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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-01-09 12:00

iasi
METOP-B IASI RADIANCES CHANNEL 3312 : out of range
3 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.2900, expected range: -0.2725 -0.2394
METOP-B IASI RADIANCES (80 channels affected) : out of range
Considerable: obs_number=2587.0000, expected range: 2072.5912 2447.7617
gmi
All GPM GMI ALSKY ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 9443.51 14228.12
mwhs2
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 14 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: obs_number=7150.0000, expected range: 7907.5258 8248.7344
FY-3D MWHS2 ALLSKY RADIANCES CHANNEL 15 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: obs_number=6106.0000, expected range: 6688.3813 6888.6046
atms
NPP ATMS RADIANCES CHANNEL 13 : out of range
3 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.3433, expected range: -0.3049 -0.2651
NOAA20 ATMS RADIANCES CHANNEL 14 : out of range
4 times in the last 10 days for at least one item
Considerable: avg_biascorr=-0.3901, expected range: -0.3615 -0.3129
gpsro
COSMIC2-E6 GPSRO SETTING (23 impact heights affected) : out of range
Considerable: obs_number=1595.0000, expected range: 1908.8676 2921.2501
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 57399.54 82826.03
resat
NOAA-19 SBUV OZONE, TOP PRESSURE LAYER 410-411 (HPA) : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=0.7621, expected range: 0.1008 0.3333
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-11.8502, expected range: -13.6123 0.0005
Severely_persistent: rms_fgdepar=12.0655, expected range: 0.2992 14.6288
Severely_persistent: avg_pge=0.9236, expected range: 0.2553 0.7500
LAND TEMP TEMPERATURE (K) 29862 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8447, expected range: -0.7728 0.7500
LAND TEMP TEMPERATURE (K) 72645 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=6.9278, expected range: 0.0000 2.9321
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=103.0000, expected range: 177.7925 189.0964
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=4.3073, expected range: 0.0000 1.2656
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=273.0000, expected range: 363.0064 380.3269
Considerable: obs_number=156.0000, expected range: 245.6440 291.6060
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 87 : all data missing
Severe: obs_number=0, expected range: 60.97 465.91
amdar
WIGOS AMDAR WIND VECTOR DIFF (M/S) Z4SEIEBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=15.8715, expected range: 0.0000 5.3756
WIGOS AMDAR WIND VECTOR DIFF (M/S) WXFHLDJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=17.6433, expected range: 0.0000 8.9624
WIGOS AMDAR TEMPERATURE (K) IHOICOZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=6.0585, expected range: 0.0000 2.5967
WIGOS AMDAR Q (G/KG) VMSIQ2BA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=5.2710, expected range: 0.0000 2.8528
WIGOS AMDAR Q (G/KG) KLXEOGJA PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=2.5393, expected range: 0.0000 1.3073
ADS-C WIND VECTOR DIFF (M/S) XIFGRBBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.9103, expected range: 0.0000 17.5890
ADS-C WIND VECTOR DIFF (M/S) N50KMEBA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.1011, expected range: 0.0000 12.9207
ADS-C WIND VECTOR DIFF (M/S) GNKBWIBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.8426, expected range: 0.0000 15.3836
ADS-C WIND VECTOR DIFF (M/S) 1HFRTXBA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=18.7780, expected range: 0.0000 8.7744
ADS-C WIND VECTOR DIFF (M/S) QMOZNHJA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=22.3115, expected range: 0.8496 6.9667
ADS-C WIND VECTOR DIFF (M/S) BREZHUJA PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.7266, expected range: 0.0000 16.7014
airep
AIREP WIND VECTOR DIFF (M/S) KLM31 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.4359, expected range: 0.0000 28.2094
AIREP WIND VECTOR DIFF (M/S) RJA263 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=23.1490, expected range: 0.0000 15.4800
AIREP WIND VECTOR DIFF (M/S) BAW72A PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=30.3335, expected range: 0.0000 13.7299
AIREP WIND VECTOR DIFF (M/S) BAW91C PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=30.5532, expected range: 0.0000 29.4895
AIREP WIND VECTOR DIFF (M/S) BAW219V PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=33.7866, expected range: 0.0000 23.9432
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) 03601 PRESSURE LAYER 300-600 : out of range
Severe: avg_fgdepar=25.0055, expected range: -7.2796 16.7274
Severe: rms_fgdepar=25.0055, expected range: 0.0000 16.8371
