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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2021-01-07 12:00

amsua
All AQUA AMSUA ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 8540.90 10745.77
airs
All AQUA AIRS ALL CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 6342.41 21176.98
mhs
METOP-A MHS ALLSKY RADIANCES CHANNEL 3 : out of range
30 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3461, expected range: 0.1180 0.1500
METOP-A MHS ALLSKY RADIANCES CHANNEL 4 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: stdev_norm_fgdepar=0.3180, expected range: 0.1124 0.1765
gpsro
All COSMIC-6 GPSRO SETTING ALL HEIGHTS Global : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 1254.21
Atmospheric Motion Vector
GOES-17 AMV CLOUDY WV3 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HP : out of range
Considerable: obs_number=938.0000, expected range: 561.5397 762.7103
METEOSAT-11 AMV CLOUDY WV1 WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 : out of range
Slight: stdev_press=43.9082, expected range: 36.0205 41.1662
resat
METOP-B GOME-2 OZONE, TOP PRESSURE LAYER 12-13 (HPA) : out of range
Severe: obs_number=30972.0000, expected range: 51812.1503 58207.0262
Radiosondes
LAND TEMP TEMPERATURE (K) 24266 PRESSURE LAYER 900-1200 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8958, expected range: -1.0402 0.7500
HIGH RESO LAND TEMP TEMPERATURE (K) 51463 PRESSURE LAYER 900-1200 (HPA : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8531, expected range: -1.3309 0.7500
LAND TEMP TEMPERATURE (K) 61291 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=19.2388, expected range: -0.6432 0.6856
Severe: rms_fgdepar=19.2388, expected range: 0.0000 2.5436
Severe: avg_pge=0.9046, expected range: -0.0479 0.0623
LAND TEMP TEMPERATURE (K) 29231 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=7.2779, expected range: 0.0000 5.7244
Severe: avg_pge=0.8148, expected range: -0.6230 0.7500
LAND TEMP WIND VECTOR DIFF (M/S) 61291 (2 pressure layers affected) : out of range
Severe: rms_fgdepar=21.7936, expected range: 1.6060 5.8581
LAND TEMP WIND VECTOR DIFF (M/S) 31873 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: avg_fgdepar=25.5381, expected range: -1.0220 7.3861
Severe: rms_fgdepar=25.5381, expected range: 0.0000 9.5532
Severe: avg_pge=0.9113, expected range: -0.4506 0.7500
LAND TEMP Q (G/KG) 65578 PRESSURE LAYER 900-1200 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=4.0586, expected range: 0.1359 2.0424
HIGH RESO LAND TEMP TEMPERATURE (K) 72235 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=7.0539, expected range: 0.0000 2.5446
HIGH RESO LAND TEMP TEMPERATURE (K) (2 pressure layers affected) : out of range
Severe: obs_number=362.0000, expected range: 443.8453 458.9047
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) 57447 PRESSURE LAYER 300-60 : out of range
Severe: avg_fgdepar=21.5436, expected range: -4.2872 13.2900
Severe: rms_fgdepar=21.9021, expected range: 0.0000 15.8586
Severe: avg_pge=0.8547, expected range: -0.5603 0.7500
HIGH RESO LAND TEMP Q (G/KG) 78897 PRESSURE LAYER 600-900 (HPA) : out of range
Severe: rms_fgdepar=2.5707, expected range: 1.0141 1.8934
All HIGH RESO SEA TEMP ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 87.17 208.33
All HIGH RESO SEA TEMP ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 87.17 208.33
HIGH RESO LAND TEMP TEMPERATURE (K) (3 pressure layers affected) : out of range
1 times in the last 10 days for at least one item
Considerable: obs_number=320.0000, expected range: 127.5862 188.1638
amdar
AMDAR WIND VECTOR DIFF (M/S) CNFKQP (2 pressure layers affected) : out of range
6 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=21.5807, expected range: 0.0000 41.8132
AMDAR WIND VECTOR DIFF (M/S) CNFKQP PRESSURE LAYER 600-900 (HPA) : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=26.8865, expected range: -4.3831 36.8305
All ADS-C ALL LAYERS North Atlantic : all data missing
Severe: obs_number=0, expected range: 2409.99 6840.71
All ADS-C ALL LAYERS North West Pacific : all data missing
Severe: obs_number=0, expected range: 1403.95 5441.58
All ADS-C ALL LAYERS North East Pacific : all data missing
Severe: obs_number=0, expected range: 1594.83 3328.82
All ADS-C ALL LAYERS South West Pacific : all data missing
Severe: obs_number=0, expected range: 26.17 290.48
All ADS-C ALL LAYERS South Est Pacific : all data missing
