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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-14 12:00

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1400, expected range: 0.0595 0.1027
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2028, expected range: 0.2391 0.2821
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3270, expected range: -0.2809 -0.2697
iasi
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2722, expected range: -0.2412 -0.2181
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1557, expected range: -0.1220 -0.1021
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2001, expected range: -0.1762 -0.1485
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2992, expected range: -0.2725 -0.2425
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2374, expected range: -0.2152 -0.1950
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1455, expected range: -0.1230 -0.0994
mhs
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: obs_number=5906.0000, expected range: 6595.8093 6924.9470
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 2 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=1.1027, expected range: 0.7966 0.8603
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=-0.2312, expected range: -0.0891 0.0040
Severe: stdev_norm_fgdepar=0.8626, expected range: 0.6603 0.6774
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 5 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=-0.2437, expected range: -0.0850 0.0821
Severe: stdev_norm_fgdepar=0.9870, expected range: 0.6785 0.7031
Considerable: avg_norm_fgdepar=-0.1116, expected range: -0.0465 0.0651
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 6 : out of range
2 times in the last 10 days for at least one item
Severely_persistent: avg_norm_fgdepar=-0.2014, expected range: -0.0813 0.0749
Severe: stdev_norm_fgdepar=1.0257, expected range: 0.6708 0.7360
Slight: avg_norm_fgdepar=-0.0976, expected range: -0.0590 0.0855
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
1 times in the last 10 days for at least one item
Severe: avg_biascorr=-3.3639, expected range: -2.4651 -2.4044
atms
NPP ATMS RADIANCES CHANNEL 10 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2167, expected range: -0.2624 -0.2445
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6299, expected range: -0.3977 -0.1315
Atmospheric Motion Vector
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=226.0000, expected range: 1210.0967 1303.3677
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7493, expected range: 0.0695 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0191, expected range: -0.0337 -0.0254
Radiosondes
LAND TEMP WIND VECTOR DIFF (M/S) 27962 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=18.7195, expected range: 0.0000 13.6707
Severely_persistent: avg_pge=0.9077, expected range: -1.0983 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 76.01 161.66
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 41.72 93.88
LAND TEMP TEMPERATURE (K) 32215 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=6.3332, expected range: 0.1790 1.5933
Severe: avg_pge=0.8153, expected range: -0.2315 0.3701
LAND TEMP WIND VECTOR DIFF (M/S) 26477 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2541, expected range: 0.1910 6.8853
LAND TEMP WIND VECTOR DIFF (M/S) 27713 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=21.2621, expected range: 0.0000 8.7173
HIGH RESO LAND TEMP TEMPERATURE (K) 71816 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=8.5255, expected range: 0.0000 2.9393
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56778 PRESSURE LAYER 300-60 : out of range
Severe: rms_fgdepar=16.2441, expected range: 0.2394 6.0048
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 52.04 117.46
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=248.0000, expected range: 402.8669 457.8831
HIGH RESO LAND TEMP TEMPERATURE (K) (4 pressure layers affected) : out of range
Considerable: obs_number=572.0000, expected range: 246.1329 338.3671
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=443.0000, expected range: 499.3090 534.9410
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
Considerable: obs_number=1238.0000, expected range: 407.7207 959.0293
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=458.0000, expected range: 549.2110 704.5390
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) LUAIR3BA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=17.0203, expected range: 0.0000 7.3133
WIGOS AMDAR WIND VECTOR DIFF (M/S) ZRSBATRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.4053, expected range: 0.0000 6.4328
WIGOS AMDAR WIND VECTOR DIFF (M/S) SS4UNXRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.6431, expected range: 0.0000 6.9733
WIGOS AMDAR WIND VECTOR DIFF (M/S) EG5ENWZA PRESSURE LAYER 300-600 (HP : out of range
Severe: avg_fgdepar=20.9187, expected range: -6.1873 13.4594
Severe: rms_fgdepar=20.9187, expected range: 0.0000 13.8453
ADS-C WIND VECTOR DIFF (M/S) VAYCOOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0033, expected range: 0.0000 9.5917
ADS-C WIND VECTOR DIFF (M/S) 05URYCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9445, expected range: 0.0000 10.8582
ADS-C WIND VECTOR DIFF (M/S) ZHWIG1RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.5205, expected range: 0.0000 10.5249
ADS-C WIND VECTOR DIFF (M/S) UMV0J5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4952, expected range: 0.0000 8.3540
ADS-C WIND VECTOR DIFF (M/S) X4TBZDRA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.5983, expected range: 0.0000 9.5302
ADS-C WIND VECTOR DIFF (M/S) 0ZZKG5ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9997, expected range: 0.0000 20.7113