Severe: avg_pge=0.8987, expected range: -0.4278 0.7500
JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=1553.0000, expected range: 0.0000 880.6380
Considerable: obs_number=1553.0000, expected range: 0.0000 880.6380
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 89809 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8734, expected range: -0.0493 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 31123 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=518.8342, expected range: 179.4244 659.8975
Severely_persistent: rms_fgdepar=518.9495, expected range: 183.3534 658.0540
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=521.7731, expected range: -117.5901 931.7322
Severely_persistent: rms_fgdepar=521.7731, expected range: 0.0000 931.7322
BUFR LAND SYNOP SURFACE PRESSURE (PA) _MI13F3F : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8391, expected range: 0.6035 0.7500
All AUTOMATIC LAND SYNOP WMO BLOCK 17 : all data missing
Severe: obs_number=0, expected range: 116.16 154.06
All AUTOMATIC LAND SYNOP WMO BLOCK 18 : all data missing
Severe: obs_number=0, expected range: 62.79 94.98
MANUAL LAND SYNOP RH2M (%) 38974 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=40.5053, expected range: 0.0000 22.5441
MANUAL LAND SYNOP RH2M (%) 43137 : out of range
Severe: avg_pge=0.8123, expected range: -0.1226 0.1905
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60690 : out of range
Severe: avg_fgdepar=-512.3674, expected range: -60.6453 118.2374
Severe: rms_fgdepar=742.2457, expected range: 0.0000 119.2582
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 62332 : out of range
Severe: rms_fgdepar=567.4765, expected range: 0.0000 179.2118
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 17262 : out of range
Severe: rms_fgdepar=374.8408, expected range: 0.0000 103.6327
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67217 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=312.7420, expected range: 0.0000 116.6375
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43318 : out of range
Severe: avg_fgdepar=555.1939, expected range: -1069.1791 565.8364
Severe: rms_fgdepar=555.1939, expected range: 0.0000 1011.3241
Severe: avg_pge=0.8700, expected range: -1.3160 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42588 : out of range
Severe: avg_pge=0.8127, expected range: -1.1083 0.7500
BUFR LAND SYNOP RH2M (%) 94907 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9808, expected range: -1.9158 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71021 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.6869, expected range: 0.0000 398.5135
Severe: avg_pge=0.8560, expected range: -0.9675 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36061 : out of range
Severe: rms_fgdepar=571.5989, expected range: 0.0000 187.5159
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24671 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8104, expected range: -0.7554 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 30252 : out of range
Severe: avg_pge=0.8008, expected range: -0.9401 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 04373 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=366.3961, expected range: 0.0000 237.5333
Severe: avg_pge=0.8308, expected range: -0.7346 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 28049 : out of range
Severe: rms_fgdepar=453.3191, expected range: 0.0000 237.1476
MANUAL LAND SYNOP RH2M (%) : out of range
Considerable: obs_number=69.0000, expected range: 58.9207 65.3293
ship
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6BQ4 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8834, expected range: 0.0181 0.7500
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46183 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.4105, expected range: 0.0000 6.8638
Severe: avg_pge=0.8893, expected range: -0.4306 0.7500
SHIP SURFACE PRESSURE (PA) TBWUK31 : out of range
Severe: rms_fgdepar=314.6963, expected range: 0.0000 286.2227
Severe: avg_pge=0.8119, expected range: -0.7071 0.7500
SHIP SURFACE PRESSURE (PA) V7DR9 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=869.4931, expected range: -1147.3361 1241.4478
Severe: rms_fgdepar=961.5560, expected range: 0.0000 729.7700
Severe: avg_pge=0.9020, expected range: -0.7406 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9HA3062 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=535.3951, expected range: -1586.4965 1733.9683
Severe: rms_fgdepar=535.3981, expected range: 0.0000 993.0768
Severe: avg_pge=0.8076, expected range: -0.7034 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OYHL2 : out of range
Severe: avg_fgdepar=786.4152, expected range: -1041.8607 828.1360
