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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-25 00:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2437, expected range: -0.2080 -0.2031
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0790, expected range: -0.1018 -0.0955
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2281, expected range: 0.2520 0.2576
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2065, expected range: 0.2391 0.2471
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 3 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.4910, expected range: 0.6164 0.6919
METOP-B MHS ALLSKY RADIANCES CHANNEL 5 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: obs_number=5751.0000, expected range: 6595.8093 6711.6914
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1611, expected range: 0.0450 0.1634
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=780.0000, expected range: 345.4287 590.8916
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 ( : out of range
Considerable: obs_number=225.0000, expected range: 10.6918 125.2881
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=0.6710, expected range: 0.3102 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1010-1011 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=3.0883, expected range: 0.4135 1.7848
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9075, expected range: 0.4455 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8842, expected range: -0.8027 0.7500
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.1180, expected range: -12.5021 0.8418
Severely_persistent: rms_fgdepar=10.1180, expected range: 0.0000 12.0801
Severely_persistent: avg_pge=0.9181, expected range: 0.0939 0.7500
LAND TEMP Q (G/KG) 43346 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-10.4200, expected range: -15.4980 13.2047
Severe: rms_fgdepar=10.7168, expected range: 0.0000 7.1912
LAND TEMP TEMPERATURE (K) 64400 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=10.6360, expected range: -1.8803 1.8209
Severe: rms_fgdepar=12.2188, expected range: 0.0000 3.3257
LAND TEMP TEMPERATURE (K) 43346 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=7.9565, expected range: 1.1491 2.2413
LAND TEMP TEMPERATURE (K) 30965 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=8.4830, expected range: 0.0000 1.2201
Severe: avg_pge=0.9053, expected range: -0.3209 0.4058
LAND TEMP WIND VECTOR DIFF (M/S) 64400 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8616, expected range: 3.2424 6.9931
HIGH RESO LAND TEMP Q (G/KG) 94975 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.1104, expected range: 0.0000 1.6838
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
Severe: obs_number=383.0000, expected range: 280.3217 290.9283
HIGH RESO LAND TEMP TEMPERATURE (K) 71906 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.4008, expected range: -0.3991 0.5047
HIGH RESO LAND TEMP TEMPERATURE (K) 71906 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=9.6634, expected range: 0.0000 3.0147
Severe: avg_pge=0.8409, expected range: -0.0939 0.1413
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 35.91 115.09
LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=2.4547, expected range: 0.8879 1.8940
Slight: rms_fgdepar=1.2269, expected range: 0.7663 1.1361
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=3.1488, expected range: 0.0000 1.8407
amdar
AMDAR WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=24.4872, expected range: -3.7869 11.7939
Severe: rms_fgdepar=24.4872, expected range: 0.0000 17.9209
Severe: avg_pge=0.8595, expected range: -0.4854 0.6151
WIGOS AMDAR TEMPERATURE (K) EU0557 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.8903, expected range: 0.0000 2.6797
Severe: avg_pge=0.9512, expected range: -0.3484 0.6851
WIGOS AMDAR TEMPERATURE (K) N5MWU1ZA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.7855, expected range: 0.0000 4.2129
Severe: avg_pge=0.8812, expected range: -0.6948 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) E2EHR2ZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=23.2448, expected range: -2.5769 8.3359
Severe: avg_pge=0.8191, expected range: -0.2983 0.3889
WIGOS AMDAR WIND VECTOR DIFF (M/S) E2EHR2ZA (2 pressure layers affecte : out of range
Severe: rms_fgdepar=27.4947, expected range: 0.0000 9.4213
MODE-S WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 285.0212
ADS-C WIND VECTOR DIFF (M/S) 1HFRTXBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6968, expected range: 0.0000 29.2436
ADS-C WIND VECTOR DIFF (M/S) GN0RPDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2687, expected range: 0.0000 22.5830
