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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 263.01 1472.99
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 168.77 1207.73
iasi
METOP-B IASI RADIANCES CHANNEL 292 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.1081, expected range: -0.0988 -0.0887
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=0.3052, expected range: 0.2571 0.2835
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=-0.0875, expected range: -0.0742 -0.0680
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=0.1437, expected range: 0.1624 0.1784
METOP-B IASI RADIANCES CHANNEL 254 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0971, expected range: 0.1077 0.1202
METOP-B IASI RADIANCES CHANNEL 1658 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-0.8595, expected range: -0.3671 0.2580
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=0.0184, expected range: 0.0961 0.1766
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=0.1059, expected range: 0.0049 0.0419
METOP-C IASI RADIANCES CHANNEL 1658 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0589, expected range: 0.0941 0.1198
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=-0.0282, expected range: -0.0163 -0.0132
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=-0.0971, expected range: -0.0792 -0.0652
METOP-C IASI RADIANCES CHANNEL 212 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0003, expected range: -0.2995 -0.1328
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=-0.0076, expected range: 0.0706 0.1742
METOP-C IASI RADIANCES CHANNEL 1509 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.1165, expected range: -0.0594 0.0255
cris
NPP CRIS RADIANCES CHANNEL 653 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0692, expected range: 0.0796 0.0918
NPP CRIS RADIANCES CHANNEL 109 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.2362, expected range: -0.2175 -0.1934
NOAA20 CRIS RADIANCES CHANNEL 594 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.0709, expected range: -0.0644 -0.0576
NOAA20 CRIS RADIANCES CHANNEL 653 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0547, expected range: 0.0731 0.0808
NOAA20 CRIS RADIANCES CHANNEL 657 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=0.0579, expected range: 0.0635 0.0654
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3553, expected range: -0.2354 -0.1064
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5183, expected range: -0.7734 -0.6282
ssmis
DMSP-18 SSMIS RADIANCES CHANNEL 9 : out of range
Considerable: obs_number=11203.0000, expected range: 15695.2547 19537.6203
DMSP-18 SSMIS RADIANCES CHANNEL 10 : out of range
Considerable: obs_number=14560.0000, expected range: 20749.5391 23908.4609
DMSP-18 SSMIS RADIANCES CHANNEL 11 : out of range
Considerable: obs_number=14528.0000, expected range: 20696.9893 24005.5107
DMSP-17 SSMIS RADIANCES (9 channels affected) : out of range
Slight: obs_number=14392.0000, expected range: 16090.4177 19088.3323
gpsro
All KOMPSAT-5 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 204.09 852.91
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
Radiosondes
LAND TEMP Q (G/KG) 97724 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=3.3128, expected range: 0.1595 1.8910
LAND TEMP TEMPERATURE (K) 27730 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=7.7346, expected range: 0.1351 1.5263
LAND TEMP TEMPERATURE (K) 97980 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=7.7685, expected range: 0.0000 4.0818
HIGH RESO LAND TEMP Q (G/KG) 70308 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.1368, expected range: 0.0000 1.1989
HIGH RESO LAND TEMP TEMPERATURE (K) 53845 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.3791, expected range: 0.0000 2.8923
HIGH RESO LAND TEMP TEMPERATURE (K) 30673 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: rms_fgdepar=6.8127, expected range: 0.0000 4.6583
Severe: avg_pge=0.8413, expected range: -0.5142 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8293, expected range: -0.7340 0.7500
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
Severe: obs_number=188.0000, expected range: 273.9499 290.8001
Severe: obs_number=176.0000, expected range: 88.2265 99.7735
HIGH RESO LAND TEMP Q (G/KG) (3 pressure layers affected) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=95.0000, expected range: 185.8180 194.6820
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
Severe: rms_fgdepar=5.1012, expected range: 0.4210 1.7964
