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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-09 00:00

iasi
METOP-B IASI RADIANCES CHANNEL 3165 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2604, expected range: -0.2412 -0.2104
METOP-B IASI RADIANCES CHANNEL 3244 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1516, expected range: -0.1220 -0.0806
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2881, expected range: -0.2725 -0.2416
Considerable: stdev_fgdepar=1.2276, expected range: 0.4366 0.9209
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
Considerable: stdev_fgdepar=1.1586, expected range: 0.4020 0.8796
METOP-B IASI RADIANCES CHANNEL 271 : out of range
Considerable: obs_number=329.0000, expected range: 431.4095 749.8405
METOP-B IASI RADIANCES CHANNEL 272 : out of range
Considerable: obs_number=291.0000, expected range: 405.1684 699.0816
METOP-B IASI RADIANCES CHANNEL 280 : out of range
Considerable: obs_number=548.0000, expected range: 688.2597 1087.4903
METOP-C IASI RADIANCES CHANNEL 3165 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2413, expected range: -0.2152 -0.1707
METOP-C IASI RADIANCES CHANNEL 3244 : out of range
2 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.1489, expected range: -0.1230 -0.0714
METOP-C IASI RADIANCES CHANNEL 3509 : out of range
Considerable: stdev_fgdepar=1.1280, expected range: 0.4820 0.9044
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 4 : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=43366.0000, expected range: 44679.2649 48011.4851
gmi
All GPM GMI ALSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 10763.43 13561.57
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=6789.0000, expected range: 7907.5258 8114.1570
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=5789.0000, expected range: 6688.3813 6813.3654
atms
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.4963, expected range: -0.4541 -0.4334
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 57399.54 82826.03
mwri
FY-3D MWRI RADIANCES CHANNEL 3 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7574, expected range: 0.6719 0.6976
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=0.5397, expected range: 0.0879 0.3333
Radiosondes
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=0.8153, expected range: -0.6391 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 79.21 96.29
LAND TEMP TEMPERATURE (K) 23078 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=12.0087, expected range: -1.8246 1.2298
Severe: rms_fgdepar=12.2021, expected range: 0.0000 3.2319
Severe: avg_pge=0.9208, expected range: -0.4244 0.5228
LAND TEMP WIND VECTOR DIFF (M/S) 29634 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.7338, expected range: 0.0000 9.1390
Severe: avg_pge=0.8049, expected range: -0.5018 0.7400
LAND TEMP WIND VECTOR DIFF (M/S) 23078 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=24.8579, expected range: -3.4263 9.4643
Severe: avg_pge=0.8992, expected range: -0.8026 0.7500
HIGH RESO SEA TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=9.0901, expected range: -0.5203 0.6299
HIGH RESO SEA TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8967, expected range: 0.3140 1.6615
Severe: avg_pge=0.8750, expected range: -0.0491 0.0620
HIGH RESO SEA TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: avg_fgdepar=12.5617, expected range: -0.6771 0.5784
Severe: rms_fgdepar=12.6623, expected range: 0.0000 1.7847
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: obs_number=105.0000, expected range: 122.6979 156.0521
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Considerable: obs_number=845.0000, expected range: 743.2098 774.3457
amdar
AMDAR WIND VECTOR DIFF (M/S) 00000321 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.1488, expected range: 0.0000 7.2266
Severe: avg_pge=0.8622, expected range: -0.2185 0.3548
AMDAR WIND VECTOR DIFF (M/S) 00040422 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.9276, expected range: -6.6895 16.4508
Severe: rms_fgdepar=27.6475, expected range: 0.0000 31.4191
WIGOS AMDAR WIND VECTOR DIFF (M/S) T3MXLDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.3036, expected range: 0.0000 7.1193
WIGOS AMDAR WIND VECTOR DIFF (M/S) CPUEISJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.7420, expected range: 0.0000 8.9720
WIGOS AMDAR WIND VECTOR DIFF (M/S) LY40KDZA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.9637, expected range: 0.0000 6.1376
ADS-C WIND VECTOR DIFF (M/S) T0BGOBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.2801, expected range: 0.0000 25.0506
ADS-C WIND VECTOR DIFF (M/S) UKUGD2RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.8436, expected range: 0.1127 9.4681
ADS-C WIND VECTOR DIFF (M/S) GOPE5MZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9808, expected range: 0.0000 15.9590
ADS-C WIND VECTOR DIFF (M/S) YCYVSMZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.8660, expected range: 0.0000 8.5061
