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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-09-19 12:00

iasi
METOP-B IASI RADIANCES CHANNEL 70 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3046, expected range: 0.2599 0.2836
METOP-B IASI RADIANCES CHANNEL 79 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2799, expected range: 0.3115 0.3465
METOP-B IASI RADIANCES CHANNEL 133 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2303, expected range: 0.2779 0.3189
METOP-B IASI RADIANCES CHANNEL 66 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.2805, expected range: 0.3036 0.3321
METOP-B IASI RADIANCES CHANNEL 131 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3373, expected range: 0.3647 0.3854
METOP-C IASI RADIANCES CHANNEL 1579 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0896, expected range: -0.0833 -0.0789
METOP-C IASI RADIANCES CHANNEL 386 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.0558, expected range: 0.0913 0.1119
airs
AQUA AIRS RADIANCES CHANNEL 93 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1004, expected range: -0.0662 -0.0536
AQUA AIRS RADIANCES CHANNEL 99 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0227, expected range: 0.0522 0.0650
AQUA AIRS RADIANCES CHANNEL 104 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0309, expected range: 0.0632 0.0830
Severely_persistent: avg_biascorr=-0.0355, expected range: -0.1527 -0.0869
AQUA AIRS RADIANCES CHANNEL 110 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0130, expected range: 0.0380 0.0684
Severely_persistent: avg_biascorr=-0.0216, expected range: -0.1328 -0.0727
AQUA AIRS RADIANCES CHANNEL 111 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0607, expected range: -0.0406 -0.0223
AQUA AIRS RADIANCES CHANNEL 116 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0156, expected range: 0.0552 0.0784
Severely_persistent: avg_biascorr=-0.0407, expected range: -0.1767 -0.1103
AQUA AIRS RADIANCES CHANNEL 117 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0021, expected range: 0.0319 0.0511
AQUA AIRS RADIANCES CHANNEL 123 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1049, expected range: -0.0765 -0.0573
AQUA AIRS RADIANCES CHANNEL 128 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0275, expected range: 0.0691 0.1052
Severely_persistent: avg_biascorr=-0.0072, expected range: -0.1467 -0.1007
AQUA AIRS RADIANCES CHANNEL 129 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1193, expected range: -0.0800 -0.0431
Severely_persistent: avg_biascorr=-0.1192, expected range: -0.2213 -0.1793
AQUA AIRS RADIANCES CHANNEL 69 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1453, expected range: -0.3522 -0.2410
AQUA AIRS RADIANCES CHANNEL 138 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0132, expected range: -0.1849 -0.1068
atms
NPP ATMS RADIANCES CHANNEL 9 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5360, expected range: -0.4580 -0.4455
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 7 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=4.7016, expected range: 3.6357 4.2196
gpsro
COSMIC2-E1 GPSRO SETTING HEIGHT 48-50 KM : out of range
Slight: stdev_norm_fgdepar=0.5107, expected range: 0.5764 0.8277
Atmospheric Motion Vector
GOES-17 AMV VIS1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
Slight: obs_number=4700.0000, expected range: 3597.2249 4300.4894
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 10-11 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.0089, expected range: 0.0065 0.0068
Severely_persistent: avg_fgdepar=-0.0239, expected range: -0.0339 -0.0324
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=4.3773, expected range: 5.0442 5.4315
Radiosondes
LAND TEMP Q (G/KG) 38341 PRESSURE LAYER 900-1200 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=6.4992, expected range: -0.8138 10.6777
Severely_persistent: rms_fgdepar=6.4992, expected range: 0.0000 10.6037
LAND TEMP WIND VECTOR DIFF (M/S) 31977 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.9031, expected range: 0.5802 4.7114
Severe: avg_pge=0.8223, expected range: -0.3033 0.5313
LAND TEMP WIND VECTOR DIFF (M/S) 32618 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=15.1360, expected range: 0.0000 7.8521
LAND TEMP WIND VECTOR DIFF (M/S) 91334 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=17.2189, expected range: 0.0000 6.4788
LAND TEMP Q (G/KG) 41024 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=6.7908, expected range: -8.5139 10.9072
