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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-05-21 00:00

amsua
NOAA 19 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=-0.5644, expected range: -0.5188 -0.4987
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5361, expected range: -0.4798 -0.4754
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 12 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.8721, expected range: -0.7854 -0.7105
iasi
METOP-C IASI RADIANCES CHANNEL 262 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0497, expected range: 0.0358 0.0407
METOP-C IASI RADIANCES CHANNEL 269 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0757, expected range: -0.0961 -0.0858
mhs
NOAA-19 MHS ALLSKY RADIANCES CHANNEL 5 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=0.0530, expected range: 0.0014 0.0308
atms
NPP ATMS RADIANCES CHANNEL 19 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1279, expected range: -0.2116 -0.1786
NPP ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0531, expected range: -0.0238 -0.0209
NPP ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.7466, expected range: 0.6539 0.6678
NPP ATMS RADIANCES CHANNEL 11 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2826, expected range: -0.2392 -0.2255
NPP ATMS RADIANCES CHANNEL 12 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4989, expected range: -0.4307 -0.4236
NPP ATMS RADIANCES CHANNEL 13 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.4644, expected range: -0.3684 -0.3106
NOAA20 ATMS RADIANCES CHANNEL 19 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3809, expected range: -0.4712 -0.4233
NOAA20 ATMS RADIANCES CHANNEL 20 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2291, expected range: -0.3032 -0.2913
NOAA20 ATMS RADIANCES CHANNEL 21 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0364, expected range: -0.1051 -0.1047
NOAA20 ATMS RADIANCES CHANNEL 22 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.5459, expected range: 0.4354 0.4639
gpsro
COSMIC2-E3 GPSRO SETTING HEIGHT 42-44 KM : out of range
Slight: avg_norm_fgdepar=-0.1682, expected range: -0.1067 0.0712
Atmospheric Motion Vector
METEOSAT-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-60 : out of range
Considerable: avg_fgdepar=4.5084, expected range: 3.7334 4.1367
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 250-251 (HPA) : out of range
9 times in the last 10 days for at least one item
Slight: avg_fgdepar=-0.0396, expected range: -0.2195 -0.0991
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severely_persistent: obs_number=0, expected range: 101.17 186.43
LAND TEMP WIND VECTOR DIFF (M/S) 17220 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.8321, expected range: 0.0000 9.2603
Severe: avg_pge=0.8298, expected range: -0.3382 0.5242
LAND TEMP WIND VECTOR DIFF (M/S) 40745 PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.9869, expected range: 0.0000 10.2302
LAND TEMP TEMPERATURE (K) 89009 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=9.3389, expected range: 0.0733 9.9262
LAND TEMP Q (G/KG) 40745 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.6323, expected range: 0.0000 1.7319
LAND TEMP Q (G/KG) 42809 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=-6.2219, expected range: -4.3613 6.4005
Severe: rms_fgdepar=6.3083, expected range: 0.0000 7.2249
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : missing
Severe: obs_number=0.0000, expected range: 25.0239 163.8001
Considerable: obs_number=245.0000, expected range: 397.5883 440.1617
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA : missing
Severe: obs_number=0.0000, expected range: 36.9298 143.4036
HIGH RESO LAND TEMP TEMPERATURE (K) 58725 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=11.1580, expected range: 0.1534 2.5524
HIGH RESO LAND TEMP TEMPERATURE (K) 60155 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.8411, expected range: 0.1220 2.0452
HIGH RESO LAND TEMP Q (G/KG) 12374 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=2.1600, expected range: 0.0000 1.0092
HIGH RESO LAND TEMP Q (G/KG) 72261 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=4.9123, expected range: 0.0000 2.4324
HIGH RESO LAND TEMP Q (G/KG) 72402 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=4.1355, expected range: 0.0000 1.8033
All HIGH RESO LAND TEMP ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 29.09 286.89
HIGH RESO LAND TEMP 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
Considerable: obs_number=64.0000, expected range: 113.7930 176.4570
Slight: obs_number=40161.0000, expected range: 41709.7293 43796.5207
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=575.0000, expected range: 659.4125 679.9875