airep
AIREP WIND VECTOR DIFF (M/S) BAW190 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.9550, expected range: 0.0000 30.7801
AIREP WIND VECTOR DIFF (M/S) UAL1231 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.1602, expected range: 0.5183 6.1156
AIREP WIND VECTOR DIFF (M/S) KLM602 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.6710, expected range: 0.0000 13.9413
AIREP WIND VECTOR DIFF (M/S) ETH574 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.3525, expected range: 0.0000 38.1039
AIREP WIND VECTOR DIFF (M/S) LOT45 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.0203, expected range: 0.0000 13.1057
AIREP WIND VECTOR DIFF (M/S) UAL706 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=26.2181, expected range: 0.0000 22.4674
AIREP WIND VECTOR DIFF (M/S) THT8 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=29.1008, expected range: 0.0000 11.1908
AIREP WIND VECTOR DIFF (M/S) UAL1749 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.7456, expected range: 0.0000 12.2386
AIREP WIND VECTOR DIFF (M/S) BAW48Q PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.8189, expected range: 0.0000 15.0656
AIREP WIND VECTOR DIFF (M/S) VIR156T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.7360, expected range: 0.0000 12.4263
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03813 PRESSURE LAYER 300-600 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8121, expected range: -1.0133 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 997.8471
All EUROPEAN WIND PROFILER ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 15.70 1311.08
All EUROPEAN WIND PROFILER ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 15.70 1311.08
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8254, expected range: -0.0959 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8196, expected range: -1.6391 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=545.8726, expected range: 212.2679 585.1638
Severely_persistent: rms_fgdepar=546.2364, expected range: 214.2095 586.9402
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=0.8289, expected range: 0.6229 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI13F3F : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8335, expected range: 0.5819 0.7500
All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 67.86 119.39
All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 335.26 646.96
MANUAL LAND SYNOP RH2M (%) 14428 : out of range
Severe: rms_fgdepar=33.7559, expected range: 0.0000 14.3047
MANUAL LAND SYNOP RH2M (%) 42459 : out of range
Severe: avg_pge=0.8093, expected range: -1.0844 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35244 : out of range
Severe: rms_fgdepar=352.5583, expected range: 0.0000 177.7477
Severe: avg_pge=0.8190, expected range: -0.2610 0.3157
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35358 : out of range
Severe: avg_fgdepar=-606.6187, expected range: -151.0411 123.3211
Severe: rms_fgdepar=606.9543, expected range: 0.0000 170.4800
Severe: avg_pge=0.8979, expected range: -0.1772 0.2279
BUFR LAND SYNOP RH2M (%) 95624 : out of range
Severe: rms_fgdepar=46.0535, expected range: 0.0000 34.0123
Severe: avg_pge=0.9947, expected range: -0.0481 0.0689
BUFR LAND SYNOP RH2M (%) 54715 : out of range
Severe: rms_fgdepar=35.3071, expected range: 0.0000 17.5057
BUFR LAND SYNOP RH2M (%) 33506 : out of range
Severe: rms_fgdepar=31.6890, expected range: 0.0000 12.5738
BUFR LAND SYNOP RH2M (%) 33609 : out of range
Severe: rms_fgdepar=34.5663, expected range: 0.0000 13.5155
Severe: rms_fgdepar=33.7148, expected range: 0.0000 13.9002
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94500 : out of range
Severe: rms_fgdepar=402.2180, expected range: 0.0000 120.3734
Severe: avg_pge=0.8749, expected range: -0.9625 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71021 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=555.2569, expected range: -206.5262 428.7813
Severe: rms_fgdepar=555.2569, expected range: 0.0000 431.1665
Severe: avg_pge=0.9163, expected range: -1.0815 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30157 : out of range
Severe: avg_pge=0.8061, expected range: -0.7457 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29068 : out of range
Severe: rms_fgdepar=468.0489, expected range: 0.0000 152.7835
BUFR LAND SYNOP SURFACE PRESSURE (PA) 93498 : out of range
Severe: rms_fgdepar=340.6517, expected range: 0.0000 186.2385
Severe: avg_pge=0.8557, expected range: -0.6762 0.7500
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8955, expected range: 0.0013 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ4 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=695.6790, expected range: -2683.7990 1984.2355
Severely_persistent: rms_fgdepar=696.5107, expected range: 0.0000 2296.8744
Severely_persistent: avg_pge=0.8526, expected range: -1.3239 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=713.1492, expected range: 375.8907 784.6331
