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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-21 12:00

amsua
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0933, expected range: -0.1491 -0.1320
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1527, expected range: 0.0908 0.1027
iasi
METOP-B IASI RADIANCES CHANNEL 3248 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0348, expected range: -0.1358 -0.0822
Slight: stdev_fgdepar=0.6419, expected range: 0.4224 0.6123
METOP-B IASI RADIANCES CHANNEL 3252 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2058, expected range: -0.1762 -0.1611
METOP-B IASI RADIANCES CHANNEL 3446 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2762, expected range: -0.2187 -0.1684
METOP-B IASI RADIANCES CHANNEL 3452 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1830, expected range: -0.1371 -0.1112
METOP-B IASI RADIANCES CHANNEL 3509 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2921, expected range: -0.2647 -0.2441
METOP-C IASI RADIANCES CHANNEL 3452 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1468, expected range: -0.1126 -0.0718
METOP-C IASI RADIANCES CHANNEL 3658 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3273, expected range: -0.2763 -0.2172
METOP-C IASI RADIANCES CHANNEL 3252 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1916, expected range: -0.1713 -0.1590
METOP-C IASI RADIANCES CHANNEL 3446 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2650, expected range: -0.2026 -0.1403
METOP-C IASI RADIANCES CHANNEL 3509 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2779, expected range: -0.2578 -0.2330
METOP-C IASI RADIANCES CHANNEL 3248 : out of range
5 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.6408, expected range: 0.4122 0.6018
mhs
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=5557.0000, expected range: 6595.8093 6832.3110
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1501, expected range: -0.1060 -0.0741
NPP ATMS RADIANCES CHANNEL 11 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1092, expected range: -0.1784 -0.1554
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=-0.6489, expected range: -0.3977 -0.3626
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
3 times in the last 10 days for at least one item
Severely_persistent: stdev_press=36.3492, expected range: 24.6444 27.2021
Considerable: stdev_fgdepar=2.0182, expected range: 2.3230 2.7099
HIMAWARI-8 AMV IR1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: obs_number=217.0000, expected range: 1210.0967 1215.0378
All METEOSAT-11 AMV IR3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 1202.70 2928.90
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7653, expected range: 0.2754 0.3333
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0165, expected range: -0.0269 -0.0254
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0469, expected range: -0.0550 -0.0528
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9070, expected range: -0.4092 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 54102 PRESSURE LAYER 900-1200 (HPA : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8247, expected range: -0.1009 0.7500
LAND TEMP Q (G/KG) 78866 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.6024, expected range: 0.0000 1.4140
LAND TEMP TEMPERATURE (K) 20046 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.8810, expected range: 0.1522 1.8421
LAND TEMP TEMPERATURE (K) 26075 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=6.1585, expected range: 0.0000 2.7183
All LAND TEMP ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 17.33 187.15
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=1.1792, expected range: 0.1536 0.6822
Severe: rms_fgdepar=1.5816, expected range: 0.0000 0.8839
Considerable: obs_number=1896.0000, expected range: 1486.2754 1758.7246
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 293.3255
HIGH RESO LAND TEMP TEMPERATURE (K) 26708 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_fgdepar=-13.1639, expected range: -3.7970 3.6700
Severe: rms_fgdepar=13.1652, expected range: 0.0000 4.3421
Severe: avg_pge=0.9394, expected range: -0.5374 0.7500
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56146 PRESSURE LAYER 0-300 : out of range
Severe: avg_fgdepar=35.8933, expected range: 0.1792 6.1522
Severe: avg_pge=0.9006, expected range: -0.0602 0.1278
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56146 (2 pressure layers af : out of range
Severe: rms_fgdepar=36.0058, expected range: 0.0000 7.3436
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Considerable: obs_number=158.0000, expected range: 274.0093 319.9907
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
Considerable: obs_number=107.0000, expected range: 93.2024 101.0198
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) TINIR3ZA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=15.4347, expected range: 0.0000 7.8051
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42056 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-705.5698, expected range: -2156.4388 1255.0588
Severely_persistent: rms_fgdepar=706.0710, expected range: 0.0000 2149.0677
Severely_persistent: avg_pge=0.9184, expected range: -1.7945 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41696 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=737.8292, expected range: -260.1885 259.4437
