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 Alerts are provided for information on an as-is basis and may be withdrawn or changed without notice.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 2022-12-08 12:00

amsua
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 10 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.1890, expected range: -0.4457 -0.3256
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 9 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.5043, expected range: -0.9282 -0.7825
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 7 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.8506, expected range: -1.1512 -1.1403
METOP-C AMSUA ALL SKY RADIANCES CHANNEL 6 : out of range
4 times in the last 10 days for at least one item
Severe: avg_biascorr=-0.6808, expected range: -0.8812 -0.7798
AMSUA Pacific RARS
All NOAA-18 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 725.61 803.39
All NOAA-19 AMSUA ALL SKY CHANNELS Global : all data missing
Severely_persistent: obs_number=0, expected range: 229.12 1497.39
mwhs2
FY-3C MWHS2 ALLSKY RADIANCES CHANNEL 4 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-2.2529, expected range: -2.7537 -2.6450
atms
NPP ATMS RADIANCES CHANNEL 14 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.3525, expected range: -0.2354 -0.1464
NOAA20 ATMS RADIANCES CHANNEL 10 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_biascorr=-0.5247, expected range: -0.6527 -0.6282
gpsro
TANDEM-X GPSRO RISING HEIGHT 46-48 KM : out of range
Slight: stdev_norm_fgdepar=1.2553, expected range: 0.5657 1.0899
Atmospheric Motion Vector
HIMAWARI-8 AMV VIS1 WIND VECTOR DIFF (M/S) (2 pressure layers affected : out of range
8 times in the last 10 days for at least one item
Severely_persistent: obs_number=505.0000, expected range: 299.8107 323.7988
Radiosondes
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 410.68
All HIGH RESO LAND TEMP ALL LAYERS WMO BLOCK 82 : all data missing
Severely_persistent: obs_number=0, expected range: 23.09 158.11
LAND TEMP WIND VECTOR DIFF (M/S) 26781 PRESSURE LAYER 300-600 (HPA) : out of range
Severe: rms_fgdepar=17.0921, expected range: 0.0000 6.1237
Severe: avg_pge=0.8422, expected range: -0.2543 0.4013
HIGH RESO LAND TEMP WIND VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.8466, expected range: 0.9667 1.0188
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 0-300 (HPA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.8466, expected range: 0.9667 1.0188
BUFR TEMP DESCENT Q (G/KG) PRESSURE LAYER 900-1200 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 483.5182
HIGH RESO LAND TEMP 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: avg_lsm=0.4778, expected range: 0.5223 0.5946
HIGH RESO LAND TEMP TEMPERATURE (K) PRESSURE LAYER 600-900 (HPA) : out of range
2 times in the last 10 days for at least one item
Considerable: avg_lsm=0.4778, expected range: 0.5223 0.5946
HIGH RESO LAND TEMP Q (G/KG) PRESSURE LAYER 600-900 (HPA) : out of range
1 times in the last 10 days for at least one item
Considerable: avg_lsm=0.4778, expected range: 0.5223 0.5946
amdar
AMDAR WIND VECTOR DIFF (M/S) QFA7 PRESSURE LAYER 0-300 (HPA) : out of range
Severe: avg_fgdepar=28.4422, expected range: -2.9973 11.1054
Severe: rms_fgdepar=28.4423, expected range: 0.0000 15.2654
Severe: avg_pge=0.8866, expected range: -0.1705 0.2817
WIGOS AMDAR TEMPERATURE (K) QZKWUWBA (2 pressure layers affected) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8703, expected range: -1.9067 0.7500
WIGOS AMDAR Q (G/KG) BPZGUWRA PRESSURE LAYER 900-1200 (HPA) : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9250, expected range: -1.1860 0.7500
WIGOS AMDAR Q (G/KG) DVPUOFZA PRESSURE LAYER 900-1200 (HPA) : out of range
4 times in the last 10 days for at least one item
Severe: avg_pge=0.8807, expected range: -1.2331 0.7500
prof
