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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

amsua
METOP-B AMSUA ALL SKY RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item
Considerable: stdev_norm_fgdepar=0.6569, expected range: 0.5629 0.6249
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
iasi
METOP-B IASI RADIANCES CHANNEL 303 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.3179, expected range: 0.2573 0.2835
METOP-B IASI RADIANCES CHANNEL 1658 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0179, expected range: 0.0635 0.1008
Severely_persistent: avg_biascorr=-0.2114, expected range: -0.1201 -0.0283
METOP-B IASI RADIANCES CHANNEL 1521 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0874, expected range: -0.0742 -0.0654
METOP-B IASI RADIANCES CHANNEL 1652 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1435, expected range: 0.1624 0.1774
METOP-B IASI RADIANCES CHANNEL 254 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0916, expected range: 0.1077 0.1196
METOP-B IASI RADIANCES CHANNEL 199 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1728, expected range: -0.3174 -0.0395
METOP-B IASI RADIANCES CHANNEL 205 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1230, expected range: -0.3474 -0.0915
METOP-B IASI RADIANCES CHANNEL 212 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1111, expected range: -0.2470 -0.0647
METOP-B IASI RADIANCES CHANNEL 219 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0718, expected range: -0.2085 -0.0584
METOP-B IASI RADIANCES CHANNEL 222 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1475, expected range: 0.0097 0.0847
METOP-B IASI RADIANCES CHANNEL 278 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0097, expected range: 0.1427 0.2696
METOP-B IASI RADIANCES CHANNEL 284 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0240, expected range: 0.0961 0.1799
METOP-B IASI RADIANCES CHANNEL 286 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0872, expected range: 0.0442 0.1645
METOP-B IASI RADIANCES CHANNEL 1513 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0685, expected range: 0.0076 0.0419
METOP-C IASI RADIANCES CHANNEL 1652 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0767, expected range: 0.1012 0.1141
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0771, expected range: 0.1059 0.1224
METOP-C IASI RADIANCES CHANNEL 1513 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0277, expected range: -0.0163 -0.0123
METOP-C IASI RADIANCES CHANNEL 1521 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0945, expected range: -0.0792 -0.0622
METOP-C IASI RADIANCES CHANNEL 1639 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0416, expected range: 0.0722 0.0723
METOP-C IASI RADIANCES CHANNEL 72 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1911, expected range: 0.2239 0.2525
METOP-C IASI RADIANCES CHANNEL 199 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1348, expected range: -0.3358 -0.0773
METOP-C IASI RADIANCES CHANNEL 205 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0727, expected range: -0.3779 -0.1425
METOP-C IASI RADIANCES CHANNEL 212 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0445, expected range: -0.3043 -0.1328
METOP-C IASI RADIANCES CHANNEL 226 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0050, expected range: -0.1824 -0.0829
METOP-C IASI RADIANCES CHANNEL 278 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0378, expected range: 0.0941 0.2351
METOP-C IASI RADIANCES CHANNEL 284 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0580, expected range: 0.0706 0.1747
METOP-C IASI RADIANCES CHANNEL 286 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1497, expected range: -0.0324 0.0992
cris
NPP CRIS RADIANCES CHANNEL 653 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0675, expected range: 0.0796 0.0924
NPP CRIS RADIANCES CHANNEL 113 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1090, expected range: 0.0720 0.0851
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0746, expected range: -0.0644 -0.0558
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0517, expected range: 0.0731 0.0813
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0550, expected range: 0.0635 0.0655
NOAA20 CRIS RADIANCES CHANNEL 113 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1920, expected range: 0.1637 0.1752
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES (5 channels affected) : out of range
Slight: obs_number=35481.0000, expected range: 48561.6830 61808.9052
ssmis
DMSP-17 SSMIS RADIANCES CHANNEL 10 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=9770.0000, expected range: 10992.5098 11968.7843
DMSP-17 SSMIS RADIANCES CHANNEL 11 : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=9894.0000, expected range: 11116.4219 12110.2840
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 192.86 861.88
Atmospheric Motion Vector
All HIMAWARI-8 AMV CLOUDY WV3 ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 256.69 867.14
AQUA MODIS CLOUDY WV WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HP : out of range
