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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-08 00:00

airs
AQUA AIRS RADIANCES CHANNEL 1069 : out of range
Considerable: avg_fgdepar=0.0264, expected range: -0.1441 -0.0316
gmi
GPM GMI ALSKY RADIANCES (9 channels affected) : out of range
Considerable: obs_number=5941.0000, expected range: 11030.1939 13623.1811
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: obs_number=6526.0000, expected range: 7907.5258 8144.7069
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: obs_number=5627.0000, expected range: 6688.3813 6945.2051
atms
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.4917, expected range: -0.4541 -0.4347
gpsro
COSMIC2-E5 GPSRO SETTING HEIGHT 20-22 KM : out of range
Slight: stdev_norm_fgdepar=1.0494, expected range: 1.1274 1.3427
Atmospheric Motion Vector
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: obs_number=39.0000, expected range: 209.8445 250.1854
METEOSAT-8 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
Considerable: obs_number=496.0000, expected range: 665.8848 926.8299
HIMAWARI-8 AMV CLOUDY WV2 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
4 times in the last 10 days for at least one item
Considerable: obs_number=766.0000, expected range: 550.2815 690.0789
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 36754.72 106998.22
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.5390, expected range: 0.1535 0.3333
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: avg_biascorr=-1.6096, expected range: -1.8438 -1.8391
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-10.0935, expected range: -22.3928 6.4939
Severely_persistent: rms_fgdepar=10.4040, expected range: 0.0000 22.6201
Severely_persistent: avg_pge=0.9097, expected range: 0.2798 0.7500
LAND TEMP TEMPERATURE (K) 24507 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8187, expected range: -1.0521 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 17.63 326.87
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 40 : all data missing
Severely_persistent: obs_number=0, expected range: 75.82 98.18
LAND TEMP TEMPERATURE (K) 60760 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=14.1574, expected range: -16.2567 19.5228
Severe: rms_fgdepar=14.1969, expected range: -13.8139 18.6352
Severe: avg_pge=0.9026, expected range: -1.4605 0.7500
LAND TEMP TEMPERATURE (K) 21824 PRESSURE LAYER 0-300 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3441, expected range: -1.6302 0.7151
Severe: rms_fgdepar=13.3908, expected range: 0.0000 2.2963
Severe: avg_pge=0.8300, expected range: -0.1544 0.2060
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8501, expected range: -0.6736 0.7500
LAND TEMP TEMPERATURE (K) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8460, expected range: -0.2240 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 28275 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=25.6946, expected range: 0.1843 5.5658
LAND TEMP WIND VECTOR DIFF (M/S) 28275 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=25.7089, expected range: 0.0000 7.1754
Severe: avg_pge=0.8992, expected range: -0.3795 0.6358
HIGH RESO LAND TEMP TEMPERATURE (K) 51644 PRESSURE LAYER 900-1200 (HPA : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8802, expected range: -0.5523 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 72768 PRESSURE LAYER 900-1200 (HPA : out of range
Severe: avg_pge=0.9215, expected range: -1.1401 0.7500
amdar
AMDAR WIND VECTOR DIFF (M/S) LAN706 PRESSURE LAYER 0-300 (HPA) : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=20.4370, expected range: -22.7432 38.7300
Severely_persistent: rms_fgdepar=22.5036, expected range: 0.0000 43.3795
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4054 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.3733, expected range: 1.1721 6.2355
WIGOS AMDAR WIND VECTOR DIFF (M/S) EU4039 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.5764, expected range: 0.0000 8.8593
ADS-C WIND VECTOR DIFF (M/S) ROOE4NBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=16.4866, expected range: 0.4870 6.1118
ADS-C WIND VECTOR DIFF (M/S) 03PJXUBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.1230, expected range: 1.0752 7.1617
ADS-C WIND VECTOR DIFF (M/S) MLJJV5RA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=22.9937, expected range: -1.5123 9.7567
Severe: rms_fgdepar=28.2161, expected range: 0.0000 14.2156
airep
AIREP WIND VECTOR DIFF (M/S) UAL706 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.0338, expected range: 0.0000 21.9471
synop
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-958.5221, expected range: -1778.8818 2071.3058
