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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-11-19 12:00

amsua
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6561, expected range: 0.5560 0.5821
NOAA 19 AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6721, expected range: 0.5525 0.6011
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6794, expected range: 0.5410 0.5829
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6071, expected range: 0.5219 0.5626
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.6333, expected range: 0.5117 0.5438
NOAA 18 AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Severe: stdev_norm_fgdepar=0.6426, expected range: 0.5644 0.5997
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6371, expected range: 0.5372 0.6021
cris
NOAA20 CRIS RADIANCES CHANNEL 590 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0627, expected range: -0.2174 -0.1914
NOAA20 CRIS RADIANCES CHANNEL 618 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0425, expected range: -0.1195 -0.1022
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0898, expected range: 0.0191 0.0438
NOAA20 CRIS RADIANCES (16 channels affected) : out of range
Considerable: obs_number=1925.0000, expected range: 2049.3972 2444.6028
airs
AQUA AIRS RADIANCES CHANNEL 210 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0512, expected range: -0.0430 -0.0353
AQUA AIRS RADIANCES CHANNEL 224 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0362, expected range: -0.0725 -0.0612
AQUA AIRS RADIANCES CHANNEL 1471 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.6332, expected range: -0.7839 -0.7046
AQUA AIRS RADIANCES (15 channels affected) : out of range
Severe: avg_biascorr=-0.1299, expected range: -0.0671 0.0000
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4941, expected range: 0.4386 0.4489
NPP ATMS RADIANCES CHANNEL 15 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8940, expected range: 0.7193 0.7315
NPP ATMS RADIANCES CHANNEL 12 : out of range
1 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1951, expected range: -0.4108 -0.2905
Considerable: avg_biascorr=-0.4950, expected range: -0.4504 -0.3697
NPP ATMS RADIANCES CHANNEL 13 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1142, expected range: -0.3712 -0.2593
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.4472, expected range: 0.3870 0.3991
Severely_persistent: avg_biascorr=-0.3354, expected range: -0.2938 -0.2894
NOAA20 ATMS RADIANCES CHANNEL 15 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: stdev_fgdepar=0.8164, expected range: 0.6488 0.6636
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2402, expected range: -0.4956 -0.3590
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 5 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.0042, expected range: 0.0034 0.0037
Atmospheric Motion Vector
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: avg_press=229.0323, expected range: 258.6653 283.9767
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Slight: avg_press=226.4234, expected range: 250.6042 291.3096
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 100-101 (HPA) : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.0003, expected range: 0.0128 0.0275
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
19 times in the last 10 days for at least one item
Severely_persistent: obs_number=8122.0000, expected range: 5313.6995 5478.4063
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 1-2 (HPA) : out of range
18 times in the last 10 days for at least one item
Slight: stdev_fgdepar=0.0271, expected range: 0.0113 0.0113
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 30 : all data missing
Severely_persistent: obs_number=0, expected range: 79.08 177.72
LAND TEMP WIND VECTOR DIFF (M/S) 72469 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=21.1611, expected range: -5.0690 12.7127
Severe: rms_fgdepar=21.1611, expected range: 0.0000 12.7127
Severe: avg_pge=0.8502, expected range: -1.2845 0.7500
LAND TEMP Q (G/KG) 80094 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.2498, expected range: 0.0000 1.1519
HIGH RESO LAND TEMP TEMPERATURE (K) 07510 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0456, expected range: 0.5729 1.2077
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 56146 PRESSURE LAYER 0-300 : out of range
Severe: rms_fgdepar=16.4319, expected range: 0.0000 8.5166
