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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-07 00:00

cris
NOAA20 CRIS RADIANCES CHANNEL 64 : out of range
Considerable: obs_number=2012.0000, expected range: 2097.7973 2379.9527
NOAA20 CRIS RADIANCES CHANNEL 66 : out of range
Considerable: obs_number=1987.0000, expected range: 2084.6056 2386.7694
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3364, expected range: -0.3049 -0.2760
gpsro
COSMIC2-E6 GPSRO RISING HEIGHT 2-4 KM : out of range
Slight: stdev_norm_fgdepar=1.1800, expected range: 0.9167 1.1105
Atmospheric Motion Vector
All NOAA-19 AVHRR IR ALL LAYERS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1103.32
METOP-C AMV IR WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: obs_number=45.0000, expected range: 209.8445 229.3667
All NOAA-18 AVHRR IR ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 0.00 864.44
METEOSAT-11 AMV IR3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 600-900 (HPA : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1819.0000, expected range: 314.4483 1182.0517
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 57158.94 83518.44
mwri
FY-3D MWRI RADIANCES CHANNEL 3 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.7554, expected range: 0.6375 0.6976
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.4569, expected range: 0.2031 0.3333
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-1.6220, expected range: -1.8929 -1.8391
Radiosondes
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 0-300 (HPA) : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8286, expected range: -0.9045 0.7500
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=-16.4864, expected range: -19.2034 5.7002
Severely_persistent: rms_fgdepar=16.7591, expected range: 0.0000 19.6310
Severely_persistent: avg_pge=0.9401, expected range: 0.0203 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 35.43 305.77
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) 24959 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8919, expected range: -0.4501 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 74794 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=15.9898, expected range: 0.0000 8.6933
HIGH RESO LAND TEMP TEMPERATURE (K) 51644 PRESSURE LAYER 900-1200 (HPA : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8779, expected range: -0.5762 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=221.0000, expected range: 56.8226 143.1774
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=377.0000, expected range: 430.2726 497.9774
Considerable: obs_number=845.0000, expected range: 729.2483 771.2517
amdar
AMDAR WIND VECTOR DIFF (M/S) LAN706 PRESSURE LAYER 0-300 (HPA) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8437, expected range: -1.2810 0.7500
AMDAR TEMPERATURE (K) 00000271 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=8.3354, expected range: 0.0000 2.9932
Severe: avg_pge=0.8319, expected range: -0.4589 0.7500
AMDAR WIND VECTOR DIFF (M/S) 00040369 PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8558, expected range: -0.5581 0.7500
WIGOS AMDAR TEMPERATURE (K) EU0159 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=6.0213, expected range: 0.0000 1.8215
WIGOS AMDAR Q (G/KG) GUBXOCRA PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=2.4032, expected range: 0.0000 0.5459
ADS-C WIND VECTOR DIFF (M/S) RYZVAMJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.6142, expected range: 0.0000 23.2829
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
Considerable: rms_fgdepar=10.9148, expected range: 1.9058 7.7203
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 43110 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=18.4274, expected range: 0.0000 9.9609
LAND PILOT WIND VECTOR DIFF (M/S) 96655 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=18.2535, expected range: 0.0000 9.8081
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9031, expected range: -0.0894 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40030 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8093, expected range: -1.4715 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21802 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-596.9361, expected range: -235.4595 265.2673
Severely_persistent: rms_fgdepar=598.1242, expected range: -346.2549 510.7249
Severely_persistent: avg_pge=0.9010, expected range: -1.1785 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8055, expected range: 0.6296 0.7500
BUFR LAND SYNOP RH2M (%) 94422 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=52.9363, expected range: 27.0411 78.0961
Severely_persistent: rms_fgdepar=52.9363, expected range: 27.0411 78.0961
BUFR LAND SYNOP RH2M (%) 95626 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9990, expected range: -1.2712 0.7500