Severely_persistent: rms_fgdepar=958.9612, expected range: -1610.2450 2037.4667
Severely_persistent: avg_pge=0.9402, expected range: -1.5312 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 38345 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=58.6560, expected range: -21.7901 84.3976
Severe: rms_fgdepar=58.6560, expected range: 0.0000 84.3976
Severe: avg_pge=0.9522, expected range: -1.2692 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 37711 : out of range
Severe: rms_fgdepar=397.8280, expected range: 0.0000 360.7036
Severe: avg_pge=0.8131, expected range: -0.4701 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83522 : out of range
Severe: avg_pge=0.8078, expected range: -1.4047 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 35907 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8437, expected range: -1.3320 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 91317 : out of range
Severe: rms_fgdepar=408.5249, expected range: 0.0000 380.0925
Severe: avg_pge=0.8263, expected range: -1.0165 0.7500
MANUAL LAND SYNOP RH2M (%) 37871 : out of range
Severe: avg_fgdepar=50.1234, expected range: 23.9275 66.5736
Severe: rms_fgdepar=50.1234, expected range: 23.9275 66.5736
MANUAL LAND SYNOP RH2M (%) 94463 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=54.4845, expected range: -25.9359 75.3214
Severe: rms_fgdepar=54.4845, expected range: 0.0000 75.3214
Severe: avg_pge=1.0000, expected range: -1.7893 0.7500
MANUAL LAND SYNOP RH2M (%) 38345 : out of range
Severe: avg_fgdepar=53.4679, expected range: 12.4744 56.6654
Severe: rms_fgdepar=53.4679, expected range: 12.4744 56.6654
Severe: avg_pge=0.9222, expected range: -0.2881 0.4757
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=458.0000, expected range: 1651.8139 1704.1861
Considerable: obs_number=412.0000, expected range: 480.3355 527.8867
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48921 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=611.1841, expected range: 0.0000 226.3129
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94451 : out of range
Severe: avg_fgdepar=853.6384, expected range: -110.2663 100.0080
Severe: rms_fgdepar=853.6384, expected range: 0.0000 85.4949
Severe: avg_pge=0.9216, expected range: -0.6006 0.6864
BUFR LAND SYNOP SURFACE PRESSURE (PA) 33633 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=343.5266, expected range: 0.0000 260.1622
Severe: avg_pge=0.8111, expected range: -0.9082 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 23073 : out of range
Severe: rms_fgdepar=397.1041, expected range: 0.0000 229.0563
Severe: avg_pge=0.8228, expected range: -1.1778 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 89504 : out of range
Severe: rms_fgdepar=452.7158, expected range: 0.0000 172.1534
Severe: avg_pge=0.8712, expected range: -0.3423 0.7046
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28766 : out of range
Severe: rms_fgdepar=542.8846, expected range: 0.0000 291.8788
BUFR LAND SYNOP RH2M (%) 34861 : out of range
Severe: rms_fgdepar=44.7235, expected range: 0.0000 10.1088
BUFR LAND SYNOP RH2M (%) 81643 : out of range
Severe: rms_fgdepar=42.4070, expected range: 6.5963 36.3280
Severe: avg_pge=0.9994, expected range: -0.7115 0.7500
BUFR LAND SYNOP RH2M (%) 94463 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=55.5463, expected range: -22.4201 74.5522
Severe: rms_fgdepar=55.5463, expected range: 0.0000 74.5522
Severe: avg_pge=1.0000, expected range: -1.7725 0.7500
BUFR LAND SYNOP RH2M (%) 12566 : out of range
Severe: rms_fgdepar=44.4130, expected range: 0.0000 19.8946
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) S6LT3 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=528.6632, expected range: -563.0623 1310.8960
Severely_persistent: rms_fgdepar=529.9071, expected range: 0.0000 1205.3214
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) BNSK : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=19.0490, expected range: 0.0000 7.7459
Severe: avg_pge=0.8981, expected range: -0.7531 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WBP3210 : out of range
Severe: rms_fgdepar=457.8040, expected range: 0.0000 249.5067
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK70 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=314.4503, expected range: -62.6831 91.9311
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3062 : out of range
Severe: avg_fgdepar=-553.0950, expected range: -1233.0645 1621.4190
Severe: rms_fgdepar=553.0950, expected range: 0.0000 949.6695
Severe: avg_pge=0.8368, expected range: -0.6696 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRGW2 : out of range
Severe: avg_fgdepar=-602.1902, expected range: -253.2329 254.2221
Severe: rms_fgdepar=602.1902, expected range: 0.0000 157.6848
