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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-08 12:00

iasi
METOP-B IASI RADIANCES CHANNEL 3658 : out of range
Considerable: stdev_fgdepar=0.9137, expected range: 0.6896 0.8339
airs
AQUA AIRS RADIANCES (16 channels affected) : out of range
Slight: obs_number=10915.0000, expected range: 11275.0012 12186.5282
gmi
All GPM GMI ALSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 10798.93 13648.02
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: obs_number=7061.0000, expected range: 7907.5258 8263.9970
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: obs_number=6023.0000, expected range: 6688.3813 7001.2025
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3410, expected range: -0.3049 -0.2624
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Considerable: obs_number=1769.0000, expected range: 805.3047 1444.5111
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=422.0000, expected range: 239.5491 347.6385
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 36754.72 106998.22
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.8409, expected range: 0.1451 0.3333
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.6132, expected range: -1.8487 -1.8391
Radiosondes
LAND TEMP TEMPERATURE (K) 24688 PRESSURE LAYER 900-1200 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.9696, expected range: -24.0705 8.3523
Severely_persistent: rms_fgdepar=10.9696, expected range: 0.0000 24.0705
Severely_persistent: avg_pge=0.9234, expected range: -1.4188 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8571, expected range: 0.1367 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 23.73 503.91
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 614.96
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 65.75 133.75
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 470.38
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 289.38
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 87 : all data missing
Severe: obs_number=0, expected range: 60.97 465.91
amdar
AMDAR WIND VECTOR DIFF (M/S) 00040469 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.3736, expected range: -9.1418 17.2705
Severe: rms_fgdepar=25.3736, expected range: 0.0000 27.6063
Severe: avg_pge=0.9395, expected range: -0.5719 0.7371
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0260 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8559, expected range: 0.0000 6.8652
WIGOS AMDAR WIND VECTOR DIFF (M/S) CYHRAYZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4632, expected range: 0.0000 7.8740
WIGOS AMDAR Q (G/KG) 4JY0YGBA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.9950, expected range: 0.0000 1.8456
MODE-S WIND VECTOR DIFF (M/S) M475AD6 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=18.6343, expected range: 0.0000 6.4639
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 273.1394
airep
AIREP WIND VECTOR DIFF (M/S) ATN3513 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=37.9201, expected range: -13.0239 21.1936
Severe: rms_fgdepar=37.9201, expected range: 0.0000 21.0860
Severe: avg_pge=0.9019, expected range: -0.4014 0.4997
AIREP WIND VECTOR DIFF (M/S) ETH575 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=39.8776, expected range: 0.0000 25.5447
AIREP WIND VECTOR DIFF (M/S) AAL37 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.0185, expected range: -2.3149 10.5606
Severe: rms_fgdepar=22.0185, expected range: 0.0000 14.1728
AIREP WIND VECTOR DIFF (M/S) AFR378 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.3702, expected range: -11.1808 26.5744
Severe: rms_fgdepar=29.2596, expected range: 0.0000 39.1728
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 991.4928
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=30.3544, expected range: -4.3892 18.0768
Severe: rms_fgdepar=30.3544, expected range: 0.0000 26.6061
Severe: avg_pge=0.8884, expected range: -0.8549 0.7500
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41255 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8425, expected range: 0.2836 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-678.3327, expected range: -1376.6200 1313.6575
Severely_persistent: rms_fgdepar=685.0389, expected range: -1280.0302 1638.9956
Severely_persistent: avg_pge=0.9182, expected range: -1.7364 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=568.9104, expected range: 190.6088 635.2652
Severely_persistent: rms_fgdepar=569.6256, expected range: 194.8247 632.8001
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8267, expected range: 0.6448 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=64.0000, expected range: 666.3381 749.6619
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89066 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=589.2949, expected range: 0.0000 235.9098
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
Severe: rms_fgdepar=330.9623, expected range: 8.9732 65.2823
MANUAL LAND SYNOP RH2M (%) 68192 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.3466, expected range: 0.0000 34.1024
Severe: avg_pge=0.9046, expected range: -0.4135 0.4830
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
Severe: avg_pge=0.9965, expected range: -1.6040 0.7500