3 times in the last 10 days for at least one item
Severe: stdev_press=64.5083, expected range: 36.4920 42.7947
NPP VIIRS AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=570.0000, expected range: 31.7125 336.5528
NOAA20 VIIRS-AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Slight: obs_number=513.0000, expected range: 28.9988 347.2523
scatt
HY-2B SCATTEROMETER WIND VECTOR DIFF (M/S) : out of range
Slight: obs_number=66210.0000, expected range: 99464.2656 143913.3815
Radiosondes
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 123.50 174.50
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 76.28 105.72
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.1550, expected range: 0.0000 2.4269
Severe: avg_pge=0.8795, expected range: -0.3862 0.5287
LAND TEMP TEMPERATURE (K) 38064 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=11.5469, expected range: -3.1089 2.8859
Severe: rms_fgdepar=11.7871, expected range: 0.0000 3.3198
Severe: avg_pge=0.9236, expected range: -0.5542 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 32540 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.4074, expected range: 1.1643 9.1923
LAND TEMP WIND VECTOR DIFF (M/S) 27730 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.7172, expected range: 0.0000 6.6545
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8699, expected range: -1.3714 0.7500
HIGH RESO LAND TEMP Q (G/KG) 87344 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.4210, expected range: 0.0000 1.3004
HIGH RESO LAND TEMP Q (G/KG) 94120 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=3.4788, expected range: 0.1888 2.0345
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
1 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 65.6970 275.8751
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severe: obs_number=0, expected range: 0.00 633.40
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 598.85
amdar
AMDAR WIND VECTOR DIFF (M/S) KLM705 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.6121, expected range: 0.0000 11.4753
Severe: avg_pge=0.8172, expected range: -0.2357 0.4840
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=10.8275, expected range: -1.2598 0.5468
Severe: rms_fgdepar=11.1178, expected range: 0.0000 1.2854
Severe: avg_pge=0.8949, expected range: -0.0421 0.0483
ADS-C WIND VECTOR DIFF (M/S) 0G01HUBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.4029, expected range: 0.0000 20.6986
ADS-C WIND VECTOR DIFF (M/S) 2Z3YXTJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.6515, expected range: 0.0000 7.7088
ADS-C WIND VECTOR DIFF (M/S) LLIK4QBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3224, expected range: 0.0000 10.8877
ADS-C WIND VECTOR DIFF (M/S) N51WKOBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8809, expected range: 0.0000 21.2005
ADS-C WIND VECTOR DIFF (M/S) YDCSFCJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=19.3439, expected range: 0.0000 8.0862
ADS-C WIND VECTOR DIFF (M/S) YTSSPWBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.8751, expected range: 0.0000 17.3423
airep
AIREP WIND VECTOR DIFF (M/S) AMX003 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.2613, expected range: 0.0000 10.0000
AIREP WIND VECTOR DIFF (M/S) BAW6NC PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.0766, expected range: 0.0000 10.1385
AIREP WIND VECTOR DIFF (M/S) KLM31 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=22.9727, expected range: 0.0000 24.8646
AIREP WIND VECTOR DIFF (M/S) KLM749 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=27.4407, expected range: 0.0000 18.3157
AIREP WIND VECTOR DIFF (M/S) LOT15K PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.5853, expected range: 0.0000 34.5218
AIREP WIND VECTOR DIFF (M/S) UAL26 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=25.7829, expected range: 0.0000 20.5301
AIREP WIND VECTOR DIFF (M/S) VIR156T PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5693, expected range: 0.0000 8.4233
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
4 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 411.4996
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47612 PRESSURE LAYER 300-600 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=43.9014, expected range: -2.5460 11.7153
Severe: rms_fgdepar=43.9395, expected range: 0.0000 12.8769
Severe: avg_pge=0.9449, expected range: -0.8065 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47616 PRESSURE LAYER 300-600 : out of range
Severe: rms_fgdepar=17.2268, expected range: 0.2448 6.8242
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17952 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8304, expected range: -1.2004 0.7500
MANUAL LAND SYNOP RH2M (%) 42674 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8766, expected range: -0.7930 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33562 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=590.4369, expected range: 0.0000 1367.1264
BUFR LAND SYNOP SURFACE PRESSURE (PA) 44217 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=601.4525, expected range: -598.3627 623.6659