Severe: avg_pge=0.8495, expected range: -0.2528 0.2873
BUFR SHIP SYNOP SURFACE PRESSURE (PA) CQIS7 : out of range
Severe: rms_fgdepar=726.0695, expected range: 0.0000 269.0297
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V7989 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=578.4769, expected range: 0.0000 197.6125
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=692.9162, expected range: 200.4553 734.7093
Severely_persistent: rms_fgdepar=693.1571, expected range: 200.2178 753.7376
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8221, expected range: -0.4526 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1052.4504, expected range: -1943.6903 406.7502
Severely_persistent: rms_fgdepar=1062.4892, expected range: 0.0000 1777.2996
Severely_persistent: avg_pge=0.9027, expected range: 0.4040 0.7500
AUTOMATIC METAR SURFACE PRESSURE (PA) ENUN : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=505.8623, expected range: -1827.4323 1633.6248
Severely_persistent: rms_fgdepar=507.4602, expected range: 0.0000 1308.2968
AUTOMATIC METAR SURFACE PRESSURE (PA) KQEY : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-1001.6408, expected range: -1141.3689 -925.4079
Severely_persistent: rms_fgdepar=1001.8927, expected range: 926.0271 1141.5871
METAR SURFACE PRESSURE (PA) UOOO : out of range
Severe: rms_fgdepar=330.7947, expected range: 0.0000 187.2061
AUTOMATIC METAR SURFACE PRESSURE (PA) KT89 : out of range
Severe: avg_fgdepar=-601.4108, expected range: -610.6073 730.1152
Severe: rms_fgdepar=612.7227, expected range: 0.0000 603.9601
Severe: avg_pge=0.8179, expected range: -0.9813 0.7500
snow
AUTOMATIC LAND SYNOP SNOW (CM) 11316 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-108.0054, expected range: -113.2216 -77.3752
Severely_persistent: rms_fgdepar=108.0054, expected range: 77.3752 113.2216
MANUAL LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=65.8090, expected range: 57.5279 70.7805
Severely_persistent: rms_fgdepar=65.8090, expected range: 57.5279 70.7805
MANUAL LAND SYNOP SNOW (CM) 11138 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-133.3965, expected range: -138.5948 -92.1683
Severely_persistent: rms_fgdepar=133.3965, expected range: 92.1683 138.5948
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.5186, expected range: -100.0264 -75.1317
BUFR LAND SYNOP SNOW (CM) _MI136C1 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.5465, expected range: 75.1173 100.0618
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-62.8932, expected range: -79.0327 -51.2476
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=62.8964, expected range: 51.2787 79.0378
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.1985, expected range: -58.7811 -43.8739
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.1985, expected range: 43.8846 58.7868
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.8623, expected range: -96.3837 -66.7060
BUFR LAND SYNOP SNOW (CM) _MI1BC83 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.8703, expected range: 66.7094 96.4201
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-83.6724, expected range: -110.0943 -73.9940
BUFR LAND SYNOP SNOW (CM) _MI18EB4 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=83.7487, expected range: 74.0998 110.0422
BUFR LAND SYNOP SNOW (CM) 30815 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=65.9672, expected range: 57.6348 70.9052
Severely_persistent: rms_fgdepar=65.9672, expected range: 57.6348 70.9052
BUFR LAND SYNOP SNOW (CM) 08915 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.3992, expected range: -63.4143 -45.8217
Severely_persistent: rms_fgdepar=53.3992, expected range: 45.8217 63.4143
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.6896, expected range: -91.8352 -56.8866
BUFR LAND SYNOP SNOW (CM) _MI17425 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=66.6944, expected range: 56.8815 91.8659
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-55.8069, expected range: -74.2369 -51.0194
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=55.8133, expected range: 51.0528 74.2409
BUFR LAND SYNOP SNOW (CM) 01036 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-113.4909, expected range: -136.3430 -47.4566
Severely_persistent: rms_fgdepar=113.5008, expected range: 47.5911 136.3210
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-72.4584, expected range: -79.4686 -63.2813
BUFR LAND SYNOP SNOW (CM) _MI1CD76 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=72.5114, expected range: 63.3482 79.4523
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=58.8185, expected range: 35.4299 76.8695
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.8198, expected range: 35.4244 76.8830