Severe: rms_fgdepar=7.7975, expected range: 0.0000 7.4289
LAND TEMP Q (G/KG) 41217 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=6.9796, expected range: -10.4364 11.3076
Severe: rms_fgdepar=7.3548, expected range: 0.0000 11.2064
HIGH RESO LAND TEMP Q (G/KG) 56985 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.0113, expected range: 0.0000 1.1343
HIGH RESO LAND TEMP Q (G/KG) 27962 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.0076, expected range: 0.0000 0.7934
HIGH RESO LAND TEMP Q (G/KG) 57494 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.4539, expected range: 0.0000 2.9918
HIGH RESO LAND TEMP Q (G/KG) 47186 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.8530, expected range: 0.0000 3.1860
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 88 : all data missing
Severe: obs_number=0, expected range: 0.00 650.74
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) (4 pressure layers affected) : out of range
Severe: obs_number=245.0000, expected range: 155.5027 165.8306
Severe: obs_number=87.0000, expected range: 155.3228 166.2772
All BUFR TEMP DESCENT ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 80.96 102.64
amdar
WIGOS AMDAR TEMPERATURE (K) GXSXPBBA PRESSURE LAYER 0-300 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=10.2564, expected range: -14.1040 15.4588
Severely_persistent: rms_fgdepar=10.2564, expected range: -11.7446 14.7499
Severely_persistent: avg_pge=0.8897, expected range: -1.6111 0.7500
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0828 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=25.5868, expected range: -4.1284 10.4425
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU0828 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=27.8438, expected range: 0.0000 11.9552
Severe: avg_pge=0.8251, expected range: -0.6323 0.7500
WIGOS AMDAR TEMPERATURE (K) EU0828 (4 pressure layers affected) : out of range
Severe: rms_fgdepar=8.6933, expected range: 0.0000 3.0634
Severe: avg_pge=0.8675, expected range: -0.2254 0.2776
WIGOS AMDAR TEMPERATURE (K) EU0828 (3 pressure layers affected) : out of range
Severe: avg_fgdepar=-11.9994, expected range: -1.2240 1.0194
ADS-C WIND VECTOR DIFF (M/S) EDNCOHBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8623, expected range: 0.0000 10.7070
ADS-C WIND VECTOR DIFF (M/S) ZMOBATBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.9120, expected range: 0.0000 10.2366
ADS-C WIND VECTOR DIFF (M/S) OUEJRDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1879, expected range: 0.0815 6.9506
ADS-C WIND VECTOR DIFF (M/S) E4OIHNRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.8819, expected range: 0.0000 8.9320
airep
AIREP WIND VECTOR DIFF (M/S) LAN800 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=36.2871, expected range: -2.0083 6.7910
Severe: rms_fgdepar=36.3760, expected range: 0.0000 7.1320
AIREP WIND VECTOR DIFF (M/S) AAL161 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.5403, expected range: 0.0000 8.7828
AIREP WIND VECTOR DIFF (M/S) ACA881 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9449, expected range: 0.0000 13.2271
AIREP WIND VECTOR DIFF (M/S) UAL945 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6098, expected range: 0.0000 22.8890
AIREP WIND VECTOR DIFF (M/S) THT7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.6442, expected range: 0.0000 12.9542
AIREP WIND VECTOR DIFF (M/S) UAL908 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.6551, expected range: 0.0000 9.7754
AIREP WIND VECTOR DIFF (M/S) ETD418 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3695, expected range: 0.0000 10.3422
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43371 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.2401, expected range: 0.0000 41.7234
synop
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71588 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=546.6341, expected range: 364.1787 599.1939
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89065 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=330.8516, expected range: 0.0000 186.3057
Severe: avg_pge=0.8345, expected range: -1.6059 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68329 : out of range
Severe: avg_fgdepar=519.5475, expected range: -147.8106 192.1903
Severe: rms_fgdepar=519.5475, expected range: 2.2401 81.0939
Severe: avg_pge=0.8933, expected range: -0.5521 0.6946
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 47639 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-557.3517, expected range: -178.6586 257.6174