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 18200 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.8435, expected range: 0.2609 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 86210 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8044, expected range: -0.5624 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40080 : out of range
Severe: rms_fgdepar=402.5406, expected range: 0.0000 279.9742
Severe: avg_pge=0.8347, expected range: -0.9998 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 82571 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8316, expected range: -1.1497 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40893 : out of range
Severe: avg_fgdepar=-509.5357, expected range: -325.4933 224.2570
Severe: rms_fgdepar=648.5992, expected range: 0.0000 241.4590
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=136.0000, expected range: 197.0239 208.9761
Severe: obs_number=110.0000, expected range: 166.5730 170.9826
MANUAL LAND SYNOP RH2M (%) 40710 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=52.1651, expected range: -41.6429 118.2480
Severe: rms_fgdepar=52.1651, expected range: 0.0000 118.2480
MANUAL LAND SYNOP RH2M (%) 64750 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9944, expected range: -1.6249 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=456.0000, expected range: 1635.6328 1719.1172
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16480 : out of range
Severe: avg_fgdepar=561.9178, expected range: -326.2415 46.1295
Severe: rms_fgdepar=731.0785, expected range: 0.0000 333.0723
Severe: avg_pge=0.8326, expected range: -0.2330 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 27271 : out of range
Severe: rms_fgdepar=513.6741, expected range: 0.0000 107.4283
BUFR LAND SYNOP SURFACE PRESSURE (PA) 48462 : out of range
Severe: rms_fgdepar=369.9132, expected range: 0.0000 63.6913
BUFR LAND SYNOP RH2M (%) 60160 : out of range
Severe: avg_fgdepar=55.0505, expected range: -67.9927 80.0741
Severe: rms_fgdepar=55.0505, expected range: 0.0000 57.9321
Severe: avg_pge=0.8832, expected range: -0.1412 0.1700
BUFR LAND SYNOP RH2M (%) 94411 : out of range
Severe: rms_fgdepar=31.1436, expected range: 0.0000 16.5200
BUFR LAND SYNOP RH2M (%) 94622 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.9992, expected range: -1.8680 0.7500
BUFR LAND SYNOP RH2M (%) 60253 : out of range
Severe: avg_fgdepar=51.5448, expected range: -26.0571 74.4469
Severe: rms_fgdepar=51.5448, expected range: 0.0000 74.4469
Severe: avg_pge=0.8256, expected range: -0.3656 0.4735
BUFR LAND SYNOP RH2M (%) 06799 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-58.5002, expected range: -82.1506 55.0180
Severe: rms_fgdepar=58.5002, expected range: 0.0000 73.9504
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=410.0000, expected range: 478.9496 526.3837
BUFR LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=57.0000, expected range: 81.0000 81.0000
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ4 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-957.8173, expected range: -2699.8153 2069.2805
Severely_persistent: rms_fgdepar=957.8173, expected range: 0.0000 2333.4285
Severely_persistent: avg_pge=0.9125, expected range: -1.3815 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUMDE48 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.6738, expected range: 0.0000 15.5579
Severe: avg_pge=0.8954, expected range: -1.0313 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) ZCEV9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=38.6927, expected range: -0.9909 9.9068
Severe: rms_fgdepar=38.6927, expected range: 0.0000 11.0623
Severe: avg_pge=0.9574, expected range: -0.6679 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6TQ3 : out of range
Severe: rms_fgdepar=672.5874, expected range: 0.0000 252.8025
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 2HFZ6 : out of range
Severe: avg_fgdepar=539.9212, expected range: -67.3507 214.2101
Severe: rms_fgdepar=539.9212, expected range: 0.0000 193.7679
Severe: avg_pge=0.8152, expected range: -0.3341 0.3866
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301564 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8055, expected range: -1.3908 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=618.7971, expected range: 219.2747 690.4486
Severely_persistent: rms_fgdepar=621.7446, expected range: 135.6367 806.0216
DRIFTING BUOYS SURFACE PRESSURE (PA) 5201718 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8579, expected range: -0.4313 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8154, expected range: -0.6539 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=521.0228, expected range: -150.7493 161.7843
Severe: rms_fgdepar=579.0247, expected range: 0.0000 135.4583