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=3.0463, expected range: -0.5180 1.0189
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=361.0000, expected range: 451.9499 468.8001
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severe: obs_number=0, expected range: 102.49 140.26
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 85 : all data missing
Severe: obs_number=0, expected range: 123.49 161.31
All HIGH RESO LAND TEMP ALL LAYERS South pole : all data missing
Severe: obs_number=0, expected range: 35.55 167.31
LAND TEMP Q (G/KG) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: rms_fgdepar=1.5027, expected range: 0.1535 1.0286
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Considerable: obs_number=355.0000, expected range: 247.2526 271.7474
amdar
AMDAR WIND VECTOR DIFF (M/S) AEA042 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8028, expected range: -1.2469 0.7500
AMDAR WIND VECTOR DIFF (M/S) AEA041 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8143, expected range: -0.7024 0.7500
AMDAR WIND VECTOR DIFF (M/S) AEA057 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8003, expected range: -0.7146 0.7500
AMDAR WIND VECTOR DIFF (M/S) LAN701 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8445, expected range: -0.7568 0.7500
AMDAR WIND VECTOR DIFF (M/S) TAM8065 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_pge=0.8149, expected range: -0.5758 0.7500
AMDAR WIND VECTOR DIFF (M/S) TAM8146 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8322, expected range: -0.6178 0.7500
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (3 pressure layers affected) : out of range
Severe: avg_fgdepar=10.7484, expected range: -1.2918 0.5629
Severe: rms_fgdepar=10.8342, expected range: 0.0000 1.1851
Severe: avg_pge=0.8993, expected range: -0.0440 0.0500
WIGOS AMDAR WIND VECTOR DIFF (M/S) Z35XOGRA PRESSURE LAYER 600-900 (HP : out of range
Severe: rms_fgdepar=17.1530, expected range: 0.0000 11.4774
Severe: avg_pge=0.8599, expected range: -0.8171 0.7500
ADS-C WIND VECTOR DIFF (M/S) MVNZIAJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=24.7406, expected range: 0.0000 20.2747
ADS-C WIND VECTOR DIFF (M/S) VE5EIJZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.9172, expected range: 0.0000 29.7506
airep
AIREP WIND VECTOR DIFF (M/S) AAL754 PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=18.6938, expected range: 0.0000 7.9059
AIREP WIND VECTOR DIFF (M/S) ELY025 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.8804, expected range: 1.2389 7.0838
AIREP WIND VECTOR DIFF (M/S) ELY027 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9208, expected range: 0.3312 8.9216
AIREP WIND VECTOR DIFF (M/S) SIA527 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=21.1509, expected range: -2.4930 8.9354
Severe: rms_fgdepar=21.1509, expected range: 0.0000 8.8654
Severe: avg_pge=0.8143, expected range: -0.7785 0.7500
pilot
All BUFR LAND PILOT ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 25.87 168.64
BUFR LAND PILOT WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
Severe: obs_number=0.0000, expected range: 25.8713 168.6431
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 17952 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8197, expected range: -1.5990 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62225 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=220.8187, expected range: 0.0000 97.0505
MANUAL LAND SYNOP RH2M (%) 65125 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=50.8836, expected range: 0.8706 84.3010
Severely_persistent: rms_fgdepar=50.8836, expected range: 0.8706 84.3010
Severely_persistent: avg_pge=0.9951, expected range: -0.9614 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24538 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=787.6415, expected range: -250.3290 122.4011
Severely_persistent: rms_fgdepar=790.9409, expected range: 0.0000 249.3999
Severely_persistent: avg_pge=0.9340, expected range: -0.1862 0.2147
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=621.4052, expected range: 492.3215 739.4252
Severely_persistent: rms_fgdepar=621.7637, expected range: 492.7774 739.6866
BUFR LAND SYNOP RH2M (%) 94334 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=64.8392, expected range: -74.1785 117.6580
Severely_persistent: rms_fgdepar=64.8392, expected range: 0.0000 117.6580
