0.5637 -0.5360
Atmospheric Motion Vector
AQUA MODIS CLEAR WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=542.0000, expected range: 131.3880 261.4521
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
8 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0658, expected range: -0.2106 -0.0991
Radiosondes
LAND TEMP Q (G/KG) 91348 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=4.2370, expected range: 0.0525 2.1866
LAND TEMP TEMPERATURE (K) 47102 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.4435, expected range: 0.4576 2.7713
LAND TEMP TEMPERATURE (K) 40754 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=7.9950, expected range: 0.0000 3.0434
LAND TEMP TEMPERATURE (K) 40745 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.0867, expected range: 0.0000 3.9158
LAND TEMP TEMPERATURE (K) 40754 PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9085, expected range: -0.2408 0.3192
LAND TEMP WIND VECTOR DIFF (M/S) 34882 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=19.0397, expected range: 0.0000 7.7066
LAND TEMP WIND VECTOR DIFF (M/S) 29263 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=16.4581, expected range: 0.0000 5.8633
LAND TEMP WIND VECTOR DIFF (M/S) 24947 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=15.4135, expected range: 0.0000 12.2346
Severe: avg_pge=0.8812, expected range: -0.8553 0.7500
HIGH RESO LAND TEMP Q (G/KG) 54511 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2772, expected range: 0.0000 1.6004
HIGH RESO LAND TEMP Q (G/KG) 72261 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.1297, expected range: 0.0000 2.4612
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 10868 PRESSURE LAYER 900-12 : out of range
Severe: rms_fgdepar=19.9666, expected range: 0.0000 4.1124
Severe: avg_pge=0.8075, expected range: -0.4023 0.5943
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 24 : all data missing
Severe: obs_number=0, expected range: 93.25 162.31
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 61 : all data missing
Severe: obs_number=0, expected range: 45.34 540.30
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 101.17 186.43
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 52.67 567.26
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=111.0000, expected range: 86.6184 97.1594
Considerable: obs_number=577.0000, expected range: 638.2239 683.7761
amdar
AMDAR WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: avg_fgdepar=20.3247, expected range: -7.8230 16.6104
Severe: rms_fgdepar=20.3247, expected range: 0.0000 16.4264
Severe: avg_pge=0.8396, expected range: -1.1256 0.7500
airep
AIREP WIND VECTOR DIFF (M/S) UAL842 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2464, expected range: 0.0000 33.6675
AIREP WIND VECTOR DIFF (M/S) AAL718 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.1146, expected range: 0.6492 5.9675
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=99.0000, expected range: 111.4444 118.1111
synop
MANUAL LAND SYNOP RH2M (%) 63210 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9724, expected range: -2.0748 0.7500
MANUAL LAND SYNOP RH2M (%) 42473 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.6144, expected range: -5.7792 84.5330
Severely_persistent: rms_fgdepar=51.6144, expected range: 0.0000 84.5330
Severely_persistent: avg_pge=1.0000, expected range: -1.3521 0.7500
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9827, expected range: -1.3157 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-597.8488, expected range: -662.6869 -558.7176
Severely_persistent: rms_fgdepar=597.9053, expected range: 558.4670 663.8108
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-904.0002, expected range: -1028.3600 -755.6194
Severely_persistent: rms_fgdepar=908.2141, expected range: 760.1928 1025.6490
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82571 : out of range
Severe: rms_fgdepar=449.5742, expected range: 0.0000 381.3892
Severe: avg_pge=0.8571, expected range: -1.2387 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17192 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-583.5449, expected range: -94.5447 127.2586
Severe: rms_fgdepar=583.5449, expected range: 0.0000 116.2364
Severe: avg_pge=0.8913, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91324 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8684, expected range: -0.7864 0.7500