MANUAL LAND SYNOP RH2M (%) 17096 : out of range
Severe: avg_fgdepar=51.8563, expected range: -15.7560 60.3375
Severe: rms_fgdepar=51.8563, expected range: 0.0000 60.3375
All MANUAL LAND SYNOP WMO BLOCK 35 : all data missing
Severe: obs_number=0, expected range: 69.94 416.66
BUFR LAND SYNOP Z (M) 56374 : out of range
Severe: avg_pge=0.9049, expected range: -0.8461 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 02705 : out of range
Severe: rms_fgdepar=333.5167, expected range: 33.8886 178.7028
Severe: avg_pge=0.8198, expected range: -0.4539 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=523.1077, expected range: -117.6646 931.8353
Severe: rms_fgdepar=523.1077, expected range: 0.0000 931.8353
BUFR LAND SYNOP RH2M (%) 34606 : out of range
Severe: rms_fgdepar=44.5630, expected range: 0.0000 12.5217
Severe: rms_fgdepar=37.6156, expected range: 0.0000 10.8032
BUFR LAND SYNOP RH2M (%) 34609 : out of range
Severe: rms_fgdepar=31.5035, expected range: 0.0000 6.3186
Severe: rms_fgdepar=30.3406, expected range: 0.0000 10.7396
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8592, expected range: 0.1001 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) TBWUK63 : out of range
Severe: rms_fgdepar=18.9569, expected range: 0.0000 10.7852
Severe: avg_pge=0.9094, expected range: -0.7419 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWTW2 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=815.9732, expected range: -990.3507 1138.2528
Severe: rms_fgdepar=815.9732, expected range: 0.0000 1126.6175
Severe: avg_pge=0.8625, expected range: -1.0202 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AMOUK36 : out of range
Severe: rms_fgdepar=438.0121, expected range: 0.0000 86.5241
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=518.1708, expected range: 0.0000 522.2289
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8841, expected range: -1.1611 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8280, expected range: 0.7593 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=605.6029, expected range: 159.4231 793.5315
Severely_persistent: rms_fgdepar=606.7161, expected range: 165.1364 805.8503
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401849 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8040, expected range: -0.7640 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
Severe: avg_fgdepar=517.0482, expected range: -287.4123 386.2378
Severe: rms_fgdepar=518.4757, expected range: 0.0000 354.1544
Severe: avg_pge=0.8868, expected range: -0.5705 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-761.9462, expected range: -1943.6903 406.7502
Severely_persistent: rms_fgdepar=800.9357, expected range: 0.0000 1777.2996
Severely_persistent: avg_pge=0.8532, expected range: 0.4040 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRT : out of range
10 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=505.2268, expected range: 0.0000 953.8678
AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1030.0104, expected range: -1139.5883 -924.8093
Severely_persistent: rms_fgdepar=1030.2312, expected range: 925.4006 1139.8286
snow
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=-85.2489, expected range: -99.8079 -74.8168
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=85.2526, expected range: 74.8024 99.8424
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=-63.9781, expected range: -79.0136 -50.5038
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=63.9803, expected range: 50.5300 79.0221
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.2514, expected range: -58.5779 -44.1295
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.2538, expected range: 44.1401 58.5835
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=-75.2090, expected range: -96.3308 -65.9652
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=75.2170, expected range: 65.9656 96.3685
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=-89.0109, expected range: -109.7958 -73.5028
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=89.0130, expected range: 73.5965 109.7528
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=-68.7848, expected range: -91.8921 -55.8194
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=68.7874, expected range: 55.8124 91.9233
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=-58.1536, expected range: -74.4683 -50.0088
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=58.1578, expected range: 50.0348 74.4777
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-112.7209, expected range: -139.7488 -46.8733
Severely_persistent: rms_fgdepar=112.7230, expected range: 47.0118 139.7162
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=-78.9889, expected range: -79.2590 -63.2127
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=79.0011, expected range: 63.2723 79.2473
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.3161, expected range: 35.9013 77.2650
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.3178, expected range: 35.8966 77.2775
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=-52.4995, expected range: -57.7203 -50.0357
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=52.5068, expected range: 50.0583 57.7226
