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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-17 12:00

amsua
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0400, expected range: -0.0766 -0.0695
NOAA 15 AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0885, expected range: 0.1542 0.1801
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5924, expected range: -0.4709 -0.4598
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4058, expected range: -0.3808 -0.3481
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5686, expected range: -0.5188 -0.4809
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2286, expected range: -0.1727 -0.1524
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8150, expected range: 0.6150 0.7204
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1800, expected range: 0.3147 0.3235
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8350, expected range: 0.5747 0.7192
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 8 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2807, expected range: -0.1608 -0.1580
METOP-C 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=-0.6961, expected range: -0.6370 -0.6270
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.8156, expected range: 0.5226 0.6880
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
Severe: avg_norm_fgdepar=0.5036, expected range: -0.1395 0.2164
Considerable: stdev_norm_fgdepar=0.9067, expected range: 0.5525 0.7815
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.8198, expected range: 0.5772 0.6701
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_norm_fgdepar=0.4211, expected range: -0.1655 0.2241
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0595, expected range: 0.0320 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0736, expected range: -0.0989 -0.0858
METOP-C IASI RADIANCES CHANNEL 303 : out of range
Slight: stdev_fgdepar=0.2803, expected range: 0.2459 0.2712
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Considerable: avg_biascorr=-1.1535, expected range: -1.5789 -1.3048
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1267, expected range: -0.2045 -0.1786
NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7336, expected range: 0.6575 0.6678
NPP ATMS RADIANCES CHANNEL 14 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0010, expected range: -0.0254 -0.0164
NPP ATMS RADIANCES CHANNEL 12 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4990, expected range: -0.4307 -0.3846
NPP ATMS RADIANCES CHANNEL 13 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4598, expected range: -0.3684 -0.3100
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2316, expected range: -0.3081 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5420, expected range: 0.4490 0.4639
gpsro
METOP-C GRAS RISING HEIGHT 44-46 KM : out of range
Considerable: stdev_norm_fgdepar=0.5761, expected range: 0.1479 0.4301
Atmospheric Motion Vector
METOP-B AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=549.0000, expected range: 284.5186 407.7735
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
4 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0496, expected range: -0.2528 -0.0991
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=7.8816, expected range: -4.2788 12.5686
Severely_persistent: rms_fgdepar=7.8816, expected range: 0.0000 12.7363
LAND TEMP Q (G/KG) 29263 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.6674, expected range: 0.0000 0.5870
LAND TEMP TEMPERATURE (K) 68110 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.4223, expected range: 0.3841 2.4692
LAND TEMP TEMPERATURE (K) 47169 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.5516, expected range: 1.1341 2.1132
LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=3.6470, expected range: 0.4979 1.9442
Considerable: obs_number=77.0000, expected range: 116.6032 185.1468
Considerable: obs_number=297.0000, expected range: 168.6749 240.5751
LAND TEMP WIND VECTOR DIFF (M/S) 23078 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.5895, expected range: 0.0000 8.1620
Severe: avg_pge=0.9049, expected range: -0.6942 0.7500
HIGH RESO LAND TEMP Q (G/KG) 94461 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.3070, expected range: 0.0000 0.9379
HIGH RESO LAND TEMP Q (G/KG) 08302 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.2605, expected range: 0.0000 1.7451
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57972 PRESSURE LAYER 600-90 : out of range
Severe: rms_fgdepar=15.3734, expected range: 0.0000 7.1069
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severe: obs_number=0, expected range: 108.65 568.11
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 19.51 342.83
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severe: obs_number=0, expected range: 32.12 167.48
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=267.0000, expected range: 138.3816 197.1184
amdar
AMDAR WIND VECTOR DIFF (M/S) (2 pressure layers affected) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 251.7551
WIGOS AMDAR WIND VECTOR DIFF (M/S) EEJZBCZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.7710, expected range: 0.0000 10.5914
airep
AIREP WIND VECTOR DIFF (M/S) BAW242 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=28.7238, expected range: 0.0000 16.7245
AIREP WIND VECTOR DIFF (M/S) ACA843 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.8278, expected range: 0.0000 27.5547
AIREP WIND VECTOR DIFF (M/S) THT7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.3095, expected range: -6.2795 14.7401
Severe: rms_fgdepar=35.1594, expected range: 0.0000 20.3893
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: obs_number=319.0000, expected range: 1048.3151 1239.4349
Considerable: obs_number=319.0000, expected range: 1048.3151 1239.4349
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=1640.0000, expected range: 2256.7553 2606.2447