JAPANESE WIND PROFILER VECTOR DIFF (M/S) 47612 PRESSURE LAYER 300-600 : out of range
7 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9283, expected range: -1.1408 0.7500
Severely_persistent: rms_fgdepar=34.7286, expected range: -32.0101 44.8726
Severely_persistent: avg_fgdepar=34.6184, expected range: -20.3697 30.6897
EUROPEAN WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 300-600 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 445.6166
JAPANESE WIND PROFILER VECTOR DIFF (M/S) PRESSURE LAYER 0-300 (HPA) : missing
2 times in the last 10 days for at least one item
Severe: obs_number=0.0000, expected range: 0.0000 353.5039
Severe: obs_number=0.0000, expected range: 0.0000 353.5039
synop
AUTOMATIC LAND SYNOP SURFACE PRESSURE (PA) 37308 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8032, expected range: 0.5882 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 40001 : out of range
6 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=868.2480, expected range: -209.7422 142.8341
Severely_persistent: rms_fgdepar=868.3639, expected range: 0.0000 250.2511
Severely_persistent: avg_pge=0.9298, expected range: -0.7548 0.7500
BUFR LAND SYNOP RH2M (%) 64184 : out of range
5 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.9997, expected range: -1.3483 0.7500
BUFR LAND SYNOP RH2M (%) 68408 : out of range
32 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-59.5520, expected range: -159.6848 92.9327
Severely_persistent: rms_fgdepar=59.5520, expected range: 0.0000 152.9745
Severely_persistent: avg_pge=1.0000, expected range: -1.9233 0.7500
AUTOMATIC LAND SYNOP RH2M (%) 68397 : out of range
3 times in the last 10 days for at least one item
Severe: avg_pge=0.9999, expected range: -1.2296 0.7500
Severe: rms_fgdepar=53.1373, expected range: 0.0000 85.7217
Severe: avg_fgdepar=-52.9725, expected range: -141.0235 97.2095
MANUAL LAND SYNOP RH2M (%) 62120 : out of range
Severe: avg_pge=0.9571, expected range: -0.2929 0.4534
MANUAL LAND SYNOP RH2M (%) 43017 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=1.0000, expected range: -1.3429 0.7500
Severe: rms_fgdepar=58.4930, expected range: 0.0000 55.1395
Severe: avg_fgdepar=58.4930, expected range: -18.8860 55.1395
MANUAL LAND SYNOP RH2M (%) 42770 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9300, expected range: -0.4504 0.7138
MANUAL LAND SYNOP RH2M (%) 42661 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9950, expected range: -1.2065 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 80426 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8192, expected range: -1.5588 0.7500
MANUAL LAND SYNOP SURFACE PRESSURE (PA) 83698 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8236, expected range: -1.5662 0.7500
BUFR LAND SYNOP RH2M (%) 42771 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.9923, expected range: -1.2419 0.7500
BUFR LAND SYNOP RH2M (%) 94343 : out of range
Severe: avg_fgdepar=50.2356, expected range: -32.3840 31.3090
Severe: rms_fgdepar=50.2356, expected range: 0.0000 22.1804
Severe: avg_pge=0.9933, expected range: 0.0009 0.0049
BUFR LAND SYNOP RH2M (%) 94376 : out of range
Severe: avg_fgdepar=61.0186, expected range: -16.3197 40.6397
Severe: rms_fgdepar=61.0186, expected range: 0.0000 40.6397
BUFR LAND SYNOP RH2M (%) 94457 : out of range
Severe: rms_fgdepar=40.5365, expected range: -7.3992 11.0490
Severe: avg_pge=0.9674, expected range: 0.0023 0.0028
BUFR LAND SYNOP RH2M (%) 94907 : out of range
Severe: avg_fgdepar=-66.2545, expected range: -19.4196 32.8974
Severe: rms_fgdepar=66.2917, expected range: 0.0000 32.0622
Severe: avg_pge=0.9979, expected range: -0.0014 0.0087
BUFR LAND SYNOP RH2M (%) _170FAF6 : out of range
Severe: avg_fgdepar=-58.4683, expected range: -81.1583 -51.3055
Severe: rms_fgdepar=58.5246, expected range: 51.9665 80.6649
BUFR LAND SYNOP SURFACE PRESSURE (PA) 16436 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8345, expected range: -0.0391 0.7500