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-52.5786, expected range: -57.8563 -49.9281
BUFR LAND SYNOP SNOW (CM) _MI1BD27 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.5860, expected range: 49.9514 57.8584
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-73.1062, expected range: -85.8058 -64.0062
BUFR LAND SYNOP SNOW (CM) _MI11058 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=73.1087, expected range: 64.0357 85.8051
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=57.8267, expected range: 43.2366 74.8111
BUFR LAND SYNOP SNOW (CM) _MI15619 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=57.9438, expected range: 43.2780 74.8230
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-64.0635, expected range: -65.6844 -34.2703
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=64.0636, expected range: 34.2745 65.6833
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.6311, expected range: -88.3836 -60.8381
BUFR LAND SYNOP SNOW (CM) _MI14D1B : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.6477, expected range: 60.8947 88.3835
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.6086, expected range: -61.8896 -50.0163
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.6096, expected range: 50.0192 61.9030
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-74.8153, expected range: -95.4922 -63.9989
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
32 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=74.8242, expected range: 64.0507 95.4757
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.0575, expected range: -81.4020 -44.8896
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.0849, expected range: 44.9316 81.4185
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-79.2335, expected range: -92.3686 -75.4123
BUFR LAND SYNOP SNOW (CM) _MI1F5DD : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.2362, expected range: 75.4196 92.3712
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.6134, expected range: -87.9854 -56.0459
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.6552, expected range: 56.1283 87.9498
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-69.9454, expected range: -81.5678 -56.6356
BUFR LAND SYNOP SNOW (CM) _MI13CBF : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=69.9569, expected range: 56.7577 81.5188
MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-61.1370, expected range: -69.1513 -22.8299
Severe: rms_fgdepar=61.1370, expected range: 22.8299 69.1513
MANUAL LAND SYNOP SNOW (CM) 35106 : out of range
Severe: rms_fgdepar=18.8184, expected range: 0.0820 3.2514
BUFR LAND SYNOP SNOW (CM) 13492 : out of range
Severe: rms_fgdepar=42.4075, expected range: 0.0000 5.9745
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
Severe: avg_fgdepar=95.0428, expected range: 98.6416 100.6214
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
Severe: rms_fgdepar=95.0428, expected range: 98.6443 100.6194
BUFR LAND SYNOP SNOW (CM) : out of range
Severe: rms_fgdepar=27.7619, expected range: 0.0000 5.1349
t2m
BUFR LAND SYNOP 2M TEMPERATURE (K) 78896 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4167, expected range: -17.0558 -12.1635
Severely_persistent: rms_fgdepar=13.4656, expected range: 12.4935 17.1194
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.3689, expected range: 0.0000 10.4536
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6110, expected range: -3.5338 5.7729
Severe: rms_fgdepar=13.6315, expected range: 0.0000 4.9851
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02151 : out of range
Severe: rms_fgdepar=10.8063, expected range: 0.0000 3.7593
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
Severe: avg_fgdepar=-14.4038, expected range: -5.2149 3.3697
Severe: rms_fgdepar=14.4140, expected range: 0.0000 5.6381
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: avg_fgdepar=-12.5395, expected range: -7.5975 6.7250
Severe: rms_fgdepar=12.5399, expected range: 0.0000 7.5229
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.2576, expected range: -10.3081 6.1585
Severe: rms_fgdepar=15.3800, expected range: 0.0000 11.3479
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02124 : out of range
Severe: rms_fgdepar=11.1856, expected range: 0.0000 5.8347
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5377, expected range: -6.9985 5.1901
Severe: rms_fgdepar=13.6192, expected range: 0.0000 8.6479
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02095 : out of range
Severe: rms_fgdepar=11.7786, expected range: 0.0000 5.6804
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.7632, expected range: -8.4647 6.8893
Severe: rms_fgdepar=15.7702, expected range: 0.0000 7.9141
