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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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

atms
NOAA20 ATMS RADIANCES CHANNEL 13 : out of range
2 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.4961, expected range: -0.4541 -0.4364
Geostationary CSR
All GOES-16 ABI ALL CHANNELS Global : all data missing
Severe: obs_number=0, expected range: 57455.58 83100.42
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=0.7877, expected range: 0.1707 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=-1.5766, expected range: -1.8329 -1.7512
Severely_persistent: avg_biascorr=-1.6127, expected range: -1.8939 -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=-9.3815, expected range: -14.9889 1.4020
Severely_persistent: rms_fgdepar=9.9341, expected range: 0.0000 14.5000
Severely_persistent: avg_pge=0.8765, expected range: 0.2381 0.7500
LAND TEMP TEMPERATURE (K) 30758 PRESSURE LAYER 900-1200 (HPA) : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8465, expected range: -0.4596 0.7500
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 76 : all data missing
Severely_persistent: obs_number=0, expected range: 47.72 467.12
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 685.98
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severely_persistent: obs_number=0, expected range: 81.77 112.73
All HIGH RESO SEA TEMP ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 20.00 428.06
All BUFR TEMP DESCENT ALL LAYERS Tropics : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 327.21
All BUFR TEMP DESCENT ALL LAYERS South Atlantic : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 266.89
LAND TEMP Q (G/KG) 76654 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=5.7784, expected range: 0.2227 3.1557
LAND TEMP TEMPERATURE (K) 21824 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=-10.5109, expected range: -1.3559 0.5106
Severe: rms_fgdepar=10.5332, expected range: 0.0000 2.2597
Severe: avg_pge=0.9057, expected range: -0.3455 0.4630
LAND TEMP TEMPERATURE (K) 25703 PRESSURE LAYER 900-1200 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8034, expected range: -0.2582 0.7500
LAND TEMP TEMPERATURE (K) 24947 PRESSURE LAYER 900-1200 (HPA) : out of range
Severe: rms_fgdepar=9.9226, expected range: 0.0000 11.5845
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 48 : all data missing
Severe: obs_number=0, expected range: 37.23 296.71
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 87 : all data missing
Severe: obs_number=0, expected range: 60.97 465.91
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
Considerable: obs_number=480.0000, expected range: 338.1765 423.3235
HIGH RESO SEA TEMP WIND VECTOR DIFF (M/S) (2 pressure layers affected) : out of range
Considerable: rms_fgdepar=9.3912, expected range: 1.6873 6.3343
amdar
ADS-C WIND VECTOR DIFF (M/S) 4YHSTXRA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=20.9898, expected range: 0.0000 9.5640
ADS-C WIND VECTOR DIFF (M/S) T2GKVZZA PRESSURE LAYER 0-300 (HPA) : out of range
Severe: rms_fgdepar=21.1479, expected range: 0.0000 12.0940
airep
AIREP WIND VECTOR DIFF (M/S) BAW297 PRESSURE LAYER 0-300 (HPA) : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=21.3412, expected range: 0.0000 15.5554
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 41255 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8883, expected range: 0.3068 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=0.8442, expected range: 0.6505 0.7500
MANUAL LAND SYNOP RH2M (%) 68192 : out of range
Severe: rms_fgdepar=47.2382, expected range: 0.0000 39.1577
Severe: avg_pge=0.9988, expected range: -0.7085 0.7500
MANUAL LAND SYNOP RH2M (%) 62019 : out of range
Severe: rms_fgdepar=32.0141, expected range: 0.0000 8.8572
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 67241 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=354.9145, expected range: 0.0000 188.3587
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 78795 : out of range
Severe: avg_pge=0.8440, expected range: -0.9845 0.7500
All MANUAL LAND SYNOP WMO BLOCK 35 : all data missing
Severe: obs_number=0, expected range: 164.21 239.34
BUFR LAND SYNOP RH2M (%) 14014 : out of range
Severe: avg_fgdepar=50.8837, expected range: -38.1445 68.8900
Severe: rms_fgdepar=51.9260, expected range: 0.0000 67.4000
BUFR LAND SYNOP RH2M (%) _7056205 : out of range
Severe: rms_fgdepar=50.8732, expected range: 0.0000 69.4153
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=496.0000, expected range: 1675.0242 1765.7258
Considerable: obs_number=549.0000, expected range: 630.0329 677.4671
Considerable: obs_number=174.0000, expected range: 235.3333 255.3333
BUFR LAND SYNOP SURFACE PRESSURE (PA) 94834 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-517.2360, expected range: -66.2680 78.9976