Severely_persistent: rms_fgdepar=713.1492, expected range: 374.0113 786.8946
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-637.6403, expected range: -396.0836 371.7000
Severely_persistent: rms_fgdepar=645.1523, expected range: 0.0000 586.6045
Severely_persistent: avg_pge=0.8598, expected range: -0.9913 0.7500
SHIP SURFACE PRESSURE (PA) V7DR9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8573, expected range: -0.6184 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) XCAY9 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=22.9244, expected range: -19.4077 43.2877
Severe: rms_fgdepar=22.9244, expected range: 0.0000 43.2877
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ONJG : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8876, expected range: -0.7655 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OWJN2 : out of range
Severe: avg_fgdepar=553.7032, expected range: -904.9959 278.3686
Severe: rms_fgdepar=925.1843, expected range: 0.0000 880.3942
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGW2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-525.3131, expected range: -234.2139 242.8381
Severe: rms_fgdepar=525.3131, expected range: 0.0000 159.2670
Severe: avg_pge=0.8149, expected range: -0.2380 0.2682
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MGPC4 : out of range
Severe: rms_fgdepar=316.8455, expected range: 0.0000 129.1062
BUFR SHIP SYNOP SURFACE PRESSURE (PA) HP8096 : out of range
Severe: avg_fgdepar=554.6320, expected range: 39.4795 622.8076
Severe: rms_fgdepar=558.3724, expected range: 40.8387 627.5730
Severe: avg_pge=0.8099, expected range: 0.3496 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-562.8104, expected range: -964.7012 979.8698
Severely_persistent: rms_fgdepar=565.5500, expected range: -777.4238 1001.8209
Severely_persistent: avg_pge=0.8946, expected range: -1.3854 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=624.4749, expected range: 183.9202 803.4472
Severely_persistent: rms_fgdepar=625.3300, expected range: 199.2699 808.3473
DRIFTING BUOYS SURFACE PRESSURE (PA) 5201718 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8569, expected range: -0.2282 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) KQTA : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=509.7821, expected range: 0.0000 1268.6139
Severely_persistent: avg_pge=0.8070, expected range: -0.5602 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1182.8747, expected range: -1721.2436 -14.3455
Severely_persistent: rms_fgdepar=1184.5303, expected range: 157.7586 1622.3431
Severely_persistent: avg_pge=0.9128, expected range: 0.6161 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRT : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-635.1123, expected range: -1107.8534 668.3218
Severely_persistent: rms_fgdepar=637.7496, expected range: 0.0000 917.0246
Severely_persistent: avg_pge=0.8347, expected range: -0.7071 0.7500
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=-1020.9484, expected range: -1139.2871 -929.7555
Severely_persistent: rms_fgdepar=1021.4005, expected range: 930.2009 1139.6151
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-113.0434, expected range: -114.7954 -80.7809
Severely_persistent: rms_fgdepar=113.0434, expected range: 80.7809 114.7954
MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.9946, expected range: -84.3522 -63.4953
Severely_persistent: rms_fgdepar=83.9946, expected range: 63.4953 84.3522
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=63.8502, expected range: 56.8619 71.1451
Severely_persistent: rms_fgdepar=63.8502, expected range: 56.8619 71.1451
MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.5321, expected range: -71.5637 -20.9698
Severely_persistent: rms_fgdepar=56.5321, expected range: 20.9698 71.5637
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=-135.1064, expected range: -143.4696 -90.5144
Severely_persistent: rms_fgdepar=135.1064, expected range: 90.5144 143.4696
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=-89.2377, expected range: -100.1741 -74.8918
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=89.3500, expected range: 74.8789 100.2085
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=-64.2815, expected range: -77.8657 -52.9509
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=64.2958, expected range: 52.9668 77.8831
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=-59.6895, expected range: -58.1962 -45.3963
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=59.6941, expected range: 45.4074 58.2007
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=-77.3693, expected range: -96.8505 -65.8789
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=77.3855, expected range: 65.8817 96.8878
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=-85.0745, expected range: -109.7666 -74.5154