ADS-C WIND VECTOR DIFF (M/S) EU5TYFRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.4105, expected range: -5.5816 15.3220
Severe: rms_fgdepar=48.2538, expected range: 0.0000 25.2829
ADS-C WIND VECTOR DIFF (M/S) 0N413JRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9751, expected range: 0.3903 8.2108
ADS-C WIND VECTOR DIFF (M/S) EN5IHQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.7548, expected range: 0.0000 24.7998
ADS-C WIND VECTOR DIFF (M/S) GB0JDVRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=38.2384, expected range: -2.1279 10.5343
Severe: rms_fgdepar=38.2384, expected range: 0.0000 17.6910
ADS-C WIND VECTOR DIFF (M/S) PTLHBOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4633, expected range: 0.0000 11.9847
airep
AIREP WIND VECTOR DIFF (M/S) AAL36 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.7633, expected range: 0.0000 11.4558
AIREP WIND VECTOR DIFF (M/S) ANZ946 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.5002, expected range: 0.0000 12.3783
AIREP WIND VECTOR DIFF (M/S) UAL829 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=38.5163, expected range: 0.0000 12.7936
AIREP WIND VECTOR DIFF (M/S) LOT4NL PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=35.7341, expected range: -4.3584 14.5809
Severe: rms_fgdepar=48.6822, expected range: 0.0000 19.0263
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01104 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=17.9209, expected range: 0.0000 6.6446
Severe: avg_pge=0.8659, expected range: -0.2746 0.3850
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=31.5305, expected range: -6.8050 32.1925
Severely_persistent: rms_fgdepar=31.5305, expected range: 3.2647 28.3000
Severely_persistent: avg_pge=0.8993, expected range: -0.8208 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-565.2744, expected range: -1033.1827 1426.5006
Severely_persistent: rms_fgdepar=565.2744, expected range: 0.0000 1299.9910
Severely_persistent: avg_pge=0.9012, expected range: -1.4327 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8398, expected range: -0.6421 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=746.6391, expected range: -1477.9662 2376.2058
Severely_persistent: rms_fgdepar=746.7629, expected range: 0.0000 2166.8650
Severely_persistent: avg_pge=0.9000, expected range: -1.5529 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI14ADB : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8113, expected range: -0.1424 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI1213E : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8099, expected range: 0.7628 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68098 : out of range
Severe: rms_fgdepar=39.2803, expected range: 0.0000 15.0578
Severe: avg_pge=0.8932, expected range: 0.0009 0.0047
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 71093 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8789, expected range: 0.1113 0.7500
MANUAL LAND SYNOP RH2M (%) 68580 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.6457, expected range: 0.0000 18.0204
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=380.9533, expected range: 0.0000 177.2840
Severe: avg_pge=0.8459, expected range: -0.5607 0.7082
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43367 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=411.5538, expected range: 0.0000 198.2259
Severe: avg_pge=0.8485, expected range: -0.8162 0.7500
MANUAL LAND SYNOP Z (M) 38957 : out of range
Severe: avg_pge=0.9457, expected range: -0.0420 0.0734
MANUAL LAND SYNOP Z (M) 41508 : out of range
Severe: avg_pge=0.9901, expected range: -1.2809 0.7500
BUFR LAND SYNOP RH2M (%) 07230 : out of range
Severe: rms_fgdepar=36.4400, expected range: 0.0000 14.0205
BUFR LAND SYNOP RH2M (%) 07140 : out of range
Severe: avg_fgdepar=54.7801, expected range: -21.8299 20.3835
Severe: rms_fgdepar=54.7801, expected range: 0.0000 16.7499
BUFR LAND SYNOP RH2M (%) 07240 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=57.2736, expected range: -10.5416 15.3683
Severe: rms_fgdepar=57.2736, expected range: 0.0000 13.5522
BUFR LAND SYNOP RH2M (%) 94451 : out of range
Severe: rms_fgdepar=38.9288, expected range: 0.0000 35.1036
Severe: avg_pge=0.9970, expected range: -1.6205 0.7500
BUFR LAND SYNOP RH2M (%) 95843 : out of range
Severe: avg_pge=0.8310, expected range: -0.6887 0.7500
BUFR LAND SYNOP RH2M (%) 07153 : out of range
Severe: rms_fgdepar=33.4226, expected range: 0.0000 14.9402
BUFR LAND SYNOP RH2M (%) 06704 : out of range
Severe: avg_fgdepar=57.4226, expected range: -73.6261 95.2845