Severe: rms_fgdepar=786.4152, expected range: -730.1964 986.5427
Severe: avg_pge=0.8769, expected range: -1.6226 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) HP8096 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=527.9777, expected range: 46.7877 625.7629
Severe: rms_fgdepar=532.7434, expected range: 27.0852 659.4186
Severe: avg_pge=0.8154, expected range: 0.3592 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) VRKB8 : out of range
Severe: rms_fgdepar=535.4207, expected range: 0.0000 269.8555
BUFR SHIP SYNOP SURFACE PRESSURE (PA) PBKH : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=521.5633, expected range: 0.0000 198.8251
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8431, expected range: 0.7594 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501676 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8768, expected range: -0.9742 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8185, expected range: -0.1829 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203650 : out of range
Severe: avg_pge=0.8610, expected range: -1.0811 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4802552 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=660.5234, expected range: -268.3451 367.8553
Severe: rms_fgdepar=661.1744, expected range: 0.0000 366.7304
Severe: avg_pge=0.9103, expected range: -0.5748 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4301614 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=320.8867, expected range: 0.0000 104.6365
DRIFTING BUOYS SURFACE PRESSURE (PA) 6203647 : out of range
Severe: rms_fgdepar=354.9197, expected range: 2.2683 227.8946
Severe: avg_pge=0.8045, expected range: -0.3441 0.7500
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRG : out of range
27 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=550.1598, expected range: 170.9961 1658.3737
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=-1031.7261, expected range: -1141.5815 -923.5928
Severely_persistent: rms_fgdepar=1031.9785, expected range: 923.9646 1141.9673
METAR SURFACE PRESSURE (PA) SKPC : out of range
Severe: rms_fgdepar=390.9608, expected range: 0.0000 144.8391
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-54.1048, expected range: -54.8889 -39.6247
Severely_persistent: rms_fgdepar=54.1048, expected range: 39.6247 54.8889
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=-93.9424, expected range: -100.0099 -74.4660
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=93.9517, expected range: 74.4594 100.0401
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=-64.7103, expected range: -77.4602 -53.0605
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=64.7130, expected range: 53.0742 77.4783
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=-60.1177, expected range: -57.9731 -45.5491
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=60.1194, expected range: 45.5593 57.9776
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=-78.2362, expected range: -96.7050 -65.2594
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=78.2503, expected range: 65.2602 96.7429
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=-77.8162, expected range: -109.7871 -73.4986
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=77.8300, expected range: 73.5259 109.7858
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=-67.3961, expected range: -91.8244 -55.9338
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=67.3975, expected range: 55.9269 91.8555
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=-59.1829, expected range: -74.9135 -49.3106
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=59.1888, expected range: 49.3337 74.9253
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=-109.9444, expected range: -139.2345 -53.0289
Severely_persistent: rms_fgdepar=109.9456, expected range: 53.1025 139.2238
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=-89.8404, expected range: -78.2310 -65.1840
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=89.8520, expected range: 65.2062 78.2472
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.9627, expected range: 44.4958 69.3435
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=53.9628, expected range: 44.5009 69.3492
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=-52.2785, expected range: -57.7353 -50.0043
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=52.2880, expected range: 50.0294 57.7364
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=-66.9489, expected range: -82.5548 -67.9236
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=66.9625, expected range: 67.9321 82.5702
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=51.0948, expected range: 43.5178 72.6929