Severe: rms_fgdepar=517.2360, expected range: 0.0000 53.6990
Severe: avg_pge=0.8901, expected range: 0.0000 0.0000
BUFR LAND SYNOP SURFACE PRESSURE (PA) 14545 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=515.6409, expected range: -177.6216 976.2217
Severe: rms_fgdepar=515.6409, expected range: 0.0000 976.2217
BUFR LAND SYNOP SURFACE PRESSURE (PA) 13578 : out of range
Severe: rms_fgdepar=640.5896, expected range: 0.0000 223.9924
AUTOMATIC LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=72.0000, expected range: 76.7978 83.8689
Severe: obs_number=194.0000, expected range: 1354.4820 1481.8709
Considerable: obs_number=4381.0000, expected range: 5399.6117 6161.3295
Considerable: obs_number=2986.0000, expected range: 3987.2913 4721.8198
Considerable: obs_number=171.0000, expected range: 294.3410 381.0708
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
Considerable: obs_number=125.0000, expected range: 182.1662 238.0838
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ4 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=527.9521, expected range: 0.0000 2269.7894
BUFR SHIP SYNOP SURFACE PRESSURE (PA) AUYL : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=591.8300, expected range: -1333.2527 1925.3959
Severely_persistent: rms_fgdepar=591.8300, expected range: 0.0000 1683.1934
Severely_persistent: avg_pge=0.8387, expected range: -1.6601 0.7500
SHIP SURFACE PRESSURE (PA) C6LG6 : out of range
Severe: rms_fgdepar=317.5371, expected range: 0.0000 152.2441
BUFR SHIP SYNOP SURFACE PRESSURE (PA) TBWUK70 : out of range
Severe: rms_fgdepar=400.3098, expected range: 0.0000 88.2839
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6CN5 : out of range
Severe: avg_fgdepar=547.5288, expected range: -369.8463 428.6164
Severe: rms_fgdepar=636.3282, expected range: 0.0000 670.5407
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5ZQ6 : out of range
Severe: avg_fgdepar=612.4192, expected range: 402.4235 893.5516
Severe: rms_fgdepar=612.4365, expected range: 402.4347 893.6935
BUFR SHIP SYNOP SURFACE PRESSURE (PA) KFMV : out of range
Severe: avg_fgdepar=565.3189, expected range: -410.8695 405.4601
Severe: rms_fgdepar=818.9581, expected range: 0.0000 374.5030
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) KRAU : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=16.9322, expected range: 0.0000 15.9682
Severe: avg_pge=0.8899, expected range: -0.4994 0.7500
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402590 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8858, expected range: -1.4087 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2300593 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8298, expected range: 0.7586 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301564 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-522.8595, expected range: -933.1065 981.9531
Severely_persistent: rms_fgdepar=538.6890, expected range: -835.8919 1170.7974
Severely_persistent: avg_pge=0.8845, expected range: -1.3454 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 0022955 : out of range
27 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=610.9799, expected range: 224.6106 689.4322
Severely_persistent: rms_fgdepar=611.8010, expected range: 146.3841 798.1114
DRIFTING BUOYS SURFACE PRESSURE (PA) 6501685 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8669, expected range: -1.4458 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402718 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8464, expected range: -1.5565 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 2101539 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8688, expected range: -0.6391 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4401849 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8260, expected range: -0.6513 0.7500
MOORED BUOYS SURFACE PRESSURE (PA) 4100024 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=459.0042, expected range: 0.0000 215.8270
Severe: avg_pge=0.8630, expected range: -0.3810 0.7015
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402591 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-532.9586, expected range: -299.6343 337.8880
Severe: rms_fgdepar=551.2288, expected range: 0.0000 311.1485
Severe: avg_pge=0.8812, expected range: -0.6972 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4402726 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-524.5385, expected range: -437.2819 382.6979
Severe: rms_fgdepar=532.2054, expected range: -398.8859 553.8766
Severe: avg_pge=0.8821, expected range: -0.6450 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 6402587 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-582.4973, expected range: -514.2976 567.2189