Severe: rms_fgdepar=57.4226, expected range: 0.0000 71.0229
BUFR LAND SYNOP RH2M (%) 95814 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9989, expected range: -1.8431 0.7500
BUFR LAND SYNOP RH2M (%) 07134 : out of range
Severe: rms_fgdepar=30.1296, expected range: 0.0000 10.5307
BUFR LAND SYNOP RH2M (%) 07125 : out of range
Severe: avg_fgdepar=59.1777, expected range: -26.3738 28.9887
Severe: rms_fgdepar=59.1777, expected range: 0.0000 19.4912
BUFR LAND SYNOP RH2M (%) 07245 : out of range
Severe: avg_fgdepar=70.5177, expected range: -10.6340 13.8822
Severe: rms_fgdepar=70.5177, expected range: 0.0000 11.3007
BUFR LAND SYNOP RH2M (%) 06465 : out of range
Severe: rms_fgdepar=36.3098, expected range: 0.0000 15.1553
BUFR LAND SYNOP RH2M (%) 06675 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.5202, expected range: -67.9815 123.5602
Severe: rms_fgdepar=58.5232, expected range: 0.0000 123.5590
BUFR LAND SYNOP RH2M (%) 06617 : out of range
Severe: avg_fgdepar=54.4853, expected range: -74.6830 79.6890
Severe: rms_fgdepar=54.4853, expected range: 0.0000 59.6590
BUFR LAND SYNOP RH2M (%) 07247 : out of range
Severe: avg_fgdepar=51.8291, expected range: -8.5162 13.7895
Severe: rms_fgdepar=51.8291, expected range: 0.0000 13.7895
Severe: avg_pge=0.9919, expected range: -0.0162 0.0240
BUFR LAND SYNOP RH2M (%) 07249 : out of range
Severe: avg_fgdepar=51.2220, expected range: -14.1260 15.4170
Severe: rms_fgdepar=51.2220, expected range: 0.0000 13.4060
BUFR LAND SYNOP SURFACE PRESSURE (PA) 92100 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8001, expected range: -1.2517 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 17320 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=343.3155, expected range: 0.0000 149.7042
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16280 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8338, expected range: -0.3133 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33511 : out of range
Severe: avg_fgdepar=553.0413, expected range: -186.5684 270.6652
Severe: rms_fgdepar=567.0902, expected range: 0.0000 292.1293
Severe: avg_pge=0.8782, expected range: -0.6312 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71332 : out of range
Severe: rms_fgdepar=421.8793, expected range: 0.0000 122.8752
Severe: avg_pge=0.8476, expected range: -0.6130 0.7096
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
Severe: rms_fgdepar=445.5153, expected range: 0.0000 223.3428
Severe: avg_pge=0.8370, expected range: -0.9699 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33517 : out of range
Severe: rms_fgdepar=439.8405, expected range: 0.0000 269.4389
Severe: avg_pge=0.8317, expected range: -0.8516 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=143.0000, expected range: 169.8769 192.7898
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=1415.0000, expected range: 1592.6495 1686.6005
Considerable: obs_number=170.0000, expected range: 238.3484 325.2072
Considerable: obs_number=86.0000, expected range: 99.2024 107.0198
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-519.2190, expected range: -1574.8856 1608.6904
Severely_persistent: rms_fgdepar=519.2190, expected range: 0.0000 1624.1307
Severely_persistent: avg_pge=0.8545, expected range: -1.0166 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-686.2676, expected range: -741.2998 -298.9504
Severely_persistent: rms_fgdepar=686.2676, expected range: 294.2378 751.9458
Severely_persistent: avg_pge=0.8680, expected range: 0.6870 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) OXVS2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8913, expected range: -0.8122 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJB9 : out of range
Severe: rms_fgdepar=485.7142, expected range: 133.9222 481.7734
Severe: avg_pge=0.8151, expected range: 0.1115 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRTT9 : out of range
Severe: avg_fgdepar=-917.6495, expected range: -163.0427 424.6604
Severe: rms_fgdepar=917.6495, expected range: 0.0000 382.9735
Severe: avg_pge=0.9075, expected range: -0.5373 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 1301760 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8519, expected range: -1.2205 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=779.3166, expected range: -2106.9443 1845.9692
Severely_persistent: rms_fgdepar=779.3166, expected range: 0.0000 1238.0289
Severely_persistent: avg_pge=0.9257, expected range: -0.1163 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204589 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-613.1801, expected range: -392.7113 541.5947