ADS-C WIND VECTOR DIFF (M/S) GOKY1LZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.9988, expected range: 0.0000 12.4094
airep
AIREP WIND VECTOR DIFF (M/S) ACA801 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7959, expected range: 0.4532 9.6904
AIREP WIND VECTOR DIFF (M/S) UAL4 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.9134, expected range: 0.0000 41.6254
AIREP WIND VECTOR DIFF (M/S) UAL986 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3867, expected range: 0.0000 29.5084
AIREP WIND VECTOR DIFF (M/S) BAW6B PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.1083, expected range: -0.5446 8.1492
Severe: rms_fgdepar=30.3288, expected range: 0.0000 12.9839
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 (2 pressure layers affe : out of range
Severe: rms_fgdepar=15.2396, expected range: 1.0055 3.4592
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01104 PRESSURE LAYER 600-900 : out of range
Severe: avg_pge=0.8764, expected range: -0.5339 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 02933 PRESSURE LAYER 900-1200 : out of range
Severe: avg_pge=0.8449, expected range: -0.2555 0.4407
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=54.0000, expected range: 126.5209 146.5902
Considerable: obs_number=1412.0000, expected range: 913.9135 1155.8365
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=45.2018, expected range: -37.4825 62.1588
Severely_persistent: rms_fgdepar=45.2018, expected range: 0.0000 60.3968
Severely_persistent: avg_pge=0.9250, expected range: -1.2705 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 34498 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8777, expected range: -2.1386 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8777, expected range: -2.1386 0.7500
Considerable: obs_number=169.0000, expected range: 186.9899 218.7879
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-697.5314, expected range: -1761.7212 1383.1343
Severely_persistent: rms_fgdepar=697.6188, expected range: -1270.6892 1700.2783
Severely_persistent: avg_pge=0.9161, expected range: -1.7348 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31062 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=702.2060, expected range: -1022.1601 1344.7407
Severely_persistent: avg_pge=0.9158, expected range: -1.5687 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47639 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8334, expected range: -0.5410 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 07628 : out of range
Severe: rms_fgdepar=43.3325, expected range: 0.0000 21.8964
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40637 : out of range
Severe: avg_fgdepar=840.4592, expected range: -520.9778 489.4961
Severe: rms_fgdepar=840.4592, expected range: 0.0000 221.0900
Severe: avg_pge=0.9357, expected range: -0.6679 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60467 : out of range
Severe: rms_fgdepar=481.8098, expected range: 0.0000 208.1653
MANUAL LAND SYNOP RH2M (%) 64706 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9810, expected range: -0.8185 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8273, expected range: -0.3138 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34434 : out of range
Severe: rms_fgdepar=329.2320, expected range: 0.0000 296.4062
Severe: avg_pge=0.8294, expected range: -0.8251 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27277 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=388.3787, expected range: 0.0000 129.0421
Severe: avg_pge=0.8688, expected range: -0.5625 0.6626
BUFR LAND SYNOP SURFACE PRESSURE (PA) 15088 : out of range
Severe: rms_fgdepar=362.4766, expected range: 0.0000 94.2684
BUFR LAND SYNOP SURFACE PRESSURE (PA) 25129 : out of range
Severe: rms_fgdepar=529.7305, expected range: 0.0000 153.9190
BUFR LAND SYNOP RH2M (%) 07540 : out of range
Severe: rms_fgdepar=34.1304, expected range: 0.0000 16.9308
BUFR LAND SYNOP RH2M (%) 06711 : out of range
Severe: rms_fgdepar=38.9448, expected range: 0.0000 19.5954
BUFR LAND SYNOP RH2M (%) 06631 : out of range
Severe: rms_fgdepar=31.9008, expected range: 0.0000 17.7382
BUFR LAND SYNOP RH2M (%) 07481 : out of range
Severe: rms_fgdepar=31.6856, expected range: 0.9946 12.3669
BUFR LAND SYNOP RH2M (%) 07632 : out of range
Severe: avg_fgdepar=53.7922, expected range: -22.5970 30.9563
Severe: rms_fgdepar=54.2596, expected range: 0.0000 27.1533
BUFR LAND SYNOP RH2M (%) 94346 : out of range
Severe: rms_fgdepar=39.3360, expected range: 0.0000 9.8519
Severe: avg_pge=0.8106, expected range: 0.0014 0.0040
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8691, expected range: -0.4622 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEV9 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=26.3436, expected range: -10.7548 21.0663
Severely_persistent: rms_fgdepar=26.3436, expected range: 0.0000 24.6762
Severely_persistent: avg_pge=0.9355, expected range: -0.7102 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=695.0138, expected range: 536.7515 798.4212
Severely_persistent: rms_fgdepar=695.3064, expected range: 536.6382 798.6256
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6SE5 : out of range
Severe: rms_fgdepar=17.8141, expected range: 0.0000 10.2866
Severe: avg_pge=0.9009, expected range: -0.7300 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OUQK2 : out of range
Severe: avg_fgdepar=-1017.2558, expected range: -935.9728 850.9095
Severe: rms_fgdepar=1017.2558, expected range: 0.0000 462.2867
Severe: avg_pge=0.9098, expected range: -1.4123 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5XC5 : out of range
Severe: avg_pge=0.8050, expected range: -1.4926 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRFU8 : out of range
Severe: rms_fgdepar=531.9580, expected range: 0.0000 320.4749