Severe: rms_fgdepar=595.8296, expected range: -525.6037 671.1062
Severe: avg_pge=0.8847, expected range: -0.9753 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=471.0000, expected range: 696.9069 981.7598
metar
AUTOMATIC METAR SURFACE PRESSURE (PA) ENUN : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=582.3600, expected range: -1846.8690 1584.8782
Severely_persistent: rms_fgdepar=583.0518, expected range: 0.0000 1237.4369
AUTOMATIC METAR SURFACE PRESSURE (PA) EGRT : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8056, expected range: -0.6891 0.7500
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=-1032.9342, expected range: -1138.6314 -923.0974
Severely_persistent: rms_fgdepar=1033.1037, expected range: 924.1056 1138.5799
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=516.1344, expected range: -634.3392 1429.2501
Severely_persistent: rms_fgdepar=517.2089, expected range: 0.0000 1251.2079
Severely_persistent: avg_pge=0.8132, expected range: -0.3418 0.7500
METAR SURFACE PRESSURE (PA) MMCB : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=349.1707, expected range: 0.0000 128.8256
METAR SURFACE PRESSURE (PA) LBWB : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-891.5128, expected range: -679.0866 583.9034
Severe: rms_fgdepar=891.5402, expected range: 0.0000 281.4422
Severe: avg_pge=0.8913, expected range: -1.0881 0.7500
gbrad
All GROUND-BASED RADAR Global : all data missing
Severe: obs_number=0, expected range: 0.00 6197.71
snow
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=-81.6566, expected range: -103.0312 -70.0057
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=81.6634, expected range: 70.0412 103.0297
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=-60.6466, expected range: -86.0284 -40.6245
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=60.6784, expected range: 40.7189 85.9893
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-51.8611, expected range: -59.0746 -42.5334
BUFR LAND SYNOP SNOW (CM) _MI14C63 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=51.8633, expected range: 42.5424 59.0822
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=-75.3150, expected range: -106.1486 -52.3435
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=75.3178, expected range: 52.4307 106.1210
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=-85.7532, expected range: -114.4564 -66.4241
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=85.7630, expected range: 66.5756 114.3829
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=-66.5468, expected range: -97.1800 -48.2521
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=66.5522, expected range: 48.3290 97.1510
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=-55.6254, expected range: -84.7715 -36.0809
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=55.6276, expected range: 36.1406 84.7590
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=-115.5978, expected range: -129.0289 -48.4685
Severely_persistent: rms_fgdepar=115.6001, expected range: 48.5740 129.0317
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=-70.0336, expected range: -80.7121 -60.7474
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=70.0379, expected range: 60.7935 80.7151
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=60.1368, expected range: 32.7661 77.9740
BUFR LAND SYNOP SNOW (CM) _MI11CE6 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=60.1384, expected range: 32.5805 78.2402
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=-52.6473, expected range: -57.8618 -49.3647
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=52.6629, expected range: 49.3853 57.8671
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=-72.2381, expected range: -95.1639 -50.3307
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=72.2483, expected range: 50.3672 95.1608
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=57.7307, expected range: 42.3947 76.6700
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=57.7547, expected range: 42.4338 76.7192
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-63.3519, expected range: -60.8748 -36.8374
BUFR LAND SYNOP SNOW (CM) _MI1BF39 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=63.3520, expected range: 36.8414 60.8740
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=-68.6039, expected range: -102.4439 -40.8668
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=68.6063, expected range: 40.9449 102.4343
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=-53.5658, expected range: -66.7095 -43.0110
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=53.5658, expected range: 43.1967 66.5834
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=-74.1780, expected range: -107.6652 -45.8317