Severely_persistent: rms_fgdepar=606.8844, expected range: 0.0000 513.8789
Severely_persistent: avg_pge=0.8652, expected range: -1.0469 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 81797 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=663.1675, expected range: 538.4764 671.8774
Severely_persistent: rms_fgdepar=663.6744, expected range: 538.8543 672.5540
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84801 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=500.6160, expected range: 0.0000 1713.5836
Severely_persistent: avg_pge=0.8777, expected range: -1.1587 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 84825 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-509.3998, expected range: -602.1664 -418.0790
Severely_persistent: rms_fgdepar=510.7423, expected range: 415.3913 607.3659
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 76118 : out of range
Severe: avg_fgdepar=-805.9864, expected range: -1624.3077 224.9142
Severe: rms_fgdepar=805.9864, expected range: 0.0000 1624.3077
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82996 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=559.5851, expected range: -505.3084 685.4518
Severe: rms_fgdepar=559.5851, expected range: -505.3084 685.4518
Severe: avg_pge=0.8952, expected range: -1.3655 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 85315 : out of range
Severe: avg_fgdepar=573.7101, expected range: -369.0273 357.4375
Severe: rms_fgdepar=574.4526, expected range: 0.0000 295.0353
Severe: avg_pge=0.8905, expected range: -0.3950 0.5221
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 87187 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=850.0978, expected range: -1728.2856 1699.5237
Severe: rms_fgdepar=850.0978, expected range: 0.0000 1109.9696
Severe: avg_pge=0.9300, expected range: -0.7067 0.7500
MANUAL LAND SYNOP RH2M (%) 42654 : out of range
Severe: avg_fgdepar=51.5186, expected range: -4.3613 35.5799
Severe: rms_fgdepar=51.5186, expected range: 0.0000 35.5799
Severe: avg_pge=0.9999, expected range: -0.0273 0.0508
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16436 : out of range
Severe: avg_pge=0.8220, expected range: -0.0682 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 22583 : out of range
Severe: rms_fgdepar=531.6362, expected range: 0.0000 197.7306
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29580 : out of range
Severe: avg_fgdepar=-595.8749, expected range: -158.5283 289.0864
Severe: rms_fgdepar=751.8538, expected range: 0.0000 216.3844
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48064 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8256, expected range: 0.4066 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62305 : out of range
Severe: rms_fgdepar=418.4260, expected range: 0.0000 165.8285
Severe: avg_pge=0.8506, expected range: -0.2346 0.2738
BUFR LAND SYNOP RH2M (%) 68408 : out of range
Severe: avg_fgdepar=-64.3790, expected range: -49.4977 39.1350
Severe: rms_fgdepar=64.5251, expected range: 0.0000 35.4863
Severe: avg_pge=1.0000, expected range: -0.0094 0.0180
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF5B : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8253, expected range: 0.0285 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 7JTW : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1365.0131, expected range: 891.2504 1809.0042
Severely_persistent: rms_fgdepar=1365.0131, expected range: 901.2616 1801.1310
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5677 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=721.4654, expected range: -82.2127 2097.3039
Severely_persistent: rms_fgdepar=721.8950, expected range: 0.0000 2095.8040
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK5152 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8112, expected range: -0.5854 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DFPG2 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-521.1750, expected range: -936.4693 9.5555
Severely_persistent: rms_fgdepar=521.1750, expected range: 0.0000 936.4693
Severely_persistent: avg_pge=0.8296, expected range: 0.5791 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 3EUF3 : out of range
Severe: rms_fgdepar=16.0259, expected range: 0.0000 6.3395
Severe: avg_pge=0.8907, expected range: -1.4266 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HJF9 : out of range
Severe: rms_fgdepar=456.3625, expected range: 0.0000 210.4604
BUFR SHIP SYNOP SURFACE PRESSURE (PA) LAMG7 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=551.0500, expected range: -679.0135 904.2464
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MVEP4 : out of range
Severe: avg_fgdepar=938.1189, expected range: -221.7960 102.6883
Severe: rms_fgdepar=938.1189, expected range: 0.0000 211.6996
Severe: avg_pge=0.8857, expected range: -0.2482 0.2817
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRON5 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=556.5055, expected range: -1459.1034 1004.5500
Severe: rms_fgdepar=556.5055, expected range: -1031.0674 1497.4000