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6NQ : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=812.4000, expected range: 241.6395 961.4006
Severe: rms_fgdepar=819.8904, expected range: 234.4260 974.8888
Severe: avg_pge=0.8743, expected range: 0.6252 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8538, expected range: -1.3336 0.7500
metar
METAR SURFACE PRESSURE (PA) SKRG : out of range
Severe: rms_fgdepar=323.2406, expected range: 3.8864 77.0998
METAR SURFACE PRESSURE (PA) LPOV : out of range
Severe: rms_fgdepar=507.8333, expected range: 0.0000 162.6900
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.4095, expected range: -63.6470 -42.6197
Severely_persistent: rms_fgdepar=59.4095, expected range: 42.6197 63.6470
AUTOMATIC LAND SYNOP SNOW (CM) 71605 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.9024, expected range: -74.3616 -31.1105
Severely_persistent: rms_fgdepar=51.9024, expected range: 31.1105 74.3616
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.8732, expected range: -120.4619 -2.4337
Severely_persistent: rms_fgdepar=77.8732, expected range: 2.4337 120.4619
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.0059, expected range: -96.8667 -76.6343
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=89.0135, expected range: 76.6368 96.8927
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.1988, expected range: -69.0075 -59.4210
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.2085, expected range: 59.4426 69.0043
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.4467, expected range: -68.6575 -40.9288
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.4491, expected range: 40.9399 68.6545
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.0529, expected range: -82.8241 -73.1496
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=81.1335, expected range: 73.1565 82.8289
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-85.5948, expected range: -90.7195 -80.2239
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=85.6063, expected range: 80.2543 90.7182
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.5034, expected range: -74.0305 -63.5931
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=73.5259, expected range: 63.6052 74.0314
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.1057, expected range: -65.2596 -53.8459
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.1245, expected range: 53.8539 65.2714
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-89.6763, expected range: -106.1678 -50.8472
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=89.6831, expected range: 50.9004 106.1705
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.3357, expected range: 44.9788 68.3971
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.3386, expected range: 44.9784 68.4058
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5213, expected range: -54.8245 -51.0032
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.5351, expected range: 51.0219 54.8249
BUFR LAND SYNOP SNOW (CM) 01008 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-60.0706, expected range: -61.2799 -39.6147
Severely_persistent: rms_fgdepar=60.0707, expected range: 39.6181 61.2841
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=55.0616, expected range: 25.5599 63.6574
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.0624, expected range: 25.6220 63.6334
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.9299, expected range: -77.0638 -66.4149
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.9377, expected range: 66.4323 77.0649
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.1738, expected range: -81.9509 -37.3604
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.1740, expected range: 37.3659 81.9474
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.1234, expected range: -81.3950 -64.7072
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=73.1260, expected range: 64.7172 81.4045
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.6459, expected range: -65.7244 -47.7090
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.6480, expected range: 47.7084 65.7273
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.6029, expected range: -89.1525 -69.3428
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.6071, expected range: 69.3440 89.1589
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.2532, expected range: -66.2395 -53.8703
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.2648, expected range: 53.8959 66.2462
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-81.8594, expected range: -85.2028 -77.4904
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=81.8609, expected range: 78.0165 85.1668
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.6921, expected range: -86.4820 -62.3566
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.7125, expected range: 62.3877 86.4766
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.4380, expected range: -80.4664 -61.6025
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.4447, expected range: 61.6242 80.4699
MANUAL LAND SYNOP SNOW (CM) 71727 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=45.3219, expected range: 0.0000 6.1140
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-78.0332, expected range: -82.1248 -70.8599
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=78.0353, expected range: 67.8588 83.4838
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1884, expected range: -14.4347 -6.8220
Severely_persistent: rms_fgdepar=15.2052, expected range: 7.3229 14.3666
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9866, expected range: -20.5459 3.9944
Severely_persistent: rms_fgdepar=15.9976, expected range: 0.0000 20.8508