Severely_persistent: rms_fgdepar=613.9304, expected range: 0.0000 674.3721
Severely_persistent: avg_pge=0.9153, expected range: -1.4378 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
Severe: avg_fgdepar=-514.9460, expected range: -512.0240 386.3806
Severe: rms_fgdepar=542.0502, expected range: 0.0000 812.6127
Severe: avg_pge=0.8703, expected range: -1.1502 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5201726 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8580, expected range: -0.2970 0.7500
metar
METAR SURFACE PRESSURE (PA) GMMI : out of range
Severe: avg_fgdepar=-1202.5094, expected range: -136.0512 101.3014
Severe: rms_fgdepar=1202.5094, expected range: 0.0000 129.5387
Severe: avg_pge=0.9174, expected range: 0.0000 0.0000
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-113.0762, expected range: -118.6408 -99.2761
Severely_persistent: rms_fgdepar=113.0762, expected range: 99.2761 118.6408
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.0917, expected range: 58.8311 68.5819
Severely_persistent: rms_fgdepar=59.0917, expected range: 58.8311 68.5819
MANUAL LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.6601, expected range: -71.0852 -40.9245
Severely_persistent: rms_fgdepar=54.6601, expected range: 40.9245 71.0852
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-131.1752, expected range: -145.5517 -120.1725
Severely_persistent: rms_fgdepar=131.1752, expected range: 120.1725 145.5517
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=-83.5426, expected range: -92.0012 -83.4965
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=83.5502, expected range: 83.5033 92.0084
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=-60.3936, expected range: -68.3221 -58.6899
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=60.4034, expected range: 58.7209 68.3309
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.8632, expected range: -60.3222 -56.0011
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.8649, expected range: 56.0026 60.3241
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=-76.0114, expected range: -87.7332 -72.6458
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=76.0196, expected range: 72.6423 87.7704
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.2047, expected range: -80.4448 -73.1370
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.2061, expected range: 73.1402 80.4455
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=-91.3190, expected range: -96.5899 -83.0280
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=91.3227, expected range: 83.0377 96.5973
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.2320, expected range: 58.9405 68.7485
Severely_persistent: rms_fgdepar=59.2320, expected range: 58.9406 68.7485
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.5362, expected range: -94.3595 -89.5904
Severely_persistent: rms_fgdepar=91.5362, expected range: 89.5904 94.3595
BUFR LAND SYNOP SNOW (CM) 01025 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.9242, expected range: -93.6910 -2.2302
Severely_persistent: rms_fgdepar=51.9242, expected range: 2.2302 93.6910
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=-68.6914, expected range: -76.4558 -66.3712
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=68.6944, expected range: 66.3723 76.4650
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=-60.6048, expected range: -63.8469 -57.1431
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=60.6135, expected range: 57.1406 63.8748
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.1419, expected range: 56.6890 59.8886
Severely_persistent: rms_fgdepar=57.1419, expected range: 56.6890 59.8886
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=-80.2698, expected range: -90.8208 -76.4164
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=80.2798, expected range: 76.4207 90.8280
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.7746, expected range: -53.0849 -48.2629
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.7830, expected range: 48.2628 53.0988
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=-75.7579, expected range: -78.2361 -54.1253
Severely_persistent: rms_fgdepar=75.7673, expected range: 54.1250 78.2379
BUFR LAND SYNOP SNOW (CM) 36208 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.6601, expected range: -71.0852 -40.9245
Severely_persistent: rms_fgdepar=54.6601, expected range: 40.9245 71.0852
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.9598, expected range: 52.9546 57.8319
BUFR LAND SYNOP SNOW (CM) _7052E08 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.9603, expected range: 52.9577 57.8352