All HIGH RESO LAND TEMP Q (G/KG) ALL LAYERS WMO BLOCK 20 : all data missing
Severe: obs_number=0, expected range: 74.29 95.96
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 536.5733
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: rms_fgdepar=7.5822, expected range: 0.0000 4.7192
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : out of range
Considerable: obs_number=259.0000, expected range: 166.0109 217.4891
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 900-1200 (HP : out of range
Slight: obs_number=7278.0000, expected range: 6580.6137 6977.3863
amdar
ADS-C WIND VECTOR DIFF (M/S) JTYUC5BA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=28.6389, expected range: -0.9056 9.6113
Severe: rms_fgdepar=28.6389, expected range: 0.0000 16.0498
ADS-C WIND VECTOR DIFF (M/S) 3FOEDQRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.0280, expected range: -3.0074 9.7958
Severe: rms_fgdepar=22.0280, expected range: 0.0000 10.9507
ADS-C WIND VECTOR DIFF (M/S) M5LL1SRA PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=28.1082, expected range: 0.0000 16.2282
ADS-C WIND VECTOR DIFF (M/S) QWTUIJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.6647, expected range: 0.0000 7.0905
ADS-C WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
Severe: obs_number=0.0000, expected range: 0.0000 257.2752
airep
AIREP WIND VECTOR DIFF (M/S) KLM142 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.1426, expected range: 0.0000 9.9787
AIREP WIND VECTOR DIFF (M/S) KLM719 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.2632, expected range: 0.0000 14.8781
AIREP WIND VECTOR DIFF (M/S) BAW31F PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3228, expected range: -34.9410 51.6055
AIREP WIND VECTOR DIFF (M/S) BAW67V PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2829, expected range: 0.0000 27.9875
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 07462 (2 pressure layers affe : out of range
Severe: avg_fgdepar=22.8248, expected range: -0.5198 8.1621
Severe: rms_fgdepar=22.8508, expected range: 0.0000 14.7820
Severe: avg_pge=0.9023, expected range: -0.3837 0.7500
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 01498 PRESSURE LAYER 600-900 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8221, expected range: -1.1503 0.7500
synop
MANUAL LAND SYNOP RH2M (%) 42935 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9431, expected range: -1.1260 0.7500
BUFR LAND SYNOP RH2M (%) 94907 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.4505, expected range: -138.7428 73.0717
Severely_persistent: rms_fgdepar=52.4505, expected range: 0.0000 105.7917
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI11B1A : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8023, expected range: 0.0618 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 68353 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=382.3411, expected range: 8.5204 149.6357
Severe: avg_pge=0.8117, expected range: -0.4514 0.7138
MANUAL LAND SYNOP RH2M (%) 68040 : out of range
Severe: rms_fgdepar=32.6207, expected range: 0.0000 13.3084
MANUAL LAND SYNOP RH2M (%) 42662 : out of range
Severe: rms_fgdepar=32.9046, expected range: 0.0000 10.6898
Severe: rms_fgdepar=31.9783, expected range: 0.0000 17.7748
MANUAL LAND SYNOP RH2M (%) 68263 : out of range
Severe: rms_fgdepar=32.5445, expected range: 0.0000 13.5354
MANUAL LAND SYNOP RH2M (%) 60415 : out of range
Severe: avg_pge=0.8447, expected range: -0.0563 0.0736
MANUAL LAND SYNOP RH2M (%) 43025 : out of range
Severe: avg_pge=0.9544, expected range: -0.5659 0.6704
MANUAL LAND SYNOP RH2M (%) 42855 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9997, expected range: -0.5440 0.6691
MANUAL LAND SYNOP RH2M (%) 64387 : out of range
Severe: avg_pge=0.9511, expected range: -0.0430 0.0587
MANUAL LAND SYNOP RH2M (%) 68148 : out of range
Severe: rms_fgdepar=39.6034, expected range: 0.0000 10.2944
Severe: rms_fgdepar=30.4653, expected range: 0.0000 15.1039
MANUAL LAND SYNOP RH2M (%) 43359 : out of range
Severe: rms_fgdepar=38.1925, expected range: 0.0000 27.8253
Severe: avg_pge=0.9990, expected range: -0.0002 0.0061
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76311 : out of range
Severe: rms_fgdepar=435.8665, expected range: 0.0000 217.2224
Severe: avg_pge=0.8620, expected range: -0.7466 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67161 : out of range