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8414, expected range: 0.7581 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202636 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=443.5484, expected range: 0.0000 370.9119
Severe: avg_pge=0.8510, expected range: -0.8426 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402656 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=527.0448, expected range: 57.9933 519.6947
Severe: avg_pge=0.8262, expected range: 0.1297 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101828 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=491.9888, expected range: 0.0000 141.8880
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402589 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=447.9565, expected range: 0.0000 240.4208
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=465.0000, expected range: 709.1793 975.1736
metar
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=-1013.1649, expected range: -1140.0588 -924.2294
Severely_persistent: rms_fgdepar=1013.5351, expected range: 925.2899 1139.9605
AUTOMATIC METAR SURFACE PRESSURE (PA) EGSY : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=652.3914, expected range: -628.1834 1446.0883
Severely_persistent: rms_fgdepar=653.2476, expected range: 0.0000 1234.9053
METAR SURFACE PRESSURE (PA) LBWB : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-888.6453, expected range: -726.3982 614.9383
Severe: rms_fgdepar=888.9246, expected range: 0.0000 283.8023
Severe: avg_pge=0.8951, expected range: -1.1148 0.7500
METAR SURFACE PRESSURE (PA) OIZJ : out of range
Severe: avg_fgdepar=-600.6052, expected range: -382.3040 299.5138
Severe: rms_fgdepar=741.8055, expected range: 0.0000 347.8263
METAR SURFACE PRESSURE (PA) LICO : out of range
Severe: avg_fgdepar=904.6963, expected range: -249.4193 21.0751
Severe: rms_fgdepar=904.9582, expected range: 0.0000 260.8859
Severe: avg_pge=0.8881, expected range: -0.4097 0.7233
METAR SURFACE PRESSURE (PA) SKVV : out of range
Severe: rms_fgdepar=382.7734, expected range: 0.0000 160.3530
METAR SURFACE PRESSURE (PA) SCCY : out of range
Severe: rms_fgdepar=373.5540, expected range: 0.0000 194.8307
gbrad
All GROUND-BASED RADAR Global : all data missing
Severe: obs_number=0, expected range: 0.00 6197.71
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=-106.8371, expected range: -111.4511 -72.6588
Severely_persistent: rms_fgdepar=106.8371, expected range: 72.6588 111.4511
MANUAL LAND SYNOP SNOW (CM) 11110 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-77.9752, expected range: -88.8695 -56.7899
Severely_persistent: rms_fgdepar=77.9752, expected range: 56.2161 82.7168
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=61.1876, expected range: 57.4406 70.8283
Severely_persistent: rms_fgdepar=61.1876, expected range: 57.4406 70.8283
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=-133.8068, expected range: -126.1578 -98.1393
Severely_persistent: rms_fgdepar=133.8068, expected range: 98.1393 126.1578
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=-83.0445, expected range: -103.6125 -69.7338
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=83.0486, expected range: 69.7719 103.6099
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-58.6555, expected range: -86.8368 -40.1975
BUFR LAND SYNOP SNOW (CM) _MI13B42 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=58.6611, expected range: 40.2967 86.7947
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.7724, expected range: -59.1245 -42.2668
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.7785, expected range: 42.2752 59.1336
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=-74.7993, expected range: -107.1097 -51.6305
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=74.8042, expected range: 51.7223 107.0805
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=-85.3322, expected range: -115.2745 -66.1424
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=85.3326, expected range: 66.3052 115.1943
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=61.3356, expected range: 57.5445 70.9543
Severely_persistent: rms_fgdepar=61.3356, expected range: 57.5445 70.9543
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=-52.3198, expected range: -63.9465 -45.7213
Severely_persistent: rms_fgdepar=52.3198, expected range: 45.7213 63.9465
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=-65.7733, expected range: -97.8678 -48.3550
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=65.7747, expected range: 48.4396 97.8337
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-56.0044, expected range: -85.6244 -35.7005
BUFR LAND SYNOP SNOW (CM) _MI11375 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=56.0067, expected range: 35.7646 85.6098
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=-115.8909, expected range: -121.9744 -51.9995
Severely_persistent: rms_fgdepar=115.8910, expected range: 52.0926 121.9962