MANUAL LAND SYNOP RH2M (%) 42506 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-57.9949, expected range: -51.7504 11.1827
Severe: rms_fgdepar=57.9949, expected range: 0.0000 51.7504
MANUAL LAND SYNOP RH2M (%) 42176 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9998, expected range: -0.5099 0.6240
MANUAL LAND SYNOP RH2M (%) 42077 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9126, expected range: -1.4669 0.7500
MANUAL LAND SYNOP RH2M (%) 42177 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9988, expected range: -1.4342 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97460 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8166, expected range: 0.7258 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36103 : out of range
Severe: rms_fgdepar=638.2425, expected range: 35.1818 178.2439
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48103 : out of range
Severe: rms_fgdepar=321.0104, expected range: 17.0743 129.2248
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=664.8316, expected range: 0.0000 140.2055
BUFR LAND SYNOP SURFACE PRESSURE (PA) 72458 : out of range
Severe: rms_fgdepar=343.4474, expected range: 0.0000 190.1345
BUFR LAND SYNOP RH2M (%) 60120 : out of range
Severe: avg_fgdepar=55.6065, expected range: -41.7214 63.0893
Severe: rms_fgdepar=55.8691, expected range: 0.0000 59.2153
Severe: avg_pge=0.9918, expected range: -0.4562 0.5337
BUFR LAND SYNOP RH2M (%) 71470 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.8302, expected range: 0.0000 11.4636
BUFR LAND SYNOP RH2M (%) 60390 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=49.5174, expected range: 0.0000 47.7323
Severe: avg_pge=0.9955, expected range: -0.0281 0.0413
BUFR LAND SYNOP RH2M (%) 29551 : out of range
Severe: rms_fgdepar=39.3885, expected range: 0.0000 18.6721
BUFR LAND SYNOP RH2M (%) 81932 : out of range
Severe: avg_pge=0.9988, expected range: -0.4331 0.5423
BUFR LAND SYNOP RH2M (%) 72564 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=46.1844, expected range: 0.0000 19.9011
BUFR LAND SYNOP RH2M (%) 60115 : out of range
Severe: avg_fgdepar=52.4465, expected range: -30.0399 65.7373
Severe: rms_fgdepar=53.6347, expected range: 0.0000 65.5109
BUFR LAND SYNOP RH2M (%) 60135 : out of range
Severe: avg_fgdepar=81.8881, expected range: -41.1292 59.1351
Severe: rms_fgdepar=81.8979, expected range: 0.0000 45.7353
BUFR LAND SYNOP RH2M (%) 65357 : out of range
Severe: rms_fgdepar=47.1609, expected range: -28.6067 39.7972
Severe: avg_pge=0.9971, expected range: -0.0143 0.0229
BUFR LAND SYNOP RH2M (%) 60158 : out of range
Severe: avg_fgdepar=58.7083, expected range: -52.7596 72.1317
Severe: rms_fgdepar=58.7083, expected range: -52.4073 71.9293
BUFR LAND SYNOP Z (M) 56172 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8371, expected range: -0.2632 0.3955
ship
SHIP SURFACE PRESSURE (PA) VRPN8 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=640.5868, expected range: -1188.6704 1210.2588
Severely_persistent: rms_fgdepar=896.2119, expected range: -880.4150 1314.9214
Severely_persistent: avg_pge=0.8774, expected range: -0.9739 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6PZ8 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-501.6580, expected range: -678.9237 -251.6845
Severely_persistent: rms_fgdepar=501.6580, expected range: 251.6845 678.9237
Severely_persistent: avg_pge=0.8220, expected range: 0.6545 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8527, expected range: -0.7331 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FT7 : out of range
Severe: rms_fgdepar=486.0155, expected range: 0.0000 247.3732
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9558 : out of range
Severe: avg_fgdepar=625.1798, expected range: -22.8214 954.2697
Severe: rms_fgdepar=640.2161, expected range: 0.0000 954.4200
Severe: avg_pge=0.8331, expected range: 0.5203 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDE3569 : out of range
Severe: rms_fgdepar=611.8899, expected range: 0.0000 420.9497
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6NZ3 : out of range
Severe: rms_fgdepar=21.3084, expected range: 0.0000 9.8238
buoy