Severe: obs_number=0, expected range: 295.71 684.88
All ADS-C ALL LAYERS Indian Ocean : all data missing
Severe: obs_number=0, expected range: 368.18 1026.64
All ADS-C ALL LAYERS Global : all data missing
Severe: obs_number=0, expected range: 8576.72 16166.45
All ADS-C ALL LAYERS Tropics : all data missing
Severe: obs_number=0, expected range: 1254.69 2716.13
All ADS-C ALL LAYERS Alantic Tropical are : all data missing
Severe: obs_number=0, expected range: 0.00 943.28
All ADS-C ALL LAYERS West pacific Tropica : all data missing
Severe: obs_number=0, expected range: 53.76 790.04
All ADS-C ALL LAYERS East pacific Tropica : all data missing
Severe: obs_number=0, expected range: 232.75 1492.66
All ADS-C ALL LAYERS Indian Ocean Tropica : all data missing
Severe: obs_number=0, expected range: 228.15 530.79
All ADS-C ALL LAYERS North pole : all data missing
Severe: obs_number=0, expected range: 37.84 785.41
prof
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) (2 pressure layers affected) : missing
Severe: obs_number=0.0000, expected range: 0.0000 675.6407
pilot
LAND PILOT WIND VECTOR DIFF (M/S) 42675 PRESSURE LAYER 300-600 (HPA) : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8221, expected range: 0.2721 0.7500
LAND PILOT WIND VECTOR DIFF (M/S) 41859 PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8374, expected range: 0.0998 0.7500
synop
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 36083 : out of range
28 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=579.5651, expected range: -51.0279 825.4491
Severely_persistent: rms_fgdepar=579.8931, expected range: 0.0000 820.1884
Severely_persistent: avg_pge=0.8773, expected range: 0.1705 0.7500
MANUAL LAND SYNOP RH2M (%) 37871 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=53.0611, expected range: -41.7718 91.9638
Severely_persistent: rms_fgdepar=53.0611, expected range: 0.0000 91.9638
MANUAL LAND SYNOP RH2M (%) 40703 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=63.2480, expected range: -45.3803 85.3232
Severely_persistent: rms_fgdepar=63.2480, expected range: 0.0000 85.3232
Severely_persistent: avg_pge=0.9462, expected range: -0.6096 0.7011
BUFR LAND SYNOP SURFACE PRESSURE (PA) 71022 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8228, expected range: -1.3899 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 29363 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8490, expected range: 0.3788 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 70414 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8106, expected range: -0.7415 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 58926 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9150, expected range: -1.2378 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 24588 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8111, expected range: 0.4743 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 56079 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8100, expected range: -1.4390 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 89575 : out of range
Severe: avg_fgdepar=69.7700, expected range: 8.3134 107.1431
Severe: rms_fgdepar=69.7700, expected range: 8.8270 106.7297
Severe: avg_pge=0.9989, expected range: -0.3615 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 60150 : out of range
Severe: rms_fgdepar=344.8802, expected range: 0.0000 99.8592
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 42834 : out of range
Severe: rms_fgdepar=318.5273, expected range: 0.0000 201.5994
Severe: avg_pge=0.8174, expected range: -0.3456 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 43367 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=435.0284, expected range: 0.0000 110.6125
Severe: avg_pge=0.8681, expected range: -0.5075 0.5783
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 41998 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8284, expected range: -1.0835 0.7500
MANUAL LAND SYNOP RH2M (%) 60511 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9214, expected range: -1.4335 0.7500
MANUAL LAND SYNOP RH2M (%) 67261 : out of range
Severe: rms_fgdepar=38.6850, expected range: 0.0000 23.9545
Severe: avg_pge=0.9974, expected range: -0.0047 0.0127
MANUAL LAND SYNOP RH2M (%) 40853 : out of range
Severe: rms_fgdepar=39.1007, expected range: 0.0000 19.1318
MANUAL LAND SYNOP RH2M (%) 41715 : out of range
Severe: rms_fgdepar=38.8158, expected range: -9.6561 14.0980