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5145, expected range: -17.3606 -5.4981
Severely_persistent: rms_fgdepar=12.6322, expected range: 5.7559 17.3161
METAR 2M TEMPERATURE (K) VECX : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.7496, expected range: -15.1566 -7.8907
Severely_persistent: rms_fgdepar=13.0440, expected range: 7.7276 15.7519
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.2384, expected range: -14.4847 -6.8720
Severely_persistent: rms_fgdepar=15.2551, expected range: 7.3707 14.4168
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9780, expected range: -20.6166 3.9747
Severely_persistent: rms_fgdepar=15.9890, expected range: 0.0000 20.9250
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9572, expected range: -21.5986 3.5473
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.9572, expected range: 0.0000 21.5689
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0319, expected range: -15.9765 -10.9318
Severely_persistent: rms_fgdepar=12.0802, expected range: 11.0983 16.2288
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7563, expected range: -18.7986 3.5216
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.7563, expected range: 0.0000 18.8688
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5622, expected range: -17.5190 -5.5327
Severely_persistent: rms_fgdepar=12.6821, expected range: 5.7792 17.4978
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5889, expected range: -18.3938 3.7239
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AFE9 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.5889, expected range: 0.0000 18.5283
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0096, expected range: -13.5911 -3.4565
Severe: rms_fgdepar=12.0096, expected range: 4.9672 13.5211
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71285 : out of range
Severe: rms_fgdepar=10.2633, expected range: 0.0000 4.6030
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
Severe: avg_fgdepar=-12.2108, expected range: -11.6680 6.7236
Severe: rms_fgdepar=12.2481, expected range: 0.0000 10.2468
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-12.0699, expected range: -10.2645 7.4558
Severe: rms_fgdepar=12.0726, expected range: 0.0000 9.6164
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.7859, expected range: -13.2513 3.2729
Severe: rms_fgdepar=12.8017, expected range: 0.0000 12.3789
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0761, expected range: -4.2337 5.3058
Severe: rms_fgdepar=13.1122, expected range: 0.0000 5.1050
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3022, expected range: -19.9482 13.9480
Severe: rms_fgdepar=13.3525, expected range: 0.0000 17.1156
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-14.3109, expected range: -15.3276 7.9985
Severe: rms_fgdepar=14.3137, expected range: 0.0000 13.2618
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3549, expected range: -18.7247 8.7298
Severe: rms_fgdepar=12.3690, expected range: 0.0000 17.5774
METAR 2M TEMPERATURE (K) PAEI : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.4128, expected range: -16.3067 8.2040
Severe: rms_fgdepar=16.4128, expected range: 0.0000 13.5916
METAR 2M TEMPERATURE (K) CYXQ : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6087, expected range: -10.8441 6.8653
Severe: rms_fgdepar=13.6469, expected range: 0.0000 9.6764
METAR 2M TEMPERATURE (K) UGMS : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0791, expected range: 4.6120 12.4872
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
Severe: avg_fgdepar=-12.1832, expected range: -11.7017 6.7225
Severe: rms_fgdepar=12.2095, expected range: 0.0000 10.2712
BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.3018, expected range: -2.2007 15.1815
Severe: rms_fgdepar=14.3138, expected range: 0.0000 15.1359
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0596, expected range: -13.6411 -3.5065
Severe: rms_fgdepar=12.0596, expected range: 5.0069 13.5732
BUFR LAND SYNOP 2M TEMPERATURE (K) 32252 : out of range
Severe: avg_fgdepar=-12.1391, expected range: -10.3519 7.3943
Severe: rms_fgdepar=12.1417, expected range: 0.0000 9.7683
BUFR LAND SYNOP 2M TEMPERATURE (K) 24382 : out of range
Severe: avg_fgdepar=-12.9281, expected range: -13.4270 3.1925
Severe: rms_fgdepar=12.9432, expected range: 0.0000 12.6254
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9890, expected range: -4.3476 5.3396
Severe: rms_fgdepar=13.0304, expected range: 0.0000 5.1480
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0521, expected range: -13.9302 10.8455
Severe: rms_fgdepar=12.4383, expected range: -7.9283 14.4911
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.1666, expected range: -19.1245 13.1540
Severe: rms_fgdepar=13.2175, expected range: 0.0000 16.6158
BUFR LAND SYNOP 2M TEMPERATURE (K) 25248 : out of range
Severe: avg_fgdepar=-14.3593, expected range: -15.3096 7.9339
Severe: rms_fgdepar=14.3620, expected range: 0.0000 13.3192
BUFR LAND SYNOP 2M TEMPERATURE (K) 24588 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4065, expected range: -18.7821 8.6854
Severe: rms_fgdepar=12.4205, expected range: 0.0000 17.6720
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI101CC : out of range
Severe: avg_fgdepar=-14.2865, expected range: -1.2945 2.5556
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI101CC : out of range
Severe: rms_fgdepar=14.5661, expected range: 0.1712 2.7295
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=242.0000, expected range: 306.1895 356.7517
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 94346 : out of range
Severe: rms_fgdepar=35.8620, expected range: 0.0000 19.7502
AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=243.0000, expected range: 294.8960 363.2216