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 64450 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.9984, expected range: -21.5886 31.1240
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89057 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8058, expected range: -1.3541 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-609.5897, expected range: -839.8582 603.5320
Severely_persistent: rms_fgdepar=615.0514, expected range: 0.0000 578.3009
Severely_persistent: avg_pge=0.8977, expected range: -0.7564 0.7500
MANUAL LAND SYNOP RH2M (%) 42792 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9995, expected range: -0.8850 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9120, expected range: -1.1878 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-615.2438, expected range: -722.4608 -533.4272
Severely_persistent: rms_fgdepar=615.5733, expected range: 532.1530 724.5837
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61461 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8343, expected range: -0.1866 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-893.1509, expected range: -1176.6957 -646.9020
Severely_persistent: rms_fgdepar=893.7877, expected range: 648.0406 1177.7855
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83270 : out of range
Severe: rms_fgdepar=301.3287, expected range: 0.0000 95.9374
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 89062 : out of range
Severe: rms_fgdepar=340.0242, expected range: 0.0000 74.3592
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78706 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=335.5907, expected range: 0.0000 332.4497
Severe: avg_pge=0.8277, expected range: -1.2623 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40637 : out of range
Severe: avg_fgdepar=676.4411, expected range: -232.2571 470.9754
Severe: rms_fgdepar=676.4411, expected range: 0.0000 470.9754
Severe: avg_pge=0.9137, expected range: -1.2371 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83998 : out of range
Severe: avg_fgdepar=619.2354, expected range: -286.1820 188.7060
Severe: rms_fgdepar=781.1519, expected range: 0.0000 194.7191
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9892, expected range: -1.8355 0.7500
MANUAL LAND SYNOP RH2M (%) 41560 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=42.3539, expected range: 6.6312 41.1970
Severe: avg_pge=0.9979, expected range: -0.4031 0.5866
MANUAL LAND SYNOP RH2M (%) 41571 : out of range
Severe: avg_fgdepar=50.2380, expected range: -10.4946 14.7901
Severe: rms_fgdepar=50.2380, expected range: 0.0000 11.6711
Severe: avg_pge=0.8103, expected range: -0.0015 0.0078
MANUAL LAND SYNOP RH2M (%) 42744 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.2682, expected range: 0.0000 33.7526
Severe: avg_pge=0.9725, expected range: -0.1026 0.1466
MANUAL LAND SYNOP RH2M (%) 62016 : out of range
Severe: avg_pge=0.8011, expected range: -0.2916 0.3615
MANUAL LAND SYNOP RH2M (%) 63887 : out of range
Severe: avg_fgdepar=62.7421, expected range: -17.6308 30.6821
Severe: rms_fgdepar=62.7421, expected range: 0.0000 30.6821
Severe: avg_pge=0.9990, expected range: -0.0239 0.0359
MANUAL LAND SYNOP RH2M (%) 28987 : out of range
Severe: rms_fgdepar=33.5392, expected range: 0.0000 17.5051
MANUAL LAND SYNOP RH2M (%) 42469 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9771, expected range: -1.0629 0.7500
MANUAL LAND SYNOP RH2M (%) 82879 : out of range
Severe: rms_fgdepar=38.7297, expected range: 5.6710 30.7497
Severe: avg_pge=0.9146, expected range: -0.1583 0.2267
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86710 : out of range
Severe: rms_fgdepar=342.3797, expected range: 0.0000 245.0657
Severe: avg_pge=0.8550, expected range: -0.7724 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23701 : out of range
Severe: rms_fgdepar=499.1461, expected range: 0.0000 145.9175
BUFR LAND SYNOP SURFACE PRESSURE (PA) 61421 : out of range
Severe: rms_fgdepar=352.0465, expected range: 0.0000 227.2119
Severe: avg_pge=0.8252, expected range: -1.2818 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48062 : out of range
Severe: avg_fgdepar=603.5482, expected range: -179.0019 73.8784
Severe: rms_fgdepar=603.6743, expected range: 10.1812 142.4193
Severe: avg_pge=0.9102, expected range: -0.7253 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86662 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=509.6025, expected range: -633.4495 797.8269
Severe: rms_fgdepar=510.8568, expected range: -599.0246 785.5372
Severe: avg_pge=0.8562, expected range: -1.6144 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 38344 : out of range
Severe: avg_fgdepar=624.9168, expected range: -227.2441 151.7222
Severe: rms_fgdepar=634.8514, expected range: 0.0000 303.0776
Severe: avg_pge=0.8974, expected range: -0.4258 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48085 : out of range
Severe: avg_fgdepar=715.8528, expected range: -192.9639 107.5533
Severe: rms_fgdepar=715.8528, expected range: 0.0000 180.3862
Severe: avg_pge=0.9201, expected range: -0.6073 0.6893
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24338 : out of range
Severe: rms_fgdepar=447.9179, expected range: 0.0000 147.8190
BUFR LAND SYNOP RH2M (%) 04162 : out of range
Severe: avg_fgdepar=-59.3594, expected range: -29.2331 43.3223
Severe: rms_fgdepar=59.3594, expected range: 0.0000 69.8492
Severe: avg_pge=0.9975, expected range: -0.7379 0.7500
BUFR LAND SYNOP RH2M (%) 76253 : out of range
Severe: avg_pge=0.9416, expected range: -0.7279 0.7500
BUFR LAND SYNOP RH2M (%) 61404 : out of range
Severe: avg_pge=0.9979, expected range: -0.5281 0.7164
BUFR LAND SYNOP RH2M (%) 34394 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.3289, expected range: -80.7486 104.5393
Severe: rms_fgdepar=56.3289, expected range: 0.0000 95.5811