BUFR LAND SYNOP SURFACE PRESSURE (PA) 21931 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8187, expected range: -0.8890 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) : out of range
2 times in the last 10 days for at least one item
Severe: obs_number=453.0000, expected range: 537.7646 550.4576
BUFR LAND SYNOP RH2M (%) 08090 : out of range
Severe: rms_fgdepar=41.1310, expected range: 0.0000 21.6177
BUFR LAND SYNOP RH2M (%) 08052 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=35.9412, expected range: 0.0000 11.8951
BUFR LAND SYNOP RH2M (%) 08089 : out of range
Severe: rms_fgdepar=33.3677, expected range: 0.0000 16.8129
MANUAL LAND SYNOP SURFACE PRESSURE (PA) : out of range
3 times in the last 10 days for at least one item
Considerable: obs_number=296.0000, expected range: 246.7637 273.9863
ship
AUTOMATIC SHIP WIND VECTOR DIFF (M/S) 46204 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8601, expected range: -0.8308 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) EUCDE53 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=31.7367, expected range: -10.6724 35.2700
Severely_persistent: rms_fgdepar=31.7367, expected range: 0.0000 36.9839
Severely_persistent: avg_pge=0.9471, expected range: -0.2402 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) 9V9631 : out of range
Severe: avg_fgdepar=21.3126, expected range: -5.0003 12.0989
Severe: rms_fgdepar=26.0093, expected range: 0.0000 14.5341
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) C6OA3 : out of range
Severe: avg_fgdepar=28.3549, expected range: -0.8389 12.8088
Severe: rms_fgdepar=28.3549, expected range: 0.0000 12.6763
Severe: avg_pge=0.9419, expected range: -0.5156 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) V7UU3 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8851, expected range: -1.0998 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRVN8 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=26.2141, expected range: -16.8087 32.8535
Severe: rms_fgdepar=26.2160, expected range: 0.0000 33.1629
Severe: avg_pge=0.9334, expected range: -0.3655 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) D7HB : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=20.2144, expected range: -2.3602 17.0541
Severe: rms_fgdepar=20.2151, expected range: 0.0000 17.0588
Severe: avg_pge=0.9163, expected range: -0.2522 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) LF5T : out of range
Severe: rms_fgdepar=15.6830, expected range: 0.2578 5.0870
BUFR SHIP SYNOP SURFACE PRESSURE (PA) D5NK2 : out of range
Severe: avg_fgdepar=840.5242, expected range: -475.6352 2174.8543
Severe: rms_fgdepar=840.5242, expected range: 0.0000 2174.8543
Severe: avg_pge=0.8811, expected range: 0.5217 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) DCQN : out of range
Severe: rms_fgdepar=493.5914, expected range: 0.0000 194.0051
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 6301570 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8636, expected range: -1.4757 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1701611 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8308, expected range: -0.5759 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-968.1809, expected range: -779.7538 605.4068
Severely_persistent: rms_fgdepar=968.5501, expected range: 0.0000 1112.1156
Severely_persistent: avg_pge=0.9463, expected range: -1.4947 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4801723 : out of range
Severe: rms_fgdepar=423.4486, expected range: 0.0000 164.2084
DRIFTING BUOYS SURFACE PRESSURE (PA) 6202687 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8026, expected range: 0.7300 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101719 : out of range
Severe: rms_fgdepar=311.9972, expected range: 0.0000 89.4864
metar
METAR SURFACE PRESSURE (PA) LPPS : out of range
Severe: rms_fgdepar=301.9447, expected range: 0.0000 102.3203
METAR SURFACE PRESSURE (PA) WITT : out of range
Severe: rms_fgdepar=380.6118, expected range: 0.0000 160.7772
METAR SURFACE PRESSURE (PA) LIMY : out of range
Severe: avg_fgdepar=549.5561, expected range: 75.5959 666.7751
Severe: rms_fgdepar=550.1427, expected range: 96.6490 656.0923
snow
AUTOMATIC LAND SYNOP SNOW (CM) 71743 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-53.0848, expected range: -56.6437 -47.9830
Severely_persistent: rms_fgdepar=53.0848, expected range: 47.9830 56.6437
MANUAL LAND SYNOP SNOW (CM) 71816 : out of range