Severely_persistent: rms_fgdepar=738.7790, expected range: 0.0000 200.0931
Severely_persistent: avg_pge=0.8870, expected range: -0.8948 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42237 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=896.7745, expected range: -714.1992 950.8212
Severely_persistent: rms_fgdepar=896.7745, expected range: -625.1726 896.8836
Severely_persistent: avg_pge=0.9296, expected range: -1.3541 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48302 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=630.1168, expected range: -800.0353 1102.0878
Severely_persistent: rms_fgdepar=630.1168, expected range: -761.8104 1078.6127
Severely_persistent: avg_pge=0.8880, expected range: -1.3375 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76773 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=778.0970, expected range: 591.6091 983.0253
Severely_persistent: rms_fgdepar=778.3049, expected range: 590.8966 984.3848
AUTOMATIC LAND SYNOP RH2M (%) 68322 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9988, expected range: -1.4544 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18200 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=396.9669, expected range: 0.0000 361.1848
Severe: avg_pge=0.8261, expected range: 0.0996 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 04330 : out of range
Severe: rms_fgdepar=341.7809, expected range: 0.0000 146.1326
MANUAL LAND SYNOP RH2M (%) 43157 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.3893 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42492 : out of range
Severe: rms_fgdepar=540.2784, expected range: 0.0000 125.3733
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82143 : out of range
Severe: rms_fgdepar=334.1919, expected range: 0.0000 270.5487
Severe: avg_pge=0.8200, expected range: -0.9339 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 65416 : out of range
Severe: rms_fgdepar=631.0333, expected range: 0.0000 194.6154
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41697 : out of range
Severe: rms_fgdepar=531.5596, expected range: 0.0000 480.6308
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 98429 : out of range
Severe: rms_fgdepar=453.5890, expected range: 0.0000 86.7355
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41759 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=569.5339, expected range: 0.0000 372.0444
BUFR LAND SYNOP RH2M (%) 34785 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.4624, expected range: 0.0000 15.7327
BUFR LAND SYNOP RH2M (%) 34887 : out of range
Severe: rms_fgdepar=36.5490, expected range: 0.0000 19.1454
BUFR LAND SYNOP RH2M (%) _MI19C9F : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.9402, expected range: -25.5033 34.4857
BUFR LAND SYNOP RH2M (%) _MI19C9F : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=56.4896, expected range: 0.0000 26.2099
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04330 : out of range
Severe: rms_fgdepar=311.2962, expected range: 0.0000 128.4496
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48358 : out of range
Severe: rms_fgdepar=409.5382, expected range: 0.0000 120.1074
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=98.0000, expected range: 188.7899 239.7101
Considerable: rms_fgdepar=154.6554, expected range: 36.9474 112.3417
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 44137 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8156, expected range: -0.6266 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3EVK3 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8229, expected range: -1.5381 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 3E3594 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=737.3051, expected range: -2260.1412 2011.8819
Severely_persistent: rms_fgdepar=737.3051, expected range: 0.0000 1872.6648
Severely_persistent: avg_pge=0.8617, expected range: -1.3175 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V6415 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=501.5417, expected range: -1688.3586 1484.2112
Severely_persistent: rms_fgdepar=506.9394, expected range: -1341.8062 1643.6426
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9409 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=651.1425, expected range: -1297.4871 2115.9295
Severely_persistent: rms_fgdepar=708.3722, expected range: 0.0000 1894.9377
Severely_persistent: avg_pge=0.8017, expected range: -0.6604 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9HA2126 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.9449, expected range: 0.0000 18.0574
Severe: avg_pge=0.9163, expected range: -1.1627 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WCAJ : out of range
Severe: avg_pge=0.9047, expected range: -0.9565 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) A8TG2 : out of range
Severe: rms_fgdepar=514.7985, expected range: 0.0000 722.1465
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXVS2 : out of range
Severe: avg_fgdepar=-1496.9166, expected range: -1076.7168 1257.1206
Severe: rms_fgdepar=1496.9166, expected range: 0.0000 796.0173
Severe: avg_pge=0.9423, expected range: -1.1943 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRNR5 : out of range