Severe: avg_fgdepar=575.2799, expected range: -112.4312 89.4968
Severe: rms_fgdepar=850.7241, expected range: 0.0000 91.7106
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8251, expected range: -0.2900 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35777 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-581.8827, expected range: -628.4544 505.8761
Severe: rms_fgdepar=640.2715, expected range: -469.1105 628.4219
Severe: avg_pge=0.8668, expected range: -1.2284 0.7500
BUFR LAND SYNOP RH2M (%) 95448 : out of range
Severe: rms_fgdepar=32.0182, expected range: 0.0000 13.9355
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31510 : out of range
Severe: rms_fgdepar=316.7664, expected range: 0.0000 152.6550
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14650 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8239, expected range: 0.5810 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31561 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-795.1182, expected range: -389.1964 350.7296
Severe: rms_fgdepar=807.4720, expected range: 0.0000 244.2066
Severe: avg_pge=0.9322, expected range: -1.1461 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 32213 : out of range
Severe: rms_fgdepar=575.0293, expected range: 0.0000 163.2265
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=415.0000, expected range: 539.7685 551.7870
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5197 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=581.2847, expected range: 300.4241 833.4464
Severely_persistent: rms_fgdepar=581.2847, expected range: 301.5726 836.1487
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VQFS4 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=382.3341, expected range: 0.0000 196.3669
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6YZ5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-511.4935, expected range: -599.6788 -275.3155
Severe: rms_fgdepar=511.4935, expected range: 275.3155 599.6788
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRBQ6 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-630.0751, expected range: -824.5447 -302.7563
Severe: rms_fgdepar=630.0751, expected range: 302.7592 824.5427
Severe: avg_pge=0.8638, expected range: 0.1662 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7TN7 : out of range
Severe: avg_fgdepar=-840.4324, expected range: -683.2417 136.7956
Severe: rms_fgdepar=975.5779, expected range: 0.0000 683.2417
Severe: avg_pge=0.8372, expected range: -0.1154 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7KD8 : out of range
Severe: avg_fgdepar=-914.4354, expected range: -407.3590 333.4885
Severe: rms_fgdepar=914.4354, expected range: 0.0000 335.0961
Severe: avg_pge=0.9092, expected range: -0.8055 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) SJA4RSK : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8903, expected range: -1.8048 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2601710 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-671.3690, expected range: -439.4459 497.9998
Severely_persistent: rms_fgdepar=671.3690, expected range: 0.0000 772.9923
Severely_persistent: avg_pge=0.9286, expected range: -1.3699 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101777 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8188, expected range: -1.2986 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601599 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8072, expected range: -0.7407 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401557 : out of range
Severe: rms_fgdepar=419.4360, expected range: 0.0000 57.9387
metar
METAR SURFACE PRESSURE (PA) MMMV : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=723.2396, expected range: -1081.2782 960.7935
Severe: rms_fgdepar=723.5519, expected range: -867.3199 1056.9917
Severe: avg_pge=0.8521, expected range: -1.0666 0.7500
METAR SURFACE PRESSURE (PA) SBCY : out of range
Severe: rms_fgdepar=380.1405, expected range: 0.0000 149.3358
snow
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.8297, expected range: -88.5451 -8.7371
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.8465, expected range: 8.8014 88.6126
BUFR LAND SYNOP SNOW (CM) : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-50.6832, expected range: -151.6736 -117.3556
Severe: rms_fgdepar=287.6811, expected range: 569.7423 643.8505