26 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-65.2723, expected range: -62.6547 -50.3956
Severely_persistent: rms_fgdepar=65.2818, expected range: 50.4255 62.6407
BUFR LAND SYNOP SNOW (CM) 47031 : out of range
34 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=99.8490, expected range: 11.8241 170.2647
Severely_persistent: rms_fgdepar=99.8490, expected range: 18.2131 166.3760
BUFR LAND SYNOP SNOW (CM) 01091 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-66.2807, expected range: -67.6992 -63.3448
Severely_persistent: rms_fgdepar=66.2809, expected range: 62.7941 68.8485
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=-80.1585, expected range: -85.7469 -77.3224
Severely_persistent: rms_fgdepar=80.1585, expected range: 77.3257 85.7487
AUTOMATIC LAND SYNOP SNOW (CM) 71454 : out of range
Severe: rms_fgdepar=16.8013, expected range: 0.0000 1.5353
BUFR LAND SYNOP SNOW (CM) 15118 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=15.7404, expected range: 0.0000 4.6525
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 17690 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.9406, expected range: -16.3079 -7.2561
Severely_persistent: rms_fgdepar=15.1055, expected range: 7.3170 16.4650
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.2393, expected range: -16.1243 -12.4689
Severely_persistent: rms_fgdepar=12.4468, expected range: 12.6268 16.2599
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22100 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3880, expected range: -20.0515 12.5157
Severely_persistent: rms_fgdepar=14.3995, expected range: 0.0000 21.6349
MANUAL LAND SYNOP 2M TEMPERATURE (K) 40710 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5209, expected range: -19.5397 -2.5404
Severely_persistent: rms_fgdepar=12.8142, expected range: 4.3094 18.6784
MANUAL LAND SYNOP 2M TEMPERATURE (K) 48810 : out of range
25 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9860, expected range: -20.6084 -3.0173
Severely_persistent: rms_fgdepar=16.0404, expected range: 3.2359 20.7214
MANUAL LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5332, expected range: -17.1572 -4.9171
Severely_persistent: rms_fgdepar=12.6662, expected range: 4.8914 17.3031
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
17 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0685, expected range: -27.7118 6.6569
Severely_persistent: rms_fgdepar=12.5120, expected range: 0.0000 27.6374
METAR 2M TEMPERATURE (K) LTCB : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=14.3112, expected range: 11.2971 21.3420
Severely_persistent: rms_fgdepar=14.3861, expected range: 11.5775 21.2734
BUFR LAND SYNOP 2M TEMPERATURE (K) 22100 : out of range
8 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3994, expected range: -20.0632 12.4567
Severely_persistent: rms_fgdepar=14.4102, expected range: 0.0000 21.7106
BUFR LAND SYNOP 2M TEMPERATURE (K) 01350 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.6445, expected range: -17.8250 15.8358
Severely_persistent: rms_fgdepar=12.6712, expected range: 0.0000 16.5800
BUFR LAND SYNOP 2M TEMPERATURE (K) 85671 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.6616, expected range: -19.4340 -12.2371
Severely_persistent: rms_fgdepar=16.7253, expected range: 12.4037 19.4456
BUFR LAND SYNOP 2M TEMPERATURE (K) 51542 : out of range
20 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.9999, expected range: -27.0139 8.2248
Severely_persistent: rms_fgdepar=14.2004, expected range: 0.0000 23.1445
BUFR LAND SYNOP 2M TEMPERATURE (K) 44224 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.5832, expected range: -16.9252 -5.7498
Severely_persistent: rms_fgdepar=12.7157, expected range: 5.7410 17.0623
BUFR LAND SYNOP 2M TEMPERATURE (K) 36796 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1185, expected range: -27.7618 6.6069
Severely_persistent: rms_fgdepar=12.5602, expected range: 0.0000 27.7136
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
36 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0004, expected range: -16.4971 -12.2669
Severely_persistent: rms_fgdepar=12.2108, expected range: 12.4089 16.6374
BUFR LAND SYNOP 2M TEMPERATURE (K) 36259 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.1974, expected range: -17.3121 -0.6350
Severely_persistent: rms_fgdepar=12.2356, expected range: 2.5287 16.0821
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: rms_fgdepar=12.1059, expected range: -6.8029 13.2764