Severe: avg_pge=0.8019, expected range: -1.5524 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROS7 : out of range
Severe: avg_fgdepar=528.3043, expected range: -509.0151 881.5573
Severe: rms_fgdepar=528.3043, expected range: 0.0000 881.7699
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCAJ : out of range
Severe: rms_fgdepar=614.3588, expected range: -1735.1362 2227.3074
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AVQU : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=928.5212, expected range: -196.8551 398.7756
Severe: rms_fgdepar=928.5212, expected range: 0.0000 408.8540
Severe: avg_pge=0.8862, expected range: -0.8505 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203644 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=515.5199, expected range: -471.4071 578.8320
Severely_persistent: rms_fgdepar=534.9883, expected range: -686.7017 883.1586
Severely_persistent: avg_pge=0.8685, expected range: -1.4798 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=440.2715, expected range: 0.0000 143.1557
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402656 : out of range
Severe: avg_fgdepar=555.8143, expected range: -518.6866 521.2702
Severe: rms_fgdepar=602.3722, expected range: 0.0000 521.9249
Severe: avg_pge=0.8420, expected range: -0.1056 0.7500
metar
METAR SURFACE PRESSURE (PA) HTZA : out of range
Severe: rms_fgdepar=345.7735, expected range: 0.0000 124.3507
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-61.9023, expected range: -61.2847 -57.6850
Severely_persistent: rms_fgdepar=61.9023, expected range: 57.6850 61.2847
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.2744, expected range: -87.8011 -65.9896
Severely_persistent: rms_fgdepar=74.2744, expected range: 65.9896 87.8011
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=-86.6605, expected range: -92.5573 -86.2620
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=86.6703, expected range: 86.2673 92.5661
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=-62.4598, expected range: -67.7174 -62.1255
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=62.5076, expected range: 62.1434 67.7209
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=-57.5548, expected range: -62.5878 -55.9343
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=57.5568, expected range: 55.9369 62.5886
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=-77.4092, expected range: -85.9878 -76.0109
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=77.4133, expected range: 76.0067 86.0209
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-75.2529, expected range: -79.3146 -75.7708
BUFR LAND SYNOP SNOW (CM) _MI15C54 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=75.2572, expected range: 75.7731 79.3164
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=-91.1120, expected range: -96.3276 -77.4915
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=91.1222, expected range: 77.4919 96.3399
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=-69.5098, expected range: -75.9116 -67.3897
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=69.5180, expected range: 67.3907 75.9210
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=-59.4646, expected range: -63.7242 -58.3557
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=59.4893, expected range: 58.3465 63.7529
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=-80.9698, expected range: -96.3034 -78.5445
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=80.9734, expected range: 78.5493 96.3112
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=-69.9742, expected range: -77.1189 -43.7020
Severely_persistent: rms_fgdepar=69.9746, expected range: 43.7116 77.1151
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=54.3765, expected range: 48.6187 60.1893
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=54.3813, expected range: 48.6307 60.1873
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=-70.4180, expected range: -73.6492 -67.4869
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=70.4210, expected range: 67.4910 73.6591
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.4434, expected range: 30.7275 60.8742
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.4725, expected range: 30.7499 60.8671
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.2154, expected range: 93.5507 99.7257
Severely_persistent: rms_fgdepar=98.2154, expected range: 93.5510 99.7260
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=-59.9464, expected range: -67.1479 -56.0101
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=59.9464, expected range: 56.0101 67.1482
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=-67.8342, expected range: -81.2982 -64.2758
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=67.8363, expected range: 64.2786 81.2995
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=-55.5275, expected range: -62.7733 -56.2858
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=55.5475, expected range: 56.2908 62.7717
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=-77.9156, expected range: -87.4854 -75.4169
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=77.9230, expected range: 75.4200 87.4914
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.9229, expected range: -67.5859 -54.2602
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.9302, expected range: 54.2671 67.5944