HIGH RESO LAND TEMP Q (G/KG) (2 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=843.0000, expected range: 745.0859 769.5808
amdar
WIGOS AMDAR TEMPERATURE (K) EO0JMSBA PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8534, expected range: -1.5492 0.7500
AMDAR WIND VECTOR DIFF (M/S) JP9Z448Z PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=18.6460, expected range: 0.0000 9.9067
WIGOS AMDAR WIND VECTOR DIFF (M/S) QZPUILBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.8338, expected range: 0.0000 9.1131
WIGOS AMDAR WIND VECTOR DIFF (M/S) X55EIRZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.6540, expected range: 0.0000 10.2589
WIGOS AMDAR WIND VECTOR DIFF (M/S) L5RUIRZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.5090, expected range: 0.0000 7.5846
WIGOS AMDAR WIND VECTOR DIFF (M/S) OOGRA4BA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.5267, expected range: 0.0000 4.2103
WIGOS AMDAR WIND VECTOR DIFF (M/S) HEOEISRA PRESSURE LAYER 300-600 (HP : out of range
Severe: rms_fgdepar=16.4355, expected range: 0.0000 7.0868
WIGOS AMDAR WIND VECTOR DIFF (M/S) 12FENVBA PRESSURE LAYER 900-1200 (H : out of range
Severe: rms_fgdepar=17.7614, expected range: 0.3169 6.2686
WIGOS AMDAR TEMPERATURE (K) EU5327 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.4929, expected range: 0.0000 2.5084
airep
AIREP WIND VECTOR DIFF (M/S) ANZ945 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=21.5071, expected range: -3.4423 12.7280
Severe: rms_fgdepar=26.0913, expected range: 0.0000 14.9134
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42339 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.6021, expected range: 0.2976 5.4681
Severe: avg_pge=0.8155, expected range: -0.1889 0.2775
LAND PILOT WIND VECTOR DIFF (M/S) 64700 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=20.5023, expected range: -5.6862 15.9565
Severe: rms_fgdepar=21.8896, expected range: 0.0000 16.7055
LAND PILOT WIND VECTOR DIFF (M/S) 42369 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: avg_fgdepar=22.0329, expected range: -1.9545 7.7950
Severe: rms_fgdepar=22.0357, expected range: 0.0000 8.1215
synop
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=51.6649, expected range: 3.2470 83.3743
Severely_persistent: rms_fgdepar=51.6649, expected range: 3.2470 83.3743
Severely_persistent: avg_pge=0.9999, expected range: -0.3568 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 44232 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8415, expected range: -0.5831 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91425 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=453.4544, expected range: 0.0000 402.4707
Severely_persistent: avg_pge=0.8730, expected range: -1.1747 0.7500
BUFR LAND SYNOP RH2M (%) 96147 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.8268, expected range: -148.9725 77.6616
Severely_persistent: rms_fgdepar=69.8533, expected range: 0.0000 133.9568
BUFR LAND SYNOP SURFACE PRESSURE (PA) 96751 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-584.3134, expected range: -659.4060 -560.3432
Severely_persistent: rms_fgdepar=586.1520, expected range: 559.9745 660.5626
BUFR LAND SYNOP SURFACE PRESSURE (PA) 97072 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-914.3977, expected range: -1021.8297 -765.3348
Severely_persistent: rms_fgdepar=920.3841, expected range: 769.5708 1019.4732
BUFR LAND SYNOP SURFACE PRESSURE (PA) 76243 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8619, expected range: -0.3389 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 38344 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=785.1488, expected range: -514.4579 622.9396
Severely_persistent: rms_fgdepar=804.6005, expected range: 0.0000 580.0122
Severely_persistent: avg_pge=0.9126, expected range: -1.3735 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 60190 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9566, expected range: -1.5309 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68493 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-67.6545, expected range: -131.7987 109.8937
Severe: rms_fgdepar=67.6545, expected range: -84.7505 116.6216
Severe: avg_pge=1.0000, expected range: -2.0217 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 41304 : out of range
Severe: rms_fgdepar=30.0759, expected range: 0.0000 11.2097
MANUAL LAND SYNOP RH2M (%) 60150 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=51.9927, expected range: -71.2711 89.9096
Severe: rms_fgdepar=51.9927, expected range: -56.5532 81.7995
MANUAL LAND SYNOP RH2M (%) 60531 : out of range
Severe: rms_fgdepar=49.2838, expected range: 0.0000 48.4867
Severe: avg_pge=0.8424, expected range: -0.0143 0.0265
MANUAL LAND SYNOP RH2M (%) 42176 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -0.5093 0.6238
MANUAL LAND SYNOP RH2M (%) 21937 : out of range