Severely_persistent: avg_pge=1.0000, expected range: -1.8014 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36229 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8042, expected range: -1.2922 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40001 : out of range
Severe: avg_fgdepar=722.5964, expected range: -240.7958 277.9102
Severe: rms_fgdepar=722.5964, expected range: 0.0000 231.7243
Severe: avg_pge=0.9185, expected range: -0.7239 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78717 : out of range
Severe: rms_fgdepar=413.1811, expected range: 0.0000 68.6644
Severe: avg_pge=0.8154, expected range: 0.0000 0.0000
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83925 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8210, expected range: -1.3170 0.7500
MANUAL LAND SYNOP Z (M) 38734 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9340, expected range: -1.4417 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21931 : out of range
Severe: rms_fgdepar=487.1492, expected range: 0.0000 280.5087
Severe: avg_pge=0.8621, expected range: -0.4427 0.6892
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8293, expected range: -1.2765 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 44217 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=571.7395, expected range: -1058.5781 1083.3307
Severe: rms_fgdepar=595.0550, expected range: 0.0000 824.3406
Severe: avg_pge=0.8458, expected range: -1.1441 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48808 : out of range
Severe: rms_fgdepar=504.4072, expected range: 0.0000 131.1159
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48976 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8455, expected range: -1.0811 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62403 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-683.3453, expected range: -822.8797 852.6899
Severe: rms_fgdepar=683.3453, expected range: -615.4780 790.0419
Severe: avg_pge=0.9224, expected range: -1.3748 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94323 : out of range
3 times in the last 10 days for at least one item
Severe: rms_fgdepar=490.2548, expected range: 0.0000 228.9289
Severe: avg_pge=0.8880, expected range: 0.0000 0.0000
BUFR LAND SYNOP RH2M (%) 33347 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.2802, expected range: 0.0000 6.8604
BUFR LAND SYNOP RH2M (%) 33354 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.1572, expected range: 0.0000 15.7897
BUFR LAND SYNOP RH2M (%) 33609 : out of range
Severe: rms_fgdepar=36.2760, expected range: 0.0000 17.0244
BUFR LAND SYNOP RH2M (%) 86813 : out of range
Severe: rms_fgdepar=43.1236, expected range: 0.0000 39.3990
Severe: avg_pge=0.8665, expected range: 0.0012 0.0046
BUFR LAND SYNOP RH2M (%) 95627 : out of range
Severe: avg_pge=0.9786, expected range: -1.2771 0.7500
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) JPTX : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=20.9564, expected range: -35.4308 59.9273
Severely_persistent: rms_fgdepar=21.1340, expected range: 0.0000 59.0812
Severely_persistent: avg_pge=0.9123, expected range: -0.4994 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA5677 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=559.6612, expected range: 2.1545 2078.8255
Severely_persistent: rms_fgdepar=559.7844, expected range: 20.9714 2072.3139
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK5152 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=600.7899, expected range: 0.0000 1595.7490
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CFK9698 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1619.4353, expected range: -810.6834 -328.4330
Severely_persistent: rms_fgdepar=1619.4353, expected range: 0.0000 2120.2002
BUFR SHIP SYNOP SURFACE PRESSURE (PA) MAOR9 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=512.1991, expected range: 0.0000 2225.4451
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WGEB : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=1086.2222, expected range: 830.6786 1350.5842
Severely_persistent: rms_fgdepar=1086.2222, expected range: 831.6123 1350.4273
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46004 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.8637, expected range: 0.0000 6.0380
Severe: avg_pge=0.8854, expected range: -0.6074 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) ELZC7 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=881.5610, expected range: 622.5893 1096.5475
Severe: rms_fgdepar=881.5610, expected range: 622.5893 1096.5475
All BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) WMO BLOCK 5 : all data missing
Severe: obs_number=0, expected range: 46.17 91.16
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101836 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=522.9045, expected range: -1218.3851 1102.1468
Severely_persistent: rms_fgdepar=522.9045, expected range: 0.0000 1196.1837
Severely_persistent: avg_pge=0.8919, expected range: -0.1380 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2302615 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=724.4883, expected range: -1621.9418 1733.7254
Severely_persistent: rms_fgdepar=724.4883, expected range: 0.0000 1074.6925
Severely_persistent: avg_pge=0.9215, expected range: 0.0104 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101743 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8504, expected range: -1.8318 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402615 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=302.8512, expected range: 0.0000 92.1737
Severely_persistent: avg_pge=0.8124, expected range: -0.0908 0.1199
MOORED BUOYS WIND VECTOR DIFF (M/S) 4600004 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.7944, expected range: 0.0000 6.8950
Severe: avg_pge=0.9161, expected range: -0.5044 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602605 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=461.0429, expected range: 0.0000 185.0131
Severe: avg_pge=0.8690, expected range: -0.7214 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203613 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-639.2944, expected range: -88.7423 92.2436
Severe: rms_fgdepar=657.3853, expected range: 0.0000 190.3091
Severe: avg_pge=0.9051, expected range: -0.3728 0.4787
metar
METAR SURFACE PRESSURE (PA) EGYE : out of range
Severe: avg_fgdepar=-520.2371, expected range: -193.2364 198.1326
Severe: rms_fgdepar=739.7489, expected range: 0.0000 156.4788
METAR SURFACE PRESSURE (PA) KBIL : out of range
Severe: rms_fgdepar=337.6533, expected range: 0.0000 130.1616
METAR SURFACE PRESSURE (PA) OIHR : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=351.2408, expected range: 0.0000 179.3294
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=-770.2833, expected range: -817.2899 -763.4756
Severely_persistent: rms_fgdepar=770.3692, expected range: 763.5714 817.2765
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=-91.7554, expected range: -101.1587 -58.1044
Severely_persistent: rms_fgdepar=91.7572, expected range: 58.1314 101.1596
BUFR LAND SYNOP SNOW (CM) _MI1D545 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.2871, expected range: -59.5254 -22.8886
Severely_persistent: rms_fgdepar=52.2945, expected range: 22.9537 59.5081
BUFR LAND SYNOP SNOW (CM) 08936 : out of range
Severe: rms_fgdepar=33.0345, expected range: 0.4388 6.4205
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.6038, expected range: -9.4966 14.3906
Severely_persistent: rms_fgdepar=14.6333, expected range: 0.0000 12.7664
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1914, expected range: -16.8716 -10.1505
Severely_persistent: rms_fgdepar=13.3791, expected range: 10.3597 16.9330
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.2274, expected range: 0.0000 21.5310
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8828, expected range: -9.7399 26.7302
Severely_persistent: rms_fgdepar=14.0617, expected range: 0.0000 25.7902
MANUAL LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.8199, expected range: 0.0000 22.6048
BUFR LAND SYNOP 2M TEMPERATURE (K) 36736 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=13.8328, expected range: -9.6841 26.4107
Severely_persistent: rms_fgdepar=14.0123, expected range: 0.0000 25.4561
BUFR LAND SYNOP 2M TEMPERATURE (K) 71652 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.3734, expected range: -9.6251 14.3574
Severely_persistent: rms_fgdepar=14.4142, expected range: 0.0000 12.7269
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.1464, expected range: -17.0339 -10.2039
Severely_persistent: rms_fgdepar=13.3320, expected range: 10.3895 17.1132
BUFR LAND SYNOP 2M TEMPERATURE (K) 94619 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.4901, expected range: 0.0000 21.8666
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71033 : out of range
Severe: avg_fgdepar=-12.2284, expected range: -5.0528 4.4012
Severe: rms_fgdepar=12.2317, expected range: 0.0000 5.0403
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.1834, expected range: -12.0891 19.1891