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=-76.5498, expected range: -85.1888 -76.4843
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=76.5538, expected range: 76.5164 85.5294
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=-76.0608, expected range: -82.7000 -75.3894
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=76.0652, expected range: 75.3910 82.7095
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=-69.9741, expected range: -79.8125 -67.6019
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=69.9831, expected range: 67.6031 79.8290
AUTOMATIC LAND SYNOP SNOW (CM) 71358 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.0686, expected range: 0.0000 5.9131
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.4863, expected range: -25.7095 5.0876
Severely_persistent: rms_fgdepar=14.5506, expected range: 0.0000 25.6220
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9818, expected range: -15.5615 0.6540
Severely_persistent: rms_fgdepar=12.9913, expected range: 1.6015 15.0462
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5064, expected range: -17.5650 -1.3345
Severely_persistent: rms_fgdepar=15.5148, expected range: 1.9689 17.4282
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9487, expected range: -26.7657 0.4957
Severely_persistent: rms_fgdepar=16.9682, expected range: 0.0000 26.6396
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.8400, expected range: -30.5313 7.2869
Severely_persistent: rms_fgdepar=17.3467, expected range: 0.0000 28.9056
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5249, expected range: -16.8617 11.7126
Severely_persistent: rms_fgdepar=14.5264, expected range: 0.0000 12.3685
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5244, expected range: -15.7793 -3.1433
Severely_persistent: rms_fgdepar=12.5950, expected range: 3.2315 15.9162
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
23 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8525, expected range: -26.8989 9.2527
Severely_persistent: rms_fgdepar=14.9268, expected range: 0.0000 24.1962
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8114, expected range: -21.9205 -2.3528
Severely_persistent: rms_fgdepar=17.8114, expected range: 2.7779 21.8047
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2232, expected range: -15.8085 -1.8014
Severely_persistent: rms_fgdepar=13.2837, expected range: 1.8816 15.9578
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.4534, expected range: -21.3331 -1.2092
Severely_persistent: rms_fgdepar=17.5164, expected range: 1.9007 21.0936
METAR 2M TEMPERATURE (K) LTCB : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=18.2078, expected range: 5.1503 21.9523
Severely_persistent: rms_fgdepar=18.2270, expected range: 5.2245 22.1273
METAR 2M TEMPERATURE (K) VECX : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2520, expected range: -21.9487 -7.5598
Severely_persistent: rms_fgdepar=12.3691, expected range: 7.9026 21.9530
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7815, expected range: -19.4399 -1.7164
Severely_persistent: rms_fgdepar=14.7815, expected range: 1.7164 19.4399
BUFR LAND SYNOP 2M TEMPERATURE (K) 24790 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5303, expected range: -25.7578 5.1372
Severely_persistent: rms_fgdepar=14.5941, expected range: 0.0000 25.6782
BUFR LAND SYNOP 2M TEMPERATURE (K) 24691 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.9786, expected range: -15.5478 0.7498
Severely_persistent: rms_fgdepar=12.9881, expected range: 1.5462 15.0119
BUFR LAND SYNOP 2M TEMPERATURE (K) 30372 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.5550, expected range: -17.6479 -1.3979
Severely_persistent: rms_fgdepar=15.5630, expected range: 2.0287 17.5143
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9983, expected range: -26.8081 0.4627
Severely_persistent: rms_fgdepar=17.0185, expected range: 0.0000 26.6894
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9008, expected range: -30.6559 7.2129
Severely_persistent: rms_fgdepar=17.4111, expected range: 0.0000 29.0764
BUFR LAND SYNOP 2M TEMPERATURE (K) 24136 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5771, expected range: -17.0847 11.7753
Severely_persistent: rms_fgdepar=14.5786, expected range: 0.0000 12.6034
BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6143, expected range: -15.9478 -3.1427
Severely_persistent: rms_fgdepar=12.6872, expected range: 3.2367 16.0850
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0790, expected range: -20.7557 -5.3648
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2734, expected range: 6.6390 20.7431
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=-13.0725, expected range: -15.8099 -10.0012
Severely_persistent: rms_fgdepar=13.5271, expected range: 10.0786 16.0889
BUFR LAND SYNOP 2M TEMPERATURE (K) 25707 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.8962, expected range: -26.8652 9.1760
Severely_persistent: rms_fgdepar=14.9705, expected range: 0.0000 24.2079
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.8614, expected range: -20.6462 -2.5570
Severely_persistent: rms_fgdepar=17.8614, expected range: 3.0568 20.4822
BUFR LAND SYNOP 2M TEMPERATURE (K) 24477 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.2732, expected range: -15.8585 -1.8514