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=85.1665, expected range: 74.5220 109.7781
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=64.0102, expected range: 56.9944 71.2551
Severely_persistent: rms_fgdepar=64.0102, expected range: 56.9944 71.2551
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.1417, expected range: -61.9106 -45.9007
Severely_persistent: rms_fgdepar=55.1417, expected range: 45.9007 61.9106
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=-66.4483, expected range: -91.9509 -56.7060
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=66.4833, expected range: 56.6998 91.9822
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=-58.7566, expected range: -74.7314 -50.2808
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=58.7803, expected range: 50.3089 74.7396
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=-113.6816, expected range: -137.3505 -52.7430
Severely_persistent: rms_fgdepar=113.6975, expected range: 52.8161 137.3431
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=-74.8535, expected range: -78.3713 -64.9499
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=75.1398, expected range: 64.9726 78.3828
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=56.0390, expected range: 44.0296 69.5565
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.0394, expected range: 44.0346 69.5629
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=-52.1801, expected range: -57.8073 -50.0937
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=52.1881, expected range: 50.1212 57.8068
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=-71.1421, expected range: -82.7335 -68.0114
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=71.2140, expected range: 68.0221 82.7480
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=52.6092, expected range: 43.0585 73.1871
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=52.6260, expected range: 43.0954 73.2003
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=-64.6688, expected range: -70.4645 -32.7881
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=64.6704, expected range: 32.7929 70.4628
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=-71.7780, expected range: -88.3594 -60.8514
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=71.7903, expected range: 60.8490 88.3979
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-80.7320, expected range: -94.5876 -65.3022
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=80.7357, expected range: 65.2787 94.6250
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=-58.0259, expected range: -81.0115 -45.6966
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=58.0536, expected range: 45.6893 81.0561
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=-82.2516, expected range: -92.5492 -74.4069
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=82.2553, expected range: 74.4140 92.5481
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=-72.4750, expected range: -82.1074 -63.8541
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=72.5299, expected range: 63.8509 82.1344
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=-69.1354, expected range: -79.6054 -60.3768
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=69.1973, expected range: 60.3833 79.6269
MANUAL LAND SYNOP SNOW (CM) 23973 : out of range
Severe: rms_fgdepar=20.5756, expected range: 0.6534 5.5018
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=23.6776, expected range: 0.0000 8.2916
BUFR LAND SYNOP SNOW (CM) 14006 : out of range
Severe: avg_fgdepar=52.4679, expected range: 36.1489 54.7663
Severe: rms_fgdepar=52.4679, expected range: 37.6007 54.7757
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=95.5995, expected range: 93.2725 104.0968
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=95.5995, expected range: 93.2727 104.0967
BUFR LAND SYNOP SNOW (CM) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.9829, expected range: 0.0000 7.3785
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71001 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9019, expected range: -18.0415 8.7548
Severely_persistent: rms_fgdepar=14.9019, expected range: 0.0000 18.3065
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71195 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.0827, expected range: -18.8207 8.8664
Severely_persistent: rms_fgdepar=16.0827, expected range: 0.0000 19.0849
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4917, expected range: -14.6774 10.6801
Severely_persistent: rms_fgdepar=13.4958, expected range: 0.0000 13.8949
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8088, expected range: -20.1530 1.9074
Severely_persistent: rms_fgdepar=14.8392, expected range: 0.0000 20.4641
METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.8523, expected range: 11.1278 21.3693
Severely_persistent: rms_fgdepar=17.8739, expected range: 11.1768 21.4185