Severe: rms_fgdepar=16.3549, expected range: 0.0000 17.8233
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: avg_fgdepar=13.7325, expected range: -5.1899 9.8639
Severe: rms_fgdepar=13.9740, expected range: 0.0000 9.0938
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-12.3691, expected range: -12.2036 7.3111
Severe: rms_fgdepar=12.3895, expected range: 0.0000 11.4674
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23867 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.0685, expected range: 0.0000 3.8641
MANUAL LAND SYNOP 2M TEMPERATURE (K) 23946 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.4284, expected range: 0.0000 4.0117
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27176 : out of range
Severe: avg_fgdepar=-12.6873, expected range: -8.2910 5.2399
Severe: rms_fgdepar=12.7439, expected range: 0.0000 7.7299
MANUAL LAND SYNOP 2M TEMPERATURE (K) 27653 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.5073, expected range: 0.0000 4.3050
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29023 : out of range
Severe: rms_fgdepar=11.5457, expected range: 0.0000 3.9816
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29348 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.2096, expected range: 0.0000 5.6025
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29430 : out of range
Severe: rms_fgdepar=11.4071, expected range: 0.0000 3.5675
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29638 : out of range
Severe: rms_fgdepar=10.0484, expected range: 0.0000 3.4863
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: rms_fgdepar=12.0183, expected range: 0.0000 7.7046
MANUAL LAND SYNOP 2M TEMPERATURE (K) 63832 : out of range
Severe: rms_fgdepar=10.9485, expected range: 0.0000 3.1566
MANUAL LAND SYNOP 2M TEMPERATURE (K) 82792 : out of range
Severe: rms_fgdepar=11.7616, expected range: 0.1965 3.5527
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: rms_fgdepar=5.9512, expected range: 0.2998 2.9870
METAR 2M TEMPERATURE (K) EFJY : out of range
Severe: rms_fgdepar=11.8323, expected range: 0.0000 4.8996
METAR 2M TEMPERATURE (K) UNTT : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=10.5104, expected range: 0.0000 4.0697
METAR 2M TEMPERATURE (K) UOOO : out of range
Severe: rms_fgdepar=14.0592, expected range: 0.0000 9.2393
LAND TEMP 2M TEMPERATURE (K) 29634 : out of range
Severe: rms_fgdepar=10.5454, expected range: 0.0000 5.8973
BUFR LAND SYNOP 2M TEMPERATURE (K) 23518 : out of range
Severe: avg_fgdepar=-12.4158, expected range: -12.2588 7.2628
Severe: rms_fgdepar=12.4355, expected range: 0.0000 11.5774
BUFR LAND SYNOP 2M TEMPERATURE (K) 27176 : out of range
Severe: avg_fgdepar=-12.7545, expected range: -8.3351 5.1914
Severe: rms_fgdepar=12.8104, expected range: 0.0000 7.7974
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: rms_fgdepar=12.2825, expected range: 0.0000 7.7973
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.8676, expected range: -11.7888 18.8075
Severe: rms_fgdepar=17.0299, expected range: 0.0000 17.4001
BUFR LAND SYNOP 2M TEMPERATURE (K) 89828 : out of range
Severe: avg_fgdepar=13.1018, expected range: -3.9079 8.1353
Severe: rms_fgdepar=13.5819, expected range: 0.0000 8.0225
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI14A92 : out of range
Severe: rms_fgdepar=12.2042, expected range: 0.0000 4.4843
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
Severe: rms_fgdepar=5.9181, expected range: 0.5443 2.9192
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 47430 : out of range
Severe: rms_fgdepar=30.2473, expected range: 2.0026 15.6476
AUTOMATIC LAND SYNOP RH2M (%) 68527 : out of range
Severe: rms_fgdepar=32.5973, expected range: 0.0000 12.9462
AUTOMATIC LAND SYNOP RH2M (%) 71001 : out of range
Severe: rms_fgdepar=35.0748, expected range: 0.0000 16.8815
AUTOMATIC LAND SYNOP RH2M (%) 71195 : out of range
Severe: rms_fgdepar=34.1674, expected range: 0.3574 18.9253
MANUAL LAND SYNOP RH2M (%) 29759 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.8874, expected range: 0.0000 9.8562
MANUAL LAND SYNOP RH2M (%) 64700 : out of range
Severe: rms_fgdepar=35.9091, expected range: 1.9540 19.8275
MANUAL LAND SYNOP RH2M (%) 65510 : out of range
Severe: rms_fgdepar=34.2611, expected range: 0.0000 15.5735
MANUAL LAND SYNOP RH2M (%) 68538 : out of range
Severe: rms_fgdepar=31.1530, expected range: 0.0000 15.6917
BUFR LAND SYNOP RH2M (%) 60226 : out of range
Severe: rms_fgdepar=36.7931, expected range: 0.0000 18.2781