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71024 : out of range
Severe: rms_fgdepar=10.7856, expected range: 0.0000 5.0330
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71497 : out of range
Severe: avg_fgdepar=-12.3183, expected range: -7.8352 9.8998
Severe: rms_fgdepar=12.3389, expected range: 0.0000 7.4832
MANUAL LAND SYNOP 2M TEMPERATURE (K) 70261 : out of range
Severe: avg_fgdepar=-12.3441, expected range: -13.6807 6.7395
Severe: rms_fgdepar=12.3830, expected range: 0.3372 9.7020
MANUAL LAND SYNOP 2M TEMPERATURE (K) 22481 : out of range
1 times in the last 10 days for at least one item
Severe: rms_fgdepar=11.5021, expected range: 0.0000 5.1590
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: avg_fgdepar=-14.3187, expected range: -1.0860 9.3523
Severe: rms_fgdepar=14.3381, expected range: 0.0000 8.8659
MANUAL LAND SYNOP 2M TEMPERATURE (K) 71946 : out of range
Severe: rms_fgdepar=10.2908, expected range: 0.0000 5.8347
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-13.6526, expected range: -13.0698 9.4599
Severe: rms_fgdepar=13.6785, expected range: 0.0000 11.1994
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9607, expected range: -17.1344 5.0247
Severe: rms_fgdepar=14.0392, expected range: 0.0000 16.0187
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36229 : out of range
Severe: avg_fgdepar=-12.6669, expected range: -16.4251 6.0853
Severe: rms_fgdepar=12.7014, expected range: 0.0000 14.1600
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: rms_fgdepar=12.6045, expected range: 0.0000 16.3230
METAR 2M TEMPERATURE (K) PAFA : out of range
Severe: avg_fgdepar=-12.5678, expected range: -13.0817 6.3648
Severe: rms_fgdepar=12.6368, expected range: 0.2096 9.6554
METAR 2M TEMPERATURE (K) PAFB : out of range
Severe: rms_fgdepar=12.6816, expected range: 0.0000 12.8802
METAR 2M TEMPERATURE (K) CYJF : out of range
Severe: avg_fgdepar=-12.3514, expected range: -7.2708 10.2135
Severe: rms_fgdepar=12.4162, expected range: 0.0000 7.7423
METAR 2M TEMPERATURE (K) PAEI : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.5984, expected range: -13.7410 6.4543
Severe: rms_fgdepar=12.6051, expected range: 0.0000 20.4595
METAR 2M TEMPERATURE (K) PAEL : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=12.5396, expected range: -0.9284 3.5131
Severe: rms_fgdepar=12.5396, expected range: 0.0000 3.3280
METAR 2M TEMPERATURE (K) OPKL : out of range
3 times in the last 10 days for at least one item
Severe: avg_fgdepar=18.2545, expected range: 2.6264 14.6296
Severe: rms_fgdepar=18.2934, expected range: 3.6571 14.3800
LAND TEMP 2M TEMPERATURE (K) 70261 : out of range
Severe: avg_fgdepar=-12.8636, expected range: -14.2704 7.0754
Severe: rms_fgdepar=12.8636, expected range: 0.0000 11.8024
BUFR LAND SYNOP 2M TEMPERATURE (K) 70261 : out of range
Severe: avg_fgdepar=-12.4985, expected range: -13.5150 6.7086
Severe: rms_fgdepar=12.5338, expected range: 0.4291 9.4958
BUFR LAND SYNOP 2M TEMPERATURE (K) 70271 : out of range
Severe: rms_fgdepar=12.1043, expected range: -6.7421 13.2485
BUFR LAND SYNOP 2M TEMPERATURE (K) 25715 : out of range
Severe: avg_fgdepar=-14.3922, expected range: -1.1130 9.3031
Severe: rms_fgdepar=14.4119, expected range: 0.0000 8.8093
BUFR LAND SYNOP 2M TEMPERATURE (K) 25627 : out of range
Severe: avg_fgdepar=-13.6939, expected range: -12.7795 9.5197
Severe: rms_fgdepar=13.7212, expected range: 0.0000 10.9628
BUFR LAND SYNOP 2M TEMPERATURE (K) 71497 : out of range
Severe: avg_fgdepar=-12.4063, expected range: -8.0534 9.9933
Severe: rms_fgdepar=12.4278, expected range: 0.0000 7.5393
BUFR LAND SYNOP 2M TEMPERATURE (K) 36428 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.9706, expected range: -17.1277 4.9562
Severe: rms_fgdepar=14.0471, expected range: 0.0000 16.0584
BUFR LAND SYNOP 2M TEMPERATURE (K) 36229 : out of range
Severe: avg_fgdepar=-12.6829, expected range: -16.4475 6.0673
Severe: rms_fgdepar=12.7179, expected range: 0.0000 14.1968
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
Severe: rms_fgdepar=12.5048, expected range: 0.0000 16.1578
rh2m
MANUAL LAND SYNOP RH2M (%) 24790 : out of range
Severe: rms_fgdepar=30.2113, expected range: 0.0000 13.8169
MANUAL LAND SYNOP RH2M (%) 25715 : out of range
Severe: rms_fgdepar=31.5821, expected range: 0.0000 15.4333
MANUAL LAND SYNOP RH2M (%) 76585 : out of range
Severe: rms_fgdepar=34.6982, expected range: 0.0000 14.5892