Severe: avg_pge=0.9852, expected range: -1.0987 0.7500
BUFR LAND SYNOP RH2M (%) 34838 : out of range
Severe: rms_fgdepar=42.3017, expected range: 0.0000 32.1936
Severe: avg_pge=0.9438, expected range: -0.0464 0.0665
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=138.0000, expected range: 155.8097 187.0792
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 45024 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8877, expected range: 0.7123 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAQJ7 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-537.3293, expected range: -1302.8902 588.5808
Severely_persistent: rms_fgdepar=741.3853, expected range: 0.0000 1053.9924
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYGH2 : out of range
Severe: rms_fgdepar=545.8738, expected range: 30.7623 484.4720
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SA3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=713.5239, expected range: -314.2956 267.6683
Severe: rms_fgdepar=713.5239, expected range: 0.0000 553.8915
Severe: avg_pge=0.8395, expected range: -1.1689 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6SE3 : out of range
Severe: rms_fgdepar=329.5209, expected range: 0.0000 185.0688
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2IYH3 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=502.7736, expected range: 0.0000 1502.3997
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BI7 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=969.3284, expected range: -1659.3623 1721.3262
Severe: rms_fgdepar=969.3284, expected range: -1251.2337 1610.0388
Severe: avg_pge=0.8950, expected range: -1.2501 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WSNU : out of range
Severe: rms_fgdepar=480.0080, expected range: 0.0000 259.5214
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402550 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-528.7527, expected range: -811.7317 771.1139
Severe: rms_fgdepar=530.5475, expected range: 0.0000 814.8465
Severe: avg_pge=0.8900, expected range: -1.1693 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6204562 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-568.9669, expected range: -176.1335 187.0625
Severe: rms_fgdepar=570.8844, expected range: -213.4421 302.3205
Severe: avg_pge=0.9025, expected range: -0.2951 0.3422
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601592 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=347.3031, expected range: 0.0000 115.9972
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401586 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-516.9932, expected range: -912.1316 574.3231
Severe: rms_fgdepar=525.2018, expected range: 0.0000 933.9395
Severe: avg_pge=0.8964, expected range: -1.0497 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5501658 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=664.8487, expected range: -984.5864 947.5724
Severe: rms_fgdepar=664.8487, expected range: -742.4708 955.3187
Severe: avg_pge=0.9144, expected range: -1.1636 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203649 : out of range
Severe: rms_fgdepar=384.3123, expected range: 11.8967 72.6091
MOORED BUOYS WIND VECTOR DIFF (M/S) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=120.0000, expected range: 145.3006 167.1438
metar
METAR SURFACE PRESSURE (PA) SECO : out of range
Severe: rms_fgdepar=386.5606, expected range: 0.0000 219.8922
METAR SURFACE PRESSURE (PA) SKPP : out of range
Severe: rms_fgdepar=387.7166, expected range: 0.0000 148.2431
snow
BUFR LAND SYNOP SNOW (CM) 01361 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=67.7874, expected range: 40.5233 73.1875
Severely_persistent: rms_fgdepar=67.7877, expected range: 40.5281 73.1915
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-745.0656, expected range: -746.8282 -717.0884
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=745.0668, expected range: 717.0887 746.8289
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=92.7245, expected range: 87.5083 110.5915
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=92.7321, expected range: 87.5097 110.6302
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=-92.2219, expected range: -93.2286 -87.7914
Severely_persistent: rms_fgdepar=92.2220, expected range: 87.7915 93.2286
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=54.8182, expected range: 29.4091 54.2478
BUFR LAND SYNOP SNOW (CM) _MI1F541 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=55.2548, expected range: 29.6407 54.8193
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=69.0000, expected range: 78.4782 126.9546
BUFR LAND SYNOP SNOW (CM) _MF1378B : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=69.0000, expected range: 78.4796 126.9572
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.9548, expected range: 6.9985 14.7919
Severely_persistent: rms_fgdepar=13.9598, expected range: 7.0882 14.8370
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8927, expected range: -18.0868 -3.7759
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=15.9022, expected range: 4.2368 17.8070
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42963 : out of range
Severe: avg_fgdepar=13.1164, expected range: -3.8046 11.1497
Severe: rms_fgdepar=13.1164, expected range: 0.0000 10.8156
LAND TEMP 2M TEMPERATURE (K) 61052 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9103, expected range: -10.8109 5.8044
Severe: rms_fgdepar=13.9103, expected range: 0.0000 13.1734
LAND TEMP 2M TEMPERATURE (K) 42647 : out of range
Severe: avg_fgdepar=15.2231, expected range: -0.6755 3.0850
Severe: rms_fgdepar=15.2231, expected range: 0.0000 3.1834
BUFR LAND SYNOP 2M TEMPERATURE (K) 63887 : out of range
Severe: rms_fgdepar=11.0359, expected range: 0.0000 1.9225
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=352.0000, expected range: 443.2241 621.1969