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=-69.0110, expected range: -81.0595 -60.4498
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=69.0130, expected range: 60.4986 81.0625
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.0843, expected range: 37.1808 70.9515
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.0870, expected range: 36.8828 71.3331
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=-53.6503, expected range: -57.8666 -49.2356
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=53.6591, expected range: 49.2559 57.8733
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=-71.4807, expected range: -95.9073 -49.6042
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=71.4827, expected range: 49.6425 95.9045
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=54.1334, expected range: 43.6688 76.4432
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=54.1503, expected range: 43.6848 76.5081
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.7335, expected range: -57.5138 -38.9115
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.7336, expected range: 38.9165 57.5120
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=-68.6437, expected range: -103.5343 -40.0045
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=68.6451, expected range: 40.0873 103.5241
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=-74.4287, expected range: -108.7931 -44.8007
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=74.4333, expected range: 44.8768 108.7671
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.5512, expected range: -92.1162 -28.7897
BUFR LAND SYNOP SNOW (CM) _MI1BB4C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.5572, expected range: 28.8492 92.1242
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-68.5269, expected range: -109.1424 -26.1244
BUFR LAND SYNOP SNOW (CM) _MI1D8AE : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.5311, expected range: 26.2249 109.1068
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=-69.2079, expected range: -83.2058 -52.5083
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=69.2107, expected range: 52.5915 83.1969
MANUAL LAND SYNOP SNOW (CM) 22212 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.5021, expected range: 0.0000 5.5368
MANUAL LAND SYNOP SNOW (CM) 14006 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-65.4538, expected range: -56.2208 -31.3781
Severe: rms_fgdepar=65.4538, expected range: 31.3781 56.2208
MANUAL LAND SYNOP SNOW (CM) 72528 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=32.3631, expected range: 0.0000 1.3962
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7369, expected range: -19.8340 3.1458
Severely_persistent: rms_fgdepar=13.8081, expected range: 0.0000 20.0508
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37609 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.6072, expected range: -31.8358 17.9837
Severely_persistent: rms_fgdepar=14.6111, expected range: 0.0000 27.3038
METAR 2M TEMPERATURE (K) CYDB : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.5787, expected range: -22.0619 15.1520
Severely_persistent: rms_fgdepar=14.5787, expected range: 0.0000 21.9448
METAR 2M TEMPERATURE (K) VECX : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.0002, expected range: 8.5831 16.9534
BUFR LAND SYNOP 2M TEMPERATURE (K) 02890 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2138, expected range: -21.9192 11.2947
Severely_persistent: rms_fgdepar=12.2715, expected range: 0.0000 20.9772
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.3584, expected range: -25.7404 9.3256
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1AF46 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.9980, expected range: 0.0000 25.5441
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.7869, expected range: -19.8840 3.0958
Severely_persistent: rms_fgdepar=13.8578, expected range: 0.0000 20.1070
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=-12.3107, expected range: -17.0981 -11.6803
Severely_persistent: rms_fgdepar=12.4238, expected range: 11.9474 17.2210
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0717, expected range: -25.3131 9.1982
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI18957 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.7341, expected range: 0.0000 25.0492
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Severe: obs_number=204.0000, expected range: 1383.1892 1463.1858
Severe: obs_number=1521.0000, expected range: 1754.5887 1787.6613
Considerable: obs_number=4572.0000, expected range: 5630.4278 6116.9472
Considerable: obs_number=3128.0000, expected range: 4153.7321 4630.3929
Considerable: obs_number=486.0000, expected range: 562.7993 634.5341
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
Severe: avg_fgdepar=-16.3142, expected range: -10.4651 6.7498