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=51.1220, expected range: 43.5606 72.7111
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.7490, expected range: -72.7193 -31.9964
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
22 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=65.7490, expected range: 32.0012 72.7176
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=-75.6458, expected range: -88.2627 -60.2452
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=75.6599, expected range: 60.2440 88.2999
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.4153, expected range: -61.8905 -50.0134
BUFR LAND SYNOP SNOW (CM) _MI190AB : out of range
34 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=59.4226, expected range: 50.0014 61.9128
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-82.3672, expected range: -94.2843 -64.9643
BUFR LAND SYNOP SNOW (CM) _MI1D33C : out of range
36 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=82.3735, expected range: 64.9434 94.3194
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=-58.9103, expected range: -81.4146 -44.0822
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=58.9224, expected range: 44.0809 81.4542
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=-82.8531, expected range: -92.5366 -73.8889
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=82.8578, expected range: 73.8956 92.5359
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=-77.3896, expected range: -82.1147 -63.3330
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=77.4038, expected range: 63.3403 82.1347
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=-70.0118, expected range: -79.2975 -60.6793
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=70.0229, expected range: 60.6859 79.3186
AUTOMATIC LAND SYNOP SNOW (CM) 71916 : out of range
Severe: rms_fgdepar=19.6086, expected range: 0.0000 8.4730
AUTOMATIC LAND SYNOP SNOW (CM) 71588 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-68.4568, expected range: -44.1910 -26.4366
Severe: rms_fgdepar=68.4568, expected range: 26.4366 44.1910
BUFR LAND SYNOP SNOW (CM) 47039 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=95.6174, expected range: 91.8098 102.6258
Severe: rms_fgdepar=95.6174, expected range: 91.8104 102.6256
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=93.5577, expected range: 91.9027 104.5562
BUFR LAND SYNOP SNOW (CM) _MI196EF : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=93.5577, expected range: 91.9028 104.5561
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0109, expected range: -13.7837 9.5626
Severely_persistent: rms_fgdepar=13.2053, expected range: -7.8525 13.8693
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5698, expected range: -18.6515 13.0349
Severely_persistent: rms_fgdepar=12.6128, expected range: -8.8522 17.6287
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5136, expected range: -14.0205 -7.4032
Severely_persistent: rms_fgdepar=12.5710, expected range: 7.8386 13.9669
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4109, expected range: -18.3548 7.9783
Severely_persistent: rms_fgdepar=12.4845, expected range: 0.0000 16.5168
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0283, expected range: -21.7189 6.1854
Severely_persistent: rms_fgdepar=13.0594, expected range: 0.0000 21.2690
METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=16.8083, expected range: 11.1278 21.3693
Severely_persistent: rms_fgdepar=17.0421, expected range: 11.1768 21.4185
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
24 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.9366, expected range: -21.8717 -6.2513
Severely_persistent: rms_fgdepar=16.9698, expected range: 6.4074 21.8819
BUFR LAND SYNOP 2M TEMPERATURE (K) 01082 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0802, expected range: -16.0169 4.7392
Severely_persistent: rms_fgdepar=15.0970, expected range: 0.0000 15.7059
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5636, expected range: -14.0705 -7.4532
Severely_persistent: rms_fgdepar=12.6207, expected range: 7.8865 14.0171
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4292, expected range: -18.3963 7.9338
Severely_persistent: rms_fgdepar=12.5034, expected range: 0.0000 16.5925
BUFR LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.6284, expected range: -22.0281 5.5202
Severely_persistent: rms_fgdepar=13.6581, expected range: 0.0000 21.6632
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=-13.1000, expected range: -17.0684 -11.4716
Severely_persistent: rms_fgdepar=13.4954, expected range: 11.7048 17.2279
BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.0703, expected range: -20.6385 14.5468
Severely_persistent: rms_fgdepar=13.1422, expected range: -10.6417 19.9618