BUFR LAND SYNOP SURFACE PRESSURE (PA) 36058 : out of range
Severe: rms_fgdepar=500.7180, expected range: 0.0000 621.7403
BUFR LAND SYNOP SURFACE PRESSURE (PA) 60160 : out of range
Severe: rms_fgdepar=315.7409, expected range: 0.0000 94.0083
BUFR LAND SYNOP SURFACE PRESSURE (PA) 62309 : Significant change of position
Severe: avg_lat=31.0300, expected range: 30.8851 30.9874
BUFR LAND SYNOP SURFACE PRESSURE (PA) 86846 : out of range
Severe: avg_fgdepar=779.2072, expected range: -118.8685 130.8691
Severe: rms_fgdepar=779.6631, expected range: 0.0000 103.1410
Severe: avg_pge=0.9098, expected range: -0.1224 0.1753
ship
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6BQ8 : out of range
33 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8077, expected range: -1.3736 0.7500
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) : Significant drift within DA wi
5 times in the last 10 days for at least one item
Severely_persistent: stdev_lon=7.4000, expected range: -241.8717 311.0642
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WSEP : Significant drift within DA wi
Severe: stdev_lon=57.1857, expected range: -0.9211 1.5135
BUFR SHIP SYNOP SURFACE PRESSURE (PA) WCX2417 : out of range
Severe: avg_pge=0.8193, expected range: -1.1992 0.7500
BUFR SHIP SYNOP SURFACE PRESSURE (PA) V7ZY6 : out of range
Severe: rms_fgdepar=1032.1029, expected range: 207.4277 1767.0270
Severe: avg_fgdepar=1032.1029, expected range: 185.6879 1778.0131
BUFR SHIP SYNOP SURFACE PRESSURE (PA) OXKO2 : out of range
Severe: rms_fgdepar=478.9702, expected range: 27.7309 188.5635
BUFR SHIP SYNOP SURFACE PRESSURE (PA) C6FW9 : Significant drift within DA wi
Severe: stdev_lon=34.7425, expected range: -0.3491 0.4426
BUFR SHIP SYNOP SURFACE PRESSURE (PA) 9V9091 : out of range
Severe: rms_fgdepar=367.9350, expected range: 0.0000 167.2929
BUFR SHIP SYNOP WIND VECTOR DIFF (M/S) VRIC6 : out of range
Severe: avg_pge=0.8723, expected range: -0.6663 0.7500
Severe: rms_fgdepar=15.0503, expected range: 0.0000 13.0615
buoy
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602593 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8662, expected range: -1.2249 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) 1501742 : out of range
11 times in the last 10 days for at least one item
Severely_persistent: avg_pge=0.8231, expected range: -1.2915 0.7500
DRIFTING BUOYS SURFACE PRESSURE (PA) : out of range
1 times in the last 10 days for at least one item
Severe: avg_lsm=0.0217, expected range: 0.0247 0.0275
DRIFTING BUOYS SURFACE PRESSURE (PA) 4602599 : out of range
1 times in the last 10 days for at least one item
Severe: avg_pge=0.8578, expected range: -0.1983 0.7500
Severe: rms_fgdepar=350.8077, expected range: 0.9850 182.6165
DRIFTING BUOYS SURFACE PRESSURE (PA) 4101702 : out of range
2 times in the last 10 days for at least one item
Severe: avg_pge=0.8917, expected range: -0.5118 0.5594
Severe: rms_fgdepar=592.4645, expected range: 0.0000 184.3555
Severe: avg_fgdepar=583.1936, expected range: -48.4724 78.2829
metar
METAR SURFACE PRESSURE (PA) SFAL : out of range
Severe: rms_fgdepar=488.4630, expected range: 0.0000 216.7210
METAR SURFACE PRESSURE (PA) SCCF : out of range
Severe: rms_fgdepar=300.7741, expected range: 0.0000 78.6074
snow
MANUAL LAND SYNOP SNOW (CM) 25378 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.7772, expected range: 17.7541 94.9912
Severely_persistent: avg_fgdepar=-79.7772, expected range: -94.9912 -17.7541
BUFR LAND SYNOP SNOW (CM) _MI1FB9B : out of range
17 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=52.4117, expected range: 0.0000 80.6011
Severely_persistent: avg_fgdepar=52.4089, expected range: -19.6293 80.5393
BUFR LAND SYNOP SNOW (CM) _MI17AC6 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=68.7501, expected range: 58.5535 114.0473
Severely_persistent: avg_fgdepar=-68.7448, expected range: -114.0405 -58.5294