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=-67.8012, expected range: -73.9196 -67.5775
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=67.8068, expected range: 67.5825 73.9274
BUFR LAND SYNOP SNOW (CM) 47058 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=95.1248, expected range: 88.7756 96.0332
Severely_persistent: rms_fgdepar=95.1248, expected range: 88.7755 96.0333
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.7237, expected range: 32.3342 69.3648
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.7403, expected range: 32.3209 69.4023
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.3849, expected range: -66.6633 -55.0205
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.3849, expected range: 55.0205 66.6634
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=-65.6118, expected range: -74.8962 -64.1203
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=65.6122, expected range: 64.1217 74.8991
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=-75.4269, expected range: -83.9142 -74.2717
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=75.4295, expected range: 74.2753 83.9194
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5379, expected range: -65.6313 -49.3690
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.5414, expected range: 49.3674 65.6449
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-76.0611, expected range: -84.0340 -74.0739
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=76.0624, expected range: 74.0793 84.0347
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=-75.5209, expected range: -81.9120 -73.0977
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=75.5270, expected range: 73.1071 81.9155
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=-69.4684, expected range: -76.0549 -66.7998
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=69.4718, expected range: 66.7930 76.0760
MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-75.3999, expected range: -81.6102 -70.1667
Severe: rms_fgdepar=75.3999, expected range: 66.2204 83.0487
MANUAL LAND SYNOP SNOW (CM) 40740 : out of range
Severe: avg_fgdepar=98.5582, expected range: -0.7377 1.1836
Severe: rms_fgdepar=98.5582, expected range: 0.0000 1.0477
MANUAL LAND SYNOP SNOW (CM) 17063 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.8569, expected range: -6.5775 8.3988
MANUAL LAND SYNOP SNOW (CM) 16344 : out of range
Severe: rms_fgdepar=19.6226, expected range: 0.0000 6.2780
MANUAL LAND SYNOP SNOW (CM) 16715 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=39.7740, expected range: -0.0005 0.0006
MANUAL LAND SYNOP SNOW (CM) 16716 : out of range
Severe: rms_fgdepar=29.9823, expected range: -0.0008 0.0010
MANUAL LAND SYNOP SNOW (CM) 17208 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.9400, expected range: 0.0000 8.2688
ROCOB TEMP SNOW (CM) 63307837 : out of range
Severe: avg_fgdepar=65.4765, expected range: -30.9513 6.0243
Severe: rms_fgdepar=65.4765, expected range: 0.0000 30.9513
BUFR LAND SYNOP SNOW (CM) 08940 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-102.3759, expected range: -103.3800 -92.4180
Severe: rms_fgdepar=102.3759, expected range: 92.4180 103.3800
BUFR LAND SYNOP SNOW (CM) 17060 : out of range
Severe: rms_fgdepar=24.7228, expected range: -4.0905 5.3441
BUFR LAND SYNOP SNOW (CM) 01180 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.7653, expected range: 0.0000 11.1489
BUFR LAND SYNOP SNOW (CM) 47061 : out of range
Severe: avg_fgdepar=97.5260, expected range: -0.6431 0.1161
Severe: rms_fgdepar=97.5260, expected range: 0.0000 0.8586
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=34.9562, expected range: 0.0000 16.4210
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=313.9865, expected range: 419.1366 550.3012
Severe: avg_fgdepar=12.5396, expected range: -7.0892 2.7623
Severe: rms_fgdepar=25.8214, expected range: 0.0000 12.4431
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5748, expected range: -20.3072 -5.2312
Severely_persistent: rms_fgdepar=12.7880, expected range: 5.3482 20.4459
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6430, expected range: -20.1418 12.5463
Severely_persistent: rms_fgdepar=14.6503, expected range: 0.0000 17.6724
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.8972, expected range: -17.8666 -2.2554
Severely_persistent: rms_fgdepar=13.1064, expected range: 2.4349 17.8285
METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9667, expected range: -21.5864 -8.4537
Severely_persistent: rms_fgdepar=13.2453, expected range: 8.6195 21.6911