Severe: rms_fgdepar=578.4835, expected range: 6.2256 114.3861
Severe: avg_pge=0.8708, expected range: -0.5459 0.6204
MANUAL LAND SYNOP RH2M (%) 76040 : out of range
Severe: avg_pge=0.9835, expected range: -0.2151 0.2729
MANUAL LAND SYNOP RH2M (%) 62011 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9787, expected range: -1.1251 0.7500
MANUAL LAND SYNOP RH2M (%) 87374 : out of range
Severe: rms_fgdepar=31.9015, expected range: 0.0000 8.8232
MANUAL LAND SYNOP RH2M (%) 42435 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9836, expected range: -1.2752 0.7500
MANUAL LAND SYNOP RH2M (%) 42946 : out of range
Severe: avg_pge=0.9959, expected range: -0.0393 0.0581
MANUAL LAND SYNOP RH2M (%) 42176 : out of range
Severe: avg_pge=0.8940, expected range: -0.7636 0.7500
MANUAL LAND SYNOP RH2M (%) 84176 : out of range
Severe: rms_fgdepar=48.9022, expected range: 0.0000 28.7351
Severe: avg_pge=0.9650, expected range: -0.0387 0.0649
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 48940 : out of range
Severe: rms_fgdepar=341.2186, expected range: 15.0873 140.2028
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78486 : out of range
Severe: rms_fgdepar=393.6050, expected range: 0.0000 132.9878
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67037 : out of range
Severe: rms_fgdepar=669.2069, expected range: 0.0000 144.1643
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87828 : out of range
Severe: rms_fgdepar=392.5433, expected range: 0.0000 190.7978
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78488 : out of range
Severe: avg_fgdepar=942.0394, expected range: -175.0930 19.0050
Severe: rms_fgdepar=942.0394, expected range: 0.0000 181.4541
Severe: avg_pge=0.9102, expected range: -0.1493 0.7500
BUFR LAND SYNOP RH2M (%) 64040 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9225, expected range: -0.3947 0.7500
BUFR LAND SYNOP RH2M (%) 17031 : out of range
Severe: rms_fgdepar=32.3570, expected range: 0.0000 12.4018
BUFR LAND SYNOP RH2M (%) 51765 : out of range
Severe: avg_pge=0.8708, expected range: -1.2154 0.7500
BUFR LAND SYNOP RH2M (%) 86728 : out of range
Severe: rms_fgdepar=39.5141, expected range: 0.0000 17.3798
BUFR LAND SYNOP RH2M (%) 34949 : out of range
Severe: rms_fgdepar=32.6011, expected range: 0.0000 9.4870
BUFR LAND SYNOP SURFACE PRESSURE (PA) 85210 : out of range
Severe: avg_fgdepar=673.3243, expected range: 578.1322 892.8554
Severe: rms_fgdepar=674.3103, expected range: 582.9565 891.1248
BUFR LAND SYNOP SURFACE PRESSURE (PA) 89272 : out of range
Severe: rms_fgdepar=311.5313, expected range: 0.0000 141.7159
BUFR LAND SYNOP SURFACE PRESSURE (PA) 34254 : out of range
Severe: avg_fgdepar=-536.0989, expected range: -189.8274 237.8632
Severe: rms_fgdepar=538.6084, expected range: 0.0000 169.9591
Severe: avg_pge=0.9055, expected range: -0.6760 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43197 : out of range
Severe: avg_pge=0.8333, expected range: -1.3031 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 43058 : out of range
Severe: avg_fgdepar=-507.2108, expected range: -252.2581 194.1300
Severe: rms_fgdepar=507.2108, expected range: 11.5594 101.8280
Severe: avg_pge=0.9095, expected range: -0.6595 0.7500
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYGR2 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-570.9050, expected range: -794.2985 -437.9987
Severely_persistent: rms_fgdepar=570.9050, expected range: 438.8691 793.6994
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRG03 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=934.1395, expected range: 589.8784 1286.1197
Severely_persistent: rms_fgdepar=934.1395, expected range: 589.8784 1286.1197
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VROO6 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=814.0858, expected range: 582.3373 1184.6300
Severely_persistent: rms_fgdepar=825.0203, expected range: 589.3744 1180.2137
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KIAB : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=744.2820, expected range: 250.9963 871.4018
Severely_persistent: rms_fgdepar=744.2820, expected range: 250.9963 871.4018
Severely_persistent: avg_pge=0.8600, expected range: 0.6377 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VABC : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=525.6879, expected range: -1416.6549 2535.3882
Severely_persistent: rms_fgdepar=543.6686, expected range: 0.0000 1880.5291
BUFR SHIP SYNOP SURFACE PRESSURE (PA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=677.0028, expected range: -334.3663 755.8086