BUFR LAND SYNOP SNOW (CM) _MF1EB15 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=807.2278, expected range: 745.1851 839.1037
Severely_persistent: avg_fgdepar=-807.2275, expected range: -839.1498 -744.9863
BUFR LAND SYNOP SNOW (CM) 25378 : out of range
14 times in the last 10 days for at least one item
Severely_persistent: rms_fgdepar=79.8234, expected range: 17.8366 95.0315
Severely_persistent: avg_fgdepar=-79.8234, expected range: -95.0315 -17.8366
BUFR LAND SYNOP SNOW (CM) 01221 : out of range
Severe: rms_fgdepar=35.2767, expected range: 0.2192 3.7252
BUFR LAND SYNOP SNOW (CM) 01132 : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=25.4520, expected range: -3.1505 4.2310
t2m
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
21 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.0104, expected range: -28.8976 36.0692
Severely_persistent: rms_fgdepar=15.0621, expected range: 0.0000 25.6685
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.3839, expected range: -17.3519 -10.6415
Severely_persistent: rms_fgdepar=13.5465, expected range: 10.8348 17.4569
MANUAL LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.7383, expected range: -24.7155 14.0560
Severely_persistent: rms_fgdepar=15.9442, expected range: 0.0000 21.0056
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3531, expected range: -29.0602 16.8379
Severely_persistent: rms_fgdepar=17.3767, expected range: 0.0000 24.8196
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.2784, expected range: -29.9404 16.8446
Severely_persistent: rms_fgdepar=16.3237, expected range: 0.0000 24.8864
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
15 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4600, expected range: -21.1623 3.5074
Severely_persistent: rms_fgdepar=13.4745, expected range: 0.0000 20.1844
METAR 2M TEMPERATURE (K) KTLH : out of range
9 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-12.0469, expected range: -16.7961 -5.7195
Severely_persistent: rms_fgdepar=13.2144, expected range: 5.6763 16.8873
METAR 2M TEMPERATURE (K) VYNT : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=12.0924, expected range: 3.2499 17.2596
Severely_persistent: rms_fgdepar=12.2021, expected range: 4.4586 16.7377
BUFR LAND SYNOP 2M TEMPERATURE (K) 24898 : out of range
12 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.8676, expected range: -24.8067 13.9906
Severely_persistent: rms_fgdepar=16.0633, expected range: 0.0000 21.1892
BUFR LAND SYNOP 2M TEMPERATURE (K) 25808 : out of range
18 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-17.3824, expected range: -28.9258 16.6624
Severely_persistent: rms_fgdepar=17.4074, expected range: 0.0000 24.7793
BUFR LAND SYNOP 2M TEMPERATURE (K) 25904 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-16.3284, expected range: -29.9904 16.7946
Severely_persistent: rms_fgdepar=16.3736, expected range: 0.0000 25.0076
BUFR LAND SYNOP 2M TEMPERATURE (K) 36091 : out of range
16 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.4467, expected range: -21.2199 3.5631
Severely_persistent: rms_fgdepar=13.4617, expected range: 0.0000 20.2167
BUFR LAND SYNOP 2M TEMPERATURE (K) 71653 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.3312, expected range: -28.7333 35.7342
Severely_persistent: rms_fgdepar=15.4829, expected range: 0.0000 25.3401
BUFR LAND SYNOP 2M TEMPERATURE (K) 80010 : out of range
13 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.9549, expected range: -35.3700 34.1321
Severely_persistent: rms_fgdepar=16.1170, expected range: 5.5423 18.5661
BUFR LAND SYNOP 2M TEMPERATURE (K) 89578 : out of range
38 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-13.5904, expected range: -17.4030 -10.6867
Severely_persistent: rms_fgdepar=13.7510, expected range: 10.8625 17.5198
BUFR LAND SYNOP 2M TEMPERATURE (K) _170E863 : out of range
10 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-15.1664, expected range: -32.3384 23.0901