Severe: avg_pge=0.8144, expected range: -1.0687 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WDD2875 : out of range
Severe: avg_pge=0.8269, expected range: -0.9457 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-531.5334, expected range: -1270.1563 1204.1896
Severely_persistent: rms_fgdepar=547.0400, expected range: 0.0000 1173.3230
Severely_persistent: avg_pge=0.8905, expected range: -0.1336 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101743 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8299, expected range: -1.8101 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602605 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=426.1873, expected range: 0.0000 185.1183
Severe: avg_pge=0.8328, expected range: -0.7017 0.7500
metar
METAR SURFACE PRESSURE (PA) KJKA : out of range
Severe: rms_fgdepar=371.6669, expected range: 0.0000 165.6593
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=-766.9238, expected range: -820.7761 -762.1601
Severely_persistent: rms_fgdepar=766.9249, expected range: 762.2594 820.7542
BUFR LAND SYNOP SNOW (CM) _MI169F9 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=98.6923, expected range: 86.1119 105.3076
Severely_persistent: rms_fgdepar=98.6923, expected range: 86.1292 105.2983
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-91.7750, expected range: -102.9783 -57.7112
Severely_persistent: rms_fgdepar=91.7848, expected range: 57.7397 102.9761
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.1494, expected range: -60.9082 -22.6617
Severely_persistent: rms_fgdepar=54.1697, expected range: 22.7273 60.8877
AUTOMATIC LAND SYNOP SNOW (CM) 71295 : out of range
Severe: rms_fgdepar=17.6783, expected range: 0.0000 7.0713
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-53.6048, expected range: -57.7828 -35.0615
Severe: rms_fgdepar=53.6048, expected range: 35.0615 57.7828
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-53.6665, expected range: -57.8434 -35.1085
Severe: rms_fgdepar=53.6665, expected range: 35.1085 57.8434
AUTOMATIC LAND SYNOP SNOW (CM) 71698 : Presence of snow in warm condi
Slight: avg_obsvalue2=284.1000, expected range: 262.0757 283.4243
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.7447, expected range: -13.1548 20.4230
Severely_persistent: rms_fgdepar=16.7897, expected range: 0.0000 18.9296
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.7957, expected range: -11.7850 19.9208
Severely_persistent: rms_fgdepar=17.8626, expected range: 0.0000 18.4311
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6192, expected range: -16.7950 -10.3178
Severely_persistent: rms_fgdepar=14.7835, expected range: 10.5228 16.8605
METAR 2M TEMPERATURE (K) UGMS : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.5936, expected range: 2.8422 18.9175
Severely_persistent: rms_fgdepar=14.6315, expected range: 2.8151 19.0242
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.7125, expected range: -13.1899 20.2731
Severely_persistent: rms_fgdepar=16.7952, expected range: 0.0000 18.7388
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.2422, expected range: -11.4769 19.4974
Severely_persistent: rms_fgdepar=17.3234, expected range: 0.0000 17.9675
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
29 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.7775, expected range: -16.9125 -10.3776
Severely_persistent: rms_fgdepar=14.9392, expected range: 10.5606 16.9939
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3054, expected range: -19.3321 -7.7675
Severely_persistent: rms_fgdepar=13.5817, expected range: 7.7645 19.4532
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 55578 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6037, expected range: -24.3432 20.4153
Severe: rms_fgdepar=12.6037, expected range: 0.0000 20.2497
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71163 : out of range
Severe: rms_fgdepar=11.4651, expected range: 0.0000 6.4250
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-13.0293, expected range: -11.6959 12.0912
Severe: rms_fgdepar=13.0297, expected range: 0.0000 9.5114
METAR 2M TEMPERATURE (K) SKCC : out of range
Severe: rms_fgdepar=10.0824, expected range: 0.2694 5.6166
METAR 2M TEMPERATURE (K) VYNT : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=14.1001, expected range: 2.5048 16.4679
Severe: rms_fgdepar=14.1001, expected range: 3.6417 16.0551
LAND TEMP 2M TEMPERATURE (K) 29634 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.8442, expected range: 0.0000 5.9183
LAND TEMP 2M TEMPERATURE (K) 38064 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=15.4109, expected range: -9.6335 14.2205
Severe: rms_fgdepar=15.4109, expected range: -9.4144 14.1509
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
Severe: avg_fgdepar=-13.0407, expected range: -11.8133 12.0766
Severe: rms_fgdepar=13.0411, expected range: 0.0000 9.6521
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.2982, expected range: -13.8475 31.2966
Severe: rms_fgdepar=15.3376, expected range: 5.0210 19.9592
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 68920 : out of range
Severe: rms_fgdepar=39.1983, expected range: 0.0000 21.8249