Severe: rms_fgdepar=16.3680, expected range: 0.0000 11.0847
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02242 : out of range
Severe: rms_fgdepar=10.3092, expected range: 0.0000 5.3004
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.7582, expected range: -8.5374 5.4647
Severe: rms_fgdepar=13.8321, expected range: 0.0000 9.2327
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7029, expected range: -16.5768 0.9273
Severe: rms_fgdepar=12.7438, expected range: 0.1673 16.1872
MANUAL LAND SYNOP 2M TEMPERATURE (K) 16040 : out of range
Severe: avg_fgdepar=13.0762, expected range: -5.7630 8.2900
Severe: rms_fgdepar=13.0762, expected range: 0.0000 7.0610
MANUAL LAND SYNOP 2M TEMPERATURE (K) 37126 : out of range
Severe: avg_fgdepar=13.3284, expected range: -6.6853 12.4894
Severe: rms_fgdepar=13.3655, expected range: 0.0000 11.6160
MANUAL LAND SYNOP 2M TEMPERATURE (K) 29328 : out of range
Severe: rms_fgdepar=10.4767, expected range: 0.0000 3.2993
METAR 2M TEMPERATURE (K) ESNL : out of range
Severe: avg_fgdepar=-13.5834, expected range: -14.7388 10.0751
Severe: rms_fgdepar=13.5916, expected range: 0.0000 13.9294
METAR 2M TEMPERATURE (K) LIVO : out of range
Severe: avg_fgdepar=13.1262, expected range: -5.0663 7.6712
Severe: rms_fgdepar=13.1333, expected range: 0.0000 6.7372
METAR 2M TEMPERATURE (K) KCPR : out of range
Severe: rms_fgdepar=10.2993, expected range: 0.0000 5.6936
METAR 2M TEMPERATURE (K) ESNV : out of range
Severe: avg_fgdepar=-13.9386, expected range: -12.6775 7.3559
Severe: rms_fgdepar=13.9475, expected range: -6.2268 12.3203
LAND TEMP 2M TEMPERATURE (K) 30372 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3259, expected range: -17.2748 0.8539
Severe: rms_fgdepar=13.3259, expected range: 0.0000 17.2748
LAND TEMP 2M TEMPERATURE (K) 42369 : out of range
Severe: avg_fgdepar=-14.0296, expected range: -2.7358 7.1159
Severe: rms_fgdepar=14.0296, expected range: 0.0000 6.1865
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
Severe: avg_fgdepar=-16.3707, expected range: -10.5302 6.7162
Severe: rms_fgdepar=16.4250, expected range: 0.0000 11.1565
BUFR LAND SYNOP 2M TEMPERATURE (K) 16040 : out of range
Severe: avg_fgdepar=13.0262, expected range: -5.8949 7.9081
Severe: rms_fgdepar=13.0262, expected range: 0.0000 7.0882
BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8625, expected range: -17.6700 5.8010
Severe: rms_fgdepar=12.9183, expected range: 0.0000 17.3205
BUFR LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8398, expected range: -8.5994 5.4192
Severe: rms_fgdepar=13.9114, expected range: 0.0000 9.2958
BUFR LAND SYNOP 2M TEMPERATURE (K) 37126 : out of range
Severe: avg_fgdepar=13.1568, expected range: -6.6711 12.2427
Severe: rms_fgdepar=13.1953, expected range: 0.0000 11.3657
BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
Severe: avg_fgdepar=-12.3469, expected range: -10.6761 7.7394
Severe: rms_fgdepar=12.4765, expected range: 0.0000 10.9262
BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
Severe: avg_fgdepar=-14.0824, expected range: -10.2926 6.4833
Severe: rms_fgdepar=14.3468, expected range: 0.0000 11.3542
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1574B : out of range
Severe: avg_fgdepar=12.0586, expected range: -3.1230 5.6259
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1574B : out of range
Severe: rms_fgdepar=12.1187, expected range: 0.0000 5.5205
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=186.0000, expected range: 252.4486 277.4403
LAND TEMP 2M TEMPERATURE (K) : out of range
Considerable: obs_number=117.0000, expected range: 92.7351 108.5149
Considerable: obs_number=60.0000, expected range: 35.4968 51.1699
Considerable: obs_number=105.0000, expected range: 83.7058 94.4118
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=226.0000, expected range: 246.9543 256.3457
Considerable: obs_number=181.0000, expected range: 253.9828 322.5728
Considerable: obs_number=105.0000, expected range: 138.2829 170.3487
rh2m
AUTOMATIC LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=198.0000, expected range: 1352.5963 1482.9037
Considerable: obs_number=4520.0000, expected range: 5386.7519 6173.1231
Considerable: obs_number=3121.0000, expected range: 3977.3077 4733.5158
Considerable: obs_number=1503.0000, expected range: 1685.1848 1795.4402
All AUTOMATIC LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 1860.89 1926.11
All MANUAL LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 192.30 243.23
LAND TEMP RH2M (%) 74794 : out of range
Severe: rms_fgdepar=33.5820, expected range: 0.0000 16.3933
BUFR LAND SYNOP RH2M (%) _MI1859E : out of range
Severe: rms_fgdepar=32.0225, expected range: 0.0000 15.0953
MANUAL LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=228.0000, expected range: 243.8934 265.1066
Considerable: obs_number=182.0000, expected range: 238.2950 290.1495