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=74.1800, expected range: 45.9044 107.6398
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=-56.3806, expected range: -91.0727 -29.7481
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=56.4018, expected range: 29.8055 91.0808
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=-78.1691, expected range: -92.1030 -75.4189
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=78.1788, expected range: 75.4257 92.1065
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=-68.0303, expected range: -108.0228 -27.5513
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=68.0341, expected range: 27.6487 107.9867
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=-70.7615, expected range: -82.9863 -53.0298
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=70.7668, expected range: 53.1123 82.9741
MANUAL LAND SYNOP SNOW (CM) 72528 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=20.6095, expected range: 0.0000 1.3962
BUFR LAND SYNOP SNOW (CM) 01147 : out of range
Severe: avg_fgdepar=119.8906, expected range: -11.4335 4.7244
Severe: rms_fgdepar=119.8906, expected range: 0.0000 11.3357
t2m
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.6448, expected range: -22.4956 7.2614
Severely_persistent: rms_fgdepar=15.6499, expected range: 0.0000 21.1825
METAR 2M TEMPERATURE (K) LTCB : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=17.5430, expected range: 10.8234 22.0114
Severely_persistent: rms_fgdepar=17.6173, expected range: 10.8826 22.0278
BUFR LAND SYNOP 2M TEMPERATURE (K) 04112 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.4299, expected range: -22.7251 -7.4311
Severely_persistent: rms_fgdepar=12.6570, expected range: 7.5524 22.7732
BUFR LAND SYNOP 2M TEMPERATURE (K) 17046 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8849, expected range: -23.1368 6.8001
Severely_persistent: rms_fgdepar=15.8899, expected range: 0.0000 21.7845
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=-13.8642, expected range: -17.0328 -11.6470
Severely_persistent: rms_fgdepar=14.2429, expected range: 11.9000 17.1647
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=12.1649, expected range: 7.1518 20.3288
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Severe: obs_number=187.0000, expected range: 1382.7402 1462.2010
Considerable: obs_number=4421.0000, expected range: 5635.0318 6108.4976
Considerable: obs_number=2974.0000, expected range: 4156.3317 4622.4918
Considerable: obs_number=145.0000, expected range: 212.2201 247.7799
Considerable: obs_number=172.0000, expected range: 305.6821 367.4944
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.6427, expected range: -10.8552 6.6956
Severe: rms_fgdepar=17.6569, expected range: 0.0000 11.7091
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
Severe: avg_fgdepar=-13.0430, expected range: -6.2254 6.9054
Severe: rms_fgdepar=13.1343, expected range: 0.0000 5.6990
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
Severe: avg_fgdepar=-13.3513, expected range: -10.3726 5.8727
Severe: rms_fgdepar=13.4603, expected range: 0.0000 11.6749
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-13.0005, expected range: -10.1762 6.5132
Severe: rms_fgdepar=13.0005, expected range: 0.0000 9.6724
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8349, expected range: -12.3599 8.0534
Severe: rms_fgdepar=12.8518, expected range: 0.0000 12.5604
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3305, expected range: -11.7573 8.7965
Severe: rms_fgdepar=12.3650, expected range: 0.0000 12.8473
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: avg_fgdepar=-12.1497, expected range: -11.8445 8.3508
Severe: rms_fgdepar=12.2084, expected range: 0.0000 11.3184
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70251 : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=-16.4292, expected range: -14.1645 15.3711
Severe: rms_fgdepar=16.4292, expected range: 0.0000 13.9343
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3435, expected range: -3.8929 2.7488
Severe: rms_fgdepar=14.0359, expected range: 0.0000 4.0822
MANUAL LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-12.4873, expected range: -10.8239 6.5770
Severe: rms_fgdepar=12.4873, expected range: 0.0000 8.8679
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22913 : out of range
Severe: rms_fgdepar=10.8081, expected range: 0.0000 3.6899
MANUAL LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.0971, expected range: -19.0515 6.2902
Severe: rms_fgdepar=12.2496, expected range: 0.0000 18.4280
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
Severe: rms_fgdepar=12.0870, expected range: 0.0000 13.2490
MANUAL LAND SYNOP 2M TEMPERATURE (K) 32165 : out of range
Severe: rms_fgdepar=10.8021, expected range: 0.0000 1.2886
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24606 : out of range