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
Severe: rms_fgdepar=11.8825, expected range: 0.0000 4.5166
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: avg_fgdepar=-14.2226, expected range: -11.3150 9.2746
Severe: rms_fgdepar=14.9184, expected range: 0.0000 10.0798
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.3748, expected range: -3.8733 2.8330
Severe: rms_fgdepar=14.4823, expected range: 0.0000 4.0845
MANUAL LAND SYNOP 2M TEMPERATURE (K) 43263 : out of range
Severe: rms_fgdepar=11.7990, expected range: 0.0000 5.8201
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4439, expected range: -13.4166 2.7694
Severe: rms_fgdepar=13.5386, expected range: 0.0000 13.2590
METAR 2M TEMPERATURE (K) PAEC : out of range
Severe: avg_fgdepar=13.5550, expected range: -2.9048 7.1445
Severe: rms_fgdepar=13.5550, expected range: 0.0000 5.8866
METAR 2M TEMPERATURE (K) EFKE : out of range
Severe: rms_fgdepar=10.3144, expected range: -2.1787 4.2140
METAR 2M TEMPERATURE (K) KWRI : out of range
Severe: rms_fgdepar=10.2087, expected range: 0.0000 3.6862
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.5470, expected range: 0.0000 10.5605
BUFR LAND SYNOP 2M TEMPERATURE (K) 02720 : out of range
Severe: rms_fgdepar=11.3687, expected range: 0.0000 6.4538
BUFR LAND SYNOP 2M TEMPERATURE (K) 02801 : out of range
Severe: avg_fgdepar=-12.9205, expected range: -7.3774 6.9664
Severe: rms_fgdepar=12.9641, expected range: 0.0000 7.1337
BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.6631, expected range: -3.5807 5.7092
Severe: rms_fgdepar=13.6837, expected range: 0.0000 4.9178
BUFR LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
Severe: avg_fgdepar=-14.4881, expected range: -5.2499 3.3044
Severe: rms_fgdepar=14.4984, expected range: 0.0000 5.6846
BUFR LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: avg_fgdepar=-12.6692, expected range: -7.6813 6.5656
Severe: rms_fgdepar=12.6715, expected range: 0.0000 7.4771
BUFR LAND SYNOP 2M TEMPERATURE (K) 29771 : out of range
Severe: avg_fgdepar=-14.3653, expected range: -11.2824 9.1959
Severe: rms_fgdepar=15.0710, expected range: 0.0000 10.0872
BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.2333, expected range: -10.3668 6.1148
Severe: rms_fgdepar=15.3545, expected range: 0.0000 11.4172
BUFR LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.3613, expected range: -3.9176 2.7812
Severe: rms_fgdepar=14.4698, expected range: 0.0000 4.0966
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.4899, expected range: -13.4708 2.7251
Severe: rms_fgdepar=13.5846, expected range: 0.0000 13.3189
BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5743, expected range: -7.0321 5.1320
Severe: rms_fgdepar=13.6562, expected range: 0.0000 8.7217
BUFR LAND SYNOP 2M TEMPERATURE (K) 02816 : out of range
Severe: avg_fgdepar=-13.0241, expected range: -8.1869 4.0196
Severe: rms_fgdepar=13.0475, expected range: 0.0000 8.7245
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
Severe: rms_fgdepar=12.1557, expected range: 0.0000 10.9404
BUFR LAND SYNOP 2M TEMPERATURE (K) 02796 : out of range
Severe: rms_fgdepar=10.8325, expected range: 0.0000 4.6709
BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.9435, expected range: -10.3053 7.6281
Severe: rms_fgdepar=16.9696, expected range: 0.0000 10.3378
BUFR LAND SYNOP 2M TEMPERATURE (K) 01057 : out of range
Severe: avg_fgdepar=-17.0293, expected range: -10.4977 7.1157
Severe: rms_fgdepar=17.0293, expected range: 0.0000 10.8303
BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.1774, expected range: -7.9882 5.2684
Severe: rms_fgdepar=15.2162, expected range: 0.0000 9.2815
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.8527, expected range: -8.5418 6.8505
Severe: rms_fgdepar=15.8605, expected range: 0.0000 7.9913
BUFR LAND SYNOP 2M TEMPERATURE (K) 02149 : out of range
Severe: avg_fgdepar=-12.0381, expected range: -3.7585 1.6205
Severe: rms_fgdepar=12.0809, expected range: 0.0000 4.6313
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=213.0000, expected range: 912.1681 1854.6554
Considerable: obs_number=172.0000, expected range: 213.2731 248.1019
LAND TEMP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=59.0000, expected range: 35.7107 50.1716
Considerable: obs_number=104.0000, expected range: 84.9559 93.9853
rh2m
AUTOMATIC LAND SYNOP RH2M (%) 12660 : out of range
Severe: rms_fgdepar=34.7722, expected range: 0.0000 17.5926
MANUAL LAND SYNOP RH2M (%) 11934 : out of range
Severe: rms_fgdepar=36.0133, expected range: 0.0000 19.3114
MANUAL LAND SYNOP RH2M (%) 11918 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=36.5156, expected range: 0.0000 14.5742
All MANUAL LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 29.06 387.32