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5913, expected range: -18.6926 12.9609
Severely_persistent: rms_fgdepar=12.6365, expected range: -8.9212 17.7046
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71231 : out of range
Severe: rms_fgdepar=11.5667, expected range: 0.0000 6.0369
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71525 : out of range
Severe: rms_fgdepar=10.9344, expected range: 0.3140 5.5749
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.2106, expected range: -11.2524 3.2660
Severe: rms_fgdepar=15.2406, expected range: 0.0000 12.2968
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71528 : out of range
Severe: avg_fgdepar=-14.3985, expected range: -6.0398 2.3579
Severe: rms_fgdepar=15.8636, expected range: 0.0000 6.8673
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71788 : out of range
Severe: avg_fgdepar=-12.2323, expected range: -4.1468 1.8569
Severe: rms_fgdepar=13.2928, expected range: 0.0986 4.1864
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71509 : out of range
Severe: rms_fgdepar=15.0917, expected range: 0.0000 6.6641
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: rms_fgdepar=12.0569, expected range: 0.0000 12.2252
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8576, expected range: -16.4680 3.6765
Severe: rms_fgdepar=13.8811, expected range: 0.0000 14.9884
MANUAL LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.4729, expected range: -14.2366 4.4089
Severe: rms_fgdepar=12.5593, expected range: 0.0000 13.0153
MANUAL LAND SYNOP 2M TEMPERATURE (K) 84088 : out of range
Severe: avg_fgdepar=12.1759, expected range: -2.6306 7.5486
Severe: rms_fgdepar=12.1759, expected range: 0.0000 9.6558
METAR 2M TEMPERATURE (K) OPKL : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=16.1208, expected range: -0.9632 13.1734
Severe: rms_fgdepar=16.2003, expected range: 0.5673 12.6878
LAND TEMP 2M TEMPERATURE (K) 72501 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3687, expected range: -2.3447 2.4795
Severe: rms_fgdepar=13.3687, expected range: 0.0000 2.3833
BUFR LAND SYNOP 2M TEMPERATURE (K) 02161 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0565, expected range: -13.8712 9.5414
Severe: rms_fgdepar=13.2493, expected range: -7.9241 13.9705
BUFR LAND SYNOP 2M TEMPERATURE (K) 01023 : out of range
Severe: avg_fgdepar=-12.1013, expected range: -10.6660 8.3594
Severe: rms_fgdepar=12.1406, expected range: 0.3599 8.1900
BUFR LAND SYNOP 2M TEMPERATURE (K) 68825 : out of range
Severe: avg_fgdepar=-15.7159, expected range: -2.3524 4.1141
Severe: rms_fgdepar=15.7159, expected range: 0.0000 3.6773
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
Severe: rms_fgdepar=12.1717, expected range: 0.0000 12.2931
BUFR LAND SYNOP 2M TEMPERATURE (K) 30636 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.1217, expected range: -16.5151 3.6328
Severe: rms_fgdepar=14.1454, expected range: 0.0000 15.0594
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0671, expected range: -14.7623 10.1779
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI01976 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.1341, expected range: 0.0000 13.9958
BUFR LAND SYNOP 2M TEMPERATURE (K) 68527 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.0039, expected range: -3.6108 2.6690
Severe: rms_fgdepar=13.0039, expected range: 0.0000 3.2576
BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-15.4445, expected range: -11.4731 3.3504
Severe: rms_fgdepar=15.4784, expected range: 0.0000 12.5644
BUFR LAND SYNOP 2M TEMPERATURE (K) 30028 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.5295, expected range: -14.2700 4.3610
Severe: rms_fgdepar=12.6159, expected range: 0.0000 13.0910
BUFR LAND SYNOP 2M TEMPERATURE (K) 71528 : out of range
Severe: avg_fgdepar=-14.4833, expected range: -6.0791 2.2894
Severe: rms_fgdepar=15.9224, expected range: 0.0000 6.9033
BUFR LAND SYNOP 2M TEMPERATURE (K) 84088 : out of range
Severe: avg_fgdepar=12.1259, expected range: -1.0584 4.7669
Severe: rms_fgdepar=12.1259, expected range: 0.0000 6.8002
BUFR LAND SYNOP 2M TEMPERATURE (K) 71788 : out of range
Severe: avg_fgdepar=-12.1599, expected range: -4.1987 1.8385
Severe: rms_fgdepar=13.2083, expected range: 0.1598 4.1778
BUFR LAND SYNOP 2M TEMPERATURE (K) 71509 : out of range
Severe: rms_fgdepar=15.0151, expected range: 0.0000 6.6509
BUFR LAND SYNOP 2M TEMPERATURE (K) 02719 : out of range
Severe: avg_fgdepar=-12.4568, expected range: -11.1046 5.9736
Severe: rms_fgdepar=12.5113, expected range: 0.0000 11.9233
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=65.0000, expected range: 114.5631 190.4369
rh2m
METAR RH2M (%) SBFS : out of range
Severe: rms_fgdepar=35.9595, expected range: 0.9958 12.9126