MOORED BUOYS WIND VECTOR DIFF (M/S) 6200084 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8154, expected range: -0.5181 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501658 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8211, expected range: -1.6453 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203649 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-523.3469, expected range: -728.8688 754.8950
Severe: rms_fgdepar=533.9276, expected range: -576.9846 764.0290
Severe: avg_pge=0.8965, expected range: -1.1952 0.7500
metar
METAR SURFACE PRESSURE (PA) MHTG : out of range
Severe: rms_fgdepar=522.0255, expected range: 25.6838 344.6944
METAR SURFACE PRESSURE (PA) RPVP : out of range
Severe: rms_fgdepar=336.9208, expected range: 0.0000 105.0993
snow
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.1176, expected range: 30.1344 58.9034
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.7858, expected range: 30.8134 59.2982
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=67.3417, expected range: 48.0589 74.8465
Severely_persistent: rms_fgdepar=67.3456, expected range: 48.0713 74.8426
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.9577, expected range: -78.2669 -67.8770
Severely_persistent: rms_fgdepar=65.9577, expected range: 67.8770 78.2669
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-767.6287, expected range: -755.5248 -720.1781
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=767.6341, expected range: 720.1769 755.5276
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=78.4729, expected range: 82.8868 112.6451
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=78.4767, expected range: 82.8812 112.6868
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.0627, expected range: -93.5037 -87.5567
Severely_persistent: rms_fgdepar=89.0628, expected range: 87.5566 93.5041
MANUAL LAND SYNOP SNOW (CM) 24143 : out of range
Severe: rms_fgdepar=15.9261, expected range: 0.0000 4.0217
MANUAL LAND SYNOP SNOW (CM) 31004 : out of range
Severe: rms_fgdepar=27.4635, expected range: 8.1360 16.2591
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.4106, expected range: 48.3708 62.2302
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=58.4127, expected range: 48.3793 62.2331
t2m
METAR 2M TEMPERATURE (K) VECX : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.3625, expected range: 5.2715 13.9968
Severely_persistent: rms_fgdepar=13.6695, expected range: 5.4384 15.5344
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5034, expected range: -24.6587 7.4539
Severely_persistent: rms_fgdepar=13.5623, expected range: 0.0000 24.8039
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8923, expected range: -42.7688 21.1472
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.9111, expected range: 5.5892 24.1749
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5162, expected range: -22.6976 -4.6598
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.5235, expected range: 5.4042 22.2016
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.0566, expected range: -11.0898 0.0050
Severe: rms_fgdepar=16.0610, expected range: 0.0665 11.1513
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72564 : out of range
Severe: avg_fgdepar=-14.9235, expected range: -2.7852 2.7328
Severe: rms_fgdepar=14.9235, expected range: 0.0000 3.4134
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72565 : out of range
Severe: rms_fgdepar=11.6909, expected range: 1.7108 6.9148
METAR 2M TEMPERATURE (K) SPMS : out of range
Severe: avg_fgdepar=-12.4916, expected range: -1.1468 4.2852
Severe: rms_fgdepar=12.4916, expected range: 0.4181 4.2938
BUFR LAND SYNOP 2M TEMPERATURE (K) 41571 : out of range
Severe: rms_fgdepar=10.8209, expected range: 1.2517 5.5921
BUFR LAND SYNOP 2M TEMPERATURE (K) 89577 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.0988, expected range: -11.2021 0.0338
Severe: rms_fgdepar=16.1043, expected range: 0.0313 11.2641
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
Severe: avg_fgdepar=-12.0263, expected range: -6.8886 10.4120
Severe: rms_fgdepar=12.0541, expected range: 0.0000 7.6144
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: rms_fgdepar=5.6267, expected range: 3.0600 4.5634
rh2m
MANUAL LAND SYNOP RH2M (%) 68006 : out of range
Severe: rms_fgdepar=36.8682, expected range: 0.0000 13.4981
METAR RH2M (%) MHSR : out of range
Severe: rms_fgdepar=33.9526, expected range: 5.0325 21.5512
BUFR LAND SYNOP RH2M (%) 41571 : out of range
Severe: rms_fgdepar=38.8293, expected range: 0.0000 20.6440