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=-72.4637, expected range: -85.5485 -63.8606
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=72.4681, expected range: 63.8864 85.5500
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.9097, expected range: 43.0416 74.4308
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.9186, expected range: 43.0800 74.4446
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.6433, expected range: -68.9930 -32.5801
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.6433, expected range: 32.5843 68.9917
BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-50.2581, expected range: -55.5607 -44.0021
BUFR LAND SYNOP SNOW (CM) _MI1CFFA : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=50.2673, expected range: 43.9948 55.6039
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=-70.3571, expected range: -88.2842 -60.2355
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=70.3642, expected range: 60.2821 88.2909
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.6980, expected range: -61.8896 -50.0163
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.6980, expected range: 50.0192 61.9030
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.3590, expected range: -95.1399 -63.6865
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=77.3608, expected range: 63.7329 95.1273
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=-59.6707, expected range: -80.8033 -45.0654
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=59.7776, expected range: 45.1030 80.8214
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.9912, expected range: -92.3686 -75.4123
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.9956, expected range: 75.4196 92.3712
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=-73.1906, expected range: -87.4801 -56.1408
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=73.1918, expected range: 56.2172 87.4482
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=-70.6466, expected range: -81.1784 -57.0375
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=70.6494, expected range: 57.1550 81.1300
AUTOMATIC LAND SYNOP SNOW (CM) 71350 : out of range
Severe: rms_fgdepar=28.9692, expected range: 0.0000 4.9023
AUTOMATIC LAND SYNOP SNOW (CM) 71452 : out of range
Severe: rms_fgdepar=16.3671, expected range: 0.0000 5.1649
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-51.5414, expected range: -54.8234 -38.8366
Severe: rms_fgdepar=51.5414, expected range: 38.8366 54.8234
AUTOMATIC LAND SYNOP SNOW (CM) 71604 : out of range
Severe: rms_fgdepar=19.3135, expected range: 0.0000 9.5232
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-71.0392, expected range: -61.4875 -14.3469
Severe: rms_fgdepar=71.0392, expected range: 14.3469 61.4875
MANUAL LAND SYNOP SNOW (CM) 71705 : out of range
Severe: rms_fgdepar=17.6940, expected range: 0.0000 4.5594
MANUAL LAND SYNOP SNOW (CM) 71706 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6595, expected range: 0.0000 5.7704
MANUAL LAND SYNOP SNOW (CM) 71609 : out of range
Severe: rms_fgdepar=28.9138, expected range: 0.0000 7.4398
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=95.3017, expected range: 94.7326 101.5374
BUFR LAND SYNOP SNOW (CM) _MI1EDCD : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=95.3017, expected range: 94.7326 101.5374
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.2387, expected range: -20.2158 11.4560
Severely_persistent: rms_fgdepar=17.2821, expected range: -10.3316 20.5030
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2868, expected range: -8.1729 5.7650
Severely_persistent: rms_fgdepar=12.3199, expected range: 0.0000 9.3253
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.0930, expected range: -20.7948 11.4764
Severely_persistent: rms_fgdepar=18.1373, expected range: 0.0000 21.0833
METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.0691, expected range: 10.9721 21.6643
Severely_persistent: rms_fgdepar=14.0810, expected range: 11.0337 21.6902
METAR 2M TEMPERATURE (K) CYDB : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.6538, expected range: -22.9047 14.6416
Severely_persistent: rms_fgdepar=17.6566, expected range: 0.0000 22.0155
BUFR LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.2763, expected range: -20.2466 11.4232
Severely_persistent: rms_fgdepar=17.3196, expected range: -10.3275 20.5418
BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3484, expected range: -8.2172 5.7153
Severely_persistent: rms_fgdepar=12.3801, expected range: 0.0000 9.4150
BUFR LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-18.1207, expected range: -20.8050 11.4170
Severely_persistent: rms_fgdepar=18.1661, expected range: 0.0000 21.1108
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5980, expected range: -17.3740 -11.5748
Severely_persistent: rms_fgdepar=14.6887, expected range: 11.8342 17.4984
BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.0741, expected range: -13.7985 9.8262
Severely_persistent: rms_fgdepar=17.1483, expected range: 0.0000 13.4440
BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9011, expected range: -13.3724 9.1559
Severely_persistent: rms_fgdepar=13.3758, expected range: 0.0000 13.9358
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8361, expected range: 0.0000 5.4981