Severely_persistent: rms_fgdepar=761.0659, expected range: 0.0000 735.9264
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WACW : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=816.4528, expected range: 525.1748 881.8639
Severely_persistent: rms_fgdepar=816.4528, expected range: 525.3741 881.8376
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRJH7 : out of range
Severe: rms_fgdepar=566.3334, expected range: 0.0000 896.7795
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9VPQ7 : out of range
Severe: avg_fgdepar=822.9005, expected range: 169.7477 904.7747
Severe: rms_fgdepar=822.9005, expected range: 169.7477 904.7747
Severe: avg_pge=0.8716, expected range: 0.5940 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7558 : out of range
Severe: rms_fgdepar=379.5554, expected range: 0.0000 176.2771
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JAA : out of range
Severe: rms_fgdepar=404.9758, expected range: 0.0000 218.1399
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501670 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-503.6152, expected range: -1265.0932 1172.2550
Severely_persistent: rms_fgdepar=508.9207, expected range: 0.0000 1152.1279
Severely_persistent: avg_pge=0.8887, expected range: -1.3013 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 5401581 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-583.3730, expected range: -702.5940 504.5739
Severe: rms_fgdepar=583.3730, expected range: -495.6586 700.2767
Severe: avg_pge=0.9141, expected range: -0.9073 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101654 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-525.9398, expected range: -694.7028 759.4922
Severe: rms_fgdepar=533.0351, expected range: 0.0000 684.7861
Severe: avg_pge=0.8945, expected range: -1.1033 0.7500
metar
METAR SURFACE PRESSURE (PA) MDAB : out of range
Severe: rms_fgdepar=537.3376, expected range: 0.0000 242.0215
METAR SURFACE PRESSURE (PA) OEWD : out of range
Severe: rms_fgdepar=317.3589, expected range: 0.0000 129.4476
METAR SURFACE PRESSURE (PA) ORNI : out of range
Severe: rms_fgdepar=323.7918, expected range: 0.0000 137.5862
METAR SURFACE PRESSURE (PA) SBMS : out of range
Severe: rms_fgdepar=370.9560, expected range: 0.0000 124.2640
METAR SURFACE PRESSURE (PA) FMMS : out of range
Severe: rms_fgdepar=690.0725, expected range: 0.0000 146.0647
snow
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-785.5481, expected range: -784.9439 -762.6024
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=785.5482, expected range: 762.8663 784.7768
BUFR LAND SYNOP SNOW (CM) _MF12FF7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=54.5455, expected range: 40.4353 57.0941
BUFR LAND SYNOP SNOW (CM) _MF12FF7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=54.5494, expected range: 42.6189 55.7818
BUFR LAND SYNOP SNOW (CM) _MI1F9AC : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.7809, expected range: 35.1133 64.7033
BUFR LAND SYNOP SNOW (CM) _MI1F9AC : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.5678, expected range: 36.2772 64.8467
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.5995, expected range: -22.4323 -10.7358
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.6103, expected range: 10.8312 22.4161
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3769, expected range: -21.9710 -9.4175
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=16.5425, expected range: 9.4527 21.9729
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51765 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3607, expected range: -23.3399 20.3269
Severe: rms_fgdepar=12.3607, expected range: 0.0000 15.3258
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 51777 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1838, expected range: -29.9272 18.9149
Severe: rms_fgdepar=12.1838, expected range: 0.0000 24.6401
MANUAL LAND SYNOP 2M TEMPERATURE (K) 82336 : out of range
Severe: rms_fgdepar=11.6707, expected range: 0.0000 3.7798
MANUAL LAND SYNOP 2M TEMPERATURE (K) 42946 : out of range
Severe: rms_fgdepar=11.2962, expected range: 0.0000 5.8487
rh2m
All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 304.09 1556.46
All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 228.76 1152.19
MANUAL LAND SYNOP RH2M (%) 34949 : out of range
Severe: rms_fgdepar=34.2258, expected range: 0.0000 17.9216
METAR RH2M (%) URMT : out of range
Severe: rms_fgdepar=30.6342, expected range: 0.2571 16.5893