Severely_persistent: rms_fgdepar=15.4508, expected range: 0.0000 23.3111
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1D581 : out of range
19 times in the last 10 days for at least one item
Severely_persistent: avg_fgdepar=-14.3382, expected range: -19.0269 -6.2235
Severely_persistent: rms_fgdepar=14.3382, expected range: 6.8938 18.8491
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 50434 : out of range
2 times in the last 10 days for at least one item
Severe: avg_fgdepar=-14.5498, expected range: -20.0907 15.6181
Severe: rms_fgdepar=14.5498, expected range: 0.0000 16.4408
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 55578 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.3711, expected range: -22.0639 19.6092
Severe: rms_fgdepar=13.3711, expected range: 0.0000 18.7496
AUTOMATIC LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.9047, expected range: -9.4165 4.7815
Severe: rms_fgdepar=12.9793, expected range: 0.0000 9.1073
MANUAL LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.7998, expected range: -21.8637 16.6917
Severe: rms_fgdepar=12.9573, expected range: 0.0000 17.7643
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
Severe: avg_fgdepar=-12.8689, expected range: -15.5371 2.4974
Severe: rms_fgdepar=12.9942, expected range: 0.3663 13.8147
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8285, expected range: -18.1452 7.8948
Severe: rms_fgdepar=13.1318, expected range: 0.0000 18.2396
MANUAL LAND SYNOP 2M TEMPERATURE (K) 36666 : out of range
Severe: avg_fgdepar=-12.4317, expected range: -14.4918 0.9744
Severe: rms_fgdepar=12.4943, expected range: 0.0000 14.5449
METAR 2M TEMPERATURE (K) KOUN : out of range
Severe: rms_fgdepar=12.6847, expected range: 0.0000 5.5079
LAND TEMP 2M TEMPERATURE (K) 65548 : out of range
Severe: avg_fgdepar=-13.1998, expected range: -3.9141 4.2160
Severe: rms_fgdepar=13.1998, expected range: 0.0000 3.3186
BUFR LAND SYNOP 2M TEMPERATURE (K) 25335 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.8758, expected range: -21.9510 16.6622
Severe: rms_fgdepar=13.0353, expected range: 0.0000 17.8872
BUFR LAND SYNOP 2M TEMPERATURE (K) 36078 : out of range
Severe: avg_fgdepar=-12.9354, expected range: -15.5288 2.4891
Severe: rms_fgdepar=13.0588, expected range: 0.3312 13.8510
BUFR LAND SYNOP 2M TEMPERATURE (K) 36639 : out of range
4 times in the last 10 days for at least one item
Severe: avg_fgdepar=-12.6882, expected range: -18.0447 7.7941
Severe: rms_fgdepar=13.0098, expected range: 0.0000 18.1675
BUFR LAND SYNOP 2M TEMPERATURE (K) 36666 : out of range
Severe: avg_fgdepar=-12.4817, expected range: -14.5418 0.9244
Severe: rms_fgdepar=12.5440, expected range: 0.0000 14.5969
BUFR LAND SYNOP 2M TEMPERATURE (K) 50434 : out of range
Severe: avg_fgdepar=-13.0027, expected range: -16.0824 8.8410
Severe: rms_fgdepar=13.0643, expected range: 0.0000 14.2833
BUFR LAND SYNOP 2M TEMPERATURE (K) 72777 : out of range
1 times in the last 10 days for at least one item
Severe: avg_fgdepar=-13.2274, expected range: -9.6091 4.7588
Severe: rms_fgdepar=13.3052, expected range: 0.0000 9.3537
BUFR LAND SYNOP 2M TEMPERATURE (K) 87395 : out of range
Severe: avg_fgdepar=-15.7820, expected range: -4.1897 5.0678
Severe: rms_fgdepar=15.7820, expected range: 0.0000 4.8143
BUFR LAND SYNOP 2M TEMPERATURE (K) _MI1BE4D : out of range
2 times in the last 10 days for at least one item
Severe: rms_fgdepar=13.2955, expected range: 0.0000 3.1865
BUFR LAND SYNOP 2M TEMPERATURE (K) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=11493.0000, expected range: 13581.8159 14510.3746
rh2m
All BUFR LAND SYNOP WMO BLOCK 66 : all data missing
Severely_persistent: obs_number=0, expected range: 0.00 369.30
BUFR LAND SYNOP RH2M (%) : out of range
1 times in the last 10 days for at least one item
Slight: obs_number=8708.0000, expected range: 9842.0600 10727.8447