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8995, expected range: -4.1446 2.4373
Severe: rms_fgdepar=13.9606, expected range: 0.0000 4.0946
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.6439, expected range: 0.0000 5.6771
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8268, expected range: -11.8034 6.8682
Severe: rms_fgdepar=12.8572, expected range: 0.0000 12.5649
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02191 : out of range
Severe: avg_fgdepar=-12.2711, expected range: -5.0541 2.2953
Severe: rms_fgdepar=12.3182, expected range: 0.0000 5.5680
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02064 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.4073, expected range: 0.0000 2.2828
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-16.8459, expected range: -12.3406 8.8602
Severe: rms_fgdepar=16.8713, expected range: 0.0000 10.8720
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: avg_fgdepar=-12.4453, expected range: -11.1523 10.7603
Severe: rms_fgdepar=12.5946, expected range: 0.0000 11.9190
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02197 : out of range
Severe: rms_fgdepar=10.3856, expected range: 0.0000 5.8719
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68918 : out of range
Severe: rms_fgdepar=10.6247, expected range: 0.3486 3.3352
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.4326, expected range: -11.5693 8.8610
Severe: rms_fgdepar=14.4373, expected range: 0.0000 10.7986
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.3287, expected range: 0.0000 4.4836
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71949 : out of range
Severe: rms_fgdepar=12.0130, expected range: 0.0000 8.9193
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29662 : out of range
Severe: rms_fgdepar=10.5796, expected range: 0.0000 5.4511
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-13.7216, expected range: -13.9875 10.0063
Severe: rms_fgdepar=13.7216, expected range: 0.0000 12.2784
MANUAL LAND SYNOP 2M TEMPERATURE (K) 31026 : out of range
Severe: rms_fgdepar=11.7531, expected range: 0.0000 5.4999
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4529, expected range: -7.8348 4.7241
Severe: rms_fgdepar=12.5102, expected range: -4.1092 7.7585
METAR 2M TEMPERATURE (K) OPKL : out of range
Severe: avg_fgdepar=12.1778, expected range: -0.5680 12.5304
Severe: rms_fgdepar=12.2896, expected range: 0.9022 12.1508
METAR 2M TEMPERATURE (K) CYXQ : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.7968, expected range: 0.0000 5.9889
METAR 2M TEMPERATURE (K) MMPS : out of range
Severe: rms_fgdepar=13.1511, expected range: 0.0000 10.8095
METAR 2M TEMPERATURE (K) KADW : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.9635, expected range: -6.5100 11.8591
BUFR LAND SYNOP 2M TEMPERATURE (K) 02801 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1377, expected range: -9.4704 8.1790
Severe: rms_fgdepar=12.1543, expected range: 0.0000 8.6203
BUFR LAND SYNOP 2M TEMPERATURE (K) 44221 : out of range
Severe: rms_fgdepar=12.0230, expected range: 5.7403 11.7421
BUFR LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
Severe: avg_fgdepar=-14.0257, expected range: -4.1659 2.4963
Severe: rms_fgdepar=14.0712, expected range: 0.0000 4.0283
BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8045, expected range: -11.8582 6.8214
Severe: rms_fgdepar=12.8351, expected range: 0.0000 12.6372
BUFR LAND SYNOP 2M TEMPERATURE (K) 02191 : out of range
Severe: avg_fgdepar=-12.3787, expected range: -5.1563 2.2263
Severe: rms_fgdepar=12.4256, expected range: 0.0000 5.6874
BUFR LAND SYNOP 2M TEMPERATURE (K) 29662 : out of range
Severe: rms_fgdepar=10.4177, expected range: 0.0000 5.4429
BUFR LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
Severe: avg_fgdepar=-15.8639, expected range: -12.8188 8.9002
Severe: rms_fgdepar=15.9501, expected range: 0.0000 11.7245
BUFR LAND SYNOP 2M TEMPERATURE (K) 02036 : out of range
Severe: avg_fgdepar=-12.5308, expected range: -11.2421 10.8050
Severe: rms_fgdepar=12.6968, expected range: 0.0000 12.0274
BUFR LAND SYNOP 2M TEMPERATURE (K) 22408 : out of range
Severe: avg_fgdepar=-12.5623, expected range: -7.9342 4.6837
Severe: rms_fgdepar=12.6174, expected range: -4.1576 7.8845
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5317, expected range: -11.6269 8.8056
Severe: rms_fgdepar=14.5361, expected range: 0.0000 10.8697
BUFR LAND SYNOP 2M TEMPERATURE (K) 30089 : out of range
Severe: rms_fgdepar=12.0222, expected range: 0.2438 8.1165
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.2056, expected range: 3.9071 12.7941
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D33C : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2622, expected range: 4.0411 13.0877
rh2m
MANUAL LAND SYNOP RH2M (%) 34601 : out of range
Severe: rms_fgdepar=34.8181, expected range: 0.0000 13.4660
MANUAL LAND SYNOP RH2M (%) 34504 : out of range
Severe: rms_fgdepar=30.2222, expected range: 0.0000 10.7267
MANUAL LAND SYNOP RH2M (%) 12566 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=31.1581, expected range: 0.0000 16.7435
BUFR LAND SYNOP RH2M (%) 34615 : out of range
Severe: rms_fgdepar=30.4338, expected range: 0.0000 9.5901