Severe: rms_fgdepar=37.8865, expected range: 8.4587 25.0584
MANUAL LAND SYNOP RH2M (%) 42077 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9962, expected range: -1.4323 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82143 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=313.9176, expected range: 0.0000 201.2647
Severe: avg_pge=0.8066, expected range: -0.7348 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83235 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-686.8962, expected range: -133.1695 67.4925
Severe: rms_fgdepar=686.8962, expected range: 0.0000 121.8853
Severe: avg_pge=0.8982, expected range: -0.7234 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82476 : out of range
Severe: rms_fgdepar=455.5139, expected range: 0.0000 190.4252
Severe: avg_pge=0.8750, expected range: -0.4089 0.4712
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82596 : out of range
Severe: rms_fgdepar=480.7198, expected range: 0.0000 450.6562
Severe: avg_pge=0.8742, expected range: -1.2185 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78458 : out of range
Severe: rms_fgdepar=512.0403, expected range: 0.0000 193.3895
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82588 : out of range
Severe: rms_fgdepar=488.6465, expected range: 0.0000 306.2621
Severe: avg_pge=0.8695, expected range: -0.9950 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82879 : out of range
Severe: rms_fgdepar=444.2600, expected range: 0.0000 83.5447
Severe: avg_pge=0.8694, expected range: 0.0000 0.0000
MANUAL LAND SYNOP Z (M) 41508 : out of range
Severe: avg_pge=0.9017, expected range: -1.1193 0.7500
BUFR LAND SYNOP RH2M (%) 60390 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=56.5947, expected range: -48.1406 80.7024
Severe: rms_fgdepar=56.5947, expected range: 0.0000 80.7024
Severe: avg_pge=0.9992, expected range: -1.2493 0.7500
BUFR LAND SYNOP RH2M (%) 60522 : out of range
Severe: avg_pge=0.9299, expected range: -0.0025 0.0099
BUFR LAND SYNOP RH2M (%) 08544 : out of range
Severe: avg_fgdepar=50.6300, expected range: -33.9036 35.3124
Severe: rms_fgdepar=50.6300, expected range: 0.0000 25.6510
Severe: avg_pge=0.9990, expected range: -0.0032 0.0106
BUFR LAND SYNOP RH2M (%) 72254 : out of range
Severe: rms_fgdepar=37.5159, expected range: 0.0000 9.5140
BUFR LAND SYNOP RH2M (%) 08075 : out of range
Severe: avg_fgdepar=52.9360, expected range: -17.5817 43.0514
Severe: rms_fgdepar=53.8199, expected range: 0.0000 47.1180
BUFR LAND SYNOP RH2M (%) 94637 : out of range
Severe: rms_fgdepar=32.8427, expected range: 0.0000 10.1816
BUFR LAND SYNOP RH2M (%) 81888 : out of range
Severe: avg_pge=0.8618, expected range: -0.5337 0.6646
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28952 : out of range
Severe: rms_fgdepar=510.4818, expected range: 0.0000 128.5385
BUFR LAND SYNOP SURFACE PRESSURE (PA) 41953 : out of range
Severe: rms_fgdepar=361.3737, expected range: 0.0000 147.0041
BUFR LAND SYNOP SURFACE PRESSURE (PA) 08544 : out of range
Severe: avg_fgdepar=957.1402, expected range: -149.8077 241.7257
Severe: rms_fgdepar=957.1402, expected range: 0.0000 186.3802
Severe: avg_pge=0.9470, expected range: -0.0467 0.0531
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48385 : out of range
Severe: rms_fgdepar=342.2405, expected range: 19.2709 104.4700
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30028 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-534.9863, expected range: -140.8432 212.0099
Severe: rms_fgdepar=760.0971, expected range: 0.0000 211.3710
BUFR LAND SYNOP SURFACE PRESSURE (PA) 91568 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=445.0116, expected range: 0.0000 118.3211
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: rms_fgdepar=181.9857, expected range: 10.0984 122.7645
Considerable: obs_number=80.0000, expected range: 88.5730 92.9826
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WDH7560 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8241, expected range: -0.7209 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDH7563 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=610.5510, expected range: -2588.7043 2914.7876
Severely_persistent: rms_fgdepar=610.5510, expected range: 0.0000 2153.5463
Severely_persistent: avg_pge=0.8330, expected range: -0.8062 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ZCEF2 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=586.9635, expected range: -815.1166 657.4672
Severe: rms_fgdepar=586.9635, expected range: -527.7413 742.4478
Severe: avg_pge=0.8386, expected range: -1.6202 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR6 : out of range
Severe: rms_fgdepar=304.3569, expected range: 0.0000 150.8132
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7DJ7 : out of range
Severe: avg_fgdepar=1043.2188, expected range: -527.9755 992.0076