METAR 2M TEMPERATURE (K) CYDB : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1019, expected range: -22.8555 14.2305
Severely_persistent: rms_fgdepar=12.1019, expected range: 0.0000 21.6429
BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3178, expected range: -14.4637 7.2129
Severely_persistent: rms_fgdepar=13.3987, expected range: 0.0000 13.8006
BUFR 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=-14.9348, expected range: -18.0656 8.7204
Severely_persistent: rms_fgdepar=14.9348, expected range: 0.0000 18.3427
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6972, expected range: -21.4510 -7.2748
Severely_persistent: rms_fgdepar=14.1776, expected range: 7.4827 21.4189
BUFR 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=-16.1397, expected range: -18.8333 8.8089
Severely_persistent: rms_fgdepar=16.1397, expected range: 0.0000 19.1211
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5193, expected range: -25.6628 6.5911
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=13.3488, expected range: 0.0000 25.6523
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8588, expected range: -20.2030 1.8574
Severely_persistent: rms_fgdepar=14.8891, expected range: 0.0000 20.5130
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=-14.4206, expected range: -17.1320 -11.5147
Severely_persistent: rms_fgdepar=14.6202, expected range: 11.7910 17.2668
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5277, expected range: -14.6900 10.5816
Severely_persistent: rms_fgdepar=13.5318, expected range: 0.0000 13.9315
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9991, expected range: -8.3425 5.6581
Severe: rms_fgdepar=14.0027, expected range: 0.0000 8.8448
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02173 : out of range
Severe: avg_fgdepar=-14.6559, expected range: -7.4956 5.2038
Severe: rms_fgdepar=14.6986, expected range: 0.0000 8.7544
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02154 : out of range
Severe: avg_fgdepar=-12.1774, expected range: -6.7807 4.4080
Severe: rms_fgdepar=12.1866, expected range: 0.0000 6.9709
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.1243, expected range: -14.0668 9.4603
Severe: rms_fgdepar=16.4290, expected range: 0.0000 12.0575
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70194 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.7624, expected range: -10.1363 8.2452
Severe: rms_fgdepar=16.7624, expected range: -7.3913 14.2499
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
Severe: avg_fgdepar=-13.4060, expected range: -10.9932 5.2087
Severe: rms_fgdepar=13.5316, expected range: 0.0000 9.9768
METAR 2M TEMPERATURE (K) KADW : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.1008, expected range: -5.2452 7.6464
Severe: rms_fgdepar=12.1008, expected range: 0.0000 8.8881
LAND TEMP 2M TEMPERATURE (K) 29572 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.9927, expected range: -9.1793 8.2790
Severe: rms_fgdepar=14.9927, expected range: 0.0000 6.7258
BUFR LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.0612, expected range: -8.4204 5.6310
Severe: rms_fgdepar=14.0646, expected range: 0.0000 8.9308
BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1086, expected range: 0.0000 16.0134
BUFR LAND SYNOP 2M TEMPERATURE (K) 02173 : out of range
Severe: avg_fgdepar=-14.7487, expected range: -7.5654 5.1664
Severe: rms_fgdepar=14.7906, expected range: 0.0000 8.8194
BUFR LAND SYNOP 2M TEMPERATURE (K) 02154 : out of range
Severe: avg_fgdepar=-12.1466, expected range: -6.8266 4.3866
Severe: rms_fgdepar=12.1566, expected range: 0.0000 7.0166
BUFR LAND SYNOP 2M TEMPERATURE (K) 29674 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.1872, expected range: -14.2064 9.3485
Severe: rms_fgdepar=16.4908, expected range: 0.0000 12.5819
BUFR LAND SYNOP 2M TEMPERATURE (K) 02874 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.6753, expected range: 0.0000 3.9123
BUFR LAND SYNOP 2M TEMPERATURE (K) 70194 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3581, expected range: -10.5525 8.6929
Severe: rms_fgdepar=13.1092, expected range: 0.0000 9.8278
BUFR LAND SYNOP 2M TEMPERATURE (K) 24329 : out of range
Severe: avg_fgdepar=-13.4303, expected range: -11.0341 5.1686
Severe: rms_fgdepar=13.5559, expected range: 0.0000 10.0398
BUFR LAND SYNOP 2M TEMPERATURE (K) 63729 : out of range
Severe: rms_fgdepar=13.9687, expected range: 0.0000 3.0216
rh2m
MANUAL LAND SYNOP RH2M (%) 33711 : out of range
Severe: rms_fgdepar=33.7556, expected range: 0.0000 17.5183
MANUAL LAND SYNOP RH2M (%) 33506 : out of range
Severe: rms_fgdepar=31.1899, expected range: 0.0000 13.5083
BUFR LAND SYNOP RH2M (%) 33621 : out of range
Severe: rms_fgdepar=32.4531, expected range: 0.0000 11.6883
BUFR LAND SYNOP RH2M (%) 33495 : out of range
Severe: rms_fgdepar=33.7670, expected range: 0.0000 16.7908
BUFR LAND SYNOP RH2M (%) _MI1BF3A : out of range
Severe: rms_fgdepar=38.0862, expected range: 0.0000 19.4273