Severe: avg_fgdepar=-12.6276, expected range: -12.4521 3.3025
Severe: rms_fgdepar=12.6609, expected range: 0.0000 12.5429
METAR 2M TEMPERATURE (K) KCHA : out of range
Severe: rms_fgdepar=11.7388, expected range: 0.1701 4.2124
METAR 2M TEMPERATURE (K) PATK : out of range
Severe: avg_fgdepar=-14.9712, expected range: -11.4579 13.0117
Severe: rms_fgdepar=14.9941, expected range: 0.0000 12.6898
BUFR LAND SYNOP 2M TEMPERATURE (K) 02110 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-17.6883, expected range: -10.9241 6.6638
Severe: rms_fgdepar=17.7009, expected range: 0.0000 11.7913
BUFR LAND SYNOP 2M TEMPERATURE (K) 02121 : out of range
Severe: avg_fgdepar=-13.0882, expected range: -6.2725 6.8462
Severe: rms_fgdepar=13.1809, expected range: 0.0000 5.7141
BUFR LAND SYNOP 2M TEMPERATURE (K) 70251 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.5909, expected range: -14.7298 14.7817
Severe: rms_fgdepar=13.9097, expected range: 0.0000 14.2710
BUFR LAND SYNOP 2M TEMPERATURE (K) 02081 : out of range
Severe: avg_fgdepar=-13.3767, expected range: -10.4211 5.8197
Severe: rms_fgdepar=13.4861, expected range: 0.0000 11.7362
BUFR LAND SYNOP 2M TEMPERATURE (K) 22912 : out of range
Severe: avg_fgdepar=-13.3702, expected range: -3.9187 2.6910
Severe: rms_fgdepar=14.0608, expected range: 0.0000 4.0908
BUFR LAND SYNOP 2M TEMPERATURE (K) 72772 : out of range
Severe: avg_fgdepar=-12.3535, expected range: -9.6562 5.7304
Severe: rms_fgdepar=12.3616, expected range: 0.0000 8.8349
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=-12.7492, expected range: -17.3515 5.3982
Severe: rms_fgdepar=12.9344, expected range: 0.0000 16.9932
BUFR LAND SYNOP 2M TEMPERATURE (K) 17104 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1471, expected range: -19.1015 6.2402
Severe: rms_fgdepar=12.2990, expected range: 0.0000 18.5319
BUFR LAND SYNOP 2M TEMPERATURE (K) 72464 : out of range
Severe: avg_fgdepar=-12.0177, expected range: -7.4898 4.6972
Severe: rms_fgdepar=12.0177, expected range: 0.0000 8.1485
BUFR LAND SYNOP 2M TEMPERATURE (K) 24525 : out of range
Severe: avg_fgdepar=-12.0236, expected range: -13.8645 4.1057
Severe: rms_fgdepar=12.1389, expected range: 0.0000 13.3281
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.1815, expected range: -12.2527 7.2896
BUFR LAND SYNOP 2M TEMPERATURE (K) _FI06435 : out of range
4 times in the last 10 days for at least one item
Severe: rms_fgdepar=12.2109, expected range: 0.0000 13.3585
BUFR LAND SYNOP 2M TEMPERATURE (K) 02245 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9118, expected range: -12.4242 8.0092
Severe: rms_fgdepar=12.9280, expected range: 0.0000 12.6352
BUFR LAND SYNOP 2M TEMPERATURE (K) 02055 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.3712, expected range: -11.8322 8.7686
Severe: rms_fgdepar=12.4047, expected range: 0.0000 12.9574
BUFR LAND SYNOP 2M TEMPERATURE (K) 24606 : out of range
Severe: avg_fgdepar=-12.6997, expected range: -12.5756 3.2826
Severe: rms_fgdepar=12.7329, expected range: 0.0000 12.6711
BUFR LAND SYNOP 2M TEMPERATURE (K) 01047 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.8365, expected range: -10.8513 7.5478
Severe: rms_fgdepar=13.8378, expected range: 0.0000 11.7009
BUFR LAND SYNOP 2M TEMPERATURE (K) 48928 : out of range
Severe: avg_fgdepar=12.8910, expected range: -0.4651 5.8046
Severe: rms_fgdepar=12.8910, expected range: 0.0000 6.2271
BUFR LAND SYNOP 2M TEMPERATURE (K) 01058 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5585, expected range: -9.9998 6.3037
Severe: rms_fgdepar=14.6169, expected range: 0.0000 11.1601
BUFR LAND SYNOP 2M TEMPERATURE (K) 02119 : out of range
Severe: avg_fgdepar=-12.1183, expected range: -11.8993 8.2971
Severe: rms_fgdepar=12.1782, expected range: 0.0000 11.3956
MANUAL LAND SYNOP 2M TEMPERATURE (K) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=55.0000, expected range: 218.0099 308.3901
Considerable: obs_number=171.0000, expected range: 232.7417 293.5916
LAND TEMP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=63.0000, expected range: 35.4273 50.9938
Considerable: obs_number=102.0000, expected range: 83.7532 94.2468
rh2m
All AUTOMATIC LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 1861.19 1925.28
MANUAL LAND SYNOP RH2M (%) 11918 : out of range
Severe: rms_fgdepar=34.9873, expected range: 0.0000 15.1452
All MANUAL LAND SYNOP WMO BLOCK 71 : all data missing
Severe: obs_number=0, expected range: 192.16 242.84
MANUAL LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=174.0000, expected range: 242.7352 265.7912
Considerable: obs_number=54.0000, expected range: 173.9796 331.6674
BUFR LAND SYNOP RH2M (%) : out of range
2 times in the last 10 days for at least one item
Considerable: obs_number=54.0000, expected range: 100.5622 191.9084