Severe: rms_fgdepar=1043.2188, expected range: 0.0000 992.0076
Severe: avg_pge=0.8966, expected range: -1.1282 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4601592 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8465, expected range: -1.3830 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 3301613 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=542.6207, expected range: 0.0000 205.9143
Severe: avg_pge=0.8840, expected range: -0.4803 0.6028
DRIFTING BUOYS SURFACE PRESSURE (PA) 6102797 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8538, expected range: 0.7663 0.7500
metar
METAR SURFACE PRESSURE (PA) NVVA : out of range
Severe: rms_fgdepar=409.7975, expected range: 0.0000 171.7574
METAR SURFACE PRESSURE (PA) HAAB : out of range
Severe: rms_fgdepar=746.6705, expected range: 0.0000 130.6872
METAR SURFACE PRESSURE (PA) MGPB : out of range
Severe: rms_fgdepar=342.4277, expected range: 0.0000 159.9600
METAR SURFACE PRESSURE (PA) GFLL : out of range
Severe: rms_fgdepar=542.4685, expected range: 0.0000 171.5422
METAR SURFACE PRESSURE (PA) MSSM : out of range
Severe: avg_fgdepar=-536.9057, expected range: -303.7810 177.5264
Severe: rms_fgdepar=685.0625, expected range: 0.0000 261.1210
METAR SURFACE PRESSURE (PA) LRBO : out of range
Severe: rms_fgdepar=317.0778, expected range: 0.0000 134.3778
METAR SURFACE PRESSURE (PA) LPOV : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=646.3193, expected range: 0.0000 140.7210
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=67.7842, expected range: 52.1758 74.0089
Severely_persistent: rms_fgdepar=67.7851, expected range: 52.1860 74.0056
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=59.1849, expected range: 48.8402 62.8048
BUFR LAND SYNOP SNOW (CM) _MF1B2B2 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.2047, expected range: 48.8495 62.8050
BUFR LAND SYNOP SNOW (CM) 01003 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.6039, expected range: -79.0823 -65.5443
Severely_persistent: rms_fgdepar=66.6039, expected range: 65.5443 79.0823
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=-776.0958, expected range: -765.8905 -715.8418
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=776.0959, expected range: 715.8405 765.8934
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=68.8338, expected range: 74.2516 118.3521
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.8708, expected range: 74.2509 118.3936
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=-93.0907, expected range: -93.3461 -87.5205
Severely_persistent: rms_fgdepar=93.0956, expected range: 87.5205 93.3466
MANUAL LAND SYNOP SNOW (CM) 24143 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=17.7627, expected range: 0.0000 5.1323
MANUAL LAND SYNOP SNOW (CM) 31004 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=24.9011, expected range: 7.8704 16.8836
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
Severe: avg_fgdepar=51.9700, expected range: 28.0051 53.9482
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
Severe: rms_fgdepar=53.1225, expected range: 27.7997 55.0875
t2m
METAR 2M TEMPERATURE (K) UGMS : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.2288, expected range: 8.6389 15.4502
Severely_persistent: rms_fgdepar=12.3159, expected range: 8.7636 15.4603
LAND TEMP 2M TEMPERATURE (K) 65503 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6114, expected range: -24.5863 6.6802
Severely_persistent: rms_fgdepar=12.8629, expected range: 0.0000 24.7181
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.6421, expected range: -42.6508 16.0906
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI13149 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=17.6667, expected range: 8.3829 23.6492
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3261, expected range: -19.0410 -10.9467
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI158E9 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=14.3417, expected range: 10.9970 19.0534
METAR 2M TEMPERATURE (K) OIGK : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5419, expected range: -11.7293 -2.3789
Severe: rms_fgdepar=13.8613, expected range: 3.0084 12.1100
BUFR LAND SYNOP 2M TEMPERATURE (K) 89734 : out of range
Severe: avg_fgdepar=-12.5743, expected range: -11.4543 -4.3540
Severe: rms_fgdepar=12.6682, expected range: 4.5847 11.4759
BUFR LAND SYNOP 2M TEMPERATURE (K) 89744 : out of range
Severe: rms_fgdepar=12.0314, expected range: 0.8443 8.4630
BUFR LAND SYNOP 2M TEMPERATURE (K) 89507 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4343, expected range: -14.9305 1.2283
Severe: rms_fgdepar=15.9061, expected range: 0.0000 14.6296
rh2m
BUFR LAND SYNOP RH2M (%) _3767434 : out of range
Severe: rms_fgdepar=30.5720, expected range: 3.6926 15.5446