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3017, expected range: -20.9420 1.4337
Severely_persistent: rms_fgdepar=12.6755, expected range: 0.0000 20.8827
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25282 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1864, expected range: -8.4823 5.9050
Severely_persistent: rms_fgdepar=12.4510, expected range: 0.0000 9.0107
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3823, expected range: -26.2747 0.5694
Severely_persistent: rms_fgdepar=14.5850, expected range: 1.4606 25.0662
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5166, expected range: -20.9911 1.4244
Severely_persistent: rms_fgdepar=12.8828, expected range: 0.0000 20.9123
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1803, expected range: -9.5177 7.2425
Severe: rms_fgdepar=12.2074, expected range: 0.0000 9.7929
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50353 : out of range
Severe: rms_fgdepar=10.3783, expected range: 0.0000 4.9195
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50136 : out of range
Severe: rms_fgdepar=12.0134, expected range: 0.0000 9.7214
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30230 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.1951, expected range: 0.0000 3.7820
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24802 : out of range
Severe: avg_fgdepar=-12.2660, expected range: -6.4277 3.6641
Severe: rms_fgdepar=12.3217, expected range: 0.0000 6.9552
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7996, expected range: -7.4686 3.8257
Severe: rms_fgdepar=13.9626, expected range: 0.0000 7.1426
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25017 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0357, expected range: -8.1327 4.4221
Severe: rms_fgdepar=12.0401, expected range: 0.0000 7.5936
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43359 : out of range
Severe: rms_fgdepar=11.4545, expected range: 0.0000 6.0205
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.4682, expected range: -11.7156 6.7431
Severe: rms_fgdepar=13.5054, expected range: 0.0000 11.8595
LAND TEMP 2M TEMPERATURE (K) 72376 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0399, expected range: -19.0427 15.1125
Severe: rms_fgdepar=13.0399, expected range: 0.0000 12.8497
BUFR LAND SYNOP 2M TEMPERATURE (K) 24802 : out of range
Severe: avg_fgdepar=-12.3298, expected range: -6.5137 3.6416
Severe: rms_fgdepar=12.3858, expected range: 0.0000 7.0203
BUFR LAND SYNOP 2M TEMPERATURE (K) 70232 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2279, expected range: -9.6109 7.2377
Severe: rms_fgdepar=12.2578, expected range: 0.0000 9.8949
BUFR LAND SYNOP 2M TEMPERATURE (K) 25282 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.2368, expected range: -8.5351 5.8334
Severe: rms_fgdepar=12.4957, expected range: 0.0000 9.0841
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.0071, expected range: 4.3466 13.6067
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1FF92 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1021, expected range: 4.5515 13.7205
BUFR LAND SYNOP 2M TEMPERATURE (K) 25206 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8514, expected range: -7.5194 3.7847
Severe: rms_fgdepar=14.0137, expected range: 0.0000 7.2101
BUFR LAND SYNOP 2M TEMPERATURE (K) 50136 : out of range
Severe: avg_fgdepar=-12.0154, expected range: -10.3085 4.2510
Severe: rms_fgdepar=12.0632, expected range: 0.0000 9.7915
BUFR LAND SYNOP 2M TEMPERATURE (K) 25017 : out of range
Severe: avg_fgdepar=-12.0819, expected range: -8.1976 4.3722
Severe: rms_fgdepar=12.0863, expected range: 0.0000 7.6287
BUFR LAND SYNOP 2M TEMPERATURE (K) 91568 : out of range
Severe: avg_fgdepar=15.1129, expected range: -6.9315 7.9356
Severe: rms_fgdepar=15.1129, expected range: 1.0879 4.1258
BUFR LAND SYNOP 2M TEMPERATURE (K) 23699 : out of range
Severe: avg_fgdepar=-13.4861, expected range: -11.7140 6.6860
Severe: rms_fgdepar=13.5225, expected range: 0.0000 11.8850
rh2m
MANUAL LAND SYNOP RH2M (%) 76393 : out of range
Severe: rms_fgdepar=31.5876, expected range: 0.0000 17.9098
METAR RH2M (%) FAWB : out of range
Severe: rms_fgdepar=36.2079, expected range: 0.0000 15.6506
AUTOMATIC LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=374.0000, expected range: 443.4051 476.2791
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=380.0000, expected range: 460.3258 493.2531