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1990, expected range: -19.7672 -4.3597
Severely_persistent: rms_fgdepar=15.1990, expected range: 4.3597 19.7672
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6248, expected range: -20.3572 -5.2812
Severely_persistent: rms_fgdepar=12.8371, expected range: 5.3976 20.4955
BUFR LAND SYNOP 2M TEMPERATURE (K) 36566 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6930, expected range: -20.1918 12.4963
Severely_persistent: rms_fgdepar=14.7003, expected range: 0.0000 17.7670
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5012, expected range: -14.8280 -10.8380
Severely_persistent: rms_fgdepar=16.5392, expected range: 11.0528 15.0285
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9472, expected range: -17.9166 -2.3054
Severely_persistent: rms_fgdepar=13.1557, expected range: 2.4835 17.8791
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4324, expected range: -12.0854 -7.7789
Severe: rms_fgdepar=12.4595, expected range: 7.9258 12.3730
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43071 : out of range
Severe: rms_fgdepar=11.2313, expected range: 0.0000 3.3993
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23472 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2656, expected range: 0.0000 1.9395
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27872 : out of range
Severe: rms_fgdepar=10.2890, expected range: 0.0000 2.6919
MANUAL LAND SYNOP 2M TEMPERATURE (K) 82792 : out of range
Severe: avg_fgdepar=12.4615, expected range: -3.5281 6.9478
Severe: rms_fgdepar=12.4615, expected range: 0.0000 5.9595
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27653 : out of range
Severe: rms_fgdepar=10.3799, expected range: 0.0000 2.4212
MANUAL LAND SYNOP 2M TEMPERATURE (K) 28704 : out of range
Severe: avg_fgdepar=-12.0308, expected range: -3.9536 1.9763
Severe: rms_fgdepar=12.0341, expected range: 0.0000 3.5860
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27785 : out of range
Severe: rms_fgdepar=10.6316, expected range: 0.0000 2.8299
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27776 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0148, expected range: -3.0580 2.7131
Severe: rms_fgdepar=12.0325, expected range: 0.0000 3.0933
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23578 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.2301, expected range: 0.0000 3.1445
METAR 2M TEMPERATURE (K) USDA : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.0090, expected range: 0.0000 11.3793
METAR 2M TEMPERATURE (K) UWLL : out of range
Severe: rms_fgdepar=11.2091, expected range: 0.0000 5.4349
METAR 2M TEMPERATURE (K) UWLW : out of range
Severe: rms_fgdepar=11.3311, expected range: 0.0000 3.5875
BUFR LAND SYNOP 2M TEMPERATURE (K) 06751 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.7056, expected range: 1.7359 15.3105
Severe: rms_fgdepar=12.7804, expected range: 1.8340 15.5600
BUFR LAND SYNOP 2M TEMPERATURE (K) 36022 : out of range
Severe: rms_fgdepar=12.0219, expected range: 0.0000 8.8886
BUFR LAND SYNOP 2M TEMPERATURE (K) 82792 : out of range
Severe: avg_fgdepar=12.4115, expected range: -3.5781 6.8978
Severe: rms_fgdepar=12.4115, expected range: 0.0000 5.8365
BUFR LAND SYNOP 2M TEMPERATURE (K) 28704 : out of range
Severe: avg_fgdepar=-12.0828, expected range: -4.0061 1.9258
Severe: rms_fgdepar=12.0860, expected range: 0.0000 3.6443
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.0193, expected range: 3.1360 14.4847
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI173C5 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.0288, expected range: 3.8809 14.3580
BUFR LAND SYNOP 2M TEMPERATURE (K) 27776 : out of range
Severe: avg_fgdepar=-12.0712, expected range: -3.1089 2.6590
Severe: rms_fgdepar=12.0889, expected range: 0.0000 3.0627
BUFR LAND SYNOP 2M TEMPERATURE (K) 06617 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.9249, expected range: -17.1733 8.2497
Severe: rms_fgdepar=15.9474, expected range: 0.0000 17.8316
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4635, expected range: -12.3112 -7.7877
Severe: rms_fgdepar=12.4899, expected range: 8.0610 12.4671
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
4 times in the last 10 days for at least one item
Severe: obs_number=1334.0000, expected range: 1525.8941 1560.4809
Considerable: obs_number=50.0000, expected range: 55.0707 59.3504
rh2m
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Severe: avg_lsm=0.5804, expected range: 0.5197 0.5348
Considerable: obs_number=56287.0000, expected range: 65169.6349 81294.8651
Considerable: obs_number=1327.0000, expected range: 1457.6648 1611.0411