Severely_persistent: rms_fgdepar=13.3334, expected range: 1.9307 16.0074
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.5261, expected range: -21.4395 -1.2760
Severely_persistent: rms_fgdepar=17.5898, expected range: 1.9605 21.2031
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 68322 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.5036, expected range: 0.0000 4.8321
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
Severe: avg_fgdepar=-14.7804, expected range: -2.9768 4.6359
Severe: rms_fgdepar=15.1898, expected range: 0.0000 4.2090
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71855 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7327, expected range: -17.5083 7.8963
Severe: rms_fgdepar=13.2428, expected range: 0.0000 15.6961
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 29367 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.8635, expected range: 0.0000 6.3372
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24802 : out of range
Severe: avg_fgdepar=-13.0953, expected range: -11.7523 8.9956
Severe: rms_fgdepar=13.2267, expected range: 0.0000 10.4646
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.1674, expected range: -12.1834 4.1316
Severe: rms_fgdepar=16.1771, expected range: 0.0000 9.9809
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24908 : out of range
Severe: rms_fgdepar=12.0108, expected range: 0.0000 9.6595
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0505, expected range: -12.9955 8.3301
Severe: rms_fgdepar=13.0783, expected range: 0.0000 10.4151
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7050, expected range: -13.2492 3.8057
Severe: rms_fgdepar=12.8863, expected range: 0.0000 13.4188
METAR 2M TEMPERATURE (K) UUDD : out of range
Severe: rms_fgdepar=11.7681, expected range: 0.0000 4.3212
METAR 2M TEMPERATURE (K) OSKL : out of range
Severe: rms_fgdepar=10.1675, expected range: 0.0000 3.4912
METAR 2M TEMPERATURE (K) UHMM : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5431, expected range: -15.5050 4.8047
Severe: rms_fgdepar=12.6716, expected range: 3.0174 12.0542
METAR 2M TEMPERATURE (K) UOOO : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3483, expected range: 0.0000 4.0902
METAR 2M TEMPERATURE (K) LTCW : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9621, expected range: -12.2600 10.7520
Severe: rms_fgdepar=13.1282, expected range: 0.0000 11.1909
BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
Severe: rms_fgdepar=11.3920, expected range: 0.0000 6.4085
BUFR LAND SYNOP 2M TEMPERATURE (K) 02801 : out of range
Severe: avg_fgdepar=-12.1260, expected range: -2.2352 5.3710
Severe: rms_fgdepar=12.2093, expected range: 0.0000 10.2695
BUFR LAND SYNOP 2M TEMPERATURE (K) 24802 : out of range
Severe: avg_fgdepar=-12.7906, expected range: -11.0038 8.2692
Severe: rms_fgdepar=12.9764, expected range: 0.0000 10.1478
BUFR LAND SYNOP 2M TEMPERATURE (K) 02764 : out of range
Severe: rms_fgdepar=10.1932, expected range: 0.0000 3.2522
BUFR LAND SYNOP 2M TEMPERATURE (K) 89815 : out of range
Severe: avg_fgdepar=-14.8304, expected range: -3.3672 4.9360
Severe: rms_fgdepar=15.2385, expected range: 0.0000 4.8526
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.2179, expected range: -12.2248 4.0753
Severe: rms_fgdepar=16.2276, expected range: 0.0000 10.0843
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3048, expected range: -14.3537 8.5414
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.4409, expected range: 0.0000 15.1433
BUFR LAND SYNOP 2M TEMPERATURE (K) 71855 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8027, expected range: -17.5582 7.8576
Severe: rms_fgdepar=13.3079, expected range: 0.0000 15.7894
BUFR LAND SYNOP 2M TEMPERATURE (K) 24908 : out of range
Severe: rms_fgdepar=12.1062, expected range: 0.0000 9.7724
BUFR LAND SYNOP 2M TEMPERATURE (K) 24219 : out of range
Severe: avg_fgdepar=-13.0793, expected range: -12.8711 8.2446
Severe: rms_fgdepar=13.1070, expected range: 0.0000 10.3199
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8055, expected range: -13.2784 3.8305
Severe: rms_fgdepar=12.9824, expected range: 0.0000 13.4598
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=481.0000, expected range: 241.9992 256.1008
Severe: obs_number=238.0000, expected range: 123.5414 127.7527
Severe: obs_number=514.0000, expected range: 268.1055 277.9997
Severe: obs_number=366.0000, expected range: 183.8276 188.2677
Severe: obs_number=507.0000, expected range: 320.7890 333.9888
Considerable: obs_number=99.0000, expected range: 51.0000 51.0000
Considerable: obs_number=321.0000, expected range: 262.6123 279.2825
rh2m
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=474.0000, expected range: 234.7711 247.9908
Severe: obs_number=475.0000, expected range: 237.8830 259.6170
Severe: obs_number=402.0000, expected range: 197.8776 219.0224
Severe: obs_number=512.0000, expected range: 265.0069 280.9931
Severe: obs_number=504.0000, expected range: 260.2280 281.0720
Severe: obs_number=364.0000, expected range: 183.2514 188.0819
Severe: obs_number=405.0000, expected range: 202.9391 229.0609
Severe: obs_number=152.0000, expected range: 75.6647 83.3880
Severe: obs_number=505.0000, expected range: 312.7637 340.5363
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: avg_lsm=0.6928, expected range: 0.7486 0.8546